From bf0e0a17639ec6460b307aa65e83e4f615ed7f06 Mon Sep 17 00:00:00 2001 From: Koki MURAOKA Date: Thu, 16 Mar 2023 23:31:22 +0900 Subject: [PATCH 01/75] fix typo (#2404) --- deepmd/descriptor/descriptor.py | 4 ++-- deepmd/utils/argcheck.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/deepmd/descriptor/descriptor.py b/deepmd/descriptor/descriptor.py index 15f3cfaa4c..38b56a85be 100644 --- a/deepmd/descriptor/descriptor.py +++ b/deepmd/descriptor/descriptor.py @@ -44,7 +44,7 @@ class Descriptor(PluginVariant): @staticmethod def register(key: str) -> "Descriptor": - """Regiester a descriptor plugin. + """Register a descriptor plugin. Parameters ---------- @@ -54,7 +54,7 @@ def register(key: str) -> "Descriptor": Returns ------- Descriptor - the regiestered descriptor + the registered descriptor Examples -------- diff --git a/deepmd/utils/argcheck.py b/deepmd/utils/argcheck.py index 9fb977e5eb..f19300a488 100644 --- a/deepmd/utils/argcheck.py +++ b/deepmd/utils/argcheck.py @@ -80,7 +80,7 @@ def __init__(self) -> None: def register( self, name: str, alias: Optional[List[str]] = None ) -> Callable[[], List[Argument]]: - """Regiester a descriptor argument plugin. + """Register a descriptor argument plugin. Parameters ---------- @@ -92,7 +92,7 @@ def register( Returns ------- Callable[[], List[Argument]] - the regiestered descriptor argument method + the registered descriptor argument method Examples -------- From f0c126048a605278213a665135f4369b78be161a Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 21 Mar 2023 09:17:08 +0800 Subject: [PATCH 02/75] Bump docker/login-action from 1.10.0 to 2.1.0 (#2411) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Bumps [docker/login-action](https://github.com/docker/login-action) from 1.10.0 to 2.1.0.
Release notes

Sourced from docker/login-action's releases.

v2.1.0

What's Changed

  • Ensure AWS temp credentials are redacted in workflow logs by @​crazy-max (#275)
  • Bump @​actions/core from 1.6.0 to 1.10.0 (#252 #292)
  • Bump @​aws-sdk/client-ecr from 3.53.0 to 3.186.0 (#298)
  • Bump @​aws-sdk/client-ecr-public from 3.53.0 to 3.186.0 (#299)

Full Changelog: https://github.com/docker/login-action/compare/v2.0.0...v2.1.0

v2.0.0

  • Node 16 as default runtime by @​crazy-max (#161)
    • This requires a minimum Actions Runner version of v2.285.0, which is by default available in GHES 3.4 or later.
  • chore: update dev dependencies and workflow by @​crazy-max (#170)
  • Bump @​actions/exec from 1.1.0 to 1.1.1 (#167)
  • Bump @​actions/io from 1.1.1 to 1.1.2 (#168)
  • Bump minimist from 1.2.5 to 1.2.6 (#176)
  • Bump https-proxy-agent from 5.0.0 to 5.0.1 (#182)

Full Changelog: https://github.com/docker/login-action/compare/v1.14.1...v2.0.0

v1.14.1

  • Revert to Node 12 as default runtime to fix issue for GHE users (#160)

v1.14.0

  • Update to node 16 (#158)
  • Bump @​aws-sdk/client-ecr from 3.45.0 to 3.53.0 (#157)
  • Bump @​aws-sdk/client-ecr-public from 3.45.0 to 3.53.0 (#156)

v1.13.0

  • Handle proxy settings for aws-sdk (#152)
  • Workload identity based authentication docs for GCR and GAR (#112)
  • Test login against ACR (#49)
  • Bump @​aws-sdk/client-ecr from 3.44.0 to 3.45.0 (#132)
  • Bump @​aws-sdk/client-ecr-public from 3.43.0 to 3.45.0 (#131)

v1.12.0

  • ECR: only set credentials if username and password are specified (#128)
  • Refactor to use aws-sdk v3 (#128)

v1.11.0

  • ECR: switch implementation to use the AWS SDK (#126)
  • ecr input to specify whether the given registry is ECR (#123)
  • Test against Windows runner (#126)
  • Update instructions for Google registry (#127)
  • Update dev workflow (#111)
  • Small changes for GHCR doc (#86)
  • Update dev dependencies (#85)
  • Bump ansi-regex from 5.0.0 to 5.0.1 (#101)
  • Bump tmpl from 1.0.4 to 1.0.5 (#100)
  • Bump @​actions/core from 1.4.0 to 1.6.0 (#94 #103)

... (truncated)

Commits

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Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- .github/workflows/build_wheel.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml index c497e86e1d..e11ae58bbe 100644 --- a/.github/workflows/build_wheel.yml +++ b/.github/workflows/build_wheel.yml @@ -95,7 +95,7 @@ jobs: name: artifact path: source/install/docker/dist - name: Log in to the Container registry - uses: docker/login-action@f054a8b539a109f9f41c372932f1ae047eff08c9 + uses: docker/login-action@f4ef78c080cd8ba55a85445d5b36e214a81df20a with: registry: ghcr.io username: ${{ github.actor }} From 20efd9afa1680af440ed8c47d466eb62c51c0355 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 20 Mar 2023 22:45:55 -0400 Subject: [PATCH 03/75] keep the file permission when `make lammps` (#2414) It looks that by default, CMake will remove the execute permission. Signed-off-by: Jinzhe Zeng --- source/cmake/cmake_lammps.cmake.in | 1 + 1 file changed, 1 insertion(+) diff --git a/source/cmake/cmake_lammps.cmake.in b/source/cmake/cmake_lammps.cmake.in index 7db7ec71c0..a18b43daae 100644 --- a/source/cmake/cmake_lammps.cmake.in +++ b/source/cmake/cmake_lammps.cmake.in @@ -5,6 +5,7 @@ string(REGEX REPLACE "\n" "" files "${files}") foreach (cur_file ${files}) file ( INSTALL DESTINATION "${LMP_INSTALL_PREFIX}" + USE_SOURCE_PERMISSIONS TYPE FILE FILES "${cur_file}" ) From ced9fdb650b8bf19a29c464ffe19f5797848206a Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 20 Mar 2023 22:56:45 -0400 Subject: [PATCH 04/75] C API: support fparam and aparam for DeepPot (#2415) Signed-off-by: Jinzhe Zeng --- source/api_c/include/c_api.h | 50 +- source/api_c/include/c_api_internal.h | 4 + source/api_c/include/deepmd.hpp | 273 +++- source/api_c/src/c_api.cc | 53 +- .../tests/test_deeppot_a_fparam_aparam.cc | 381 +++++ .../test_deeppot_a_fparam_aparam_nframes.cc | 1297 +++++++++++++++++ 6 files changed, 1978 insertions(+), 80 deletions(-) create mode 100644 source/api_c/tests/test_deeppot_a_fparam_aparam.cc create mode 100644 source/api_c/tests/test_deeppot_a_fparam_aparam_nframes.cc diff --git a/source/api_c/include/c_api.h b/source/api_c/include/c_api.h index d36bd2206d..341b2f853d 100644 --- a/source/api_c/include/c_api.h +++ b/source/api_c/include/c_api.h @@ -202,8 +202,10 @@ extern void DP_DeepPotComputeNListf(DP_DeepPot* dp, * @param[in] atype The atom types. The array should contain natoms ints. * @param[in] box The cell of the region. The array should be of size 9. Pass *NULL if pbc is not used. - * @param[in] fparam The frame parameters. (not work at this time) - * @param[in] aparam The atom parameters. (not work at this time) + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *dim_aparam. * @param[out] energy Output energy. * @param[out] force Output force. The array should be of size natoms x 3. * @param[out] virial Output virial. The array should be of size 9. @@ -239,8 +241,10 @@ extern void DP_DeepPotCompute2(DP_DeepPot* dp, * @param[in] atype The atom types. The array should contain natoms ints. * @param[in] box The cell of the region. The array should be of size 9. Pass *NULL if pbc is not used. - * @param[in] fparam The frame parameters. (not work at this time) - * @param[in] aparam The atom parameters. (not work at this time) + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *dim_aparam. * @param[out] energy Output energy. * @param[out] force Output force. The array should be of size natoms x 3. * @param[out] virial Output virial. The array should be of size 9. @@ -280,8 +284,10 @@ extern void DP_DeepPotComputef2(DP_DeepPot* dp, * @param[in] nghost The number of ghost atoms. * @param[in] nlist The neighbor list. * @param[in] ago Update the internal neighbour list if ago is 0. - * @param[in] fparam The frame parameters. (not work at this time) - * @param[in] aparam The atom parameters. (not work at this time) + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *dim_aparam. * @param[out] energy Output energy. * @param[out] force Output force. The array should be of size natoms x 3. * @param[out] virial Output virial. The array should be of size 9. @@ -324,8 +330,10 @@ extern void DP_DeepPotComputeNList2(DP_DeepPot* dp, * @param[in] nghost The number of ghost atoms. * @param[in] nlist The neighbor list. * @param[in] ago Update the internal neighbour list if ago is 0. - * @param[in] fparam The frame parameters. (not work at this time) - * @param[in] aparam The atom parameters. (not work at this time) + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *dim_aparam. * @param[out] energy Output energy. * @param[out] force Output force. The array should be of size natoms x 3. * @param[out] virial Output virial. The array should be of size 9. @@ -365,8 +373,10 @@ extern void DP_DeepPotComputeNListf2(DP_DeepPot* dp, *ints. * @param[in] box The cell of the region. The array should be of size 9. Pass *NULL if pbc is not used. - * @param[in] fparam The frame parameters. (not work at this time) - * @param[in] aparam The atom parameters. (not work at this time) + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *dim_aparam. * @param[out] energy Output energy. * @param[out] force Output force. The array should be of size natoms x 3. * @param[out] virial Output virial. The array should be of size 9. @@ -402,8 +412,10 @@ extern void DP_DeepPotComputeMixedType(DP_DeepPot* dp, *ints. * @param[in] box The cell of the region. The array should be of size 9. Pass *NULL if pbc is not used. - * @param[in] fparam The frame parameters. (not work at this time) - * @param[in] aparam The atom parameters. (not work at this time) + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *dim_aparam. * @param[out] energy Output energy. * @param[out] force Output force. The array should be of size natoms x 3. * @param[out] virial Output virial. The array should be of size 9. @@ -551,6 +563,20 @@ double DP_DeepPotGetCutoff(DP_DeepPot* dp); */ int DP_DeepPotGetNumbTypes(DP_DeepPot* dp); +/** + * @brief Get the dimension of frame parameters of a DP. + * @param[in] dp The DP to use. + * @return The dimension of frame parameters of the DP. + */ +int DP_DeepPotGetDimFParam(DP_DeepPot* dp); + +/** + * @brief Get the dimension of atomic parameters of a DP. + * @param[in] dp The DP to use. + * @return The dimension of atomic parameters of the DP. + */ +int DP_DeepPotGetDimAParam(DP_DeepPot* dp); + /** * @brief Get the type map of a DP. * @param[in] dp The DP to use. diff --git a/source/api_c/include/c_api_internal.h b/source/api_c/include/c_api_internal.h index 741f1e88e3..e52b3c9e67 100644 --- a/source/api_c/include/c_api_internal.h +++ b/source/api_c/include/c_api_internal.h @@ -38,6 +38,8 @@ struct DP_DeepPot { deepmd::DeepPot dp; std::string exception; + int dfparam; + int daparam; }; struct DP_DeepPotModelDevi { @@ -46,6 +48,8 @@ struct DP_DeepPotModelDevi { deepmd::DeepPotModelDevi dp; std::string exception; + int dfparam; + int daparam; }; struct DP_DeepTensor { diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index cf7285fb41..6f2740077b 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -586,6 +586,8 @@ class DeepPot { } dp = DP_NewDeepPotWithParam(model.c_str(), gpu_rank, file_content.c_str()); DP_CHECK_OK(DP_DeepPotCheckOK, dp); + dfparam = DP_DeepPotGetDimFParam(dp); + daparam = DP_DeepPotGetDimAParam(dp); }; /** @@ -598,14 +600,25 @@ class DeepPot { * @param[in] atype The atom types. The list should contain natoms ints. * @param[in] box The cell of the region. The array should be of size nframes *x 9 (PBC) or empty (no PBC). + * @param[in] fparam The frame parameter. The array can be of size : + * nframes x dim_fparam. + * dim_fparam. Then all frames are assumed to be provided with the same + *fparam. + * @param[in] aparam The atomic parameter The array can be of size : + * nframes x natoms x dim_aparam. + * natoms x dim_aparam. Then all frames are assumed to be provided with the + *same aparam. **/ template - void compute(ENERGYVTYPE &ener, - std::vector &force, - std::vector &virial, - const std::vector &coord, - const std::vector &atype, - const std::vector &box) { + void compute( + ENERGYVTYPE &ener, + std::vector &force, + std::vector &virial, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size(); unsigned int nframes = coord.size() / natoms / 3; assert(nframes * natoms * 3 == coord.size()); @@ -620,9 +633,15 @@ class DeepPot { virial.resize(nframes * 9); VALUETYPE *force_ = &force[0]; VALUETYPE *virial_ = &virial[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, natoms * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotCompute(dp, nframes, natoms, coord_, atype_, box_, - nullptr, nullptr, ener_, force_, virial_, + fparam__, aparam__, ener_, force_, virial_, nullptr, nullptr); DP_CHECK_OK(DP_DeepPotCheckOK, dp); }; @@ -639,16 +658,27 @@ class DeepPot { * @param[in] atype The atom types. The list should contain natoms ints. * @param[in] box The cell of the region. The array should be of size nframes *x 9 (PBC) or empty (no PBC). + * @param[in] fparam The frame parameter. The array can be of size : + * nframes x dim_fparam. + * dim_fparam. Then all frames are assumed to be provided with the same + *fparam. + * @param[in] aparam The atomic parameter The array can be of size : + * nframes x natoms x dim_aparam. + * natoms x dim_aparam. Then all frames are assumed to be provided with the + *same aparam. **/ template - void compute(ENERGYVTYPE &ener, - std::vector &force, - std::vector &virial, - std::vector &atom_energy, - std::vector &atom_virial, - const std::vector &coord, - const std::vector &atype, - const std::vector &box) { + void compute( + ENERGYVTYPE &ener, + std::vector &force, + std::vector &virial, + std::vector &atom_energy, + std::vector &atom_virial, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size(); unsigned int nframes = coord.size() / natoms / 3; assert(nframes * natoms * 3 == coord.size()); @@ -668,9 +698,15 @@ class DeepPot { VALUETYPE *virial_ = &virial[0]; VALUETYPE *atomic_ener_ = &atom_energy[0]; VALUETYPE *atomic_virial_ = &atom_virial[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, natoms * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotCompute(dp, nframes, natoms, coord_, atype_, box_, - nullptr, nullptr, ener_, force_, virial_, + fparam__, aparam__, ener_, force_, virial_, atomic_ener_, atomic_virial_); DP_CHECK_OK(DP_DeepPotCheckOK, dp); }; @@ -689,17 +725,28 @@ class DeepPot { * @param[in] nghost The number of ghost atoms. * @param[in] nlist The neighbor list. * @param[in] ago Update the internal neighbour list if ago is 0. + * @param[in] fparam The frame parameter. The array can be of size : + * nframes x dim_fparam. + * dim_fparam. Then all frames are assumed to be provided with the same + *fparam. + * @param[in] aparam The atomic parameter The array can be of size : + * nframes x natoms x dim_aparam. + * natoms x dim_aparam. Then all frames are assumed to be provided with the + *same aparam. **/ template - void compute(ENERGYVTYPE &ener, - std::vector &force, - std::vector &virial, - const std::vector &coord, - const std::vector &atype, - const std::vector &box, - const int nghost, - const InputNlist &lmp_list, - const int &ago) { + void compute( + ENERGYVTYPE &ener, + std::vector &force, + std::vector &virial, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const int nghost, + const InputNlist &lmp_list, + const int &ago, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size(); unsigned int nframes = coord.size() / natoms / 3; assert(nframes * natoms * 3 == coord.size()); @@ -714,10 +761,16 @@ class DeepPot { virial.resize(nframes * 9); VALUETYPE *force_ = &force[0]; VALUETYPE *virial_ = &virial[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms - nghost, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, (natoms - nghost) * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotComputeNList( dp, nframes, natoms, coord_, atype_, box_, nghost, lmp_list.nl, ago, - nullptr, nullptr, ener_, force_, virial_, nullptr, nullptr); + fparam__, aparam__, ener_, force_, virial_, nullptr, nullptr); DP_CHECK_OK(DP_DeepPotCheckOK, dp); }; /** @@ -736,19 +789,30 @@ class DeepPot { * @param[in] nghost The number of ghost atoms. * @param[in] nlist The neighbor list. * @param[in] ago Update the internal neighbour list if ago is 0. + * @param[in] fparam The frame parameter. The array can be of size : + * nframes x dim_fparam. + * dim_fparam. Then all frames are assumed to be provided with the same + *fparam. + * @param[in] aparam The atomic parameter The array can be of size : + * nframes x natoms x dim_aparam. + * natoms x dim_aparam. Then all frames are assumed to be provided with the + *same aparam. **/ template - void compute(ENERGYVTYPE &ener, - std::vector &force, - std::vector &virial, - std::vector &atom_energy, - std::vector &atom_virial, - const std::vector &coord, - const std::vector &atype, - const std::vector &box, - const int nghost, - const InputNlist &lmp_list, - const int &ago) { + void compute( + ENERGYVTYPE &ener, + std::vector &force, + std::vector &virial, + std::vector &atom_energy, + std::vector &atom_virial, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const int nghost, + const InputNlist &lmp_list, + const int &ago, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size(); unsigned int nframes = coord.size() / natoms / 3; assert(nframes * natoms * 3 == coord.size()); @@ -768,10 +832,17 @@ class DeepPot { VALUETYPE *virial_ = &virial[0]; VALUETYPE *atomic_ener_ = &atom_energy[0]; VALUETYPE *atomic_virial_ = &atom_virial[0]; - - _DP_DeepPotComputeNList( - dp, nframes, natoms, coord_, atype_, box_, nghost, lmp_list.nl, ago, - nullptr, nullptr, ener_, force_, virial_, atomic_ener_, atomic_virial_); + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms - nghost, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, (natoms - nghost) * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; + + _DP_DeepPotComputeNList(dp, nframes, natoms, coord_, atype_, + box_, nghost, lmp_list.nl, ago, fparam__, + aparam__, ener_, force_, virial_, + atomic_ener_, atomic_virial_); DP_CHECK_OK(DP_DeepPotCheckOK, dp); }; /** @@ -786,15 +857,26 @@ class DeepPot { * @param[in] atype The atom types. The list should contain natoms ints. * @param[in] box The cell of the region. The array should be of size nframes *x 9 (PBC) or empty (no PBC). + * @param[in] fparam The frame parameter. The array can be of size : + * nframes x dim_fparam. + * dim_fparam. Then all frames are assumed to be provided with the same + *fparam. + * @param[in] aparam The atomic parameter The array can be of size : + * nframes x natoms x dim_aparam. + * natoms x dim_aparam. Then all frames are assumed to be provided with the + *same aparam. **/ template - void compute_mixed_type(ENERGYVTYPE &ener, - std::vector &force, - std::vector &virial, - const int &nframes, - const std::vector &coord, - const std::vector &atype, - const std::vector &box) { + void compute_mixed_type( + ENERGYVTYPE &ener, + std::vector &force, + std::vector &virial, + const int &nframes, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size() / nframes; assert(nframes * natoms * 3 == coord.size()); if (!box.empty()) { @@ -808,9 +890,15 @@ class DeepPot { virial.resize(nframes * 9); VALUETYPE *force_ = &force[0]; VALUETYPE *virial_ = &virial[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, natoms * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotComputeMixedType(dp, nframes, natoms, coord_, atype_, - box_, nullptr, nullptr, ener_, + box_, fparam__, aparam__, ener_, force_, virial_, nullptr, nullptr); DP_CHECK_OK(DP_DeepPotCheckOK, dp); }; @@ -828,17 +916,28 @@ class DeepPot { * @param[in] atype The atom types. The list should contain natoms ints. * @param[in] box The cell of the region. The array should be of size nframes *x 9 (PBC) or empty (no PBC). + * @param[in] fparam The frame parameter. The array can be of size : + * nframes x dim_fparam. + * dim_fparam. Then all frames are assumed to be provided with the same + *fparam. + * @param[in] aparam The atomic parameter The array can be of size : + * nframes x natoms x dim_aparam. + * natoms x dim_aparam. Then all frames are assumed to be provided with the + *same aparam. **/ template - void compute_mixed_type(ENERGYVTYPE &ener, - std::vector &force, - std::vector &virial, - std::vector &atom_energy, - std::vector &atom_virial, - const int &nframes, - const std::vector &coord, - const std::vector &atype, - const std::vector &box) { + void compute_mixed_type( + ENERGYVTYPE &ener, + std::vector &force, + std::vector &virial, + std::vector &atom_energy, + std::vector &atom_virial, + const int &nframes, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size() / nframes; assert(nframes * natoms * 3 == coord.size()); if (!box.empty()) { @@ -857,9 +956,15 @@ class DeepPot { VALUETYPE *virial_ = &virial[0]; VALUETYPE *atomic_ener_ = &atom_energy[0]; VALUETYPE *atomic_virial_ = &atom_virial[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, natoms * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotComputeMixedType( - dp, nframes, natoms, coord_, atype_, box_, nullptr, nullptr, ener_, + dp, nframes, natoms, coord_, atype_, box_, fparam__, aparam__, ener_, force_, virial_, atomic_ener_, atomic_virial_); DP_CHECK_OK(DP_DeepPotCheckOK, dp); }; @@ -896,9 +1001,59 @@ class DeepPot { void print_summary(const std::string &pre) const { DP_PrintSummary(pre.c_str()); } + /** + * @brief Get the dimension of the frame parameter. + * @return The dimension of the frame parameter. + **/ + int dim_fparam() const { + assert(dp); + return dfparam; + } + /** + * @brief Get the dimension of the atomic parameter. + * @return The dimension of the atomic parameter. + **/ + int dim_aparam() const { + assert(dp); + return daparam; + } private: DP_DeepPot *dp; + int dfparam; + int daparam; + template + void validate_fparam_aparam(const int &nframes, + const int &nloc, + const std::vector &fparam, + const std::vector &aparam) const { + if (fparam.size() != dfparam && fparam.size() != nframes * dfparam) { + throw deepmd::hpp::deepmd_exception( + "the dim of frame parameter provided is not consistent with what the " + "model uses"); + } + + if (aparam.size() != daparam * nloc && + aparam.size() != nframes * daparam * nloc) { + throw deepmd::hpp::deepmd_exception( + "the dim of atom parameter provided is not consistent with what the " + "model uses"); + } + } + template + void tile_fparam_aparam(std::vector &out_param, + const int &nframes, + const int &dparam, + const std::vector ¶m) const { + if (param.size() == dparam) { + out_param.resize(nframes * dparam); + for (int ii = 0; ii < nframes; ++ii) { + std::copy(param.begin(), param.end(), out_param.begin() + ii * dparam); + } + } else if (param.size() == nframes * dparam) { + out_param = param; + } + } }; /** diff --git a/source/api_c/src/c_api.cc b/source/api_c/src/c_api.cc index ffe860545c..253790008c 100644 --- a/source/api_c/src/c_api.cc +++ b/source/api_c/src/c_api.cc @@ -25,13 +25,15 @@ DP_Nlist* DP_NewNlist(int inum_, } DP_DeepPot::DP_DeepPot() {} -DP_DeepPot::DP_DeepPot(deepmd::DeepPot& dp) : dp(dp) {} +DP_DeepPot::DP_DeepPot(deepmd::DeepPot& dp) : dp(dp) { + dfparam = dp.dim_aparam(); + daparam = dp.dim_fparam(); +} DP_DeepPot* DP_NewDeepPot(const char* c_model) { std::string model(c_model); - deepmd::DeepPot dp(model); - DP_DeepPot* new_dp = new DP_DeepPot(dp); - return new_dp; + DP_NEW_OK(DP_DeepPot, deepmd::DeepPot dp(model); + DP_DeepPot* new_dp = new DP_DeepPot(dp); return new_dp;) } DP_DeepPot* DP_NewDeepPotWithParam(const char* c_model, @@ -45,7 +47,10 @@ DP_DeepPot* DP_NewDeepPotWithParam(const char* c_model, DP_DeepPotModelDevi::DP_DeepPotModelDevi() {} DP_DeepPotModelDevi::DP_DeepPotModelDevi(deepmd::DeepPotModelDevi& dp) - : dp(dp) {} + : dp(dp) { + dfparam = dp.dim_aparam(); + daparam = dp.dim_fparam(); +} DP_DeepPotModelDevi* DP_NewDeepPotModelDevi(const char** c_models, int n_models) { @@ -119,10 +124,19 @@ inline void DP_DeepPotCompute_variant(DP_DeepPot* dp, // pbc cell_.assign(cell, cell + nframes * 9); } + std::vector fparam_; + if (fparam) { + fparam_.assign(fparam, fparam + nframes * dp->dfparam); + } + std::vector aparam_; + if (aparam) { + aparam_.assign(aparam, aparam + nframes * natoms * dp->daparam); + } std::vector e; std::vector f, v, ae, av; - DP_REQUIRES_OK(dp, dp->dp.compute(e, f, v, ae, av, coord_, atype_, cell_)); + DP_REQUIRES_OK(dp, dp->dp.compute(e, f, v, ae, av, coord_, atype_, cell_, + fparam_, aparam_)); // copy from C++ vectors to C arrays, if not NULL pointer if (energy) std::copy(e.begin(), e.end(), energy); if (force) std::copy(f.begin(), f.end(), force); @@ -184,11 +198,19 @@ inline void DP_DeepPotComputeNList_variant(DP_DeepPot* dp, // pbc cell_.assign(cell, cell + nframes * 9); } + std::vector fparam_; + if (fparam) { + fparam_.assign(fparam, fparam + nframes * dp->dfparam); + } + std::vector aparam_; + if (aparam) { + aparam_.assign(aparam, aparam + nframes * (natoms - nghost) * dp->daparam); + } std::vector e; std::vector f, v, ae, av; DP_REQUIRES_OK(dp, dp->dp.compute(e, f, v, ae, av, coord_, atype_, cell_, - nghost, nlist->nl, ago)); + nghost, nlist->nl, ago, fparam_, aparam_)); // copy from C++ vectors to C arrays, if not NULL pointer if (energy) std::copy(e.begin(), e.end(), energy); if (force) std::copy(f.begin(), f.end(), force); @@ -253,11 +275,20 @@ inline void DP_DeepPotComputeMixedType_variant(DP_DeepPot* dp, // pbc cell_.assign(cell, cell + nframes * 9); } + std::vector fparam_; + if (fparam) { + fparam_.assign(fparam, fparam + nframes * dp->dfparam); + } + std::vector aparam_; + if (aparam) { + aparam_.assign(aparam, aparam + nframes * natoms * dp->daparam); + } std::vector e; std::vector f, v, ae, av; - DP_REQUIRES_OK(dp, dp->dp.compute_mixed_type(e, f, v, ae, av, nframes, coord_, - atype_, cell_)); + DP_REQUIRES_OK( + dp, dp->dp.compute_mixed_type(e, f, v, ae, av, nframes, coord_, atype_, + cell_, fparam_, aparam_)); // copy from C++ vectors to C arrays, if not NULL pointer if (energy) std::copy(e.begin(), e.end(), energy); if (force) std::copy(f.begin(), f.end(), force); @@ -883,6 +914,10 @@ double DP_DeepPotGetCutoff(DP_DeepPot* dp) { return dp->dp.cutoff(); } int DP_DeepPotGetNumbTypes(DP_DeepPot* dp) { return dp->dp.numb_types(); } +int DP_DeepPotGetDimFParam(DP_DeepPot* dp) { return dp->dfparam; } + +int DP_DeepPotGetDimAParam(DP_DeepPot* dp) { return dp->daparam; } + const char* DP_DeepPotCheckOK(DP_DeepPot* dp) { return string_to_char(dp->exception); } diff --git a/source/api_c/tests/test_deeppot_a_fparam_aparam.cc b/source/api_c/tests/test_deeppot_a_fparam_aparam.cc new file mode 100644 index 0000000000..c2247a868d --- /dev/null +++ b/source/api_c/tests/test_deeppot_a_fparam_aparam.cc @@ -0,0 +1,381 @@ +#include +#include +#include +#include + +#include +#include +#include +#include + +#include "deepmd.hpp" +#include "test_utils.h" + +template +class TestInferDeepPotAFParamAParam : public ::testing::Test { + protected: + std::vector coord = {12.83, 2.56, 2.18, 12.09, 2.87, 2.74, + 00.25, 3.32, 1.68, 3.36, 3.00, 1.81, + 3.51, 2.51, 2.60, 4.27, 3.22, 1.56}; + std::vector atype = {0, 0, 0, 0, 0, 0}; + std::vector box = {13., 0., 0., 0., 13., 0., 0., 0., 13.}; + std::vector fparam = {0.25852028}; + std::vector aparam = {0.25852028, 0.25852028, 0.25852028, + 0.25852028, 0.25852028, 0.25852028}; + std::vector expected_e = { + -1.038271183039953804e-01, -7.285433575272914908e-02, + -9.467600174099155552e-02, -1.467050086239614082e-01, + -7.660561620618722145e-02, -7.277295998502930630e-02}; + std::vector expected_f = { + 6.622266817497907132e-02, 5.278739055693523058e-02, + 2.265727495541422845e-02, -2.606047850915838363e-02, + -4.538811686410718776e-02, 1.058247569147072187e-02, + 1.679392490937766935e-01, -2.257828022687320690e-03, + -4.490145670355452645e-02, -1.148364103573685929e-01, + -1.169790466695089237e-02, 6.140402504113953025e-02, + -8.078778132132799494e-02, -5.838878056243369807e-02, + 6.773639989682191109e-02, -1.247724708090079161e-02, + 6.494523955924384750e-02, -1.174787188812918687e-01}; + std::vector expected_v = { + -1.589185553287162656e-01, 2.586163333170100279e-03, + -1.575127933809472624e-04, -1.855360380105876630e-02, + 1.949822090859933826e-02, -1.006552056166355388e-02, + 3.177029853276916449e-02, 1.714349636720383010e-03, + -1.290389175187874483e-03, -8.553510339477603253e-02, + -5.654637257232508415e-03, -1.286954833787038420e-02, + 2.464156457499515687e-02, -2.398202886026797043e-02, + -1.957110465239037672e-02, 2.233492928605742764e-02, + 6.107843207824020099e-03, 1.707078295947736047e-03, + -1.653994088976195043e-01, 3.894358678172111371e-02, + -2.169595969759342477e-02, 6.819704294738503786e-03, + -5.018242039618424008e-03, 2.640664428663210429e-03, + -1.985298275686078057e-03, -3.638421609610945767e-02, + 2.342932331075030239e-02, -8.501331914753691710e-02, + -2.181253413538992297e-03, 4.311300069651782287e-03, + -1.910329328333908129e-03, -1.808810159508548836e-03, + -1.540075281450827612e-03, -1.173703213175551763e-02, + -2.596306629910121507e-03, 6.705025662372287101e-03, + -9.038455005073858795e-02, 3.011717773578577451e-02, + -5.083054073419784880e-02, -2.951210292616929069e-03, + 2.342445652898489383e-02, -4.091207474993674431e-02, + -1.648470649301832236e-02, -2.872261885460645689e-02, + 4.763924972552112391e-02, -8.300036532764677732e-02, + 1.020429228955421243e-03, -1.026734151199098881e-03, + 5.678534096113684732e-02, 1.273635718045938205e-02, + -1.530143225195957322e-02, -1.061671865629566225e-01, + -2.486859433265622629e-02, 2.875323131744185121e-02}; + int natoms; + double expected_tot_e; + std::vector expected_tot_v; + + deepmd::hpp::DeepPot dp; + + void SetUp() override { + std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + deepmd::hpp::convert_pbtxt_to_pb(file_name, "fparam_aparam.pb"); + + dp.init("fparam_aparam.pb"); + + natoms = expected_e.size(); + EXPECT_EQ(natoms * 3, expected_f.size()); + EXPECT_EQ(natoms * 9, expected_v.size()); + expected_tot_e = 0.; + expected_tot_v.resize(9); + std::fill(expected_tot_v.begin(), expected_tot_v.end(), 0.); + for (int ii = 0; ii < natoms; ++ii) { + expected_tot_e += expected_e[ii]; + } + for (int ii = 0; ii < natoms; ++ii) { + for (int dd = 0; dd < 9; ++dd) { + expected_tot_v[dd] += expected_v[ii * 9 + dd]; + } + } + }; + + void TearDown() override { remove("fparam_aparam.pb"); }; +}; + +TYPED_TEST_SUITE(TestInferDeepPotAFParamAParam, ValueTypes); + +TYPED_TEST(TestInferDeepPotAFParamAParam, cpu_build_nlist) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + double& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + double ener; + std::vector force, virial; + dp.compute(ener, force, virial, coord, atype, box, fparam, aparam); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFParamAParam, cpu_build_nlist_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + double& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + double ener; + std::vector force, virial, atom_ener, atom_vir; + dp.compute(ener, force, virial, atom_ener, atom_vir, coord, atype, box, + fparam, aparam); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + EXPECT_EQ(atom_ener.size(), natoms); + EXPECT_EQ(atom_vir.size(), natoms * 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFParamAParam, cpu_lmp_nlist) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + double& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + double ener; + std::vector force_, virial; + dp.compute(ener, force_, virial, coord_cpy, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + + ener = 0.; + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + dp.compute(ener, force_, virial, coord_cpy, atype_cpy, box, nall - nloc, + inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFParamAParam, cpu_lmp_nlist_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + double& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + double ener; + std::vector force_, atom_ener_, atom_vir_, virial; + std::vector force, atom_ener, atom_vir; + dp.compute(ener, force_, virial, atom_ener_, atom_vir_, coord_cpy, atype_cpy, + box, nall - nloc, inlist, 0, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3); + _fold_back(atom_ener, atom_ener_, mapping, nloc, nall, 1); + _fold_back(atom_vir, atom_vir_, mapping, nloc, nall, 9); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + EXPECT_EQ(atom_ener.size(), natoms); + EXPECT_EQ(atom_vir.size(), natoms * 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } + + ener = 0.; + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + std::fill(atom_ener_.begin(), atom_ener_.end(), 0.0); + std::fill(atom_vir_.begin(), atom_vir_.end(), 0.0); + dp.compute(ener, force_, virial, atom_ener_, atom_vir_, coord_cpy, atype_cpy, + box, nall - nloc, inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3); + _fold_back(atom_ener, atom_ener_, mapping, nloc, nall, 1); + _fold_back(atom_vir, atom_vir_, mapping, nloc, nall, 9); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + EXPECT_EQ(atom_ener.size(), natoms); + EXPECT_EQ(atom_vir.size(), natoms * 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFParamAParam, cpu_lmp_nlist_2rc) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + double& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc * 2); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + double ener; + std::vector force_(nall * 3, 0.0), virial(9, 0.0); + dp.compute(ener, force_, virial, coord_cpy, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + + ener = 0.; + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + dp.compute(ener, force_, virial, coord_cpy, atype_cpy, box, nall - nloc, + inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3); + + EXPECT_EQ(force.size(), natoms * 3); + EXPECT_EQ(virial.size(), 9); + + EXPECT_LT(fabs(ener - expected_tot_e), EPSILON); + for (int ii = 0; ii < natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} diff --git a/source/api_c/tests/test_deeppot_a_fparam_aparam_nframes.cc b/source/api_c/tests/test_deeppot_a_fparam_aparam_nframes.cc new file mode 100644 index 0000000000..6c7558402e --- /dev/null +++ b/source/api_c/tests/test_deeppot_a_fparam_aparam_nframes.cc @@ -0,0 +1,1297 @@ +#include +#include +#include +#include + +#include +#include +#include +#include + +#include "deepmd.hpp" +#include "test_utils.h" + +template +class TestInferDeepPotAFparamAparamNFrames : public ::testing::Test { + protected: + std::vector coord = { + 12.83, 2.56, 2.18, 12.09, 2.87, 2.74, 00.25, 3.32, 1.68, + 3.36, 3.00, 1.81, 3.51, 2.51, 2.60, 4.27, 3.22, 1.56, + 12.83, 2.56, 2.18, 12.09, 2.87, 2.74, 00.25, 3.32, 1.68, + 3.36, 3.00, 1.81, 3.51, 2.51, 2.60, 4.27, 3.22, 1.56}; + std::vector atype = {0, 0, 0, 0, 0, 0}; + std::vector box = {13., 0., 0., 0., 13., 0., 0., 0., 13., + 13., 0., 0., 0., 13., 0., 0., 0., 13.}; + std::vector fparam = {0.25852028, 0.25852028}; + std::vector aparam = { + 0.25852028, 0.25852028, 0.25852028, 0.25852028, 0.25852028, 0.25852028, + 0.25852028, 0.25852028, 0.25852028, 0.25852028, 0.25852028, 0.25852028}; + std::vector expected_e = { + -1.038271183039953804e-01, -7.285433575272914908e-02, + -9.467600174099155552e-02, -1.467050086239614082e-01, + -7.660561620618722145e-02, -7.277295998502930630e-02, + -1.038271183039953804e-01, -7.285433575272914908e-02, + -9.467600174099155552e-02, -1.467050086239614082e-01, + -7.660561620618722145e-02, -7.277295998502930630e-02}; + std::vector expected_f = { + 6.622266817497907132e-02, 5.278739055693523058e-02, + 2.265727495541422845e-02, -2.606047850915838363e-02, + -4.538811686410718776e-02, 1.058247569147072187e-02, + 1.679392490937766935e-01, -2.257828022687320690e-03, + -4.490145670355452645e-02, -1.148364103573685929e-01, + -1.169790466695089237e-02, 6.140402504113953025e-02, + -8.078778132132799494e-02, -5.838878056243369807e-02, + 6.773639989682191109e-02, -1.247724708090079161e-02, + 6.494523955924384750e-02, -1.174787188812918687e-01, + 6.622266817497907132e-02, 5.278739055693523058e-02, + 2.265727495541422845e-02, -2.606047850915838363e-02, + -4.538811686410718776e-02, 1.058247569147072187e-02, + 1.679392490937766935e-01, -2.257828022687320690e-03, + -4.490145670355452645e-02, -1.148364103573685929e-01, + -1.169790466695089237e-02, 6.140402504113953025e-02, + -8.078778132132799494e-02, -5.838878056243369807e-02, + 6.773639989682191109e-02, -1.247724708090079161e-02, + 6.494523955924384750e-02, -1.174787188812918687e-01}; + std::vector expected_v = { + -1.589185553287162656e-01, 2.586163333170100279e-03, + -1.575127933809472624e-04, -1.855360380105876630e-02, + 1.949822090859933826e-02, -1.006552056166355388e-02, + 3.177029853276916449e-02, 1.714349636720383010e-03, + -1.290389175187874483e-03, -8.553510339477603253e-02, + -5.654637257232508415e-03, -1.286954833787038420e-02, + 2.464156457499515687e-02, -2.398202886026797043e-02, + -1.957110465239037672e-02, 2.233492928605742764e-02, + 6.107843207824020099e-03, 1.707078295947736047e-03, + -1.653994088976195043e-01, 3.894358678172111371e-02, + -2.169595969759342477e-02, 6.819704294738503786e-03, + -5.018242039618424008e-03, 2.640664428663210429e-03, + -1.985298275686078057e-03, -3.638421609610945767e-02, + 2.342932331075030239e-02, -8.501331914753691710e-02, + -2.181253413538992297e-03, 4.311300069651782287e-03, + -1.910329328333908129e-03, -1.808810159508548836e-03, + -1.540075281450827612e-03, -1.173703213175551763e-02, + -2.596306629910121507e-03, 6.705025662372287101e-03, + -9.038455005073858795e-02, 3.011717773578577451e-02, + -5.083054073419784880e-02, -2.951210292616929069e-03, + 2.342445652898489383e-02, -4.091207474993674431e-02, + -1.648470649301832236e-02, -2.872261885460645689e-02, + 4.763924972552112391e-02, -8.300036532764677732e-02, + 1.020429228955421243e-03, -1.026734151199098881e-03, + 5.678534096113684732e-02, 1.273635718045938205e-02, + -1.530143225195957322e-02, -1.061671865629566225e-01, + -2.486859433265622629e-02, 2.875323131744185121e-02, + -1.589185553287162656e-01, 2.586163333170100279e-03, + -1.575127933809472624e-04, -1.855360380105876630e-02, + 1.949822090859933826e-02, -1.006552056166355388e-02, + 3.177029853276916449e-02, 1.714349636720383010e-03, + -1.290389175187874483e-03, -8.553510339477603253e-02, + -5.654637257232508415e-03, -1.286954833787038420e-02, + 2.464156457499515687e-02, -2.398202886026797043e-02, + -1.957110465239037672e-02, 2.233492928605742764e-02, + 6.107843207824020099e-03, 1.707078295947736047e-03, + -1.653994088976195043e-01, 3.894358678172111371e-02, + -2.169595969759342477e-02, 6.819704294738503786e-03, + -5.018242039618424008e-03, 2.640664428663210429e-03, + -1.985298275686078057e-03, -3.638421609610945767e-02, + 2.342932331075030239e-02, -8.501331914753691710e-02, + -2.181253413538992297e-03, 4.311300069651782287e-03, + -1.910329328333908129e-03, -1.808810159508548836e-03, + -1.540075281450827612e-03, -1.173703213175551763e-02, + -2.596306629910121507e-03, 6.705025662372287101e-03, + -9.038455005073858795e-02, 3.011717773578577451e-02, + -5.083054073419784880e-02, -2.951210292616929069e-03, + 2.342445652898489383e-02, -4.091207474993674431e-02, + -1.648470649301832236e-02, -2.872261885460645689e-02, + 4.763924972552112391e-02, -8.300036532764677732e-02, + 1.020429228955421243e-03, -1.026734151199098881e-03, + 5.678534096113684732e-02, 1.273635718045938205e-02, + -1.530143225195957322e-02, -1.061671865629566225e-01, + -2.486859433265622629e-02, 2.875323131744185121e-02}; + int natoms; + int nframes = 2; + std::vector expected_tot_e; + std::vector expected_tot_v; + + deepmd::hpp::DeepPot dp; + + void SetUp() override { + std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + deepmd::hpp::convert_pbtxt_to_pb("../../tests/infer/fparam_aparam.pbtxt", + "fparam_aparam.pb"); + + dp.init("fparam_aparam.pb"); + + natoms = expected_e.size() / nframes; + EXPECT_EQ(nframes * natoms * 3, expected_f.size()); + EXPECT_EQ(nframes * natoms * 9, expected_v.size()); + expected_tot_e.resize(nframes); + expected_tot_v.resize(nframes * 9); + std::fill(expected_tot_e.begin(), expected_tot_e.end(), 0.); + std::fill(expected_tot_v.begin(), expected_tot_v.end(), 0.); + for (int kk = 0; kk < nframes; ++kk) { + for (int ii = 0; ii < natoms; ++ii) { + expected_tot_e[kk] += expected_e[kk * natoms + ii]; + } + for (int ii = 0; ii < natoms; ++ii) { + for (int dd = 0; dd < 9; ++dd) { + expected_tot_v[kk * 9 + dd] += + expected_v[kk * natoms * 9 + ii * 9 + dd]; + } + } + } + }; + + void TearDown() override { remove("fparam_aparam.pb"); }; +}; + +TYPED_TEST_SUITE(TestInferDeepPotAFparamAparamNFrames, ValueTypes); + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, cpu_build_nlist) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + std::vector ener; + std::vector force, virial; + dp.compute(ener, force, virial, coord, atype, box, fparam, aparam); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, cpu_build_nlist_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + std::vector ener; + std::vector force, virial, atom_ener, atom_vir; + dp.compute(ener, force, virial, atom_ener, atom_vir, coord, atype, box, + fparam, aparam); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + EXPECT_EQ(atom_ener.size(), nframes * natoms); + EXPECT_EQ(atom_vir.size(), nframes * natoms * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, cpu_lmp_nlist) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + std::vector ener; + std::vector force_, virial; + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + + std::fill(ener.begin(), ener.end(), 0.0); + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, cpu_lmp_nlist_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + std::vector ener; + std::vector force_, atom_ener_, atom_vir_, virial; + std::vector force, atom_ener, atom_vir; + dp.compute(ener, force_, virial, atom_ener_, atom_vir_, coord_cpy2, atype_cpy, + box, nall - nloc, inlist, 0, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + _fold_back(atom_ener, atom_ener_, mapping, nloc, nall, 1, nframes); + _fold_back(atom_vir, atom_vir_, mapping, nloc, nall, 9, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + EXPECT_EQ(atom_ener.size(), nframes * natoms); + EXPECT_EQ(atom_vir.size(), nframes * natoms * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } + + std::fill(ener.begin(), ener.end(), 0.0); + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + std::fill(atom_ener_.begin(), atom_ener_.end(), 0.0); + std::fill(atom_vir_.begin(), atom_vir_.end(), 0.0); + dp.compute(ener, force_, virial, atom_ener_, atom_vir_, coord_cpy2, atype_cpy, + box, nall - nloc, inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + _fold_back(atom_ener, atom_ener_, mapping, nloc, nall, 1, nframes); + _fold_back(atom_vir, atom_vir_, mapping, nloc, nall, 9, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + EXPECT_EQ(atom_ener.size(), nframes * natoms); + EXPECT_EQ(atom_vir.size(), nframes * natoms * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, cpu_lmp_nlist_2rc) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc * 2); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + std::vector ener; + std::vector force_(nall * 3, 0.0), virial(nframes * 9, 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + + std::fill(ener.begin(), ener.end(), 0.0); + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, cpu_lmp_nlist_type_sel) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + + // add vir atoms + int nvir = 2; + std::vector coord_vir(nvir * 3); + std::vector atype_vir(nvir, 2); + std::vector aparam_vir(nvir * 1); + for (int ii = 0; ii < nvir; ++ii) { + coord_vir[ii] = coord[ii]; + } + for (int ii = 0; ii < nvir; ++ii) { + aparam_vir[ii] = aparam[ii]; + } + coord.insert(coord.begin(), coord_vir.begin(), coord_vir.end()); + atype.insert(atype.begin(), atype_vir.begin(), atype_vir.end()); + natoms += nvir; + std::vector expected_f_vir(nvir * 3, 0.0); + // two frames + expected_f.insert(expected_f.begin(), expected_f_vir.begin(), + expected_f_vir.end()); + expected_f.insert(expected_f.begin() + natoms * 3, expected_f_vir.begin(), + expected_f_vir.end()); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + + // build nlist + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + aparam.insert(aparam.begin(), aparam_vir.begin(), aparam_vir.end()); + aparam.insert(aparam.begin() + nloc, aparam_vir.begin(), aparam_vir.end()); + + // dp compute + std::vector ener; + std::vector force_(nall * 3, 0.0), virial(nframes * 9, 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + // fold back + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFrames, + cpu_lmp_nlist_type_sel_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + + // add vir atoms + int nvir = 2; + std::vector coord_vir(nvir * 3); + std::vector atype_vir(nvir, 2); + std::vector aparam_vir(nvir * 2); + for (int ii = 0; ii < nvir; ++ii) { + coord_vir[ii] = coord[ii]; + } + for (int ii = 0; ii < nvir * 2; ++ii) { + aparam_vir[ii] = aparam[ii]; + } + coord.insert(coord.begin(), coord_vir.begin(), coord_vir.end()); + atype.insert(atype.begin(), atype_vir.begin(), atype_vir.end()); + aparam.insert(aparam.begin(), aparam_vir.begin(), aparam_vir.end()); + natoms += nvir; + std::vector expected_f_vir(nvir * 3, 0.0); + // two frames + expected_f.insert(expected_f.begin(), expected_f_vir.begin(), + expected_f_vir.end()); + expected_f.insert(expected_f.begin() + natoms * 3, expected_f_vir.begin(), + expected_f_vir.end()); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + + // build nlist + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + // dp compute + std::vector ener; + std::vector force_(nall * 3, 0.0), virial(nframes * 9, 0.0), + atomic_energy, atomic_virial; + dp.compute(ener, force_, virial, atomic_energy, atomic_virial, coord_cpy2, + atype_cpy, box, nall - nloc, inlist, 0, fparam, aparam); + // fold back + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +template +class TestInferDeepPotAFparamAparamNFramesSingleParam : public ::testing::Test { + protected: + std::vector coord = { + 12.83, 2.56, 2.18, 12.09, 2.87, 2.74, 00.25, 3.32, 1.68, + 3.36, 3.00, 1.81, 3.51, 2.51, 2.60, 4.27, 3.22, 1.56, + 12.83, 2.56, 2.18, 12.09, 2.87, 2.74, 00.25, 3.32, 1.68, + 3.36, 3.00, 1.81, 3.51, 2.51, 2.60, 4.27, 3.22, 1.56}; + std::vector atype = {0, 0, 0, 0, 0, 0}; + std::vector box = {13., 0., 0., 0., 13., 0., 0., 0., 13., + 13., 0., 0., 0., 13., 0., 0., 0., 13.}; + std::vector fparam = {0.25852028}; + std::vector aparam = {0.25852028, 0.25852028, 0.25852028, + 0.25852028, 0.25852028, 0.25852028}; + std::vector expected_e = { + -1.038271183039953804e-01, -7.285433575272914908e-02, + -9.467600174099155552e-02, -1.467050086239614082e-01, + -7.660561620618722145e-02, -7.277295998502930630e-02, + -1.038271183039953804e-01, -7.285433575272914908e-02, + -9.467600174099155552e-02, -1.467050086239614082e-01, + -7.660561620618722145e-02, -7.277295998502930630e-02}; + std::vector expected_f = { + 6.622266817497907132e-02, 5.278739055693523058e-02, + 2.265727495541422845e-02, -2.606047850915838363e-02, + -4.538811686410718776e-02, 1.058247569147072187e-02, + 1.679392490937766935e-01, -2.257828022687320690e-03, + -4.490145670355452645e-02, -1.148364103573685929e-01, + -1.169790466695089237e-02, 6.140402504113953025e-02, + -8.078778132132799494e-02, -5.838878056243369807e-02, + 6.773639989682191109e-02, -1.247724708090079161e-02, + 6.494523955924384750e-02, -1.174787188812918687e-01, + 6.622266817497907132e-02, 5.278739055693523058e-02, + 2.265727495541422845e-02, -2.606047850915838363e-02, + -4.538811686410718776e-02, 1.058247569147072187e-02, + 1.679392490937766935e-01, -2.257828022687320690e-03, + -4.490145670355452645e-02, -1.148364103573685929e-01, + -1.169790466695089237e-02, 6.140402504113953025e-02, + -8.078778132132799494e-02, -5.838878056243369807e-02, + 6.773639989682191109e-02, -1.247724708090079161e-02, + 6.494523955924384750e-02, -1.174787188812918687e-01}; + std::vector expected_v = { + -1.589185553287162656e-01, 2.586163333170100279e-03, + -1.575127933809472624e-04, -1.855360380105876630e-02, + 1.949822090859933826e-02, -1.006552056166355388e-02, + 3.177029853276916449e-02, 1.714349636720383010e-03, + -1.290389175187874483e-03, -8.553510339477603253e-02, + -5.654637257232508415e-03, -1.286954833787038420e-02, + 2.464156457499515687e-02, -2.398202886026797043e-02, + -1.957110465239037672e-02, 2.233492928605742764e-02, + 6.107843207824020099e-03, 1.707078295947736047e-03, + -1.653994088976195043e-01, 3.894358678172111371e-02, + -2.169595969759342477e-02, 6.819704294738503786e-03, + -5.018242039618424008e-03, 2.640664428663210429e-03, + -1.985298275686078057e-03, -3.638421609610945767e-02, + 2.342932331075030239e-02, -8.501331914753691710e-02, + -2.181253413538992297e-03, 4.311300069651782287e-03, + -1.910329328333908129e-03, -1.808810159508548836e-03, + -1.540075281450827612e-03, -1.173703213175551763e-02, + -2.596306629910121507e-03, 6.705025662372287101e-03, + -9.038455005073858795e-02, 3.011717773578577451e-02, + -5.083054073419784880e-02, -2.951210292616929069e-03, + 2.342445652898489383e-02, -4.091207474993674431e-02, + -1.648470649301832236e-02, -2.872261885460645689e-02, + 4.763924972552112391e-02, -8.300036532764677732e-02, + 1.020429228955421243e-03, -1.026734151199098881e-03, + 5.678534096113684732e-02, 1.273635718045938205e-02, + -1.530143225195957322e-02, -1.061671865629566225e-01, + -2.486859433265622629e-02, 2.875323131744185121e-02, + -1.589185553287162656e-01, 2.586163333170100279e-03, + -1.575127933809472624e-04, -1.855360380105876630e-02, + 1.949822090859933826e-02, -1.006552056166355388e-02, + 3.177029853276916449e-02, 1.714349636720383010e-03, + -1.290389175187874483e-03, -8.553510339477603253e-02, + -5.654637257232508415e-03, -1.286954833787038420e-02, + 2.464156457499515687e-02, -2.398202886026797043e-02, + -1.957110465239037672e-02, 2.233492928605742764e-02, + 6.107843207824020099e-03, 1.707078295947736047e-03, + -1.653994088976195043e-01, 3.894358678172111371e-02, + -2.169595969759342477e-02, 6.819704294738503786e-03, + -5.018242039618424008e-03, 2.640664428663210429e-03, + -1.985298275686078057e-03, -3.638421609610945767e-02, + 2.342932331075030239e-02, -8.501331914753691710e-02, + -2.181253413538992297e-03, 4.311300069651782287e-03, + -1.910329328333908129e-03, -1.808810159508548836e-03, + -1.540075281450827612e-03, -1.173703213175551763e-02, + -2.596306629910121507e-03, 6.705025662372287101e-03, + -9.038455005073858795e-02, 3.011717773578577451e-02, + -5.083054073419784880e-02, -2.951210292616929069e-03, + 2.342445652898489383e-02, -4.091207474993674431e-02, + -1.648470649301832236e-02, -2.872261885460645689e-02, + 4.763924972552112391e-02, -8.300036532764677732e-02, + 1.020429228955421243e-03, -1.026734151199098881e-03, + 5.678534096113684732e-02, 1.273635718045938205e-02, + -1.530143225195957322e-02, -1.061671865629566225e-01, + -2.486859433265622629e-02, 2.875323131744185121e-02}; + int natoms; + int nframes = 2; + std::vector expected_tot_e; + std::vector expected_tot_v; + + deepmd::hpp::DeepPot dp; + + void SetUp() override { + std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + deepmd::hpp::convert_pbtxt_to_pb("../../tests/infer/fparam_aparam.pbtxt", + "fparam_aparam.pb"); + + dp.init("fparam_aparam.pb"); + + natoms = expected_e.size() / nframes; + EXPECT_EQ(nframes * natoms * 3, expected_f.size()); + EXPECT_EQ(nframes * natoms * 9, expected_v.size()); + expected_tot_e.resize(nframes); + expected_tot_v.resize(nframes * 9); + std::fill(expected_tot_e.begin(), expected_tot_e.end(), 0.); + std::fill(expected_tot_v.begin(), expected_tot_v.end(), 0.); + for (int kk = 0; kk < nframes; ++kk) { + for (int ii = 0; ii < natoms; ++ii) { + expected_tot_e[kk] += expected_e[kk * natoms + ii]; + } + for (int ii = 0; ii < natoms; ++ii) { + for (int dd = 0; dd < 9; ++dd) { + expected_tot_v[kk * 9 + dd] += + expected_v[kk * natoms * 9 + ii * 9 + dd]; + } + } + } + }; + + void TearDown() override { remove("fparam_aparam.pb"); }; +}; + +TYPED_TEST_SUITE(TestInferDeepPotAFparamAparamNFramesSingleParam, ValueTypes); + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, cpu_build_nlist) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + std::vector ener; + std::vector force, virial; + dp.compute(ener, force, virial, coord, atype, box, fparam, aparam); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, + cpu_build_nlist_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + std::vector ener; + std::vector force, virial, atom_ener, atom_vir; + dp.compute(ener, force, virial, atom_ener, atom_vir, coord, atype, box, + fparam, aparam); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + EXPECT_EQ(atom_ener.size(), nframes * natoms); + EXPECT_EQ(atom_vir.size(), nframes * natoms * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, cpu_lmp_nlist) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + std::vector ener; + std::vector force_, virial; + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + + std::fill(ener.begin(), ener.end(), 0.0); + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, + cpu_lmp_nlist_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + std::vector ener; + std::vector force_, atom_ener_, atom_vir_, virial; + std::vector force, atom_ener, atom_vir; + dp.compute(ener, force_, virial, atom_ener_, atom_vir_, coord_cpy2, atype_cpy, + box, nall - nloc, inlist, 0, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + _fold_back(atom_ener, atom_ener_, mapping, nloc, nall, 1, nframes); + _fold_back(atom_vir, atom_vir_, mapping, nloc, nall, 9, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + EXPECT_EQ(atom_ener.size(), nframes * natoms); + EXPECT_EQ(atom_vir.size(), nframes * natoms * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } + + std::fill(ener.begin(), ener.end(), 0.0); + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + std::fill(atom_ener_.begin(), atom_ener_.end(), 0.0); + std::fill(atom_vir_.begin(), atom_vir_.end(), 0.0); + dp.compute(ener, force_, virial, atom_ener_, atom_vir_, coord_cpy2, atype_cpy, + box, nall - nloc, inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + _fold_back(atom_ener, atom_ener_, mapping, nloc, nall, 1, nframes); + _fold_back(atom_vir, atom_vir_, mapping, nloc, nall, 9, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + EXPECT_EQ(atom_ener.size(), nframes * natoms); + EXPECT_EQ(atom_vir.size(), nframes * natoms * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms; ++ii) { + EXPECT_LT(fabs(atom_ener[ii] - expected_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 9; ++ii) { + EXPECT_LT(fabs(atom_vir[ii] - expected_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, cpu_lmp_nlist_2rc) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc * 2); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + std::vector ener; + std::vector force_(nall * 3, 0.0), virial(nframes * 9, 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } + + std::fill(ener.begin(), ener.end(), 0.0); + std::fill(force_.begin(), force_.end(), 0.0); + std::fill(virial.begin(), virial.end(), 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 1, fparam, aparam); + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, + cpu_lmp_nlist_type_sel) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + + // add vir atoms + int nvir = 2; + std::vector coord_vir(nvir * 3); + std::vector atype_vir(nvir, 2); + std::vector aparam_vir(nvir * 1); + for (int ii = 0; ii < nvir; ++ii) { + coord_vir[ii] = coord[ii]; + } + for (int ii = 0; ii < nvir; ++ii) { + aparam_vir[ii] = aparam[ii]; + } + coord.insert(coord.begin(), coord_vir.begin(), coord_vir.end()); + atype.insert(atype.begin(), atype_vir.begin(), atype_vir.end()); + natoms += nvir; + std::vector expected_f_vir(nvir * 3, 0.0); + // two frames + expected_f.insert(expected_f.begin(), expected_f_vir.begin(), + expected_f_vir.end()); + expected_f.insert(expected_f.begin() + natoms * 3, expected_f_vir.begin(), + expected_f_vir.end()); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + + // build nlist + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + aparam.insert(aparam.begin(), aparam_vir.begin(), aparam_vir.end()); + + // dp compute + std::vector ener; + std::vector force_(nall * 3, 0.0), virial(nframes * 9, 0.0); + dp.compute(ener, force_, virial, coord_cpy2, atype_cpy, box, nall - nloc, + inlist, 0, fparam, aparam); + // fold back + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} + +TYPED_TEST(TestInferDeepPotAFparamAparamNFramesSingleParam, + cpu_lmp_nlist_type_sel_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + std::vector& expected_e = this->expected_e; + std::vector& expected_f = this->expected_f; + std::vector& expected_v = this->expected_v; + int& natoms = this->natoms; + int& nframes = this->nframes; + std::vector& expected_tot_e = this->expected_tot_e; + std::vector& expected_tot_v = this->expected_tot_v; + deepmd::hpp::DeepPot& dp = this->dp; + float rc = dp.cutoff(); + + // add vir atoms + int nvir = 2; + std::vector coord_vir(nvir * 3); + std::vector atype_vir(nvir, 2); + std::vector aparam_vir(nvir); + for (int ii = 0; ii < nvir; ++ii) { + coord_vir[ii] = coord[ii]; + } + for (int ii = 0; ii < nvir; ++ii) { + aparam_vir[ii] = aparam[ii]; + } + coord.insert(coord.begin(), coord_vir.begin(), coord_vir.end()); + atype.insert(atype.begin(), atype_vir.begin(), atype_vir.end()); + aparam.insert(aparam.begin(), aparam_vir.begin(), aparam_vir.end()); + natoms += nvir; + std::vector expected_f_vir(nvir * 3, 0.0); + // two frames + expected_f.insert(expected_f.begin(), expected_f_vir.begin(), + expected_f_vir.end()); + expected_f.insert(expected_f.begin() + natoms * 3, expected_f_vir.begin(), + expected_f_vir.end()); + std::vector coord_first(coord.begin(), coord.begin() + 3 * natoms); + std::vector box_first(box.begin(), box.begin() + 9); + + // build nlist + int nloc = coord_first.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, + coord_first, atype, box_first, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + std::vector coord_cpy2(nframes * nall * 3); + for (int ii = 0; ii < nframes; ++ii) { + for (int jj = 0; jj < nall * 3; ++jj) { + coord_cpy2[ii * nall * 3 + jj] = coord_cpy[jj]; + } + } + + // dp compute + std::vector ener; + std::vector force_(nall * 3, 0.0), virial(nframes * 9, 0.0), + atomic_energy, atomic_virial; + dp.compute(ener, force_, virial, atomic_energy, atomic_virial, coord_cpy2, + atype_cpy, box, nall - nloc, inlist, 0, fparam, aparam); + // fold back + std::vector force; + _fold_back(force, force_, mapping, nloc, nall, 3, nframes); + + EXPECT_EQ(ener.size(), nframes); + EXPECT_EQ(force.size(), nframes * natoms * 3); + EXPECT_EQ(virial.size(), nframes * 9); + + for (int ii = 0; ii < nframes; ++ii) { + EXPECT_LT(fabs(ener[ii] - expected_tot_e[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * natoms * 3; ++ii) { + EXPECT_LT(fabs(force[ii] - expected_f[ii]), EPSILON); + } + for (int ii = 0; ii < nframes * 3 * 3; ++ii) { + EXPECT_LT(fabs(virial[ii] - expected_tot_v[ii]), EPSILON); + } +} From a936f01644cbb76a29dc52b2707fe06245e4af67 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Tue, 21 Mar 2023 21:19:41 -0400 Subject: [PATCH 05/75] fix lmp_version.sh (#2417) Signed-off-by: Jinzhe Zeng --- source/lmp/lmp_version.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/lmp/lmp_version.sh b/source/lmp/lmp_version.sh index 3f769cf3a3..99c1c5552e 100755 --- a/source/lmp/lmp_version.sh +++ b/source/lmp/lmp_version.sh @@ -6,4 +6,4 @@ version_line=$(grep LAMMPS_VERSION ../version.h) tmp=${version_line#*\"} # remove prefix ending in " version=${tmp%\"*} # remove suffix starting with " # string to int -date --date="$(printf $version)" +"%Y%m%d" +date --date="$(printf "$version")" +"%Y%m%d" From 4f35813932bac7fc418491c33fb4cc050d58bd39 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 22 Mar 2023 10:15:58 +0800 Subject: [PATCH 06/75] [pre-commit.ci] pre-commit autoupdate (#2416) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/psf/black: 22.12.0 → 23.1.0](https://github.com/psf/black/compare/22.12.0...23.1.0) - [github.com/charliermarsh/ruff-pre-commit: v0.0.243 → v0.0.257](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.243...v0.0.257) --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jinzhe Zeng --- .pre-commit-config.yaml | 4 ++-- deepmd/calculator.py | 2 +- deepmd/descriptor/se_a.py | 2 +- deepmd/descriptor/se_atten.py | 2 +- deepmd/entrypoints/compress.py | 2 +- deepmd/infer/deep_dipole.py | 3 +-- deepmd/infer/deep_polar.py | 4 +--- deepmd/infer/deep_pot.py | 1 - deepmd/infer/deep_wfc.py | 3 +-- deepmd/loggers/loggers.py | 1 - deepmd/model/ener.py | 1 - deepmd/model/multi.py | 1 - deepmd/model/tensor.py | 1 - deepmd/nvnmd/entrypoints/wrap.py | 2 +- deepmd/nvnmd/utils/config.py | 2 +- deepmd/train/trainer.py | 2 -- deepmd/utils/compat.py | 1 - deepmd/utils/neighbor_stat.py | 2 +- deepmd/utils/path.py | 8 ++++---- doc/conf.py | 1 - source/install/build_tf.py | 2 -- source/tests/common.py | 6 +++--- source/tests/test_argument_parser.py | 1 - source/tests/test_compat_input.py | 1 - source/tests/test_deepmd_data_sys.py | 2 +- source/tests/test_descrpt_sea_ef_rot.py | 2 +- source/tests/test_get_potential.py | 1 - 27 files changed, 21 insertions(+), 39 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 017c54c544..e630577dc5 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -16,7 +16,7 @@ repos: - id: check-toml # Python - repo: https://github.com/psf/black - rev: 22.12.0 + rev: 23.1.0 hooks: - id: black-jupyter - repo: https://github.com/PyCQA/isort @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.243 + rev: v0.0.257 hooks: - id: ruff args: ["--fix"] diff --git a/deepmd/calculator.py b/deepmd/calculator.py index cd361eed5f..4777bc80bc 100644 --- a/deepmd/calculator.py +++ b/deepmd/calculator.py @@ -75,7 +75,7 @@ def __init__( model: Union[str, "Path"], label: str = "DP", type_dict: Dict[str, int] = None, - **kwargs + **kwargs, ) -> None: Calculator.__init__(self, label=label, **kwargs) self.dp = DeepPotential(str(Path(model).resolve())) diff --git a/deepmd/descriptor/se_a.py b/deepmd/descriptor/se_a.py index 2bff523608..73221c1f91 100644 --- a/deepmd/descriptor/se_a.py +++ b/deepmd/descriptor/se_a.py @@ -866,7 +866,7 @@ def _filter_lower( trainable=True, suffix="", ): - """input env matrix, returns R.G.""" + """Input env matrix, returns R.G.""" outputs_size = [1] + self.filter_neuron # cut-out inputs # with natom x (nei_type_i x 4) diff --git a/deepmd/descriptor/se_atten.py b/deepmd/descriptor/se_atten.py index ba8fa9adfa..9c3834e764 100644 --- a/deepmd/descriptor/se_atten.py +++ b/deepmd/descriptor/se_atten.py @@ -793,7 +793,7 @@ def _filter_lower( name="filter_", reuse=None, ): - """input env matrix, returns R.G.""" + """Input env matrix, returns R.G.""" outputs_size = [1] + self.filter_neuron # cut-out inputs # with natom x (nei_type_i x 4) diff --git a/deepmd/entrypoints/compress.py b/deepmd/entrypoints/compress.py index 6e5ea4f087..36d38c2f8b 100644 --- a/deepmd/entrypoints/compress.py +++ b/deepmd/entrypoints/compress.py @@ -55,7 +55,7 @@ def compress( mpi_log: str, log_path: Optional[str], log_level: int, - **kwargs + **kwargs, ): """Compress model. diff --git a/deepmd/infer/deep_dipole.py b/deepmd/infer/deep_dipole.py index 8988083a5e..e7eb1061de 100644 --- a/deepmd/infer/deep_dipole.py +++ b/deepmd/infer/deep_dipole.py @@ -37,7 +37,6 @@ def __init__( load_prefix: str = "load", default_tf_graph: bool = False, ) -> None: - # use this in favor of dict update to move attribute from class to # instance namespace self.tensors = dict( @@ -45,7 +44,7 @@ def __init__( # output tensor "t_tensor": "o_dipole:0", }, - **self.tensors + **self.tensors, ) DeepTensor.__init__( diff --git a/deepmd/infer/deep_polar.py b/deepmd/infer/deep_polar.py index d76ae5ccad..f08ea9f64b 100644 --- a/deepmd/infer/deep_polar.py +++ b/deepmd/infer/deep_polar.py @@ -41,7 +41,6 @@ def __init__( load_prefix: str = "load", default_tf_graph: bool = False, ) -> None: - # use this in favor of dict update to move attribute from class to # instance namespace self.tensors = dict( @@ -49,7 +48,7 @@ def __init__( # output tensor "t_tensor": "o_polar:0", }, - **self.tensors + **self.tensors, ) DeepTensor.__init__( @@ -84,7 +83,6 @@ class DeepGlobalPolar(DeepTensor): def __init__( self, model_file: str, load_prefix: str = "load", default_tf_graph: bool = False ) -> None: - self.tensors.update( { "t_sel_type": "model_attr/sel_type:0", diff --git a/deepmd/infer/deep_pot.py b/deepmd/infer/deep_pot.py index 67a371b58e..7e13c77761 100644 --- a/deepmd/infer/deep_pot.py +++ b/deepmd/infer/deep_pot.py @@ -75,7 +75,6 @@ def __init__( default_tf_graph: bool = False, auto_batch_size: Union[bool, int, AutoBatchSize] = True, ) -> None: - # add these tensors on top of what is defined by DeepTensor Class # use this in favor of dict update to move attribute from class to # instance namespace diff --git a/deepmd/infer/deep_wfc.py b/deepmd/infer/deep_wfc.py index ef7866f04d..36a77de35e 100644 --- a/deepmd/infer/deep_wfc.py +++ b/deepmd/infer/deep_wfc.py @@ -37,7 +37,6 @@ def __init__( load_prefix: str = "load", default_tf_graph: bool = False, ) -> None: - # use this in favor of dict update to move attribute from class to # instance namespace self.tensors = dict( @@ -45,7 +44,7 @@ def __init__( # output tensor "t_tensor": "o_wfc:0", }, - **self.tensors + **self.tensors, ) DeepTensor.__init__( self, diff --git a/deepmd/loggers/loggers.py b/deepmd/loggers/loggers.py index 4249d7fb3d..9fe9530482 100644 --- a/deepmd/loggers/loggers.py +++ b/deepmd/loggers/loggers.py @@ -235,7 +235,6 @@ def set_log_handles( # * add file handler *************************************************************** if log_path: - # create directory log_path.parent.mkdir(exist_ok=True, parents=True) diff --git a/deepmd/model/ener.py b/deepmd/model/ener.py index ff8fca6932..a925640cf2 100644 --- a/deepmd/model/ener.py +++ b/deepmd/model/ener.py @@ -151,7 +151,6 @@ def build( suffix="", reuse=None, ): - if input_dict is None: input_dict = {} with tf.variable_scope("model_attr" + suffix, reuse=reuse): diff --git a/deepmd/model/multi.py b/deepmd/model/multi.py index d69e08eea8..dcf7566f36 100644 --- a/deepmd/model/multi.py +++ b/deepmd/model/multi.py @@ -183,7 +183,6 @@ def build( suffix="", reuse=None, ): - if input_dict is None: input_dict = {} with tf.variable_scope("model_attr" + suffix, reuse=reuse): diff --git a/deepmd/model/tensor.py b/deepmd/model/tensor.py index 8446fcad8f..eb32fa88cf 100644 --- a/deepmd/model/tensor.py +++ b/deepmd/model/tensor.py @@ -117,7 +117,6 @@ def build( suffix="", reuse=None, ): - if input_dict is None: input_dict = {} with tf.variable_scope("model_attr" + suffix, reuse=reuse): diff --git a/deepmd/nvnmd/entrypoints/wrap.py b/deepmd/nvnmd/entrypoints/wrap.py index 3fbd8b0b10..4bf12803f2 100644 --- a/deepmd/nvnmd/entrypoints/wrap.py +++ b/deepmd/nvnmd/entrypoints/wrap.py @@ -459,7 +459,7 @@ def wrap( nvnmd_weight: Optional[str] = "nvnmd/weight.npy", nvnmd_map: Optional[str] = "nvnmd/map.npy", nvnmd_model: Optional[str] = "nvnmd/model.pb", - **kwargs + **kwargs, ): wrapObj = Wrap(nvnmd_config, nvnmd_weight, nvnmd_map, nvnmd_model) wrapObj.wrap() diff --git a/deepmd/nvnmd/utils/config.py b/deepmd/nvnmd/utils/config.py index ff379d6dc6..9d756f8ef1 100644 --- a/deepmd/nvnmd/utils/config.py +++ b/deepmd/nvnmd/utils/config.py @@ -163,7 +163,7 @@ def init_fitn(self, jdata: dict, jdata_parent: dict = {}) -> dict: return jdata def init_dpin(self, jdata: dict, jdata_parent: dict = {}) -> dict: - r"""initial members about other deepmd input.""" + r"""Initial members about other deepmd input.""" return jdata def init_size(self, jdata: dict, jdata_parent: dict = {}) -> dict: diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index 46f1a0d038..b105c13d40 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -729,7 +729,6 @@ def _init_session(self): run_sess(self.sess, bcast_op) def train(self, train_data=None, valid_data=None): - # if valid_data is None: # no validation set specified. # valid_data = train_data # using training set as validation set. @@ -793,7 +792,6 @@ def train(self, train_data=None, valid_data=None): total_train_time = 0.0 while cur_batch < stop_batch: - # first round validation: if not self.multi_task_mode: train_batch = train_data.get_batch() diff --git a/deepmd/utils/compat.py b/deepmd/utils/compat.py index 0005e0abdf..4ec47b53a1 100644 --- a/deepmd/utils/compat.py +++ b/deepmd/utils/compat.py @@ -287,7 +287,6 @@ def remove_decay_rate(jdata: Dict[str, Any]): def convert_input_v1_v2( jdata: Dict[str, Any], warning: bool = True, dump: Optional[Union[str, Path]] = None ) -> Dict[str, Any]: - tr_cfg = jdata["training"] tr_data_keys = { "systems", diff --git a/deepmd/utils/neighbor_stat.py b/deepmd/utils/neighbor_stat.py index eebe33d7a0..9b23bc9d76 100644 --- a/deepmd/utils/neighbor_stat.py +++ b/deepmd/utils/neighbor_stat.py @@ -89,7 +89,7 @@ def builder(): self.sub_sess = tf.Session(graph=sub_graph, config=default_tf_session_config) def get_stat(self, data: DeepmdDataSystem) -> Tuple[float, List[int]]: - """get the data statistics of the training data, including nearest nbor distance between atoms, max nbor size of atoms. + """Get the data statistics of the training data, including nearest nbor distance between atoms, max nbor size of atoms. Parameters ---------- diff --git a/deepmd/utils/path.py b/deepmd/utils/path.py index e19a3f8a1d..454eed3d2b 100644 --- a/deepmd/utils/path.py +++ b/deepmd/utils/path.py @@ -106,7 +106,7 @@ def __truediv__(self, key: str) -> "DPPath": @abstractmethod def __lt__(self, other: "DPPath") -> bool: - """whether this DPPath is less than other for sorting.""" + """Whether this DPPath is less than other for sorting.""" @abstractmethod def __str__(self) -> str: @@ -204,7 +204,7 @@ def __truediv__(self, key: str) -> "DPPath": return type(self)(self.path / key) def __lt__(self, other: "DPOSPath") -> bool: - """whether this DPPath is less than other for sorting.""" + """Whether this DPPath is less than other for sorting.""" return self.path < other.path def __str__(self) -> str: @@ -349,11 +349,11 @@ def _connect_path(self, path: str) -> str: return f"{self.name}/{path}" def __lt__(self, other: "DPH5Path") -> bool: - """whether this DPPath is less than other for sorting.""" + """Whether this DPPath is less than other for sorting.""" if self.root_path == other.root_path: return self.name < other.name return self.root_path < other.root_path def __str__(self) -> str: - """returns path of self.""" + """Returns path of self.""" return f"{self.root_path}#{self.name}" diff --git a/doc/conf.py b/doc/conf.py index 2fd0dcdc33..1216914b29 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -150,7 +150,6 @@ def run_apidoc(_): def setup(app): - # Add hook for building doxygen xml when needed app.connect("builder-inited", run_apidoc) diff --git a/source/install/build_tf.py b/source/install/build_tf.py index d2510e75da..883c654b5c 100755 --- a/source/install/build_tf.py +++ b/source/install/build_tf.py @@ -162,7 +162,6 @@ def post_process(self): with tarfile.open(self.path) as tar: def is_within_directory(directory, target): - abs_directory = os.path.abspath(directory) abs_target = os.path.abspath(target) @@ -171,7 +170,6 @@ def is_within_directory(directory, target): return prefix == abs_directory def safe_extract(tar, path=".", members=None, *, numeric_owner=False): - for member in tar.getmembers(): member_path = os.path.join(path, member.name) if not is_within_directory(path, member_path): diff --git a/source/tests/common.py b/source/tests/common.py index 8fc303c1d7..dcbccd221a 100644 --- a/source/tests/common.py +++ b/source/tests/common.py @@ -660,7 +660,7 @@ def stats_energy(self): return np.average(eners) def load_energy(self, set_name, nframes, nvalues, energy_file, atom_energy_file): - """return : coeff_ener, ener, coeff_atom_ener, atom_ener.""" + """Return : coeff_ener, ener, coeff_atom_ener, atom_ener.""" # load atom_energy coeff_atom_ener, atom_ener = self.load_data( set_name, atom_energy_file, [nframes, nvalues], False @@ -765,13 +765,13 @@ def get_set(self, data, idx=None): return new_data def get_test(self): - """returned property prefector [4] in order: + """Returned property prefector [4] in order: energy, force, virial, atom_ener. """ return self.get_set(self.test_set) def get_batch(self, batch_size): - """returned property prefector [4] in order: + """Returned property prefector [4] in order: energy, force, virial, atom_ener. """ set_size = self.batch_set["energy"].shape[0] diff --git a/source/tests/test_argument_parser.py b/source/tests/test_argument_parser.py index 8c881b4829..7b0c9c1205 100644 --- a/source/tests/test_argument_parser.py +++ b/source/tests/test_argument_parser.py @@ -90,7 +90,6 @@ def attr_and_type_check( mapping = {**{"command": dict(type=str, value=command)}, **mapping} for argument, test_data in mapping.items(): - # get expected type expected_type = test_data["type"] diff --git a/source/tests/test_compat_input.py b/source/tests/test_compat_input.py index e8a443931b..df5fcd45f7 100644 --- a/source/tests/test_compat_input.py +++ b/source/tests/test_compat_input.py @@ -39,7 +39,6 @@ def assertDictAlmostEqual(self, d1, d2, msg=None, places=7): self.assertAlmostEqual(d1[kk], d2[kk], places=places, msg=msg) def test_json_yaml_equal(self): - inputs = ("water_v1", "water_se_a_v1") for i in inputs: diff --git a/source/tests/test_deepmd_data_sys.py b/source/tests/test_deepmd_data_sys.py index 9df48c3f57..5ed9d3d3f6 100644 --- a/source/tests/test_deepmd_data_sys.py +++ b/source/tests/test_deepmd_data_sys.py @@ -403,7 +403,7 @@ def test_sys_prob_floating_point_error(self): self.assertEqual(ds.sys_probs.size, len(sys_probs)) def test_get_mixed_batch(self): - """test get_batch with mixed system.""" + """Test get_batch with mixed system.""" batch_size = "mixed:3" test_size = 2 diff --git a/source/tests/test_descrpt_sea_ef_rot.py b/source/tests/test_descrpt_sea_ef_rot.py index ec48f859e1..cdeb51350e 100644 --- a/source/tests/test_descrpt_sea_ef_rot.py +++ b/source/tests/test_descrpt_sea_ef_rot.py @@ -66,7 +66,7 @@ def build_efv(self, dcoord, dbox, dtype, tnatoms, name, op, reuse=None): "rcut_smth": 5.5, "seed": 1, "uniform_seed": True, - } + }, ) else: descrpt = DescrptSeA( diff --git a/source/tests/test_get_potential.py b/source/tests/test_get_potential.py index e07ed3b3e8..869325e1c3 100644 --- a/source/tests/test_get_potential.py +++ b/source/tests/test_get_potential.py @@ -49,7 +49,6 @@ def tearDown(self): f.unlink() def test_factory(self): - msg = "Returned wrong type of potential. Expected: {}, got: {}" dp = DeepPotential(self.work_dir / "deep_dipole.pb") From 1015473bad953e1991bdfda949b7412f0fddd1f9 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Tue, 21 Mar 2023 22:16:31 -0400 Subject: [PATCH 07/75] add read_file_to_string to C API (#2412) Signed-off-by: Jinzhe Zeng --- source/api_c/include/c_api.h | 7 ++++++ source/api_c/include/deepmd.hpp | 11 ++++++++ source/api_c/src/c_api.cc | 7 ++++++ .../api_c/tests/test_read_file_to_string.cc | 25 +++++++++++++++++++ 4 files changed, 50 insertions(+) create mode 100644 source/api_c/tests/test_read_file_to_string.cc diff --git a/source/api_c/include/c_api.h b/source/api_c/include/c_api.h index 341b2f853d..a2d644a7e4 100644 --- a/source/api_c/include/c_api.h +++ b/source/api_c/include/c_api.h @@ -1033,6 +1033,13 @@ extern void DP_ConvertPbtxtToPb(const char* c_pbtxt, const char* c_pb); */ extern void DP_PrintSummary(const char* c_pre); +/** + * @brief Read a file to a char array. + * @param[in] c_model The name of the file. + * @return const char* The char array. + */ +const char* DP_ReadFileToChar(const char* c_model); + #ifdef __cplusplus } /* end extern "C" */ #endif diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index 6f2740077b..bb5997883a 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -1730,5 +1730,16 @@ class DipoleChargeModifier { DP_DipoleChargeModifier *dcm; int nsel_types; }; + +/** + * @brief Read model file to a string. + * @param[in] model Path to the model. + * @param[out] file_content Content of the model file. + **/ +void inline read_file_to_string(std::string model, std::string &file_content) { + const char *c_file_content = DP_ReadFileToChar(model.c_str()); + file_content = std::string(c_file_content); +}; + } // namespace hpp } // namespace deepmd diff --git a/source/api_c/src/c_api.cc b/source/api_c/src/c_api.cc index 253790008c..ed764171f9 100644 --- a/source/api_c/src/c_api.cc +++ b/source/api_c/src/c_api.cc @@ -1169,4 +1169,11 @@ void DP_PrintSummary(const char* c_pre) { deepmd::print_summary(pre); } +const char* DP_ReadFileToChar(const char* c_model) { + std::string model(c_model); + std::string file_content; + deepmd::read_file_to_string(model, file_content); + return string_to_char(file_content); +} + } // extern "C" diff --git a/source/api_c/tests/test_read_file_to_string.cc b/source/api_c/tests/test_read_file_to_string.cc new file mode 100644 index 0000000000..fb27ad8b1d --- /dev/null +++ b/source/api_c/tests/test_read_file_to_string.cc @@ -0,0 +1,25 @@ +#include +#include +#include +#include + +#include +#include +#include +#include +#include +#include + +#include "deepmd.hpp" +TEST(TestReadFileToString, readfiletostring) { + std::string file_content; + deepmd::hpp::read_file_to_string("../../tests/infer/deeppot.txt", + file_content); + + std::string file_name_2 = "../../tests/infer/deeppot.txt"; + std::stringstream buffer; + std::ifstream file_txt(file_name_2); + buffer << file_txt.rdbuf(); + std::string expected_out_string = buffer.str(); + EXPECT_STREQ(expected_out_string.c_str(), file_content.c_str()); +} From cf33e28816e150506178858eba2ff37876530100 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 22 Mar 2023 21:15:51 -0400 Subject: [PATCH 08/75] `source` a relative path (#2420) Fix #2409. By default, `source` searches the file from `PATH` (see the help from `source --help`). This might conflict with other packages. To prevent this behavior, one has to source the relative path instead. Signed-off-by: Jinzhe Zeng --- source/lmp/Install.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/lmp/Install.sh b/source/lmp/Install.sh index 87c51a9766..d2a728226e 100644 --- a/source/lmp/Install.sh +++ b/source/lmp/Install.sh @@ -1,6 +1,6 @@ #!/bin/bash -source env.sh +source ./env.sh # Install/unInstall package files in LAMMPS # mode = 0/1/2 for uninstall/install/update From f2c792cf30536aba48ebae8bc0df4ca9cbfb94fe Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sat, 25 Mar 2023 04:58:01 -0400 Subject: [PATCH 09/75] bump to TF 2.12 (#2422) Resolve #2331. Update `setup.py` for TF 2.12. Migrate all workflows to TF 2.12 with `USE_TF_PYTHON_LIBS`. Update documentation to recommend `USE_TF_PYTHON_LIBS`. --------- Signed-off-by: Jinzhe Zeng --- .github/workflows/build_cc.yml | 32 ++++++++++++++---------------- .github/workflows/build_wheel.yml | 8 ++++---- .github/workflows/package_c.yml | 4 ++-- .github/workflows/test_cc.yml | 8 ++++---- .github/workflows/test_python.yml | 10 ++-------- doc/install/install-from-source.md | 15 ++++++++------ doc/install/install-lammps.md | 2 +- setup.py | 5 +++-- source/install/build_cc.sh | 5 +---- source/install/docker_package_c.sh | 8 +++++--- source/install/package_c.sh | 7 ++++++- source/install/test_cc_local.sh | 4 ++-- 12 files changed, 54 insertions(+), 54 deletions(-) diff --git a/.github/workflows/build_cc.yml b/.github/workflows/build_cc.yml index 0ebb80fa98..c2d2613464 100644 --- a/.github/workflows/build_cc.yml +++ b/.github/workflows/build_cc.yml @@ -6,7 +6,6 @@ jobs: buildcc: name: Build C++ runs-on: ubuntu-latest - container: ghcr.io/deepmodeling/deepmd-kit-test-cc:latest strategy: matrix: include: @@ -21,32 +20,31 @@ jobs: - variant: clang dp_variant: clang steps: - - name: work around permission issue - run: git config --global --add safe.directory /__w/deepmd-kit/deepmd-kit - uses: actions/checkout@v3 with: submodules: true - - run: apt-get update && apt-get install -y nvidia-cuda-toolkit + - uses: actions/setup-python@v4 + with: + python-version: '3.11' + - run: python -m pip install tensorflow + - run: sudo apt-get update && sudo apt-get install -y nvidia-cuda-toolkit if: matrix.variant == 'cuda' - run: | - apt-get update \ - && apt-get -y install wget \ - && wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.0-1_all.deb \ - && dpkg -i cuda-keyring_1.0-1_all.deb \ - && apt-get update \ - && apt-get -y install cuda-12-0 + wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.0-1_all.deb \ + && sudo dpkg -i cuda-keyring_1.0-1_all.deb \ + && sudo apt-get update \ + && sudo apt-get -y install cuda-12-0 if: matrix.variant == 'cuda120' env: DEBIAN_FRONTEND: noninteractive - run: | - apt-get update && apt-get install -y gnupg2 \ - && echo 'deb [arch=amd64] https://repo.radeon.com/rocm/apt/5.3/ jammy main' | tee /etc/apt/sources.list.d/rocm.list \ - && printf 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' | tee /etc/apt/preferences.d/rocm-pin-600 \ - && curl -s https://repo.radeon.com/rocm/rocm.gpg.key | apt-key add - \ - && apt-get update \ - && apt-get install -y rocm-dev hipcub-dev + echo 'deb [arch=amd64] https://repo.radeon.com/rocm/apt/5.3/ jammy main' | sudo tee /etc/apt/sources.list.d/rocm.list \ + && printf 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' | sudo tee /etc/apt/preferences.d/rocm-pin-600 \ + && curl -s https://repo.radeon.com/rocm/rocm.gpg.key | sudo apt-key add - \ + && sudo apt-get update \ + && sudo apt-get install -y rocm-dev hipcub-dev if: matrix.variant == 'rocm' - - run: apt-get update && apt-get install -y clang + - run: sudo apt-get update && sudo apt-get install -y clang if: matrix.variant == 'clang' - run: source/install/build_cc.sh env: diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml index e11ae58bbe..b1b705fd49 100644 --- a/.github/workflows/build_wheel.yml +++ b/.github/workflows/build_wheel.yml @@ -14,17 +14,17 @@ jobs: include: # linux-64 - os: ubuntu-latest - python: 310 + python: 311 platform_id: manylinux_x86_64 dp_variant: cuda # macos-x86-64 - os: macos-latest - python: 310 + python: 311 platform_id: macosx_x86_64 dp_variant: cpu # win-64 - os: windows-2019 - python: 310 + python: 311 platform_id: win_amd64 dp_variant: cpu # linux-aarch64 @@ -61,7 +61,7 @@ jobs: - uses: actions/setup-python@v4 name: Install Python with: - python-version: '3.10' + python-version: '3.11' - run: python -m pip install build - name: Build sdist run: python -m build --sdist diff --git a/.github/workflows/package_c.yml b/.github/workflows/package_c.yml index 6cc5ed8dc8..982dfc44a2 100644 --- a/.github/workflows/package_c.yml +++ b/.github/workflows/package_c.yml @@ -12,13 +12,13 @@ jobs: - uses: actions/checkout@v3 - name: Package C library run: ./source/install/docker_package_c.sh - - name: Test C library - run: ./source/install/docker_test_package_c.sh # for download and debug - name: Upload artifact uses: actions/upload-artifact@v3 with: path: ./libdeepmd_c.tar.gz + - name: Test C library + run: ./source/install/docker_test_package_c.sh - name: Release uses: softprops/action-gh-release@v1 if: startsWith(github.ref, 'refs/tags/') diff --git a/.github/workflows/test_cc.yml b/.github/workflows/test_cc.yml index a6eb4727f1..0c9b2ed487 100644 --- a/.github/workflows/test_cc.yml +++ b/.github/workflows/test_cc.yml @@ -6,11 +6,12 @@ jobs: testcc: name: Test C++ runs-on: ubuntu-latest - container: ghcr.io/deepmodeling/deepmd-kit-test-cc:latest steps: - - name: work around permission issue - run: git config --global --add safe.directory /__w/deepmd-kit/deepmd-kit - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: '3.11' + - run: python -m pip install tensorflow - run: source/install/test_cc_local.sh env: OMP_NUM_THREADS: 1 @@ -18,7 +19,6 @@ jobs: TF_INTER_OP_PARALLELISM_THREADS: 1 tensorflow_root: /usr/local # test lammps - - run: apt-get update && apt-get install -y python3-pip python3-venv - run: source/install/build_lammps.sh - run: | python -m pip install -U pip diff --git a/.github/workflows/test_python.yml b/.github/workflows/test_python.yml index c690e16328..3a6c500554 100644 --- a/.github/workflows/test_python.yml +++ b/.github/workflows/test_python.yml @@ -21,16 +21,10 @@ jobs: - python: 3.7 gcc: 8 tf: 1.14 - - python: 3.7 - gcc: 5 - tf: - - python: 3.7 + - python: 3.8 gcc: 8 tf: - - python: "3.10" - gcc: 5 - tf: - - python: "3.10" + - python: "3.11" gcc: 8 tf: diff --git a/doc/install/install-from-source.md b/doc/install/install-from-source.md index 8ce2524806..e326be1598 100644 --- a/doc/install/install-from-source.md +++ b/doc/install/install-from-source.md @@ -39,7 +39,7 @@ deactivate ``` If one has multiple python interpreters named something like python3.x, it can be specified by, for example ```bash -virtualenv -p python3.7 $tensorflow_venv +virtualenv -p python3.8 $tensorflow_venv ``` If one does not need the GPU support of DeePMD-kit and is concerned about package size, the CPU-only version of TensorFlow should be installed by ```bash @@ -142,7 +142,7 @@ Available Tensor Operations: [X] Gloo ``` -From version 2.0.1, Horovod and mpi4py with MPICH support are shipped with the installer. +Since version 2.0.1, Horovod and mpi4py with MPICH support are shipped with the installer. If you don't install Horovod, DeePMD-kit will fall back to serial mode. @@ -150,7 +150,9 @@ If you don't install Horovod, DeePMD-kit will fall back to serial mode. If one does not need to use DeePMD-kit with Lammps or I-Pi, then the python interface installed in the previous section does everything and he/she can safely skip this section. -### Install Tensorflow's C++ interface +### Install Tensorflow's C++ interface (optional) + +Since TensorFlow 2.12, TensorFlow C++ library (`libtensorflow_cc`) is packaged inside the Python library. Thus, you can skip building TensorFlow C++ library manually. If that does not work for you, you can still build it manually. The C++ interface of DeePMD-kit was tested with compiler GCC >= 4.8. It is noticed that the I-Pi support is only compiled with GCC >= 4.8. Note that TensorFlow may have specific requirements for the compiler version. @@ -164,11 +166,12 @@ cd $deepmd_source_dir/source mkdir build cd build ``` -I assume you want to install DeePMD-kit into path `$deepmd_root`, then execute CMake +I assume you have activated the TensorFlow Python environment and want to install DeePMD-kit into path `$deepmd_root`, then execute CMake ```bash -cmake -DTENSORFLOW_ROOT=$tensorflow_root -DCMAKE_INSTALL_PREFIX=$deepmd_root .. +cmake -DUSE_TF_PYTHON_LIBS=TRUE -DCMAKE_INSTALL_PREFIX=$deepmd_root .. ``` -where the variable `tensorflow_root` stores the location where TensorFlow's C++ interface is installed. + +If you specify `-DUSE_TF_PYTHON_LIBS=FALSE`, you need to give the location where TensorFlow's C++ interface is installed to `-DTENSORFLOW_ROOT=${tensorflow_root}`. One may add the following arguments to `cmake`: diff --git a/doc/install/install-lammps.md b/doc/install/install-lammps.md index eb3dc0fea6..22262d9b95 100644 --- a/doc/install/install-lammps.md +++ b/doc/install/install-lammps.md @@ -69,7 +69,7 @@ ${deepmd_root}/bin/lmp -h ``` :::{note} -If `${tensorflow_root}` or `${deepmd_root}` is different from the prefix of LAMMPS, you need to append the library path to [`RUNPATH`](https://man7.org/linux/man-pages/man8/ld.so.8.html) of `liblammps.so`. For example, +If `${tensorflow_root}`, `${deepmd_root}`, or the path to TensorFlow Python package if applicable is different from the prefix of LAMMPS, you need to append the library path to [`RUNPATH`](https://man7.org/linux/man-pages/man8/ld.so.8.html) of `liblammps.so`. For example, ```sh patchelf --set-rpath "${tensorflow_root}/lib" liblammps.so diff --git a/setup.py b/setup.py index f96c119186..e0838e3e90 100644 --- a/setup.py +++ b/setup.py @@ -65,8 +65,7 @@ tf_install_dir, _ = find_tensorflow() tf_version = get_tf_version(tf_install_dir) -# TODO: change to "tf_version == "" or" after tensorflow 2.12 is released -if tf_version != "" and Version(tf_version) >= Version("2.12"): +if tf_version == "" or Version(tf_version) >= Version("2.12"): find_libpython_requires = [] else: find_libpython_requires = ["find_libpython"] @@ -76,6 +75,8 @@ class bdist_wheel_abi3(bdist_wheel): def get_tag(self): python, abi, plat = super().get_tag() if python.startswith("cp"): + if tf_version == "" or Version(tf_version) >= Version("2.12"): + return "py38", "none", plat return "py37", "none", plat return python, abi, plat diff --git a/source/install/build_cc.sh b/source/install/build_cc.sh index 9aaa51bab8..55f4730ac5 100755 --- a/source/install/build_cc.sh +++ b/source/install/build_cc.sh @@ -11,9 +11,6 @@ SCRIPT_PATH=$(dirname $(realpath -s $0)) if [ -z "$INSTALL_PREFIX" ]; then INSTALL_PREFIX=$(realpath -s ${SCRIPT_PATH}/../../dp) fi -if [ -z "$DOWNLOAD_TENSORFLOW" ]; then - DOWNLOAD_TENSORFLOW=TRUE -fi mkdir -p ${INSTALL_PREFIX} echo "Installing DeePMD-kit to ${INSTALL_PREFIX}" NPROC=$(nproc --all) @@ -23,7 +20,7 @@ NPROC=$(nproc --all) BUILD_TMP_DIR=${SCRIPT_PATH}/../build mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} -cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DINSTALL_TENSORFLOW=${DOWNLOAD_TENSORFLOW} ${CUDA_ARGS} -DLAMMPS_VERSION=stable_23Jun2022_update3 .. +cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DUSE_TF_PYTHON_LIBS=TRUE ${CUDA_ARGS} -DLAMMPS_VERSION=stable_23Jun2022_update3 .. make -j${NPROC} make install diff --git a/source/install/docker_package_c.sh b/source/install/docker_package_c.sh index 95291dfbd5..d6fb269acd 100755 --- a/source/install/docker_package_c.sh +++ b/source/install/docker_package_c.sh @@ -3,7 +3,9 @@ set -e SCRIPT_PATH=$(dirname $(realpath -s $0)) docker run --rm -v ${SCRIPT_PATH}/../..:/root/deepmd-kit -w /root/deepmd-kit \ - ghcr.io/deepmodeling/libtensorflow_cc:2.9.2_cuda11.6_centos7_cmake \ - /bin/sh -c "source /opt/rh/devtoolset-10/enable \ + tensorflow/build:2.13-python3.11 \ + /bin/sh -c "pip install tensorflow cmake \ && cd /root/deepmd-kit/source/install \ - && /bin/sh package_c.sh" + && CC=/dt9/usr/bin/gcc \ + CXX=/dt9/usr/bin/g++ \ + /bin/sh package_c.sh" diff --git a/source/install/package_c.sh b/source/install/package_c.sh index ce188425c9..c250956e19 100755 --- a/source/install/package_c.sh +++ b/source/install/package_c.sh @@ -17,12 +17,17 @@ mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} \ -DUSE_CUDA_TOOLKIT=TRUE \ - -DOP_CXX_ABI=0 \ -DPACKAGE_C=TRUE \ + -DUSE_TF_PYTHON_LIBS=TRUE \ .. make -j${NPROC} make install #------------------ +# fix runpath +for ii in ${BUILD_TMP_DIR}/libdeepmd_c/lib/*.so*; do + patchelf --set-rpath \$ORIGIN $ii +done + tar vczf ${SCRIPT_PATH}/../../libdeepmd_c.tar.gz -C ${BUILD_TMP_DIR} libdeepmd_c diff --git a/source/install/test_cc_local.sh b/source/install/test_cc_local.sh index a48fdbd4bf..b4594a569c 100755 --- a/source/install/test_cc_local.sh +++ b/source/install/test_cc_local.sh @@ -7,12 +7,12 @@ NPROC=$(nproc --all) #------------------ -echo "try to find tensorflow in ${tensorflow_root}" +echo "try to find tensorflow in the Python environment" INSTALL_PREFIX=${SCRIPT_PATH}/../../dp_test BUILD_TMP_DIR=${SCRIPT_PATH}/../build_tests mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} -cmake -DINSTALL_TENSORFLOW=FALSE -DTENSORFLOW_ROOT=${tensorflow_root} -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DBUILD_TESTING:BOOL=TRUE -DLAMMPS_VERSION=stable_23Jun2022_update3 .. +cmake -DINSTALL_TENSORFLOW=FALSE -DUSE_TF_PYTHON_LIBS=TRUE -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DBUILD_TESTING:BOOL=TRUE -DLAMMPS_VERSION=stable_23Jun2022_update3 .. make -j${NPROC} make install From 67a4db3060cc1e05740f9bc6637a436a96d7f77c Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sat, 25 Mar 2023 05:04:19 -0400 Subject: [PATCH 10/75] support xla for CUDA pip packages (#2427) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/env.py | 11 +++++++++++ setup.py | 2 ++ 2 files changed, 13 insertions(+) diff --git a/deepmd/env.py b/deepmd/env.py index bfb7a268c9..bee03fd240 100644 --- a/deepmd/env.py +++ b/deepmd/env.py @@ -296,6 +296,17 @@ def get_tf_session_config() -> Any: intra, inter = get_tf_default_nthreads() if int(os.environ.get("DP_JIT", 0)): set_env_if_empty("TF_XLA_FLAGS", "--tf_xla_auto_jit=2") + # pip cuda package + if platform.system() == "Linux": + try: + m = import_module("nvidia.cuda_nvcc") + except ModuleNotFoundError: + pass + else: + cuda_data_dir = str(Path(m.__file__).parent.absolute()) + set_env_if_empty( + "XLA_FLAGS", "--xla_gpu_cuda_data_dir=" + cuda_data_dir + ) config = tf.ConfigProto( gpu_options=tf.GPUOptions(allow_growth=True), intra_op_parallelism_threads=intra, diff --git a/setup.py b/setup.py index e0838e3e90..4641326b76 100644 --- a/setup.py +++ b/setup.py @@ -146,6 +146,7 @@ def get_tag(self): "nvidia-cusolver-cu11", "nvidia-cusparse-cu11", "nvidia-cudnn-cu11", + "nvidia-cuda-nvcc-cu11", ], "cu12": [ "nvidia-cuda-runtime-cu12", @@ -155,6 +156,7 @@ def get_tag(self): "nvidia-cusolver-cu12", "nvidia-cusparse-cu12", "nvidia-cudnn-cu12", + "nvidia-cuda-nvcc-cu12", ], }, entry_points={ From 8568521a01c33e6a6d1683b7a5e251d58c2740a4 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sat, 25 Mar 2023 10:12:51 -0400 Subject: [PATCH 11/75] set mixed_type to True for mixed systems (#2428) When mixed systems training (#2372) is enabled, the mixed_type attribute will affect the data stat. --------- Signed-off-by: Jinzhe Zeng --- deepmd/descriptor/se_atten.py | 2 +- deepmd/utils/data_system.py | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/deepmd/descriptor/se_atten.py b/deepmd/descriptor/se_atten.py index 9c3834e764..ab6f836b41 100644 --- a/deepmd/descriptor/se_atten.py +++ b/deepmd/descriptor/se_atten.py @@ -508,7 +508,7 @@ def _compute_dstats_sys_smth( sysa2 = [0.0 for i in range(self.ntypes)] for ff in range(nframes): natoms = real_natoms_vec[ff] - dd_ff = np.reshape(dd_all[ff], [-1, self.ndescrpt * natoms[0]]) + dd_ff = np.reshape(dd_all[ff], [-1, self.ndescrpt * natoms_vec[0]]) start_index = 0 for type_i in range(self.ntypes): end_index = ( diff --git a/deepmd/utils/data_system.py b/deepmd/utils/data_system.py index d87219fcc9..e048dccd99 100644 --- a/deepmd/utils/data_system.py +++ b/deepmd/utils/data_system.py @@ -124,6 +124,7 @@ def __init__( rule = int(words[1]) self.batch_size = self._make_auto_bs(rule) elif "mixed" == words[0]: + self.mixed_type = True self.mixed_systems = True if len(words) == 2: rule = int(words[1]) From 5e6723eeb28d18b29a7bb3840a5de3ed372ce65d Mon Sep 17 00:00:00 2001 From: HuangJiameng <105633685+HuangJiameng@users.noreply.github.com> Date: Tue, 28 Mar 2023 12:00:36 +0800 Subject: [PATCH 12/75] Support different learning rate settings for each fitting net in multi-task mode (#2348) It is a breaking change to the user interface in multi-task mode. Please review carefully. Replace "learning_rate" with "learning_rate_dict" in multi-task mode to support different learning rate settings for each fitting net, which is familiar to "loss_dict". The format of `lcurve.out` will be like the following: ``` # step sys1_rmse_val sys1_rmse_trn sys1_rmse_e_val sys1_rmse_e_trn sys1_rmse_f_val sys1_rmse_f_trn sys1_lr sys2_rmse_val sys2_rmse_trn sys2_rmse_e_val sys2_rmse_e_trn sys2_rmse_f_val sys2_rmse_f_trn sys2_lr ... ``` The learning rate of each system will be printed separately. --------- Signed-off-by: HuangJiameng <105633685+HuangJiameng@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/entrypoints/freeze.py | 5 + deepmd/train/trainer.py | 302 +++++++++++++++------- deepmd/utils/argcheck.py | 63 ++++- deepmd/utils/multi_init.py | 24 ++ source/tests/test_init_frz_model_multi.py | 5 + source/tests/water_multi.json | 24 +- 6 files changed, 320 insertions(+), 103 deletions(-) diff --git a/deepmd/entrypoints/freeze.py b/deepmd/entrypoints/freeze.py index 761fc419b0..bf7b957a4a 100755 --- a/deepmd/entrypoints/freeze.py +++ b/deepmd/entrypoints/freeze.py @@ -158,6 +158,11 @@ def _modify_model_suffix(output_graph_def, out_suffix, freeze_type): loss_dict = jdata.pop("loss_dict") if out_suffix in loss_dict: jdata["loss"] = loss_dict[out_suffix] + # learning_rate + if "learning_rate_dict" in jdata: + learning_rate_dict = jdata.pop("learning_rate_dict") + if out_suffix in learning_rate_dict: + jdata["learning_rate"] = learning_rate_dict[out_suffix] # fitting weight if "fitting_weight" in jdata["training"]: jdata["training"].pop("fitting_weight") diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index b105c13d40..a0f47823b7 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -262,22 +262,37 @@ def fitting_net_init(fitting_type_, descrpt_type_, params): model_param.get("sw_rmax"), ) + def get_lr_and_coef(lr_param): + scale_by_worker = lr_param.get("scale_by_worker", "linear") + if scale_by_worker == "linear": + scale_lr_coef = float(self.run_opt.world_size) + elif scale_by_worker == "sqrt": + scale_lr_coef = np.sqrt(self.run_opt.world_size).real + else: + scale_lr_coef = 1.0 + lr_type = lr_param.get("type", "exp") + if lr_type == "exp": + lr = LearningRateExp( + lr_param["start_lr"], lr_param["stop_lr"], lr_param["decay_steps"] + ) + else: + raise RuntimeError("unknown learning_rate type " + lr_type) + return lr, scale_lr_coef + # learning rate - lr_param = j_must_have(jdata, "learning_rate") - scale_by_worker = lr_param.get("scale_by_worker", "linear") - if scale_by_worker == "linear": - self.scale_lr_coef = float(self.run_opt.world_size) - elif scale_by_worker == "sqrt": - self.scale_lr_coef = np.sqrt(self.run_opt.world_size).real - else: - self.scale_lr_coef = 1.0 - lr_type = lr_param.get("type", "exp") - if lr_type == "exp": - self.lr = LearningRateExp( - lr_param["start_lr"], lr_param["stop_lr"], lr_param["decay_steps"] - ) + if not self.multi_task_mode: + lr_param = j_must_have(jdata, "learning_rate") + self.lr, self.scale_lr_coef = get_lr_and_coef(lr_param) else: - raise RuntimeError("unknown learning_rate type " + lr_type) + self.lr_dict = {} + self.scale_lr_coef_dict = {} + lr_param_dict = jdata.get("learning_rate_dict", {}) + for fitting_key in self.fitting_type_dict: + lr_param = lr_param_dict.get(fitting_key, {}) + ( + self.lr_dict[fitting_key], + self.scale_lr_coef_dict[fitting_key], + ) = get_lr_and_coef(lr_param) # loss # infer loss type by fitting_type @@ -343,7 +358,7 @@ def loss_init(_loss_param, _fitting_type, _fitting, _lr): loss_param, self.fitting_type_dict[fitting_key], self.fitting_dict[fitting_key], - self.lr, + self.lr_dict[fitting_key], ) # training @@ -553,9 +568,51 @@ def build(self, data=None, stop_batch=0, origin_type_map=None, suffix=""): def _build_lr(self): self._extra_train_ops = [] self.global_step = tf.train.get_or_create_global_step() - self.learning_rate = self.lr.build(self.global_step, self.stop_batch) + if not self.multi_task_mode: + self.learning_rate = self.lr.build(self.global_step, self.stop_batch) + else: + self.learning_rate_dict = {} + for fitting_key in self.fitting_type_dict: + self.learning_rate_dict[fitting_key] = self.lr_dict[fitting_key].build( + self.global_step, self.stop_batch + ) + log.info("built lr") + def _build_loss(self): + if not self.multi_task_mode: + l2_l, l2_more = self.loss.build( + self.learning_rate, + self.place_holders["natoms_vec"], + self.model_pred, + self.place_holders, + suffix="test", + ) + + if self.mixed_prec is not None: + l2_l = tf.cast(l2_l, get_precision(self.mixed_prec["output_prec"])) + else: + l2_l, l2_more = {}, {} + for fitting_key in self.fitting_type_dict: + lr = self.learning_rate_dict[fitting_key] + model = self.model_pred[fitting_key] + loss_dict = self.loss_dict[fitting_key] + + l2_l[fitting_key], l2_more[fitting_key] = loss_dict.build( + lr, + self.place_holders["natoms_vec"], + model, + self.place_holders, + suffix=fitting_key, + ) + + if self.mixed_prec is not None: + l2_l[fitting_key] = tf.cast( + l2_l[fitting_key], get_precision(self.mixed_prec["output_prec"]) + ) + + return l2_l, l2_more + def _build_network(self, data, suffix=""): self.place_holders = {} if self.is_compress: @@ -591,55 +648,46 @@ def _build_network(self, data, suffix=""): reuse=False, ) - if not self.multi_task_mode: - self.l2_l, self.l2_more = self.loss.build( - self.learning_rate, - self.place_holders["natoms_vec"], - self.model_pred, - self.place_holders, - suffix="test", - ) - - if self.mixed_prec is not None: - self.l2_l = tf.cast( - self.l2_l, get_precision(self.mixed_prec["output_prec"]) - ) - else: - self.l2_l, self.l2_more = {}, {} - for fitting_key in self.fitting_type_dict: - self.l2_l[fitting_key], self.l2_more[fitting_key] = self.loss_dict[ - fitting_key - ].build( - self.learning_rate, - self.place_holders["natoms_vec"], - self.model_pred[fitting_key], - self.place_holders, - suffix=fitting_key, - ) - if self.mixed_prec is not None: - self.l2_l[fitting_key] = tf.cast( - self.l2_l[fitting_key], - get_precision(self.mixed_prec["output_prec"]), - ) + self.l2_l, self.l2_more = self._build_loss() log.info("built network") - def _build_training(self): - trainable_variables = tf.trainable_variables() + def _build_optimizer(self, fitting_key=None): if self.run_opt.is_distrib: - if self.scale_lr_coef > 1.0: - log.info("Scale learning rate by coef: %f", self.scale_lr_coef) - optimizer = tf.train.AdamOptimizer( - self.learning_rate * self.scale_lr_coef - ) + if fitting_key is None: + if self.scale_lr_coef > 1.0: + log.info("Scale learning rate by coef: %f", self.scale_lr_coef) + optimizer = tf.train.AdamOptimizer( + self.learning_rate * self.scale_lr_coef + ) + else: + optimizer = tf.train.AdamOptimizer(self.learning_rate) + optimizer = self.run_opt._HVD.DistributedOptimizer(optimizer) else: - optimizer = tf.train.AdamOptimizer(self.learning_rate) - optimizer = self.run_opt._HVD.DistributedOptimizer(optimizer) + if self.scale_lr_coef_dict[fitting_key] > 1.0: + log.info( + "Scale learning rate by coef: %f", + self.scale_lr_coef_dict[fitting_key], + ) + optimizer = tf.train.AdamOptimizer( + self.learning_rate_dict[fitting_key] + * self.scale_lr_coef_dict[fitting_key] + ) + else: + optimizer = tf.train.AdamOptimizer( + learning_rate=self.learning_rate_dict[fitting_key] + ) + optimizer = self.run_opt._HVD.DistributedOptimizer(optimizer) else: - optimizer = tf.train.AdamOptimizer(learning_rate=self.learning_rate) + if fitting_key is None: + optimizer = tf.train.AdamOptimizer(learning_rate=self.learning_rate) + else: + optimizer = tf.train.AdamOptimizer( + learning_rate=self.learning_rate_dict[fitting_key] + ) + if self.mixed_prec is not None: _TF_VERSION = Version(TF_VERSION) - # check the TF_VERSION, when TF < 1.12, mixed precision is not allowed if _TF_VERSION < Version("1.14.0"): raise RuntimeError( "TensorFlow version %s is not compatible with the mixed precision setting. Please consider upgrading your TF version!" @@ -653,7 +701,13 @@ def _build_training(self): optimizer = tf.mixed_precision.enable_mixed_precision_graph_rewrite( optimizer ) + return optimizer + + def _build_training(self): + trainable_variables = tf.trainable_variables() + if not self.multi_task_mode: + optimizer = self._build_optimizer() apply_op = optimizer.minimize( loss=self.l2_l, global_step=self.global_step, @@ -665,6 +719,7 @@ def _build_training(self): else: self.train_op = {} for fitting_key in self.fitting_type_dict: + optimizer = self._build_optimizer(fitting_key=fitting_key) apply_op = optimizer.minimize( loss=self.l2_l[fitting_key], global_step=self.global_step, @@ -744,16 +799,30 @@ def train(self, train_data=None, valid_data=None): cur_batch = run_sess(self.sess, self.global_step) is_first_step = True self.cur_batch = cur_batch - log.info( - "start training at lr %.2e (== %.2e), decay_step %d, decay_rate %f, final lr will be %.2e" - % ( - run_sess(self.sess, self.learning_rate), - self.lr.value(cur_batch), - self.lr.decay_steps_, - self.lr.decay_rate_, - self.lr.value(stop_batch), + if not self.multi_task_mode: + log.info( + "start training at lr %.2e (== %.2e), decay_step %d, decay_rate %f, final lr will be %.2e" + % ( + run_sess(self.sess, self.learning_rate), + self.lr.value(cur_batch), + self.lr.decay_steps_, + self.lr.decay_rate_, + self.lr.value(stop_batch), + ) ) - ) + else: + for fitting_key in self.fitting_type_dict: + log.info( + "%s: start training at lr %.2e (== %.2e), decay_step %d, decay_rate %f, final lr will be %.2e" + % ( + fitting_key, + run_sess(self.sess, self.learning_rate_dict[fitting_key]), + self.lr_dict[fitting_key].value(cur_batch), + self.lr_dict[fitting_key].decay_steps_, + self.lr_dict[fitting_key].decay_rate_, + self.lr_dict[fitting_key].value(stop_batch), + ) + ) prf_options = None prf_run_metadata = None @@ -821,22 +890,27 @@ def train(self, train_data=None, valid_data=None): train_batches = {} valid_batches = {} # valid_numb_batch_dict - for fitting_key in train_data: - train_batches[fitting_key] = [ - train_data[fitting_key].get_batch() + for fitting_key_ii in train_data: + # enumerate fitting key as fitting_key_ii + train_batches[fitting_key_ii] = [ + train_data[fitting_key_ii].get_batch() ] - valid_batches[fitting_key] = ( + valid_batches[fitting_key_ii] = ( [ - valid_data[fitting_key].get_batch() + valid_data[fitting_key_ii].get_batch() for ii in range( - self.valid_numb_batch_dict[fitting_key] + self.valid_numb_batch_dict[fitting_key_ii] ) ] - if fitting_key in valid_data + if fitting_key_ii in valid_data else None ) self.valid_on_the_fly( - fp, train_batches, valid_batches, print_header=True + fp, + train_batches, + valid_batches, + print_header=True, + fitting_key=fitting_key, ) is_first_step = False @@ -887,21 +961,23 @@ def train(self, train_data=None, valid_data=None): else: train_batches = {} valid_batches = {} - for fitting_key in train_data: - train_batches[fitting_key] = [ - train_data[fitting_key].get_batch() + for fitting_key_ii in train_data: + train_batches[fitting_key_ii] = [ + train_data[fitting_key_ii].get_batch() ] - valid_batches[fitting_key] = ( + valid_batches[fitting_key_ii] = ( [ - valid_data[fitting_key].get_batch() + valid_data[fitting_key_ii].get_batch() for ii in range( - self.valid_numb_batch_dict[fitting_key] + self.valid_numb_batch_dict[fitting_key_ii] ) ] - if fitting_key in valid_data + if fitting_key_ii in valid_data else None ) - self.valid_on_the_fly(fp, train_batches, valid_batches) + self.valid_on_the_fly( + fp, train_batches, valid_batches, fitting_key=fitting_key + ) if self.timing_in_training: toc = time.time() test_time = toc - tic @@ -1005,22 +1081,50 @@ def get_global_step(self): # fp.write(print_str) # fp.close () - def valid_on_the_fly(self, fp, train_batches, valid_batches, print_header=False): + def valid_on_the_fly( + self, fp, train_batches, valid_batches, print_header=False, fitting_key=None + ): train_results = self.get_evaluation_results(train_batches) valid_results = self.get_evaluation_results(valid_batches) cur_batch = self.cur_batch - current_lr = run_sess(self.sess, self.learning_rate) + if not self.multi_task_mode: + current_lr = run_sess(self.sess, self.learning_rate) + else: + assert ( + fitting_key is not None + ), "Fitting key must be assigned in validation!" + current_lr = None + # current_lr can be used as the learning rate of descriptor in the future + current_lr_dict = {} + for fitting_key_ii in train_batches: + current_lr_dict[fitting_key_ii] = run_sess( + self.sess, self.learning_rate_dict[fitting_key_ii] + ) if print_header: self.print_header(fp, train_results, valid_results, self.multi_task_mode) - self.print_on_training( - fp, - train_results, - valid_results, - cur_batch, - current_lr, - self.multi_task_mode, - ) + if not self.multi_task_mode: + self.print_on_training( + fp, + train_results, + valid_results, + cur_batch, + current_lr, + self.multi_task_mode, + ) + else: + assert ( + fitting_key is not None + ), "Fitting key must be assigned when printing learning rate!" + self.print_on_training( + fp, + train_results, + valid_results, + cur_batch, + current_lr, + self.multi_task_mode, + current_lr_dict, + ) @staticmethod def print_header(fp, train_results, valid_results, multi_task_mode=False): @@ -1035,6 +1139,7 @@ def print_header(fp, train_results, valid_results, multi_task_mode=False): prop_fmt = " %11s" for k in train_results.keys(): print_str += prop_fmt % (k + "_trn") + print_str += " %8s\n" % (k + "_lr") else: for fitting_key in train_results: if valid_results[fitting_key] is not None: @@ -1045,13 +1150,19 @@ def print_header(fp, train_results, valid_results, multi_task_mode=False): prop_fmt = " %11s" for k in train_results[fitting_key].keys(): print_str += prop_fmt % (k + "_trn") - print_str += " %8s\n" % "lr" + print_str += " %8s\n" % (fitting_key + "_lr") fp.write(print_str) fp.flush() @staticmethod def print_on_training( - fp, train_results, valid_results, cur_batch, cur_lr, multi_task_mode=False + fp, + train_results, + valid_results, + cur_batch, + cur_lr, + multi_task_mode=False, + cur_lr_dict=None, ): print_str = "" print_str += "%7d" % cur_batch @@ -1065,6 +1176,7 @@ def print_on_training( prop_fmt = " %11.2e" for k in train_results.keys(): print_str += prop_fmt % (train_results[k]) + print_str += " %8.1e\n" % cur_lr else: for fitting_key in train_results: if valid_results[fitting_key] is not None: @@ -1079,7 +1191,7 @@ def print_on_training( prop_fmt = " %11.2e" for k in train_results[fitting_key].keys(): print_str += prop_fmt % (train_results[fitting_key][k]) - print_str += " %8.1e\n" % cur_lr + print_str += " %8.1e\n" % cur_lr_dict[fitting_key] fp.write(print_str) fp.flush() diff --git a/deepmd/utils/argcheck.py b/deepmd/utils/argcheck.py index f19300a488..b66dc3b7fa 100644 --- a/deepmd/utils/argcheck.py +++ b/deepmd/utils/argcheck.py @@ -801,10 +801,22 @@ def learning_rate_args(): ) ], [learning_rate_variant_type_args()], + optional=True, doc=doc_lr, ) +def learning_rate_dict_args(): + doc_learning_rate_dict = ( + "The dictionary of definitions of learning rates in multi-task mode. " + "Each learning_rate_dict[fitting_key], with user-defined name `fitting_key` in `model/fitting_net_dict`, is the single definition of learning rate.\n" + ) + ca = Argument( + "learning_rate_dict", dict, [], [], optional=True, doc=doc_learning_rate_dict + ) + return ca + + # --- Loss configurations: --- # def start_pref(item): return f"The prefactor of {item} loss at the start of the training. Should be larger than or equal to 0. If set to none-zero value, the {item} label should be provided by file {item}.npy in each data system. If both start_pref_{item} and limit_pref_{item} are set to 0, then the {item} will be ignored." @@ -1238,6 +1250,7 @@ def gen_doc(*, make_anchor=True, make_link=True, **kwargs): make_anchor = True ma = model_args() lra = learning_rate_args() + lrda = learning_rate_dict_args() la = loss_args() lda = loss_dict_args() ta = training_args() @@ -1247,6 +1260,7 @@ def gen_doc(*, make_anchor=True, make_link=True, **kwargs): ptr.append(la.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) ptr.append(lda.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) ptr.append(lra.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) + ptr.append(lrda.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) ptr.append(ta.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) ptr.append(nvnmda.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) @@ -1264,6 +1278,7 @@ def gen_json(**kwargs): ( model_args(), learning_rate_args(), + learning_rate_dict_args(), loss_args(), loss_dict_args(), training_args(), @@ -1277,6 +1292,7 @@ def gen_args(**kwargs): return [ model_args(), learning_rate_args(), + learning_rate_dict_args(), loss_args(), loss_dict_args(), training_args(), @@ -1300,10 +1316,12 @@ def normalize_multi_task(data): single_training_data = "training_data" in data["training"].keys() single_valid_data = "validation_data" in data["training"].keys() single_loss = "loss" in data.keys() + single_learning_rate = "learning_rate" in data.keys() multi_fitting_net = "fitting_net_dict" in data["model"].keys() multi_training_data = "data_dict" in data["training"].keys() multi_loss = "loss_dict" in data.keys() multi_fitting_weight = "fitting_weight" in data["training"].keys() + multi_learning_rate = "learning_rate_dict" in data.keys() assert (single_fitting_net == single_training_data) and ( multi_fitting_net == multi_training_data ), ( @@ -1342,6 +1360,16 @@ def normalize_multi_task(data): if multi_loss else {} ) + if multi_learning_rate: + data["learning_rate_dict"] = normalize_learning_rate_dict( + data["model"]["fitting_net_dict"].keys(), data["learning_rate_dict"] + ) + elif single_learning_rate: + data[ + "learning_rate_dict" + ] = normalize_learning_rate_dict_with_single_learning_rate( + data["model"]["fitting_net_dict"].keys(), data["learning_rate"] + ) fitting_weight = ( data["training"]["fitting_weight"] if multi_fitting_weight else None ) @@ -1354,6 +1382,9 @@ def normalize_multi_task(data): assert ( not multi_loss ), "In single-task mode, please use 'model/loss' in stead of 'model/loss_dict'! " + assert ( + not multi_learning_rate + ), "In single-task mode, please use 'model/learning_rate' in stead of 'model/learning_rate_dict'! " return data @@ -1398,6 +1429,35 @@ def normalize_loss_dict(fitting_keys, loss_dict): return new_dict +def normalize_learning_rate_dict(fitting_keys, learning_rate_dict): + # check the learning_rate dict + failed_learning_rate_keys = [ + item for item in learning_rate_dict if item not in fitting_keys + ] + assert ( + not failed_learning_rate_keys + ), "Learning rate dict key(s) {} not have corresponding fitting keys in {}! ".format( + str(failed_learning_rate_keys), str(list(fitting_keys)) + ) + new_dict = {} + base = Argument("base", dict, [], [learning_rate_variant_type_args()], doc="") + for item in learning_rate_dict: + data = base.normalize_value(learning_rate_dict[item], trim_pattern="_*") + base.check_value(data, strict=True) + new_dict[item] = data + return new_dict + + +def normalize_learning_rate_dict_with_single_learning_rate(fitting_keys, learning_rate): + new_dict = {} + base = Argument("base", dict, [], [learning_rate_variant_type_args()], doc="") + data = base.normalize_value(learning_rate, trim_pattern="_*") + base.check_value(data, strict=True) + for fitting_key in fitting_keys: + new_dict[fitting_key] = data + return new_dict + + def normalize_fitting_weight(fitting_keys, data_keys, fitting_weight=None): # check the mapping failed_data_keys = [item for item in data_keys if item not in fitting_keys] @@ -1472,12 +1532,13 @@ def normalize(data): data = normalize_multi_task(data) ma = model_args() lra = learning_rate_args() + lrda = learning_rate_dict_args() la = loss_args() lda = loss_dict_args() ta = training_args() nvnmda = nvnmd_args() - base = Argument("base", dict, [ma, lra, la, lda, ta, nvnmda]) + base = Argument("base", dict, [ma, lra, lrda, la, lda, ta, nvnmda]) data = base.normalize_value(data, trim_pattern="_*") base.check_value(data, strict=True) diff --git a/deepmd/utils/multi_init.py b/deepmd/utils/multi_init.py index 59ab88a845..d5496b47ea 100644 --- a/deepmd/utils/multi_init.py +++ b/deepmd/utils/multi_init.py @@ -135,6 +135,30 @@ def replace_model_params_with_frz_multi_model( f"Add '{config_key}/{fitting_key}' configurations from the pretrained frozen model." ) + # learning rate dict keep backward compatibility + config_key = "learning_rate_dict" + single_config_key = "learning_rate" + cur_jdata = jdata + target_jdata = pretrained_jdata + if (single_config_key not in cur_jdata) and (config_key in cur_jdata): + cur_jdata = cur_jdata[config_key] + if config_key in target_jdata: + target_jdata = target_jdata[config_key] + for fitting_key in reused_fittings: + if fitting_key not in cur_jdata: + target_para = target_jdata[fitting_key] + cur_jdata[fitting_key] = target_para + log.info( + f"Add '{config_key}/{fitting_key}' configurations from the pretrained frozen model." + ) + else: + for fitting_key in reused_fittings: + if fitting_key not in cur_jdata: + cur_jdata[fitting_key] = {} + log.info( + f"Add '{config_key}/{fitting_key}' configurations as default." + ) + return jdata diff --git a/source/tests/test_init_frz_model_multi.py b/source/tests/test_init_frz_model_multi.py index 8d1fe1ed4e..e7cf2a5f7f 100644 --- a/source/tests/test_init_frz_model_multi.py +++ b/source/tests/test_init_frz_model_multi.py @@ -55,6 +55,7 @@ def _init_models(): jdata = j_loader(str(tests_path / os.path.join("init_frz_model", "input.json"))) fitting_config = jdata["model"].pop("fitting_net") loss_config = jdata.pop("loss") + learning_rate_config = jdata.pop("learning_rate") training_data_config = jdata["training"].pop("training_data") validation_data_config = jdata["training"].pop("validation_data") jdata["training"]["data_dict"] = {} @@ -72,6 +73,8 @@ def _init_models(): jdata["model"]["fitting_net_dict"]["water_ener"] = fitting_config jdata["loss_dict"] = {} jdata["loss_dict"]["water_ener"] = loss_config + jdata["learning_rate_dict"] = {} + jdata["learning_rate_dict"]["water_ener"] = learning_rate_config with open(INPUT, "w") as fp: json.dump(jdata, fp, indent=4) ret = run_dp("dp train " + INPUT) @@ -89,6 +92,8 @@ def _init_models(): jdata["model"]["fitting_net_dict"]["water_ener_new"] = fitting_config jdata["loss_dict"] = {} jdata["loss_dict"]["water_ener_new"] = loss_config + jdata["learning_rate_dict"] = {} + jdata["learning_rate_dict"]["water_ener_new"] = learning_rate_config jdata["training"]["data_dict"] = {} jdata["training"]["data_dict"]["water_ener_new"] = {} jdata["training"]["data_dict"]["water_ener_new"][ diff --git a/source/tests/water_multi.json b/source/tests/water_multi.json index f16e0eadac..e74b724157 100644 --- a/source/tests/water_multi.json +++ b/source/tests/water_multi.json @@ -45,13 +45,23 @@ } } }, - "learning_rate": { - "type": "exp", - "start_lr": 0.001, - "decay_steps": 5000, - "decay_rate": 0.95, - "_comment": "that's all" - }, + "learning_rate_dict": + { + "water_ener": { + "type": "exp", + "start_lr": 0.001, + "decay_steps": 5000, + "decay_rate": 0.95, + "_comment": "that's all" + }, + "water_dipole": { + "type": "exp", + "start_lr": 0.001, + "decay_steps": 5000, + "decay_rate": 0.95, + "_comment": "that's all" + } + }, "loss_dict": { "water_ener": { From 99e9a07209cb0827a8441489ef6e43fa19e9fb18 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 29 Mar 2023 09:10:31 +0800 Subject: [PATCH 13/75] [pre-commit.ci] pre-commit autoupdate (#2431) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.257 → v0.0.259](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.257...v0.0.259) - [github.com/pre-commit/mirrors-clang-format: v15.0.7 → v16.0.0](https://github.com/pre-commit/mirrors-clang-format/compare/v15.0.7...v16.0.0) - [github.com/scop/pre-commit-shfmt: v3.6.0-1 → v3.6.0-2](https://github.com/scop/pre-commit-shfmt/compare/v3.6.0-1...v3.6.0-2) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index e630577dc5..ab4c79b5a4 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.257 + rev: v0.0.259 hooks: - id: ruff args: ["--fix"] @@ -43,7 +43,7 @@ repos: - id: blacken-docs # C++ - repo: https://github.com/pre-commit/mirrors-clang-format - rev: v15.0.7 + rev: v16.0.0 hooks: - id: clang-format exclude: ^source/3rdparty|source/lib/src/cuda/cudart/.+\.inc @@ -54,7 +54,7 @@ repos: - id: csslint # Shell - repo: https://github.com/scop/pre-commit-shfmt - rev: v3.6.0-1 + rev: v3.6.0-2 hooks: - id: shfmt # CMake From c10cd6c44c47c35c465524062d97b77dbc8bde0b Mon Sep 17 00:00:00 2001 From: LiuGroupHNU <55585514+LiuGroupHNU@users.noreply.github.com> Date: Wed, 29 Mar 2023 09:10:50 +0800 Subject: [PATCH 14/75] nvnmd: fix some warnings about matmul_flt_nvnmd (#2430) Co-authored-by: LiuGroupHNU Co-authored-by: MoPinghui Co-authored-by: Han Wang <92130845+wanghan-iapcm@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- source/op/matmul_flt_nvnmd.cc | 4 +-- source/tests/test_nvnmd_op.py | 48 +-------------------------------- source/tests/test_nvnmd_se_a.py | 8 +++--- 3 files changed, 7 insertions(+), 53 deletions(-) diff --git a/source/op/matmul_flt_nvnmd.cc b/source/op/matmul_flt_nvnmd.cc index f86e97ea51..354afbbdb2 100644 --- a/source/op/matmul_flt_nvnmd.cc +++ b/source/op/matmul_flt_nvnmd.cc @@ -128,7 +128,7 @@ class MatmulFltNvnmdOp : public OpKernel { for (hh = 0; hh < H; hh++) { // find x max exponnet - if (normx & 0x0f == 0) { // normalize x[:,:] + if ((normx & 0x0f) == 0) { // normalize x[:,:] find_max_expo(expo_max1, (FPTYPE *)&x[hh * N * M], N * M); for (ii = 0; ii < N; ii++) expo_max1s[ii] = expo_max1; @@ -140,7 +140,7 @@ class MatmulFltNvnmdOp : public OpKernel { } // find w max exponnet - if (normw & 0x0f == 0) { // normalize w[:,:] + if ((normw & 0x0f) == 0) { // normalize w[:,:] find_max_expo(expo_max2, (FPTYPE *)&w[hh * M * K], M * K); for (kk = 0; kk < K; kk++) expo_max2s[kk] = expo_max2; diff --git a/source/tests/test_nvnmd_op.py b/source/tests/test_nvnmd_op.py index 4cf674baf8..1f54da29c5 100644 --- a/source/tests/test_nvnmd_op.py +++ b/source/tests/test_nvnmd_op.py @@ -423,53 +423,7 @@ def test_op(self): # graph t_x = tf.placeholder(tf.float64, [None, 4], "t_x") t_w = tf.placeholder(tf.float64, [4, 4], "t_w") - t_y = op_module.matmul_flt_nvnmd(t_x, t_w, 0, 0) - # feed_dic - x = np.reshape(np.arange(0, 16) / 3.0, [-1, 4]) - feed_dict = {t_x: x, t_w: x} - # get value and test - self.sess.run(tf.global_variables_initializer()) - y_pred = self.sess.run(t_y, feed_dict=feed_dict) - y_test = np.array( - [ - 6.22222, - 6.88888, - 7.55555, - 8.22221, - 16.88887, - 19.33331, - 21.77776, - 24.2222, - 27.55553, - 31.77774, - 35.99997, - 40.2222, - 38.22217, - 44.22217, - 50.22217, - 56.22217, - ] - ) - y_pred = np.reshape(y_pred, [-1]) - y_test = np.reshape(y_test, [-1]) - np.testing.assert_almost_equal(y_test, y_pred, 5) - tf.reset_default_graph() - - -class TestOpMatmulFltNvnmd2(tf.test.TestCase): - def setUp(self): - config = tf.ConfigProto() - if int(os.environ.get("DP_AUTO_PARALLELIZATION", 0)): - config.graph_options.rewrite_options.custom_optimizers.add().name = ( - "dpparallel" - ) - self.sess = self.test_session(config=config).__enter__() - - def test_op(self): - # graph - t_x = tf.placeholder(tf.float64, [None, 4], "t_x") - t_w = tf.placeholder(tf.float64, [4, 4], "t_w") - t_y = op_module.matmul_flt_nvnmd(t_x, t_w, 0, 0) + t_y = op_module.matmul_flt_nvnmd(t_x, t_w, 1, 1) # feed_dic x = np.reshape(np.arange(0, 16) / 3.0, [-1, 4]) feed_dict = {t_x: x, t_w: x} diff --git a/source/tests/test_nvnmd_se_a.py b/source/tests/test_nvnmd_se_a.py index 0b8cbc20b1..fcc96ad811 100644 --- a/source/tests/test_nvnmd_se_a.py +++ b/source/tests/test_nvnmd_se_a.py @@ -132,14 +132,14 @@ def test_descriptor_one_side_qnn(self): ref_dout = [ 0.0136348009, 0.0083287954, - -0.0639076233, - 0.0129181147, + -0.0639075041, + 0.0129179955, 0.0050876141, - -0.0390379429, + -0.0390378237, 0.0078909397, 0.0022796392, 0.2995386124, - -0.0605480671, + -0.0605479479, ] places = 10 np.testing.assert_almost_equal(model_dout[0:10], ref_dout, places) From 117fc9126a6ddc042e5825d1f0c3030d6643b804 Mon Sep 17 00:00:00 2001 From: Eisuke Kawashima Date: Mon, 3 Apr 2023 14:56:26 +0900 Subject: [PATCH 15/75] fix: avoid `using namespace std;` in header files (#2437) Signed-off-by: Eisuke Kawashima --- source/api_cc/include/AtomMap.h | 2 - source/api_cc/include/version.h.in | 2 - source/ipi/include/Convert.h | 2 - source/ipi/include/XyzFileManager.h | 1 - source/lib/include/SimulationRegion_Impl.h | 2 - source/md/include/AdWeight.h | 63 +++++++++++----------- source/md/include/Convert.h | 54 +++++++++---------- source/md/include/Gaussian.h | 2 - source/md/include/HarmonicAngle.h | 12 ++--- source/md/include/HarmonicBond.h | 12 ++--- source/md/include/Integrator.h | 21 ++++---- source/md/include/LJInter.h | 12 ++--- source/md/include/LJTab.h | 12 ++--- source/md/include/MaxShift.h | 10 ++-- source/md/include/Statistics.h | 15 +++--- source/md/include/TF.h | 10 ++-- source/md/include/Tabulated.h | 30 +++++------ source/md/include/Trajectory.h | 14 +++-- source/md/include/UnitManager.h | 5 +- source/md/include/XyzFileManager.h | 15 +++--- source/md/include/ZM.h | 28 +++++----- source/md/include/ZMFunctions.h | 7 ++- source/md/include/common.h | 11 ++-- 23 files changed, 152 insertions(+), 190 deletions(-) diff --git a/source/api_cc/include/AtomMap.h b/source/api_cc/include/AtomMap.h index 90b53b3281..0da2eefdcb 100644 --- a/source/api_cc/include/AtomMap.h +++ b/source/api_cc/include/AtomMap.h @@ -2,8 +2,6 @@ #include -// using namespace std; - namespace deepmd { class AtomMap { public: diff --git a/source/api_cc/include/version.h.in b/source/api_cc/include/version.h.in index fa5e358f0b..c6bf6cf491 100644 --- a/source/api_cc/include/version.h.in +++ b/source/api_cc/include/version.h.in @@ -1,8 +1,6 @@ #pragma once #include -// using namespace std; - const std::string global_install_prefix="@CMAKE_INSTALL_PREFIX@"; const std::string global_git_summ="@GIT_SUMM@"; diff --git a/source/ipi/include/Convert.h b/source/ipi/include/Convert.h index f116cc61e9..199498cc7b 100644 --- a/source/ipi/include/Convert.h +++ b/source/ipi/include/Convert.h @@ -4,8 +4,6 @@ #include #include -// using namespace std; - template class Convert { public: diff --git a/source/ipi/include/XyzFileManager.h b/source/ipi/include/XyzFileManager.h index aa50e76461..fa27592548 100644 --- a/source/ipi/include/XyzFileManager.h +++ b/source/ipi/include/XyzFileManager.h @@ -3,7 +3,6 @@ #include #include -// using namespace std; namespace XyzFileManager { diff --git a/source/lib/include/SimulationRegion_Impl.h b/source/lib/include/SimulationRegion_Impl.h index 8d7807a1e7..c6e34b27c4 100644 --- a/source/lib/include/SimulationRegion_Impl.h +++ b/source/lib/include/SimulationRegion_Impl.h @@ -10,8 +10,6 @@ #include "errors.h" -// using namespace std; - template SimulationRegion::~SimulationRegion() {} diff --git a/source/md/include/AdWeight.h b/source/md/include/AdWeight.h index e43896e3f9..fffd549fef 100644 --- a/source/md/include/AdWeight.h +++ b/source/md/include/AdWeight.h @@ -2,8 +2,6 @@ #include -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -13,29 +11,29 @@ typedef float VALUETYPE; class AdWeight { public: AdWeight(const VALUETYPE& pl); - virtual void zone_tag(vector& tag, - const vector& coord) const = 0; - virtual void atom_weight(vector& weight, - vector& weight_x, - const vector& coord) const = 0; - virtual vector get_center() const = 0; - void sel_nn_atom(vector& nn_coord, - vector& nn_type, - vector& nn_idx, - vector& nn_tag, - const vector& dcoord, - const vector& dtype) const; - void force_intpl(vector& of, - const vector& dcoord, - const vector& ff_force, - const vector& nn_force, - const vector& nn_idx) const; - void force_intpl(vector& of, - const vector& dcoord, - const vector& ff_bd_force, - const vector& ff_nb_force, - const vector& nn_force, - const vector& nn_idx) const; + virtual void zone_tag(std::vector& tag, + const std::vector& coord) const = 0; + virtual void atom_weight(std::vector& weight, + std::vector& weight_x, + const std::vector& coord) const = 0; + virtual std::vector get_center() const = 0; + void sel_nn_atom(std::vector& nn_coord, + std::vector& nn_type, + std::vector& nn_idx, + std::vector& nn_tag, + const std::vector& dcoord, + const std::vector& dtype) const; + void force_intpl(std::vector& of, + const std::vector& dcoord, + const std::vector& ff_force, + const std::vector& nn_force, + const std::vector& nn_idx) const; + void force_intpl(std::vector& of, + const std::vector& dcoord, + const std::vector& ff_bd_force, + const std::vector& ff_nb_force, + const std::vector& nn_force, + const std::vector& nn_idx) const; private: VALUETYPE protect_level; @@ -44,19 +42,20 @@ class AdWeight { // slab model, axis x class SlabWeight : public AdWeight { public: - SlabWeight(const vector& box, + SlabWeight(const std::vector& box, const VALUETYPE& rnn, const VALUETYPE& rhy, const VALUETYPE& rc, const VALUETYPE& protect_level = 1e-3); - virtual void zone_tag(vector& tag, const vector& coord) const; - virtual void atom_weight(vector& weight, - vector& weight_x, - const vector& coord) const; - virtual vector get_center() const { return center; } + virtual void zone_tag(std::vector& tag, + const std::vector& coord) const; + virtual void atom_weight(std::vector& weight, + std::vector& weight_x, + const std::vector& coord) const; + virtual std::vector get_center() const { return center; } private: - vector center; + std::vector center; VALUETYPE rnn; VALUETYPE rhy; VALUETYPE rc; diff --git a/source/md/include/Convert.h b/source/md/include/Convert.h index 5f6a50bc34..d5a15d09f1 100644 --- a/source/md/include/Convert.h +++ b/source/md/include/Convert.h @@ -4,38 +4,36 @@ #include #include -using namespace std; - template class Convert { public: - Convert(const vector& atomname, - map& name_type_map, - map& name_mass_map, - map& name_charge_map, + Convert(const std::vector& atomname, + std::map& name_type_map, + std::map& name_mass_map, + std::map& name_charge_map, const bool sort = true); - void gro2nnp(vector& coord, - vector& veloc, - vector& box, - const vector >& posi, - const vector >& velo, - const vector& box_size) const; - void nnp2gro(vector >& posi, - vector >& velo, - vector& box_size, - const vector& coord, - const vector& veloc, - const vector& box) const; - void idx_gro2nnp(vector& out, const vector& in) const; - void idx_nnp2gro(vector& out, const vector& in) const; - const vector& get_type() const { return atype; } - const vector& get_mass() const { return amass; } - const vector& get_charge() const { return acharge; } + void gro2nnp(std::vector& coord, + std::vector& veloc, + std::vector& box, + const std::vector >& posi, + const std::vector >& velo, + const std::vector& box_size) const; + void nnp2gro(std::vector >& posi, + std::vector >& velo, + std::vector& box_size, + const std::vector& coord, + const std::vector& veloc, + const std::vector& box) const; + void idx_gro2nnp(std::vector& out, const std::vector& in) const; + void idx_nnp2gro(std::vector& out, const std::vector& in) const; + const std::vector& get_type() const { return atype; } + const std::vector& get_mass() const { return amass; } + const std::vector& get_charge() const { return acharge; } private: - vector idx_map_nnp2gro; - vector idx_map_gro2nnp; - vector atype; - vector amass; - vector acharge; + std::vector idx_map_nnp2gro; + std::vector idx_map_gro2nnp; + std::vector atype; + std::vector amass; + std::vector acharge; }; diff --git a/source/md/include/Gaussian.h b/source/md/include/Gaussian.h index 80a75af204..e3cdecfad1 100644 --- a/source/md/include/Gaussian.h +++ b/source/md/include/Gaussian.h @@ -5,8 +5,6 @@ #include "RandomGenerator.h" -using namespace std; - class Gaussian { public: void set_seed(unsigned long seed); diff --git a/source/md/include/HarmonicAngle.h b/source/md/include/HarmonicAngle.h index 84ad5d8fd3..84a2558994 100644 --- a/source/md/include/HarmonicAngle.h +++ b/source/md/include/HarmonicAngle.h @@ -4,8 +4,6 @@ #include "SimulationRegion.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -18,12 +16,12 @@ class HarmonicAngle { public: void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& atype, const SimulationRegion& region, - const vector& alist); + const std::vector& alist); private: VALUETYPE ka, tt; diff --git a/source/md/include/HarmonicBond.h b/source/md/include/HarmonicBond.h index 0c7779db55..48751d85b7 100644 --- a/source/md/include/HarmonicBond.h +++ b/source/md/include/HarmonicBond.h @@ -4,8 +4,6 @@ #include "SimulationRegion.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -18,12 +16,12 @@ class HarmonicBond { public: void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& atype, const SimulationRegion& region, - const vector& blist); + const std::vector& blist); private: VALUETYPE kk, bb; diff --git a/source/md/include/Integrator.h b/source/md/include/Integrator.h index 99f720fc51..caefffbac8 100644 --- a/source/md/include/Integrator.h +++ b/source/md/include/Integrator.h @@ -4,7 +4,6 @@ #include "Gaussian.h" #include "UnitManager.h" -using namespace std; template class Integrator { @@ -12,13 +11,13 @@ class Integrator { Integrator() : massConst(UnitManager::IntegratorMassConstant){}; public: - void stepVeloc(vector& vv, - const vector& ff, - const vector& mass, + void stepVeloc(std::vector& vv, + const std::vector& ff, + const std::vector& mass, const double& dt, - const vector& freez = vector()) const; - void stepCoord(vector& rr, - const vector& vv, + const std::vector& freez = std::vector()) const; + void stepCoord(std::vector& rr, + const std::vector& vv, const double& dt) const; private: @@ -34,14 +33,14 @@ class ThermostatLangevin { void reinit(const VALUETYPE T = 300., const VALUETYPE tau = 1., const long long int seed = 0); - void stepOU(vector& vv, - const vector& mass, + void stepOU(std::vector& vv, + const std::vector& mass, const double& dt, - const vector& freez = vector()) const; + const std::vector& freez = std::vector()) const; private: mutable Gaussian gaussian; - string scheme; + std::string scheme; VALUETYPE temperature; VALUETYPE gamma; VALUETYPE sigma; diff --git a/source/md/include/LJInter.h b/source/md/include/LJInter.h index 267a8367d2..b71453b8a0 100644 --- a/source/md/include/LJInter.h +++ b/source/md/include/LJInter.h @@ -4,8 +4,6 @@ #include "SimulationRegion.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -18,12 +16,12 @@ class LJInter { public: void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& atype, const SimulationRegion& region, - const vector >& nlist); + const std::vector >& nlist); private: VALUETYPE c6, c12, rc, rc2, one_over_6, one_over_12, one_over_rc6, diff --git a/source/md/include/LJTab.h b/source/md/include/LJTab.h index 96c8089da0..f56f76510d 100644 --- a/source/md/include/LJTab.h +++ b/source/md/include/LJTab.h @@ -4,8 +4,6 @@ #include "Tabulated.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -18,12 +16,12 @@ class LJTab { public: void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& atype, const SimulationRegion& region, - const vector >& nlist) { + const std::vector >& nlist) { lj_tab.compute(ener, force, virial, coord, atype, region, nlist); }; diff --git a/source/md/include/MaxShift.h b/source/md/include/MaxShift.h index 65971a7037..d940342d91 100644 --- a/source/md/include/MaxShift.h +++ b/source/md/include/MaxShift.h @@ -4,8 +4,6 @@ #include "SimulationRegion.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -14,16 +12,16 @@ typedef float VALUETYPE; class MaxShift { public: - MaxShift(const vector& dcoord, const VALUETYPE& shell); + MaxShift(const std::vector& dcoord, const VALUETYPE& shell); - bool rebuild(const vector& coord, + bool rebuild(const std::vector& coord, const SimulationRegion& region); private: VALUETYPE - max_shift2(const vector& coord, + max_shift2(const std::vector& coord, const SimulationRegion& region); - vector record; + std::vector record; VALUETYPE shell; VALUETYPE max_allow2; }; diff --git a/source/md/include/Statistics.h b/source/md/include/Statistics.h index 5dd6bad3e0..66574dbd66 100644 --- a/source/md/include/Statistics.h +++ b/source/md/include/Statistics.h @@ -3,16 +3,15 @@ #include #include "SimulationRegion.h" -using namespace std; template class Statistics { public: Statistics(const VALUETYPE e_corr = 0, const VALUETYPE p_corr = 0); void record(const VALUETYPE& ener, - const vector& virial, - const vector& veloc, - const vector& mass, + const std::vector& virial, + const std::vector& veloc, + const std::vector& mass, const SimulationRegion& region); public: @@ -24,17 +23,17 @@ class Statistics { double get_epot() const { return r_pot_ener + e_corr; } public: - void print(ostream& os, const int& step, const double time) const; - void print_head(ostream& os) const; + void print(std::ostream& os, const int& step, const double time) const; + void print_head(std::ostream& os) const; private: int natoms; double r_ener; double r_pot_ener; double r_kin_ener; - // vector r_box; + // std::vector r_box; SimulationRegion region; - vector r_vir; + std::vector r_vir; double e_corr; double p_corr; }; diff --git a/source/md/include/TF.h b/source/md/include/TF.h index 7fc1720b87..ac286c89bc 100644 --- a/source/md/include/TF.h +++ b/source/md/include/TF.h @@ -6,8 +6,6 @@ #include "AdWeight.h" #include "common.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -16,16 +14,16 @@ typedef float VALUETYPE; class TF { public: - TF(const string& filename); + TF(const std::string& filename); public: - void apply(vector& force, - const vector& coord, + void apply(std::vector& force, + const std::vector& coord, const AdWeight& weight) const; private: VALUETYPE meas(const VALUETYPE& xx) const; - vector data; + std::vector data; double hh; double xup; }; diff --git a/source/md/include/Tabulated.h b/source/md/include/Tabulated.h index f74eb6354e..4e81cb620e 100644 --- a/source/md/include/Tabulated.h +++ b/source/md/include/Tabulated.h @@ -4,8 +4,6 @@ #include "SimulationRegion.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -17,31 +15,31 @@ class Tabulated { Tabulated(){}; Tabulated(const VALUETYPE rc, const VALUETYPE hh, - const vector& tab); + const std::vector& tab); void reinit(const VALUETYPE rc, const VALUETYPE hh, - const vector& tab); + const std::vector& tab); public: void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& atype, const SimulationRegion& region, - const vector >& nlist); + const std::vector >& nlist); void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& charge, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& charge, + const std::vector& atype, const SimulationRegion& region, - const vector >& nlist); + const std::vector >& nlist); void tb_inner(VALUETYPE& ae, VALUETYPE& af, const VALUETYPE& r2); private: VALUETYPE rc2, hi; - vector data; + std::vector data; void compute_posi(int& idx, VALUETYPE& eps, const VALUETYPE& rr); }; diff --git a/source/md/include/Trajectory.h b/source/md/include/Trajectory.h index 85b73ba9dd..9e773713af 100644 --- a/source/md/include/Trajectory.h +++ b/source/md/include/Trajectory.h @@ -8,8 +8,6 @@ #include "xdrfile/xdrfile_trr.h" #include "xdrfile/xdrfile_xtc.h" -using namespace std; - class XtcSaver { public: XtcSaver() : inited(false), prec(1000){}; @@ -20,8 +18,8 @@ class XtcSaver { public: void save(const int &step, const double &time, - const vector > &frame, - const vector &box); + const std::vector > &frame, + const std::vector &box); private: XDRFILE *xd; @@ -42,10 +40,10 @@ class TrrSaver { public: void save(const int &step, const double &time, - const vector > &ixx, - const vector > &ivv, - const vector > &iff, - const vector &box); + const std::vector > &ixx, + const std::vector > &ivv, + const std::vector > &iff, + const std::vector &box); private: XDRFILE *xd; diff --git a/source/md/include/UnitManager.h b/source/md/include/UnitManager.h index 977505b5ee..f1db76d1a0 100644 --- a/source/md/include/UnitManager.h +++ b/source/md/include/UnitManager.h @@ -1,7 +1,6 @@ #pragma once #include -using namespace std; class UnitManager { protected: @@ -19,8 +18,8 @@ class UnitManager { static double DefaultTableUpperLimit; static double DefaultTableStep; static double DefaultTableExtension; - static void set(const string& name_of_system); + static void set(const std::string& name_of_system); private: - static string unit_names[]; + static std::string unit_names[]; }; diff --git a/source/md/include/XyzFileManager.h b/source/md/include/XyzFileManager.h index 5ffbb847be..2759807190 100644 --- a/source/md/include/XyzFileManager.h +++ b/source/md/include/XyzFileManager.h @@ -2,18 +2,17 @@ #define __XyzFileManager_h_wanghan__ #include -using namespace std; namespace XyzFileManager { -void read(const string& file, - vector& atom_name, - vector >& posi, - vector >& velo, - vector >& forc, - vector& boxsize); +void read(const std::string& file, + std::vector& atom_name, + std::vector >& posi, + std::vector >& velo, + std::vector >& forc, + std::vector& boxsize); -void getBoxSize(const string& name, vector& boxsize); +void getBoxSize(const std::string& name, std::vector& boxsize); }; // namespace XyzFileManager diff --git a/source/md/include/ZM.h b/source/md/include/ZM.h index 1c2647a555..fd83ff0240 100644 --- a/source/md/include/ZM.h +++ b/source/md/include/ZM.h @@ -6,8 +6,6 @@ #include "Tabulated.h" #include "ZMFunctions.h" -using namespace std; - #ifdef HIGH_PREC typedef double VALUETYPE; #else @@ -20,24 +18,24 @@ class ZM { public: void compute(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& charge, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& charge, + const std::vector& atype, const SimulationRegion& region, - const vector >& nlist) { + const std::vector >& nlist) { zm_tab.compute(ener, force, virial, coord, charge, atype, region, nlist); }; void exclude(VALUETYPE& ener, - vector& force, - vector& virial, - const vector& coord, - const vector& charge, - const vector& atype, + std::vector& force, + std::vector& virial, + const std::vector& coord, + const std::vector& charge, + const std::vector& atype, const SimulationRegion& region, - const vector& elist); - VALUETYPE e_corr(const vector& charge) const; + const std::vector& elist); + VALUETYPE e_corr(const std::vector& charge) const; private: Tabulated zm_tab; diff --git a/source/md/include/ZMFunctions.h b/source/md/include/ZMFunctions.h index 9d4206a0a0..755a093ba5 100644 --- a/source/md/include/ZMFunctions.h +++ b/source/md/include/ZMFunctions.h @@ -2,7 +2,6 @@ #define __Functions_h_ZM_wanghan__ #include -using namespace std; namespace ZeroMultipole { double funcV(const double& alpha, const double& r); @@ -14,12 +13,12 @@ double funcD4V(const double& alpha, const double& r); void calCoefficients(const int& ll, const double& alpha, const double& rc, - vector& coeff); + std::vector& coeff); class Potential { double alpha, rc; int ll; - vector coeff; + std::vector coeff; public: Potential(); @@ -31,7 +30,7 @@ class Potential { double mulpotp(const double& rr); public: - double energyCorr(const vector& charges) const; + double energyCorr(const std::vector& charges) const; }; } // namespace ZeroMultipole diff --git a/source/md/include/common.h b/source/md/include/common.h index 54d19880d7..c58b3fa2b3 100644 --- a/source/md/include/common.h +++ b/source/md/include/common.h @@ -3,22 +3,21 @@ #include #include "SimulationRegion.h" -using namespace std; const double b2m_l = 10; const double b2m_e = 1.660539040e-21 / 1.602176621e-19; template void clear(VALUETYPE& ener, - vector& force, - vector& virial) { + std::vector& force, + std::vector& virial) { ener = 0; - fill(force.begin(), force.end(), 0.); - fill(virial.begin(), virial.end(), 0.); + std::fill(force.begin(), force.end(), 0.); + std::fill(virial.begin(), virial.end(), 0.); } template -void normalize_coord(vector& coord, +void normalize_coord(std::vector& coord, const SimulationRegion& region) { int natoms = coord.size() / 3; for (int ii = 0; ii < natoms; ++ii) { From 7020b345d3973b6de73431938315387aa2cedde7 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 3 Apr 2023 01:56:38 -0400 Subject: [PATCH 16/75] fix C API documentation (#2424) by pinning exhale to a specific version. (The current documentation is broken as it installs an old version) --------- Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- doc/environment.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/doc/environment.yml b/doc/environment.yml index f3928e4015..ee011f37f0 100644 --- a/doc/environment.yml +++ b/doc/environment.yml @@ -8,3 +8,4 @@ dependencies: - pip>=20.1 - pip: - ..[docs,cpu] + - "exhale @ https://github.com/svenevs/exhale/archive/2759a394268307b88f5440487ae0920ee4ebf81e.zip" From 1de4fc2e10c7c78ca425edaf32ce2f23c589d1a0 Mon Sep 17 00:00:00 2001 From: Anurag Kumar Singh Date: Thu, 6 Apr 2023 06:13:22 +0530 Subject: [PATCH 17/75] fix: descriptor function doc (#2440) Co-authored-by: AnuragKr Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/descriptor/se_a.py | 4 +++- deepmd/descriptor/se_a_ef.py | 4 +++- deepmd/descriptor/se_r.py | 4 +++- deepmd/descriptor/se_t.py | 4 +++- 4 files changed, 12 insertions(+), 4 deletions(-) diff --git a/deepmd/descriptor/se_a.py b/deepmd/descriptor/se_a.py index 73221c1f91..d964cf824a 100644 --- a/deepmd/descriptor/se_a.py +++ b/deepmd/descriptor/se_a.py @@ -273,7 +273,9 @@ def get_dim_rot_mat_1(self) -> int: return self.filter_neuron[-1] def get_nlist(self) -> Tuple[tf.Tensor, tf.Tensor, List[int], List[int]]: - """Returns + """Returns neighbor information. + + Returns ------- nlist Neighbor list diff --git a/deepmd/descriptor/se_a_ef.py b/deepmd/descriptor/se_a_ef.py index a94939f9db..0dbad403f4 100644 --- a/deepmd/descriptor/se_a_ef.py +++ b/deepmd/descriptor/se_a_ef.py @@ -140,7 +140,9 @@ def get_rot_mat(self) -> tf.Tensor: return self.qmat def get_nlist(self) -> Tuple[tf.Tensor, tf.Tensor, List[int], List[int]]: - """Returns + """Returns neighbor information. + + Returns ------- nlist Neighbor list diff --git a/deepmd/descriptor/se_r.py b/deepmd/descriptor/se_r.py index 664848d248..3ed02ec8ce 100644 --- a/deepmd/descriptor/se_r.py +++ b/deepmd/descriptor/se_r.py @@ -190,7 +190,9 @@ def get_dim_out(self): return self.filter_neuron[-1] def get_nlist(self): - """Returns + """Returns neighbor information. + + Returns ------- nlist Neighbor list diff --git a/deepmd/descriptor/se_t.py b/deepmd/descriptor/se_t.py index f908fd2e32..7615275a82 100644 --- a/deepmd/descriptor/se_t.py +++ b/deepmd/descriptor/se_t.py @@ -193,7 +193,9 @@ def get_dim_out(self) -> int: return self.filter_neuron[-1] def get_nlist(self) -> Tuple[tf.Tensor, tf.Tensor, List[int], List[int]]: - """Returns + """Returns neighbor information. + + Returns ------- nlist Neighbor list From f8414845d852feb7900e8ac7b76abd89de4a0d9d Mon Sep 17 00:00:00 2001 From: Chun Cai Date: Thu, 6 Apr 2023 09:16:06 +0800 Subject: [PATCH 18/75] Docs: Fix typo in parallel-training.md (#2438) Signed-off-by: Chun Cai --- doc/train/parallel-training.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/train/parallel-training.md b/doc/train/parallel-training.md index 2a8cd72664..98d12f2b9b 100644 --- a/doc/train/parallel-training.md +++ b/doc/train/parallel-training.md @@ -37,7 +37,7 @@ CUDA_VISIBLE_DEVICES=4,5,6,7 horovodrun -np 4 \ dp train --mpi-log=workers input.json ``` -Need to mention, the environment variable `CUDA_VISIBLE_DEVICES`` must be set to control parallelism on the occupied host where one process is bound to one GPU card. +Need to mention, the environment variable `CUDA_VISIBLE_DEVICES` must be set to control parallelism on the occupied host where one process is bound to one GPU card. To maximize the performance, one should follow [FAQ: How to control the parallelism of a job](../troubleshooting/howtoset_num_nodes.md) to control the number of threads. From ad8536f85f979243d1037f5ac4907d20b1e60b45 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 6 Apr 2023 09:16:39 +0800 Subject: [PATCH 19/75] [pre-commit.ci] pre-commit autoupdate (#2439) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/psf/black: 23.1.0 → 23.3.0](https://github.com/psf/black/compare/23.1.0...23.3.0) - [github.com/charliermarsh/ruff-pre-commit: v0.0.259 → v0.0.260](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.259...v0.0.260) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index ab4c79b5a4..f6ac8e9cd7 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -16,7 +16,7 @@ repos: - id: check-toml # Python - repo: https://github.com/psf/black - rev: 23.1.0 + rev: 23.3.0 hooks: - id: black-jupyter - repo: https://github.com/PyCQA/isort @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.259 + rev: v0.0.260 hooks: - id: ruff args: ["--fix"] From 8c685e213baee41d9e813b6109addc30289ac50b Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 12 Apr 2023 13:47:58 +0800 Subject: [PATCH 20/75] [pre-commit.ci] pre-commit autoupdate (#2452) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.260 → v0.0.261](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.260...v0.0.261) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index f6ac8e9cd7..f054641a48 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.260 + rev: v0.0.261 hooks: - id: ruff args: ["--fix"] From 0f6119211e6bc4202d0d4f16b72c90c5e616a8a6 Mon Sep 17 00:00:00 2001 From: mingzhong15 <46273005+mingzhong15@users.noreply.github.com> Date: Sat, 15 Apr 2023 09:28:30 +0800 Subject: [PATCH 21/75] support the DOS (electronic density of states) fitting (#2449) here i present the implementation of DeepDOS model [Phys. Rev. B 105, 174109 (2022)] in dpkit-devel branch generally, i add a new `fitting_type = 'dos'` to allow the DP to fit a vector. this vector can be global (`dos.raw/npy`) or atomic (`atom_dos.raw/npy`), whose length is `numb_dos`. specifically, 1. `fit/dos.py`, `loss/dos.py`, `model/dos.py` and `infer/deep_dos.py` is created to allow fitting and inference 2. relevant `*/__init__.py`, `train/trainer.py`, `utils/argcheck.py` is updated 3. in `entrypoint/freeze.py`, `entrypoint/test.py` , relevant functions are added to freeze and test the DeepDOS model 4. a simple user guide is added in the `doc/model/train-fitting-dos.md` 5. an example is provide in the `examples/dos/`, the input script is provided in the `examples/dos/train/input.json`, data sets are provided in the `examples/dos/data/` --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/entrypoints/freeze.py | 7 + deepmd/entrypoints/test.py | 173 + deepmd/fit/__init__.py | 4 + deepmd/fit/dos.py | 610 ++ deepmd/infer/__init__.py | 8 +- deepmd/infer/deep_dos.py | 506 ++ deepmd/loss/__init__.py | 4 + deepmd/loss/dos.py | 208 + deepmd/model/__init__.py | 4 + deepmd/model/dos.py | 219 + deepmd/train/trainer.py | 24 +- deepmd/utils/argcheck.py | 116 + doc/model/train-fitting-dos.md | 145 + .../dos/data/heat-221/set.000/atom_dos.npy | Bin 0 -> 352128 bytes examples/dos/data/heat-221/set.000/box.npy | Bin 0 -> 524 bytes examples/dos/data/heat-221/set.000/coord.npy | Bin 0 -> 4352 bytes examples/dos/data/heat-221/set.000/dos.npy | Bin 0 -> 11128 bytes examples/dos/data/heat-221/type.raw | 32 + examples/dos/data/heat-221/type_map.raw | 1 + examples/dos/train/input.json | 73 + source/tests/infer/deepdos.pbtxt | 5491 +++++++++++++++++ source/tests/test_deepdos.py | 881 +++ source/tests/test_fitting_dos.py | 207 + source/tests/test_model_dos.py | 335 + source/tests/train_dos.json | 72 + 25 files changed, 9118 insertions(+), 2 deletions(-) create mode 100644 deepmd/fit/dos.py create mode 100644 deepmd/infer/deep_dos.py create mode 100644 deepmd/loss/dos.py create mode 100644 deepmd/model/dos.py create mode 100644 doc/model/train-fitting-dos.md create mode 100644 examples/dos/data/heat-221/set.000/atom_dos.npy create mode 100644 examples/dos/data/heat-221/set.000/box.npy create mode 100644 examples/dos/data/heat-221/set.000/coord.npy create mode 100644 examples/dos/data/heat-221/set.000/dos.npy create mode 100644 examples/dos/data/heat-221/type.raw create mode 100644 examples/dos/data/heat-221/type_map.raw create mode 100644 examples/dos/train/input.json create mode 100644 source/tests/infer/deepdos.pbtxt create mode 100644 source/tests/test_deepdos.py create mode 100644 source/tests/test_fitting_dos.py create mode 100644 source/tests/test_model_dos.py create mode 100644 source/tests/train_dos.json diff --git a/deepmd/entrypoints/freeze.py b/deepmd/entrypoints/freeze.py index bf7b957a4a..1528c12e15 100755 --- a/deepmd/entrypoints/freeze.py +++ b/deepmd/entrypoints/freeze.py @@ -222,6 +222,13 @@ def _make_node_names( "fitting_attr/dfparam", "fitting_attr/daparam", ] + elif model_type == "dos": + nodes += [ + "o_dos", + "fitting_attr/numb_dos", + "fitting_attr/dfparam", + "fitting_attr/daparam", + ] elif model_type == "wfc": nodes += [ "o_wfc", diff --git a/deepmd/entrypoints/test.py b/deepmd/entrypoints/test.py index 4dbfa54a2b..52b98aba3c 100644 --- a/deepmd/entrypoints/test.py +++ b/deepmd/entrypoints/test.py @@ -30,6 +30,7 @@ if TYPE_CHECKING: from deepmd.infer import ( DeepDipole, + DeepDOS, DeepPolar, DeepPot, DeepWFC, @@ -123,6 +124,16 @@ def test( atomic, append_detail=(cc != 0), ) + elif dp.model_type == "dos": + err = test_dos( + dp, + data, + system, + numb_test, + detail_file, + atomic, + append_detail=(cc != 0), + ) elif dp.model_type == "dipole": err = test_dipole(dp, data, numb_test, detail_file, atomic) elif dp.model_type == "polar": @@ -147,6 +158,8 @@ def test( log.info(f"# number of systems : {len(all_sys)}") if dp.model_type == "ener": print_ener_sys_avg(avg_err) + elif dp.model_type == "dos": + print_dos_sys_avg(avg_err) elif dp.model_type == "dipole": print_dipole_sys_avg(avg_err) elif dp.model_type == "polar": @@ -435,6 +448,166 @@ def print_ener_sys_avg(avg: Dict[str, float]): log.info(f"Virial RMSE/Natoms : {avg['rmse_va']:e} eV") +def test_dos( + dp: "DeepDOS", + data: DeepmdData, + system: str, + numb_test: int, + detail_file: Optional[str], + has_atom_dos: bool, + append_detail: bool = False, +) -> Tuple[List[np.ndarray], List[int]]: + """Test DOS type model. + + Parameters + ---------- + dp : DeepDOS + instance of deep potential + data : DeepmdData + data container object + system : str + system directory + numb_test : int + munber of tests to do + detail_file : Optional[str] + file where test details will be output + has_atom_dos : bool + whether per atom quantities should be computed + append_detail : bool, optional + if true append output detail file, by default False + + Returns + ------- + Tuple[List[np.ndarray], List[int]] + arrays with results and their shapes + """ + data.add("dos", dp.numb_dos, atomic=False, must=True, high_prec=True) + if has_atom_dos: + data.add("atom_dos", dp.numb_dos, atomic=True, must=False, high_prec=True) + + if dp.get_dim_fparam() > 0: + data.add( + "fparam", dp.get_dim_fparam(), atomic=False, must=True, high_prec=False + ) + if dp.get_dim_aparam() > 0: + data.add("aparam", dp.get_dim_aparam(), atomic=True, must=True, high_prec=False) + + test_data = data.get_test() + mixed_type = data.mixed_type + natoms = len(test_data["type"][0]) + nframes = test_data["box"].shape[0] + numb_test = min(nframes, numb_test) + + coord = test_data["coord"][:numb_test].reshape([numb_test, -1]) + box = test_data["box"][:numb_test] + + if not data.pbc: + box = None + if mixed_type: + atype = test_data["type"][:numb_test].reshape([numb_test, -1]) + else: + atype = test_data["type"][0] + if dp.get_dim_fparam() > 0: + fparam = test_data["fparam"][:numb_test] + else: + fparam = None + if dp.get_dim_aparam() > 0: + aparam = test_data["aparam"][:numb_test] + else: + aparam = None + + ret = dp.eval( + coord, + box, + atype, + fparam=fparam, + aparam=aparam, + atomic=has_atom_dos, + mixed_type=mixed_type, + ) + dos = ret[0] + + dos = dos.reshape([numb_test, dp.numb_dos]) + + if has_atom_dos: + ados = ret[1] + ados = ados.reshape([numb_test, natoms * dp.numb_dos]) + + diff_dos = dos - test_data["dos"][:numb_test] + mae_dos = mae(diff_dos) + rmse_dos = rmse(diff_dos) + + mae_dosa = mae_dos / natoms + rmse_dosa = rmse_dos / natoms + + if has_atom_dos: + diff_ados = ados - test_data["atom_dos"][:numb_test] + mae_ados = mae(diff_ados) + rmse_ados = rmse(diff_ados) + + log.info(f"# number of test data : {numb_test:d} ") + + log.info(f"DOS MAE : {mae_dos:e} Occupation/eV") + log.info(f"DOS RMSE : {rmse_dos:e} Occupation/eV") + log.info(f"DOS MAE/Natoms : {mae_dosa:e} Occupation/eV") + log.info(f"DOS RMSE/Natoms : {rmse_dosa:e} Occupation/eV") + + if has_atom_dos: + log.info(f"Atomic DOS MAE : {mae_ados:e} Occupation/eV") + log.info(f"Atomic DOS RMSE : {rmse_ados:e} Occupation/eV") + + if detail_file is not None: + detail_path = Path(detail_file) + + for ii in range(numb_test): + test_out = test_data["dos"][ii].reshape(-1, 1) + pred_out = dos[ii].reshape(-1, 1) + + frame_output = np.hstack((test_out, pred_out)) + + save_txt_file( + detail_path.with_suffix(".dos.out.%.d" % ii), + frame_output, + header="%s - %.d: data_dos pred_dos" % (system, ii), + append=append_detail, + ) + + if has_atom_dos: + for ii in range(numb_test): + test_out = test_data["atom_dos"][ii].reshape(-1, 1) + pred_out = ados[ii].reshape(-1, 1) + + frame_output = np.hstack((test_out, pred_out)) + + save_txt_file( + detail_path.with_suffix(".ados.out.%.d" % ii), + frame_output, + header="%s - %.d: data_ados pred_ados" % (system, ii), + append=append_detail, + ) + + return { + "mae_dos": (mae_dos, dos.size), + "mae_dosa": (mae_dosa, dos.size), + "rmse_dos": (rmse_dos, dos.size), + "rmse_dosa": (rmse_dosa, dos.size), + } + + +def print_dos_sys_avg(avg: Dict[str, float]): + """Print errors summary for DOS type potential. + + Parameters + ---------- + avg : np.ndarray + array with summaries + """ + log.info(f"DOS MAE : {avg['mae_dos']:e} Occupation/eV") + log.info(f"DOS RMSE : {avg['rmse_dos']:e} Occupation/eV") + log.info(f"DOS MAE/Natoms : {avg['mae_dosa']:e} Occupation/eV") + log.info(f"DOS RMSE/Natoms : {avg['rmse_dosa']:e} Occupation/eV") + + def run_test(dp: "DeepTensor", test_data: dict, numb_test: int): """Run tests. diff --git a/deepmd/fit/__init__.py b/deepmd/fit/__init__.py index 233b987037..174dbd443d 100644 --- a/deepmd/fit/__init__.py +++ b/deepmd/fit/__init__.py @@ -1,6 +1,9 @@ from .dipole import ( DipoleFittingSeA, ) +from .dos import ( + DOSFitting, +) from .ener import ( EnerFitting, ) @@ -12,6 +15,7 @@ __all__ = [ "DipoleFittingSeA", "EnerFitting", + "DOSFitting", "GlobalPolarFittingSeA", "PolarFittingSeA", ] diff --git a/deepmd/fit/dos.py b/deepmd/fit/dos.py new file mode 100644 index 0000000000..43e31185d1 --- /dev/null +++ b/deepmd/fit/dos.py @@ -0,0 +1,610 @@ +import logging +from typing import ( + List, + Optional, +) + +import numpy as np + +from deepmd.common import ( + add_data_requirement, + cast_precision, + get_activation_func, + get_precision, +) +from deepmd.env import ( + GLOBAL_TF_FLOAT_PRECISION, + tf, +) +from deepmd.fit.fitting import ( + Fitting, +) +from deepmd.nvnmd.fit.ener import ( + one_layer_nvnmd, +) +from deepmd.nvnmd.utils.config import ( + nvnmd_cfg, +) +from deepmd.utils.errors import ( + GraphWithoutTensorError, +) +from deepmd.utils.graph import ( + get_fitting_net_variables_from_graph_def, + get_tensor_by_name_from_graph, +) +from deepmd.utils.network import one_layer as one_layer_deepmd +from deepmd.utils.network import ( + one_layer_rand_seed_shift, +) + +log = logging.getLogger(__name__) + + +class DOSFitting(Fitting): + r"""Fitting the density of states (DOS) of the system. + The energy should be shifted by the fermi level. + + Parameters + ---------- + descrpt + The descrptor :math:`\mathcal{D}` + neuron + Number of neurons :math:`N` in each hidden layer of the fitting net + resnet_dt + Time-step `dt` in the resnet construction: + :math:`y = x + dt * \phi (Wx + b)` + numb_fparam + Number of frame parameter + numb_aparam + Number of atomic parameter + ! numb_dos (added) + Number of gridpoints on which the DOS is evaluated (NEDOS in VASP) + rcond + The condition number for the regression of atomic energy. + trainable + If the weights of fitting net are trainable. + Suppose that we have :math:`N_l` hidden layers in the fitting net, + this list is of length :math:`N_l + 1`, specifying if the hidden layers and the output layer are trainable. + seed + Random seed for initializing the network parameters. + activation_function + The activation function :math:`\boldsymbol{\phi}` in the embedding net. Supported options are |ACTIVATION_FN| + precision + The precision of the embedding net parameters. Supported options are |PRECISION| + uniform_seed + Only for the purpose of backward compatibility, retrieves the old behavior of using the random seed + layer_name : list[Optional[str]], optional + The name of the each layer. If two layers, either in the same fitting or different fittings, + have the same name, they will share the same neural network parameters. + use_aparam_as_mask: bool, optional + If True, the atomic parameters will be used as a mask that determines the atom is real/virtual. + And the aparam will not be used as the atomic parameters for embedding. + """ + + def __init__( + self, + descrpt: tf.Tensor, + neuron: List[int] = [120, 120, 120], + resnet_dt: bool = True, + numb_fparam: int = 0, + numb_aparam: int = 0, + numb_dos: int = 300, + rcond: float = 1e-3, + trainable: List[bool] = None, + seed: int = None, + activation_function: str = "tanh", + precision: str = "default", + uniform_seed: bool = False, + layer_name: Optional[List[Optional[str]]] = None, + use_aparam_as_mask: bool = False, + ) -> None: + """Constructor.""" + # model param + self.ntypes = descrpt.get_ntypes() + self.dim_descrpt = descrpt.get_dim_out() + self.use_aparam_as_mask = use_aparam_as_mask + + self.numb_fparam = numb_fparam + self.numb_aparam = numb_aparam + + self.numb_dos = numb_dos + + self.n_neuron = neuron + self.resnet_dt = resnet_dt + self.rcond = rcond + self.seed = seed + self.uniform_seed = uniform_seed + self.seed_shift = one_layer_rand_seed_shift() + self.fitting_activation_fn = get_activation_func(activation_function) + self.fitting_precision = get_precision(precision) + self.trainable = trainable + if self.trainable is None: + self.trainable = [True for ii in range(len(self.n_neuron) + 1)] + if isinstance(self.trainable, bool): + self.trainable = [self.trainable] * (len(self.n_neuron) + 1) + assert ( + len(self.trainable) == len(self.n_neuron) + 1 + ), "length of trainable should be that of n_neuron + 1" + + self.useBN = False + self.bias_dos = np.zeros((self.ntypes, self.numb_dos), dtype=np.float64) + # data requirement + if self.numb_fparam > 0: + add_data_requirement( + "fparam", self.numb_fparam, atomic=False, must=True, high_prec=False + ) + self.fparam_avg = None + self.fparam_std = None + self.fparam_inv_std = None + if self.numb_aparam > 0: + add_data_requirement( + "aparam", self.numb_aparam, atomic=True, must=True, high_prec=False + ) + self.aparam_avg = None + self.aparam_std = None + self.aparam_inv_std = None + + self.fitting_net_variables = None + self.mixed_prec = None + self.layer_name = layer_name + if self.layer_name is not None: + assert isinstance(self.layer_name, list), "layer_name should be a list" + assert ( + len(self.layer_name) == len(self.n_neuron) + 1 + ), "length of layer_name should be that of n_neuron + 1" + + def get_numb_fparam(self) -> int: + """Get the number of frame parameters.""" + return self.numb_fparam + + def get_numb_aparam(self) -> int: + """Get the number of atomic parameters.""" + return self.numb_fparam + + def get_numb_dos(self) -> int: + """Get the number of gridpoints in energy space.""" + return self.numb_dos + + # not used + def compute_output_stats(self, all_stat: dict, mixed_type: bool = False) -> None: + """Compute the ouput statistics. + + Parameters + ---------- + all_stat + must have the following components: + all_stat['dos'] of shape n_sys x n_batch x n_frame x numb_dos + can be prepared by model.make_stat_input + mixed_type + Whether to perform the mixed_type mode. + If True, the input data has the mixed_type format (see doc/model/train_se_atten.md), + in which frames in a system may have different natoms_vec(s), with the same nloc. + """ + self.bias_dos = self._compute_output_stats( + all_stat, rcond=self.rcond, mixed_type=mixed_type + ) + + def _compute_output_stats(self, all_stat, rcond=1e-3, mixed_type=False): + data = all_stat["dos"] + # data[sys_idx][batch_idx][frame_idx] + sys_dos = [] + for ss in range(len(data)): + sys_data = [] + for ii in range(len(data[ss])): + for jj in range(len(data[ss][ii])): + sys_data.append(data[ss][ii][jj]) + sys_data = np.concatenate(sys_data).reshape(-1, self.numb_dos) + sys_dos.append(np.average(sys_data, axis=0)) + sys_dos = np.array(sys_dos).reshape(-1, self.numb_dos) + sys_tynatom = [] + if mixed_type: + data = all_stat["real_natoms_vec"] + nsys = len(data) + for ss in range(len(data)): + tmp_tynatom = [] + for ii in range(len(data[ss])): + for jj in range(len(data[ss][ii])): + tmp_tynatom.append(data[ss][ii][jj].astype(np.float64)) + tmp_tynatom = np.average(np.array(tmp_tynatom), axis=0) + sys_tynatom.append(tmp_tynatom) + else: + data = all_stat["natoms_vec"] + nsys = len(data) + for ss in range(len(data)): + sys_tynatom.append(data[ss][0].astype(np.float64)) + sys_tynatom = np.array(sys_tynatom) + sys_tynatom = np.reshape(sys_tynatom, [nsys, -1]) + sys_tynatom = sys_tynatom[:, 2:] + + dos_shift, resd, rank, s_value = np.linalg.lstsq( + sys_tynatom, sys_dos, rcond=rcond + ) + + return dos_shift + + def compute_input_stats(self, all_stat: dict, protection: float = 1e-2) -> None: + """Compute the input statistics. + + Parameters + ---------- + all_stat + if numb_fparam > 0 must have all_stat['fparam'] + if numb_aparam > 0 must have all_stat['aparam'] + can be prepared by model.make_stat_input + protection + Divided-by-zero protection + """ + # stat fparam + if self.numb_fparam > 0: + cat_data = np.concatenate(all_stat["fparam"], axis=0) + cat_data = np.reshape(cat_data, [-1, self.numb_fparam]) + self.fparam_avg = np.average(cat_data, axis=0) + self.fparam_std = np.std(cat_data, axis=0) + for ii in range(self.fparam_std.size): + if self.fparam_std[ii] < protection: + self.fparam_std[ii] = protection + self.fparam_inv_std = 1.0 / self.fparam_std + # stat aparam + if self.numb_aparam > 0: + sys_sumv = [] + sys_sumv2 = [] + sys_sumn = [] + for ss_ in all_stat["aparam"]: + ss = np.reshape(ss_, [-1, self.numb_aparam]) + sys_sumv.append(np.sum(ss, axis=0)) + sys_sumv2.append(np.sum(np.multiply(ss, ss), axis=0)) + sys_sumn.append(ss.shape[0]) + sumv = np.sum(sys_sumv, axis=0) + sumv2 = np.sum(sys_sumv2, axis=0) + sumn = np.sum(sys_sumn) + self.aparam_avg = (sumv) / sumn + self.aparam_std = self._compute_std(sumv2, sumv, sumn) + for ii in range(self.aparam_std.size): + if self.aparam_std[ii] < protection: + self.aparam_std[ii] = protection + self.aparam_inv_std = 1.0 / self.aparam_std + + def _compute_std(self, sumv2, sumv, sumn): + return np.sqrt(sumv2 / sumn - np.multiply(sumv / sumn, sumv / sumn)) + + @cast_precision + def _build_lower( + self, + start_index, + natoms, + inputs, + fparam=None, + aparam=None, + bias_dos=0.0, + type_suffix="", + suffix="", + reuse=None, + ): + # cut-out inputs + inputs_i = tf.slice(inputs, [0, start_index, 0], [-1, natoms, -1]) + inputs_i = tf.reshape(inputs_i, [-1, self.dim_descrpt]) + layer = inputs_i + if fparam is not None: + ext_fparam = tf.tile(fparam, [1, natoms]) + ext_fparam = tf.reshape(ext_fparam, [-1, self.numb_fparam]) + ext_fparam = tf.cast(ext_fparam, self.fitting_precision) + layer = tf.concat([layer, ext_fparam], axis=1) + if aparam is not None: + ext_aparam = tf.slice( + aparam, + [0, start_index * self.numb_aparam], + [-1, natoms * self.numb_aparam], + ) + ext_aparam = tf.reshape(ext_aparam, [-1, self.numb_aparam]) + ext_aparam = tf.cast(ext_aparam, self.fitting_precision) + layer = tf.concat([layer, ext_aparam], axis=1) + + if nvnmd_cfg.enable: + one_layer = one_layer_nvnmd + else: + one_layer = one_layer_deepmd + for ii in range(0, len(self.n_neuron)): + if self.layer_name is not None and self.layer_name[ii] is not None: + layer_suffix = "share_" + self.layer_name[ii] + type_suffix + layer_reuse = tf.AUTO_REUSE + else: + layer_suffix = "layer_" + str(ii) + type_suffix + suffix + layer_reuse = reuse + if ii >= 1 and self.n_neuron[ii] == self.n_neuron[ii - 1]: + layer += one_layer( + layer, + self.n_neuron[ii], + name=layer_suffix, + reuse=layer_reuse, + seed=self.seed, + use_timestep=self.resnet_dt, + activation_fn=self.fitting_activation_fn, + precision=self.fitting_precision, + trainable=self.trainable[ii], + uniform_seed=self.uniform_seed, + initial_variables=self.fitting_net_variables, + mixed_prec=self.mixed_prec, + ) + else: + layer = one_layer( + layer, + self.n_neuron[ii], + name=layer_suffix, + reuse=layer_reuse, + seed=self.seed, + activation_fn=self.fitting_activation_fn, + precision=self.fitting_precision, + trainable=self.trainable[ii], + uniform_seed=self.uniform_seed, + initial_variables=self.fitting_net_variables, + mixed_prec=self.mixed_prec, + ) + if (not self.uniform_seed) and (self.seed is not None): + self.seed += self.seed_shift + if self.layer_name is not None and self.layer_name[-1] is not None: + layer_suffix = "share_" + self.layer_name[-1] + type_suffix + layer_reuse = tf.AUTO_REUSE + else: + layer_suffix = "final_layer" + type_suffix + suffix + layer_reuse = reuse + final_layer = one_layer( + layer, + self.numb_dos, # TODO: output a vector + activation_fn=None, + bavg=bias_dos, + name=layer_suffix, + reuse=layer_reuse, + seed=self.seed, + precision=self.fitting_precision, + trainable=self.trainable[-1], + uniform_seed=self.uniform_seed, + initial_variables=self.fitting_net_variables, + mixed_prec=self.mixed_prec, + final_layer=True, + ) + if (not self.uniform_seed) and (self.seed is not None): + self.seed += self.seed_shift + + return final_layer + + def build( + self, + inputs: tf.Tensor, + natoms: tf.Tensor, + input_dict: dict = None, + reuse: bool = None, + suffix: str = "", + ) -> tf.Tensor: + """Build the computational graph for fitting net. + + Parameters + ---------- + inputs + The input descriptor + input_dict + Additional dict for inputs. + if numb_fparam > 0, should have input_dict['fparam'] + if numb_aparam > 0, should have input_dict['aparam'] + natoms + The number of atoms. This tensor has the length of Ntypes + 2 + natoms[0]: number of local atoms + natoms[1]: total number of atoms held by this processor + natoms[i]: 2 <= i < Ntypes+2, number of type i atoms + reuse + The weights in the networks should be reused when get the variable. + suffix + Name suffix to identify this descriptor + + Returns + ------- + ener + The system energy + """ + if input_dict is None: + input_dict = {} + bias_dos = self.bias_dos + type_embedding = input_dict.get("type_embedding", None) + atype = input_dict.get("atype", None) + if self.numb_fparam > 0: + if self.fparam_avg is None: + self.fparam_avg = 0.0 + if self.fparam_inv_std is None: + self.fparam_inv_std = 1.0 + if self.numb_aparam > 0: + if self.aparam_avg is None: + self.aparam_avg = 0.0 + if self.aparam_inv_std is None: + self.aparam_inv_std = 1.0 + + with tf.variable_scope("fitting_attr" + suffix, reuse=reuse): + t_dfparam = tf.constant(self.numb_fparam, name="dfparam", dtype=tf.int32) + t_daparam = tf.constant(self.numb_aparam, name="daparam", dtype=tf.int32) + t_numb_dos = tf.constant(self.numb_dos, name="numb_dos", dtype=tf.int32) + + self.t_bias_dos = tf.get_variable( + "t_bias_dos", + self.bias_dos.shape, + dtype=GLOBAL_TF_FLOAT_PRECISION, + trainable=False, + initializer=tf.constant_initializer(self.bias_dos), + ) + if self.numb_fparam > 0: + t_fparam_avg = tf.get_variable( + "t_fparam_avg", + self.numb_fparam, + dtype=GLOBAL_TF_FLOAT_PRECISION, + trainable=False, + initializer=tf.constant_initializer(self.fparam_avg), + ) + t_fparam_istd = tf.get_variable( + "t_fparam_istd", + self.numb_fparam, + dtype=GLOBAL_TF_FLOAT_PRECISION, + trainable=False, + initializer=tf.constant_initializer(self.fparam_inv_std), + ) + if self.numb_aparam > 0: + t_aparam_avg = tf.get_variable( + "t_aparam_avg", + self.numb_aparam, + dtype=GLOBAL_TF_FLOAT_PRECISION, + trainable=False, + initializer=tf.constant_initializer(self.aparam_avg), + ) + t_aparam_istd = tf.get_variable( + "t_aparam_istd", + self.numb_aparam, + dtype=GLOBAL_TF_FLOAT_PRECISION, + trainable=False, + initializer=tf.constant_initializer(self.aparam_inv_std), + ) + + inputs = tf.reshape(inputs, [-1, natoms[0], self.dim_descrpt]) + + if bias_dos is not None: + assert len(bias_dos) == self.ntypes + + fparam = None + if self.numb_fparam > 0: + fparam = input_dict["fparam"] + fparam = tf.reshape(fparam, [-1, self.numb_fparam]) + fparam = (fparam - t_fparam_avg) * t_fparam_istd + + aparam = None + if not self.use_aparam_as_mask: + if self.numb_aparam > 0: + aparam = input_dict["aparam"] + aparam = tf.reshape(aparam, [-1, self.numb_aparam]) + aparam = (aparam - t_aparam_avg) * t_aparam_istd + aparam = tf.reshape(aparam, [-1, self.numb_aparam * natoms[0]]) + + atype_nall = tf.reshape(atype, [-1, natoms[1]]) + self.atype_nloc = tf.reshape( + tf.slice(atype_nall, [0, 0], [-1, natoms[0]]), [-1] + ) ## lammps will make error + if type_embedding is not None: + atype_embed = tf.nn.embedding_lookup(type_embedding, self.atype_nloc) + else: + atype_embed = None + + self.atype_embed = atype_embed + + if atype_embed is None: + start_index = 0 + outs_list = [] + for type_i in range(self.ntypes): + final_layer = self._build_lower( + start_index, + natoms[2 + type_i], + inputs, + fparam, + aparam, + bias_dos=0.0, + type_suffix="_type_" + str(type_i), + suffix=suffix, + reuse=reuse, + ) + + final_layer = tf.reshape( + final_layer, + [tf.shape(inputs)[0] * self.numb_dos, natoms[2 + type_i]], + ) + outs_list.append(final_layer) + start_index += natoms[2 + type_i] + # concat the results + # concat once may be faster than multiple concat + outs = tf.concat(outs_list, axis=1) + # with type embedding + else: + atype_embed = tf.cast(atype_embed, GLOBAL_TF_FLOAT_PRECISION) + type_shape = atype_embed.get_shape().as_list() + inputs = tf.concat( + [tf.reshape(inputs, [-1, self.dim_descrpt]), atype_embed], axis=1 + ) + original_dim_descrpt = self.dim_descrpt + self.dim_descrpt = self.dim_descrpt + type_shape[1] + inputs = tf.reshape(inputs, [-1, natoms[0], self.dim_descrpt]) + final_layer = self._build_lower( + 0, + natoms[0], + inputs, + fparam, + aparam, + bias_dos=0.0, + suffix=suffix, + reuse=reuse, + ) + + outs = tf.reshape( + final_layer, [tf.shape(inputs)[0] * self.numb_dos, natoms[0]] + ) + # add bias + # self.atom_ener_before = outs + # self.add_type = tf.reshape( + # tf.nn.embedding_lookup(self.t_bias_dos, self.atype_nloc), + # [tf.shape(inputs)[0], natoms[0]], + # ) + # outs = outs + self.add_type + # self.atom_ener_after = outs + + tf.summary.histogram("fitting_net_output", outs) + return tf.reshape(outs, [-1]) + + def init_variables( + self, + graph: tf.Graph, + graph_def: tf.GraphDef, + suffix: str = "", + ) -> None: + """Init the fitting net variables with the given dict. + + Parameters + ---------- + graph : tf.Graph + The input frozen model graph + graph_def : tf.GraphDef + The input frozen model graph_def + suffix : str + suffix to name scope + """ + self.fitting_net_variables = get_fitting_net_variables_from_graph_def( + graph_def, suffix=suffix + ) + if self.layer_name is not None: + # shared variables have no suffix + shared_variables = get_fitting_net_variables_from_graph_def( + graph_def, suffix="" + ) + self.fitting_net_variables.update(shared_variables) + if self.numb_fparam > 0: + self.fparam_avg = get_tensor_by_name_from_graph( + graph, "fitting_attr%s/t_fparam_avg" % suffix + ) + self.fparam_inv_std = get_tensor_by_name_from_graph( + graph, "fitting_attr%s/t_fparam_istd" % suffix + ) + if self.numb_aparam > 0: + self.aparam_avg = get_tensor_by_name_from_graph( + graph, "fitting_attr%s/t_aparam_avg" % suffix + ) + self.aparam_inv_std = get_tensor_by_name_from_graph( + graph, "fitting_attr%s/t_aparam_istd" % suffix + ) + try: + self.bias_dos = get_tensor_by_name_from_graph( + graph, "fitting_attr%s/t_bias_dos" % suffix + ) + except GraphWithoutTensorError: + # for compatibility, old models has no t_bias_dos + pass + + def enable_mixed_precision(self, mixed_prec: Optional[dict] = None) -> None: + """Reveive the mixed precision setting. + + Parameters + ---------- + mixed_prec + The mixed precision setting used in the embedding net + """ + self.mixed_prec = mixed_prec + self.fitting_precision = get_precision(mixed_prec["output_prec"]) diff --git a/deepmd/infer/__init__.py b/deepmd/infer/__init__.py index f89eb560cd..f87541c889 100644 --- a/deepmd/infer/__init__.py +++ b/deepmd/infer/__init__.py @@ -13,6 +13,9 @@ from .deep_dipole import ( DeepDipole, ) +from .deep_dos import ( + DeepDOS, +) from .deep_eval import ( DeepEval, ) @@ -40,6 +43,7 @@ "DeepGlobalPolar", "DeepPolar", "DeepPot", + "DeepDOS", "DeepWFC", "DipoleChargeModifier", "EwaldRecp", @@ -51,7 +55,7 @@ def DeepPotential( model_file: Union[str, Path], load_prefix: str = "load", default_tf_graph: bool = False, -) -> Union[DeepDipole, DeepGlobalPolar, DeepPolar, DeepPot, DeepWFC]: +) -> Union[DeepDipole, DeepGlobalPolar, DeepPolar, DeepPot, DeepDOS, DeepWFC]: """Factory function that will inialize appropriate potential read from `model_file`. Parameters @@ -81,6 +85,8 @@ def DeepPotential( if model_type == "ener": dp = DeepPot(mf, load_prefix=load_prefix, default_tf_graph=default_tf_graph) + elif model_type == "dos": + dp = DeepDOS(mf, load_prefix=load_prefix, default_tf_graph=default_tf_graph) elif model_type == "dipole": dp = DeepDipole(mf, load_prefix=load_prefix, default_tf_graph=default_tf_graph) elif model_type == "polar": diff --git a/deepmd/infer/deep_dos.py b/deepmd/infer/deep_dos.py new file mode 100644 index 0000000000..2f6dc83d00 --- /dev/null +++ b/deepmd/infer/deep_dos.py @@ -0,0 +1,506 @@ +import logging +from typing import ( + TYPE_CHECKING, + Callable, + List, + Optional, + Tuple, + Union, +) + +import numpy as np + +from deepmd.common import ( + make_default_mesh, +) +from deepmd.infer.deep_eval import ( + DeepEval, +) +from deepmd.utils.batch_size import ( + AutoBatchSize, +) +from deepmd.utils.sess import ( + run_sess, +) + +if TYPE_CHECKING: + from pathlib import ( + Path, + ) + +log = logging.getLogger(__name__) + + +class DeepDOS(DeepEval): + """Constructor. + + Parameters + ---------- + model_file : Path + The name of the frozen model file. + load_prefix: str + The prefix in the load computational graph + default_tf_graph : bool + If uses the default tf graph, otherwise build a new tf graph for evaluation + auto_batch_size : bool or int or AutomaticBatchSize, default: True + If True, automatic batch size will be used. If int, it will be used + as the initial batch size. + + Warnings + -------- + For developers: `DeepTensor` initializer must be called at the end after + `self.tensors` are modified because it uses the data in `self.tensors` dict. + Do not chanage the order! + """ + + def __init__( + self, + model_file: "Path", + load_prefix: str = "load", + default_tf_graph: bool = False, + auto_batch_size: Union[bool, int, AutoBatchSize] = True, + ) -> None: + # add these tensors on top of what is defined by DeepTensor Class + # use this in favor of dict update to move attribute from class to + # instance namespace + self.tensors = dict( + { + # descrpt attrs + "t_ntypes": "descrpt_attr/ntypes:0", + "t_rcut": "descrpt_attr/rcut:0", + # fitting attrs + "t_dfparam": "fitting_attr/dfparam:0", + "t_daparam": "fitting_attr/daparam:0", + "t_numb_dos": "fitting_attr/numb_dos:0", + # model attrs + "t_tmap": "model_attr/tmap:0", + # inputs + "t_coord": "t_coord:0", + "t_type": "t_type:0", + "t_natoms": "t_natoms:0", + "t_box": "t_box:0", + "t_mesh": "t_mesh:0", + # add output tensors + "t_dos": "o_dos:0", + "t_atom_dos": "o_atom_dos:0", + "t_descriptor": "o_descriptor:0", + }, + ) + DeepEval.__init__( + self, + model_file, + load_prefix=load_prefix, + default_tf_graph=default_tf_graph, + auto_batch_size=auto_batch_size, + ) + + # load optional tensors + operations = [op.name for op in self.graph.get_operations()] + # check if the graph has these operations: + # if yes add them + if "load/t_fparam" in operations: + self.tensors.update({"t_fparam": "t_fparam:0"}) + self.has_fparam = True + else: + log.debug("Could not get tensor 't_fparam:0'") + self.t_fparam = None + self.has_fparam = False + + if "load/t_aparam" in operations: + self.tensors.update({"t_aparam": "t_aparam:0"}) + self.has_aparam = True + else: + log.debug("Could not get tensor 't_aparam:0'") + self.t_aparam = None + self.has_aparam = False + + # now load tensors to object attributes + for attr_name, tensor_name in self.tensors.items(): + try: + self._get_tensor(tensor_name, attr_name) + except KeyError: + if attr_name != "t_descriptor": + raise + + self._run_default_sess() + self.tmap = self.tmap.decode("UTF-8").split() + + # setup modifier + try: + t_modifier_type = self._get_tensor("modifier_attr/type:0") + self.modifier_type = run_sess(self.sess, t_modifier_type).decode("UTF-8") + except (ValueError, KeyError): + self.modifier_type = None + + def _run_default_sess(self): + [ + self.ntypes, + self.rcut, + self.numb_dos, + self.dfparam, + self.daparam, + self.tmap, + ] = run_sess( + self.sess, + [ + self.t_ntypes, + self.t_rcut, + self.t_numb_dos, + self.t_dfparam, + self.t_daparam, + self.t_tmap, + ], + ) + + def get_ntypes(self) -> int: + """Get the number of atom types of this model.""" + return self.ntypes + + def get_rcut(self) -> float: + """Get the cut-off radius of this model.""" + return self.rcut + + def get_numb_dos(self) -> int: + """Get the length of DOS output of this DP model.""" + return self.numb_dos + + def get_type_map(self) -> List[str]: + """Get the type map (element name of the atom types) of this model.""" + return self.tmap + + def get_sel_type(self) -> List[int]: + """Unsupported in this model.""" + raise NotImplementedError("This model type does not support this attribute") + + def get_dim_fparam(self) -> int: + """Get the number (dimension) of frame parameters of this DP.""" + return self.dfparam + + def get_dim_aparam(self) -> int: + """Get the number (dimension) of atomic parameters of this DP.""" + return self.daparam + + def _eval_func(self, inner_func: Callable, numb_test: int, natoms: int) -> Callable: + """Wrapper method with auto batch size. + + Parameters + ---------- + inner_func : Callable + the method to be wrapped + numb_test : int + number of tests + natoms : int + number of atoms + + Returns + ------- + Callable + the wrapper + """ + if self.auto_batch_size is not None: + + def eval_func(*args, **kwargs): + return self.auto_batch_size.execute_all( + inner_func, numb_test, natoms, *args, **kwargs + ) + + else: + eval_func = inner_func + return eval_func + + def _get_natoms_and_nframes( + self, + coords: np.ndarray, + atom_types: Union[List[int], np.ndarray], + mixed_type: bool = False, + ) -> Tuple[int, int]: + if mixed_type: + natoms = len(atom_types[0]) + else: + natoms = len(atom_types) + coords = np.reshape(np.array(coords), [-1, natoms * 3]) + nframes = coords.shape[0] + return natoms, nframes + + def eval( + self, + coords: np.ndarray, + cells: np.ndarray, + atom_types: List[int], + atomic: bool = False, + fparam: Optional[np.ndarray] = None, + aparam: Optional[np.ndarray] = None, + mixed_type: bool = False, + ) -> Tuple[np.ndarray, ...]: + """Evaluate the dos, atom_dos by using this model. + + Parameters + ---------- + coords + The coordinates of atoms. + The array should be of size nframes x natoms x 3 + cells + The cell of the region. + If None then non-PBC is assumed, otherwise using PBC. + The array should be of size nframes x 9 + atom_types + The atom types + The list should contain natoms ints + atomic + Calculate the atomic energy and virial + fparam + The frame parameter. + The array can be of size : + - nframes x dim_fparam. + - dim_fparam. Then all frames are assumed to be provided with the same fparam. + aparam + The atomic parameter + The array can be of size : + - nframes x natoms x dim_aparam. + - natoms x dim_aparam. Then all frames are assumed to be provided with the same aparam. + - dim_aparam. Then all frames and atoms are provided with the same aparam. + mixed_type + Whether to perform the mixed_type mode. + If True, the input data has the mixed_type format (see doc/model/train_se_atten.md), + in which frames in a system may have different natoms_vec(s), with the same nloc. + + Returns + ------- + dos + The electron density of state. + atom_dos + The atom-sited density of state. Only returned when atomic == True + """ + # reshape coords before getting shape + natoms, numb_test = self._get_natoms_and_nframes( + coords, atom_types, mixed_type=mixed_type + ) + output = self._eval_func(self._eval_inner, numb_test, natoms)( + coords, + cells, + atom_types, + fparam=fparam, + aparam=aparam, + atomic=atomic, + mixed_type=mixed_type, + ) + + return output + + def _prepare_feed_dict( + self, + coords, + cells, + atom_types, + fparam=None, + aparam=None, + atomic=False, + mixed_type=False, + ): + # standarize the shape of inputs + natoms, nframes = self._get_natoms_and_nframes( + coords, atom_types, mixed_type=mixed_type + ) + if mixed_type: + atom_types = np.array(atom_types, dtype=int).reshape([-1, natoms]) + else: + atom_types = np.array(atom_types, dtype=int).reshape([-1]) + coords = np.reshape(np.array(coords), [-1, natoms * 3]) + if cells is None: + pbc = False + # make cells to work around the requirement of pbc + cells = np.tile(np.eye(3), [nframes, 1]).reshape([nframes, 9]) + else: + pbc = True + cells = np.array(cells).reshape([nframes, 9]) + + if self.has_fparam: + assert fparam is not None + fparam = np.array(fparam) + if self.has_aparam: + assert aparam is not None + aparam = np.array(aparam) + + # reshape the inputs + if self.has_fparam: + fdim = self.get_dim_fparam() + if fparam.size == nframes * fdim: + fparam = np.reshape(fparam, [nframes, fdim]) + elif fparam.size == fdim: + fparam = np.tile(fparam.reshape([-1]), [nframes, 1]) + else: + raise RuntimeError( + "got wrong size of frame param, should be either %d x %d or %d" + % (nframes, fdim, fdim) + ) + if self.has_aparam: + fdim = self.get_dim_aparam() + if aparam.size == nframes * natoms * fdim: + aparam = np.reshape(aparam, [nframes, natoms * fdim]) + elif aparam.size == natoms * fdim: + aparam = np.tile(aparam.reshape([-1]), [nframes, 1]) + elif aparam.size == fdim: + aparam = np.tile(aparam.reshape([-1]), [nframes, natoms]) + else: + raise RuntimeError( + "got wrong size of frame param, should be either %d x %d x %d or %d x %d or %d" + % (nframes, natoms, fdim, natoms, fdim, fdim) + ) + + # sort inputs + coords, atom_types, imap = self.sort_input( + coords, atom_types, mixed_type=mixed_type + ) + + # make natoms_vec and default_mesh + natoms_vec = self.make_natoms_vec(atom_types, mixed_type=mixed_type) + assert natoms_vec[0] == natoms + + # evaluate + feed_dict_test = {} + feed_dict_test[self.t_natoms] = natoms_vec + if mixed_type: + feed_dict_test[self.t_type] = atom_types.reshape([-1]) + else: + feed_dict_test[self.t_type] = np.tile(atom_types, [nframes, 1]).reshape( + [-1] + ) + feed_dict_test[self.t_coord] = np.reshape(coords, [-1]) + + if len(self.t_box.shape) == 1: + feed_dict_test[self.t_box] = np.reshape(cells, [-1]) + elif len(self.t_box.shape) == 2: + feed_dict_test[self.t_box] = cells + else: + raise RuntimeError + if pbc: + feed_dict_test[self.t_mesh] = make_default_mesh(cells) + else: + feed_dict_test[self.t_mesh] = np.array([], dtype=np.int32) + if self.has_fparam: + feed_dict_test[self.t_fparam] = np.reshape(fparam, [-1]) + if self.has_aparam: + feed_dict_test[self.t_aparam] = np.reshape(aparam, [-1]) + return feed_dict_test, imap + + def _eval_inner( + self, + coords, + cells, + atom_types, + fparam=None, + aparam=None, + atomic=False, + mixed_type=False, + ): + natoms, nframes = self._get_natoms_and_nframes( + coords, atom_types, mixed_type=mixed_type + ) + feed_dict_test, imap = self._prepare_feed_dict( + coords, cells, atom_types, fparam, aparam, mixed_type=mixed_type + ) + t_out = [self.t_dos] + if atomic: + t_out += [self.t_atom_dos] + + v_out = run_sess(self.sess, t_out, feed_dict=feed_dict_test) + dos = v_out[0] + if atomic: + atom_dos = v_out[1] + + # reverse map of the outputs + if atomic: + atom_dos = self.reverse_map( + np.reshape(atom_dos, [nframes, -1, self.numb_dos]), imap + ) + dos = np.sum(atom_dos, axis=1) + + dos = np.reshape(dos, [nframes, self.numb_dos]) + if atomic: + atom_dos = np.reshape(atom_dos, [nframes, natoms, self.numb_dos]) + return dos, atom_dos + else: + return dos + + def eval_descriptor( + self, + coords: np.ndarray, + cells: np.ndarray, + atom_types: List[int], + fparam: Optional[np.ndarray] = None, + aparam: Optional[np.ndarray] = None, + efield: Optional[np.ndarray] = None, + mixed_type: bool = False, + ) -> np.array: + """Evaluate descriptors by using this DP. + + Parameters + ---------- + coords + The coordinates of atoms. + The array should be of size nframes x natoms x 3 + cells + The cell of the region. + If None then non-PBC is assumed, otherwise using PBC. + The array should be of size nframes x 9 + atom_types + The atom types + The list should contain natoms ints + fparam + The frame parameter. + The array can be of size : + - nframes x dim_fparam. + - dim_fparam. Then all frames are assumed to be provided with the same fparam. + aparam + The atomic parameter + The array can be of size : + - nframes x natoms x dim_aparam. + - natoms x dim_aparam. Then all frames are assumed to be provided with the same aparam. + - dim_aparam. Then all frames and atoms are provided with the same aparam. + efield + The external field on atoms. + The array should be of size nframes x natoms x 3 + mixed_type + Whether to perform the mixed_type mode. + If True, the input data has the mixed_type format (see doc/model/train_se_atten.md), + in which frames in a system may have different natoms_vec(s), with the same nloc. + + Returns + ------- + descriptor + Descriptors. + """ + natoms, numb_test = self._get_natoms_and_nframes( + coords, atom_types, mixed_type=mixed_type + ) + descriptor = self._eval_func(self._eval_descriptor_inner, numb_test, natoms)( + coords, + cells, + atom_types, + fparam=fparam, + aparam=aparam, + efield=efield, + mixed_type=mixed_type, + ) + return descriptor + + def _eval_descriptor_inner( + self, + coords: np.ndarray, + cells: np.ndarray, + atom_types: List[int], + fparam: Optional[np.ndarray] = None, + aparam: Optional[np.ndarray] = None, + efield: Optional[np.ndarray] = None, + mixed_type: bool = False, + ) -> np.array: + natoms, nframes = self._get_natoms_and_nframes( + coords, atom_types, mixed_type=mixed_type + ) + feed_dict_test, imap = self._prepare_feed_dict( + coords, cells, atom_types, fparam, aparam, efield, mixed_type=mixed_type + ) + (descriptor,) = run_sess( + self.sess, [self.t_descriptor], feed_dict=feed_dict_test + ) + return self.reverse_map(np.reshape(descriptor, [nframes, natoms, -1]), imap) diff --git a/deepmd/loss/__init__.py b/deepmd/loss/__init__.py index 452d21f54e..6f0b7c4eac 100644 --- a/deepmd/loss/__init__.py +++ b/deepmd/loss/__init__.py @@ -1,3 +1,6 @@ +from .dos import ( + DOSLoss, +) from .ener import ( EnerDipoleLoss, EnerStdLoss, @@ -9,5 +12,6 @@ __all__ = [ "EnerDipoleLoss", "EnerStdLoss", + "DOSLoss", "TensorLoss", ] diff --git a/deepmd/loss/dos.py b/deepmd/loss/dos.py new file mode 100644 index 0000000000..5a7e67e29c --- /dev/null +++ b/deepmd/loss/dos.py @@ -0,0 +1,208 @@ +import numpy as np + +from deepmd.common import ( + add_data_requirement, +) +from deepmd.env import ( + global_cvt_2_ener_float, + global_cvt_2_tf_float, + tf, +) +from deepmd.utils.sess import ( + run_sess, +) + +from .loss import ( + Loss, +) + + +class DOSLoss(Loss): + """Loss function for DeepDOS models.""" + + def __init__( + self, + starter_learning_rate: float, + numb_dos: int = 500, + start_pref_dos: float = 1.00, + limit_pref_dos: float = 1.00, + start_pref_cdf: float = 1000, + limit_pref_cdf: float = 1.00, + start_pref_ados: float = 0.0, + limit_pref_ados: float = 0.0, + start_pref_acdf: float = 0.0, + limit_pref_acdf: float = 0.0, + protect_value: float = 1e-8, + log_fit: bool = False, + ) -> None: + self.starter_learning_rate = starter_learning_rate + self.numb_dos = numb_dos + self.protect_value = protect_value + self.log_fit = log_fit + + self.start_pref_dos = start_pref_dos + self.limit_pref_dos = limit_pref_dos + self.start_pref_cdf = start_pref_cdf + self.limit_pref_cdf = limit_pref_cdf + + self.start_pref_ados = start_pref_ados + self.limit_pref_ados = limit_pref_ados + self.start_pref_acdf = start_pref_acdf + self.limit_pref_acdf = limit_pref_acdf + + self.has_dos = self.start_pref_dos != 0.0 or self.limit_pref_dos != 0.0 + self.has_cdf = self.start_pref_cdf != 0.0 or self.limit_pref_cdf != 0.0 + self.has_ados = self.start_pref_ados != 0.0 or self.limit_pref_ados != 0.0 + self.has_acdf = self.start_pref_acdf != 0.0 or self.limit_pref_acdf != 0.0 + # data required + add_data_requirement( + "dos", self.numb_dos, atomic=False, must=True, high_prec=True + ) + add_data_requirement( + "atom_dos", self.numb_dos, atomic=True, must=False, high_prec=True + ) + + def build(self, learning_rate, natoms, model_dict, label_dict, suffix): + dos = model_dict["dos"] + atom_dos = model_dict["atom_dos"] + + dos_hat = label_dict["dos"] + atom_dos_hat = label_dict["atom_dos"] + + find_dos = label_dict["find_dos"] + find_atom_dos = label_dict["find_atom_dos"] + + dos_reshape = tf.reshape(dos, [-1, self.numb_dos]) + dos_hat_reshape = tf.reshape(dos_hat, [-1, self.numb_dos]) + diff_dos = dos_hat_reshape - dos_reshape + if self.has_dos: + l2_dos_loss = tf.reduce_mean(tf.square(diff_dos), name="l2_dos_" + suffix) + if self.has_cdf: + cdf = tf.cumsum(dos_reshape, axis=1) + cdf_hat = tf.cumsum(dos_hat_reshape, axis=1) + diff_cdf = cdf_hat - cdf + l2_cdf_loss = tf.reduce_mean(tf.square(diff_cdf), name="l2_cdf_" + suffix) + + atom_dos_reshape = tf.reshape(atom_dos, [-1, self.numb_dos]) + atom_dos_hat_reshape = tf.reshape(atom_dos_hat, [-1, self.numb_dos]) + diff_atom_dos = atom_dos_hat_reshape - atom_dos_reshape + if self.has_ados: + l2_atom_dos_loss = tf.reduce_mean( + tf.square(diff_atom_dos), name="l2_ados_" + suffix + ) + if self.has_acdf: + atom_cdf = tf.cumsum(atom_dos_reshape, axis=1) + atom_cdf_hat = tf.cumsum(atom_dos_hat_reshape, axis=1) + diff_atom_cdf = atom_cdf_hat - atom_cdf + l2_atom_cdf_loss = tf.reduce_mean( + tf.square(diff_atom_cdf), name="l2_acdf_" + suffix + ) + + atom_norm = 1.0 / global_cvt_2_tf_float(natoms[0]) + atom_norm_ener = 1.0 / global_cvt_2_ener_float(natoms[0]) + pref_dos = global_cvt_2_ener_float( + find_dos + * ( + self.limit_pref_dos + + (self.start_pref_dos - self.limit_pref_dos) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_cdf = global_cvt_2_tf_float( + find_dos + * ( + self.limit_pref_cdf + + (self.start_pref_cdf - self.limit_pref_cdf) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_ados = global_cvt_2_tf_float( + find_atom_dos + * ( + self.limit_pref_ados + + (self.start_pref_ados - self.limit_pref_ados) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_acdf = global_cvt_2_tf_float( + find_atom_dos + * ( + self.limit_pref_acdf + + (self.start_pref_acdf - self.limit_pref_acdf) + * learning_rate + / self.starter_learning_rate + ) + ) + + l2_loss = 0 + more_loss = {} + if self.has_dos: + l2_loss += atom_norm_ener * (pref_dos * l2_dos_loss) + more_loss["l2_dos_loss"] = l2_dos_loss + if self.has_cdf: + l2_loss += atom_norm_ener * (pref_cdf * l2_cdf_loss) + more_loss["l2_cdf_loss"] = l2_cdf_loss + if self.has_ados: + l2_loss += global_cvt_2_ener_float(pref_ados * l2_atom_dos_loss) + more_loss["l2_atom_dos_loss"] = l2_atom_dos_loss + if self.has_acdf: + l2_loss += global_cvt_2_ener_float(pref_acdf * l2_atom_cdf_loss) + more_loss["l2_atom_cdf_loss"] = l2_atom_cdf_loss + + # only used when tensorboard was set as true + self.l2_loss_summary = tf.summary.scalar("l2_loss_" + suffix, tf.sqrt(l2_loss)) + if self.has_dos: + self.l2_loss_dos_summary = tf.summary.scalar( + "l2_dos_loss_" + suffix, + global_cvt_2_tf_float(tf.sqrt(l2_dos_loss)) + / global_cvt_2_tf_float(natoms[0]), + ) + if self.has_cdf: + self.l2_loss_cdf_summary = tf.summary.scalar( + "l2_cdf_loss_" + suffix, + global_cvt_2_tf_float(tf.sqrt(l2_cdf_loss)) + / global_cvt_2_tf_float(natoms[0]), + ) + if self.has_ados: + self.l2_loss_ados_summary = tf.summary.scalar( + "l2_atom_dos_loss_" + suffix, + global_cvt_2_tf_float(tf.sqrt(l2_atom_dos_loss)) + / global_cvt_2_tf_float(natoms[0]), + ) + if self.has_acdf: + self.l2_loss_acdf_summary = tf.summary.scalar( + "l2_atom_cdf_loss_" + suffix, + global_cvt_2_tf_float(tf.sqrt(l2_atom_cdf_loss)) + / global_cvt_2_tf_float(natoms[0]), + ) + + self.l2_l = l2_loss + self.l2_more = more_loss + return l2_loss, more_loss + + def eval(self, sess, feed_dict, natoms): + placeholder = self.l2_l + run_data = [ + self.l2_l, + self.l2_more["l2_dos_loss"] if self.has_dos else placeholder, + self.l2_more["l2_cdf_loss"] if self.has_cdf else placeholder, + self.l2_more["l2_atom_dos_loss"] if self.has_ados else placeholder, + self.l2_more["l2_atom_cdf_loss"] if self.has_acdf else placeholder, + ] + error, error_dos, error_cdf, error_ados, error_acdf = run_sess( + sess, run_data, feed_dict=feed_dict + ) + results = {"natoms": natoms[0], "rmse": np.sqrt(error)} + if self.has_dos: + results["rmse_dos"] = np.sqrt(error_dos) / natoms[0] + if self.has_ados: + results["rmse_ados"] = np.sqrt(error_ados) + if self.has_cdf: + results["rmse_cdf"] = np.sqrt(error_cdf) / natoms[0] + if self.has_acdf: + results["rmse_acdf"] = np.sqrt(error_acdf) + + return results diff --git a/deepmd/model/__init__.py b/deepmd/model/__init__.py index 47e7675c43..43f4b4a3a9 100644 --- a/deepmd/model/__init__.py +++ b/deepmd/model/__init__.py @@ -1,3 +1,6 @@ +from .dos import ( + DOSModel, +) from .ener import ( EnerModel, ) @@ -13,6 +16,7 @@ __all__ = [ "EnerModel", + "DOSModel", "MultiModel", "DipoleModel", "GlobalPolarModel", diff --git a/deepmd/model/dos.py b/deepmd/model/dos.py new file mode 100644 index 0000000000..0da709409f --- /dev/null +++ b/deepmd/model/dos.py @@ -0,0 +1,219 @@ +from typing import ( + List, + Optional, +) + +from deepmd.env import ( + MODEL_VERSION, + global_cvt_2_ener_float, + tf, +) + +from .model import ( + Model, +) +from .model_stat import ( + make_stat_input, + merge_sys_stat, +) + + +class DOSModel(Model): + """DOS model. + + Parameters + ---------- + descrpt + Descriptor + fitting + Fitting net + type_map + Mapping atom type to the name (str) of the type. + For example `type_map[1]` gives the name of the type 1. + data_stat_nbatch + Number of frames used for data statistic + data_stat_protect + Protect parameter for atomic energy regression + """ + + model_type = "dos" + + def __init__( + self, + descrpt, + fitting, + typeebd=None, + type_map: List[str] = None, + data_stat_nbatch: int = 10, + data_stat_protect: float = 1e-2, + ) -> None: + """Constructor.""" + # descriptor + self.descrpt = descrpt + self.rcut = self.descrpt.get_rcut() + self.ntypes = self.descrpt.get_ntypes() + # fitting + self.fitting = fitting + self.numb_dos = self.fitting.get_numb_dos() + self.numb_fparam = self.fitting.get_numb_fparam() + # type embedding + self.typeebd = typeebd + # other inputs + if type_map is None: + self.type_map = [] + else: + self.type_map = type_map + self.data_stat_nbatch = data_stat_nbatch + self.data_stat_protect = data_stat_protect + + def get_numb_dos(self): + return self.numb_dos + + def get_rcut(self): + return self.rcut + + def get_ntypes(self): + return self.ntypes + + def get_type_map(self): + return self.type_map + + def data_stat(self, data): + all_stat = make_stat_input(data, self.data_stat_nbatch, merge_sys=False) + m_all_stat = merge_sys_stat(all_stat) + self._compute_input_stat( + m_all_stat, protection=self.data_stat_protect, mixed_type=data.mixed_type + ) + # self._compute_output_stat(all_stat, mixed_type=data.mixed_type) + # self.bias_atom_e = data.compute_energy_shift(self.rcond) + + def _compute_input_stat(self, all_stat, protection=1e-2, mixed_type=False): + if mixed_type: + self.descrpt.compute_input_stats( + all_stat["coord"], + all_stat["box"], + all_stat["type"], + all_stat["natoms_vec"], + all_stat["default_mesh"], + all_stat, + mixed_type, + all_stat["real_natoms_vec"], + ) + else: + self.descrpt.compute_input_stats( + all_stat["coord"], + all_stat["box"], + all_stat["type"], + all_stat["natoms_vec"], + all_stat["default_mesh"], + all_stat, + ) + self.fitting.compute_input_stats(all_stat, protection=protection) + + def _compute_output_stat(self, all_stat, mixed_type=False): + if mixed_type: + self.fitting.compute_output_stats(all_stat, mixed_type=mixed_type) + else: + self.fitting.compute_output_stats(all_stat) + + def build( + self, + coord_, + atype_, + natoms, + box, + mesh, + input_dict, + frz_model=None, + ckpt_meta: Optional[str] = None, + suffix="", + reuse=None, + ): + if input_dict is None: + input_dict = {} + with tf.variable_scope("model_attr" + suffix, reuse=reuse): + t_tmap = tf.constant(" ".join(self.type_map), name="tmap", dtype=tf.string) + t_mt = tf.constant(self.model_type, name="model_type", dtype=tf.string) + t_ver = tf.constant(MODEL_VERSION, name="model_version", dtype=tf.string) + t_od = tf.constant(self.numb_dos, name="output_dim", dtype=tf.int32) + + coord = tf.reshape(coord_, [-1, natoms[1] * 3]) + atype = tf.reshape(atype_, [-1, natoms[1]]) + input_dict["nframes"] = tf.shape(coord)[0] + + # type embedding if any + if self.typeebd is not None: + type_embedding = self.typeebd.build( + self.ntypes, + reuse=reuse, + suffix=suffix, + ) + input_dict["type_embedding"] = type_embedding + input_dict["atype"] = atype_ + + dout = self.build_descrpt( + coord, + atype, + natoms, + box, + mesh, + input_dict, + frz_model=frz_model, + ckpt_meta=ckpt_meta, + suffix=suffix, + reuse=reuse, + ) + + atom_dos = self.fitting.build( + dout, natoms, input_dict, reuse=reuse, suffix=suffix + ) + self.atom_dos = atom_dos + + dos_raw = atom_dos + + dos_raw = tf.reshape(dos_raw, [natoms[0], -1], name="o_atom_dos" + suffix) + dos = tf.reduce_sum( + global_cvt_2_ener_float(dos_raw), axis=0, name="o_dos" + suffix + ) + + model_dict = {} + model_dict["dos"] = dos + model_dict["atom_dos"] = dos_raw + model_dict["coord"] = coord + model_dict["atype"] = atype + + return model_dict + + def init_variables( + self, + graph: tf.Graph, + graph_def: tf.GraphDef, + model_type: str = "original_model", + suffix: str = "", + ) -> None: + """Init the embedding net variables with the given frozen model. + + Parameters + ---------- + graph : tf.Graph + The input frozen model graph + graph_def : tf.GraphDef + The input frozen model graph_def + model_type : str + the type of the model + suffix : str + suffix to name scope + """ + # self.frz_model will control the self.model to import the descriptor from the given frozen model instead of building from scratch... + # initialize fitting net with the given compressed frozen model + if model_type == "original_model": + self.descrpt.init_variables(graph, graph_def, suffix=suffix) + self.fitting.init_variables(graph, graph_def, suffix=suffix) + tf.constant("original_model", name="model_type", dtype=tf.string) + elif model_type == "compressed_model": + self.fitting.init_variables(graph, graph_def, suffix=suffix) + tf.constant("compressed_model", name="model_type", dtype=tf.string) + else: + raise RuntimeError("Unknown model type %s" % model_type) + if self.typeebd is not None: + self.typeebd.init_variables(graph, graph_def, suffix=suffix) diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index a0f47823b7..a459d296ba 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -35,16 +35,19 @@ ) from deepmd.fit import ( DipoleFittingSeA, + DOSFitting, EnerFitting, PolarFittingSeA, ) from deepmd.loss import ( + DOSLoss, EnerDipoleLoss, EnerStdLoss, TensorLoss, ) from deepmd.model import ( DipoleModel, + DOSModel, EnerModel, MultiModel, PolarModel, @@ -140,6 +143,8 @@ def _init_param(self, jdata): def fitting_net_init(fitting_type_, descrpt_type_, params): if fitting_type_ == "ener": return EnerFitting(**params) + elif fitting_type_ == "dos": + return DOSFitting(**params) elif fitting_type_ == "dipole": return DipoleFittingSeA(**params) elif fitting_type_ == "polar": @@ -219,6 +224,16 @@ def fitting_net_init(fitting_type_, descrpt_type_, params): ) # elif fitting_type == 'wfc': # self.model = WFCModel(model_param, self.descrpt, self.fitting) + elif self.fitting_type == "dos": + self.model = DOSModel( + self.descrpt, + self.fitting, + self.typeebd, + model_param.get("type_map"), + model_param.get("data_stat_nbatch", 10), + model_param.get("data_stat_protect", 1e-2), + ) + elif self.fitting_type == "dipole": self.model = DipoleModel( self.descrpt, @@ -307,6 +322,11 @@ def loss_init(_loss_param, _fitting_type, _fitting, _lr): loss = EnerDipoleLoss(**_loss_param) else: raise RuntimeError("unknown loss type") + elif _fitting_type == "dos": + _loss_param.pop("type", None) + _loss_param["starter_learning_rate"] = _lr.start_lr() + _loss_param["numb_dos"] = self.fitting.get_numb_dos() + loss = DOSLoss(**_loss_param) elif _fitting_type == "wfc": loss = TensorLoss( _loss_param, @@ -398,7 +418,9 @@ def loss_init(_loss_param, _fitting_type, _fitting, _lr): # self.auto_prob_style = tr_data['auto_prob'] self.useBN = False if not self.multi_task_mode: - if self.fitting_type == "ener" and self.fitting.get_numb_fparam() > 0: + if ( + self.fitting_type == "ener" or self.fitting_type == "dos" + ) and self.fitting.get_numb_fparam() > 0: self.numb_fparam = self.fitting.get_numb_fparam() else: self.numb_fparam = 0 diff --git a/deepmd/utils/argcheck.py b/deepmd/utils/argcheck.py index b66dc3b7fa..7c41232310 100644 --- a/deepmd/utils/argcheck.py +++ b/deepmd/utils/argcheck.py @@ -504,6 +504,46 @@ def fitting_ener(): ] +def fitting_dos(): + doc_numb_fparam = "The dimension of the frame parameter. If set to >0, file `fparam.npy` should be included to provided the input fparams." + doc_numb_aparam = "The dimension of the atomic parameter. If set to >0, file `aparam.npy` should be included to provided the input aparams." + doc_neuron = "The number of neurons in each hidden layers of the fitting net. When two hidden layers are of the same size, a skip connection is built." + doc_activation_function = f'The activation function in the fitting net. Supported activation functions are {list_to_doc(ACTIVATION_FN_DICT.keys())} Note that "gelu" denotes the custom operator version, and "gelu_tf" denotes the TF standard version. If you set "None" or "none" here, no activation function will be used.' + doc_precision = f"The precision of the fitting net parameters, supported options are {list_to_doc(PRECISION_DICT.keys())} Default follows the interface precision." + doc_resnet_dt = 'Whether to use a "Timestep" in the skip connection' + doc_trainable = "Whether the parameters in the fitting net are trainable. This option can be\n\n\ +- bool: True if all parameters of the fitting net are trainable, False otherwise.\n\n\ +- list of bool: Specifies if each layer is trainable. Since the fitting net is composed by hidden layers followed by a output layer, the length of tihs list should be equal to len(`neuron`)+1." + doc_rcond = "The condition number used to determine the inital energy shift for each type of atoms." + doc_seed = "Random seed for parameter initialization of the fitting net" + doc_numb_dos = ( + "The number of gridpoints on which the DOS is evaluated (NEDOS in VASP)" + ) + + return [ + Argument("numb_fparam", int, optional=True, default=0, doc=doc_numb_fparam), + Argument("numb_aparam", int, optional=True, default=0, doc=doc_numb_aparam), + Argument( + "neuron", list, optional=True, default=[120, 120, 120], doc=doc_neuron + ), + Argument( + "activation_function", + str, + optional=True, + default="tanh", + doc=doc_activation_function, + ), + Argument("precision", str, optional=True, default="float64", doc=doc_precision), + Argument("resnet_dt", bool, optional=True, default=True, doc=doc_resnet_dt), + Argument( + "trainable", [list, bool], optional=True, default=True, doc=doc_trainable + ), + Argument("rcond", float, optional=True, default=1e-3, doc=doc_rcond), + Argument("seed", [int, None], optional=True, doc=doc_seed), + Argument("numb_dos", int, optional=True, default=300, doc=doc_numb_dos), + ] + + def fitting_polar(): doc_neuron = "The number of neurons in each hidden layers of the fitting net. When two hidden layers are of the same size, a skip connection is built." doc_activation_function = f'The activation function in the fitting net. Supported activation functions are {list_to_doc(ACTIVATION_FN_DICT.keys())} Note that "gelu" denotes the custom operator version, and "gelu_tf" denotes the TF standard version. If you set "None" or "none" here, no activation function will be used.' @@ -595,6 +635,7 @@ def fitting_dipole(): def fitting_variant_type_args(): doc_descrpt_type = "The type of the fitting. See explanation below. \n\n\ - `ener`: Fit an energy model (potential energy surface).\n\n\ +- `dos` : Fit a density of states model. The total density of states / site-projected density of states labels should be provided by `dos.npy` or `atom_dos.npy` in each data system. The file has number of frames lines and number of energy grid columns (times number of atoms in `atom_dos.npy`). See `loss` parameter. \n\n\ - `dipole`: Fit an atomic dipole model. Global dipole labels or atomic dipole labels for all the selected atoms (see `sel_type`) should be provided by `dipole.npy` in each data system. The file either has number of frames lines and 3 times of number of selected atoms columns, or has number of frames lines and 3 columns. See `loss` parameter.\n\n\ - `polar`: Fit an atomic polarizability model. Global polarizazbility labels or atomic polarizability labels for all the selected atoms (see `sel_type`) should be provided by `polarizability.npy` in each data system. The file eith has number of frames lines and 9 times of number of selected atoms columns, or has number of frames lines and 9 columns. See `loss` parameter.\n\n" @@ -602,6 +643,7 @@ def fitting_variant_type_args(): "type", [ Argument("ener", dict, fitting_ener()), + Argument("dos", dict, fitting_dos()), Argument("dipole", dict, fitting_dipole()), Argument("polar", dict, fitting_polar()), ], @@ -921,6 +963,79 @@ def loss_ener(): ] +def loss_dos(): + doc_start_pref_dos = start_pref("Density of State (DOS)") + doc_limit_pref_dos = limit_pref("Density of State (DOS)") + doc_start_pref_cdf = start_pref( + "Cumulative Distribution Function (cumulative intergral of DOS)" + ) + doc_limit_pref_cdf = limit_pref( + "Cumulative Distribution Function (cumulative intergral of DOS)" + ) + doc_start_pref_ados = start_pref("atomic DOS (site-projected DOS)") + doc_limit_pref_ados = limit_pref("atomic DOS (site-projected DOS)") + doc_start_pref_acdf = start_pref("Cumulative integral of atomic DOS") + doc_limit_pref_acdf = limit_pref("Cumulative integral of atomic DOS") + return [ + Argument( + "start_pref_dos", + [float, int], + optional=True, + default=0.00, + doc=doc_start_pref_dos, + ), + Argument( + "limit_pref_dos", + [float, int], + optional=True, + default=0.00, + doc=doc_limit_pref_dos, + ), + Argument( + "start_pref_cdf", + [float, int], + optional=True, + default=0.00, + doc=doc_start_pref_cdf, + ), + Argument( + "limit_pref_cdf", + [float, int], + optional=True, + default=0.00, + doc=doc_limit_pref_cdf, + ), + Argument( + "start_pref_ados", + [float, int], + optional=True, + default=1.00, + doc=doc_start_pref_ados, + ), + Argument( + "limit_pref_ados", + [float, int], + optional=True, + default=1.00, + doc=doc_limit_pref_ados, + ), + Argument( + "start_pref_acdf", + [float, int], + optional=True, + default=0.00, + doc=doc_start_pref_acdf, + ), + Argument( + "limit_pref_acdf", + [float, int], + optional=True, + default=0.00, + doc=doc_limit_pref_acdf, + ), + ] + + # YWolfeee: Modified to support tensor type of loss args. def loss_tensor(): # doc_global_weight = "The prefactor of the weight of global loss. It should be larger than or equal to 0. If only `pref` is provided or both are not provided, training will be global mode, i.e. the shape of 'polarizability.npy` or `dipole.npy` should be #frams x [9 or 3]." @@ -948,6 +1063,7 @@ def loss_variant_type_args(): "type", [ Argument("ener", dict, loss_ener()), + Argument("dos", dict, loss_dos()), Argument("tensor", dict, loss_tensor()), # Argument("polar", dict, loss_tensor()), # Argument("global_polar", dict, loss_tensor("global")) diff --git a/doc/model/train-fitting-dos.md b/doc/model/train-fitting-dos.md new file mode 100644 index 0000000000..bbe5b50690 --- /dev/null +++ b/doc/model/train-fitting-dos.md @@ -0,0 +1,145 @@ +# Fit electronic density of states (DOS) + +Here we present an API to DeepDOS model, which can be used to fit electronic density of state (DOS) (which is a vector). + +See the [PRB paper](https://doi.org/10.1103/PhysRevB.105.174109) for details. + +In this example, we will show you how to train a model to fit a silicon system. A complete training input script of the examples can be found in + +```bash +$deepmd_source_dir/examples/dos/input.json +``` + +The training and validation data are also provided our examples. But note that **the data provided along with the examples are of limited amount, and should not be used to train a production model.** + +Similar to the `input.json` used in `ener` mode, training JSON is also divided into {ref}`model `, {ref}`learning_rate `, {ref}`loss ` and {ref}`training `. Most keywords remain the same as `ener` mode, and their meaning can be found [here](train-se-e2-a.md). To fit the `dos`, one needs to modify {ref}`model/fitting_net ` and {ref}`loss `. + +## The fitting Network + +The {ref}`fitting_net ` section tells DP which fitting net to use. + +The JSON of `dos` type should be provided like + +```json + "fitting_net" : { + "type": "dos", + "numb_dos": 250, + "sel_type": [0], + "neuron": [120,120,120], + "resnet_dt": true, + "fparam": 0, + "seed": 1, + }, +``` + +- `type` specifies which type of fitting net should be used. It should be `dos`. +- `numb_dos` specifies the length of output vector (density of states), which the same as the `NEDOS` set in VASP software, this argument defines the output length of the neural network. We note that the length of `dos` provided in training set should be the same. +- The rest arguments have the same meaning as they do in `ener` mode. + +## Loss + +DeepDOS supports trainings of the global system (a global `dos` label is provided in a frame) or atomic system (atomic labels `atom_dos` is provided for **each** atom in a frame). In a global system, each frame has just **one** `dos` label. For example, when fitting `dos`, each frame will just provide a `1 x numb_dos` vector which gives the total electronic density of states. By contrast, in an atomic system, each atom in has a `atom_dos` label. For example, when fitting the site-projected electronic density of states, each frame will provide a `natom x numb_dos` matrices, + +The {ref}`loss ` section tells DP the weight of these two kinds of loss, i.e. + +```python +loss = pref * global_loss + pref_atomic * atomic_loss +``` + +The loss section should be provided like + +```json + "loss" : { + "type": "dos", + "start_pref_dos": 0.0, + "limit_pref_dos": 0.0, + "start_pref_cdf": 0.0, + "limit_pref_cdf": 0.0, + "start_pref_ados": 1.0, + "limit_pref_ados": 1.0, + "start_pref_acdf": 0.0, + "limit_pref_acdf": 0.0 + }, +``` + +- {ref}`type ` should be written as `dos` as a distinction from `ener` mode. +- `pref_dos` and `pref_ados`, respectively specify the weight of global and atomic loss. If set to 0, the corresponding label will not be included in the training process. +- We also provides a combination training of vector and its cumulative distribution function `cdf`, which can be defined as + +$$D(\epsilon) = \int_{e_{min}}^{\epsilon} g(\epsilon')d\epsilon'$$ + + +## Training Data Preparation + +The global label should be named `dos.npy/raw`, while the atomic label should be named `atomic_dos.npy/raw`. If wrongly named, DP will report an error. + +To prepare the data, we recommend shifting the DOS data by the Fermi level. + +## Train the Model + +The training command is the same as `ener` mode, i.e. + +```bash +dp train input.json +``` + +The detailed loss can be found in `lcurve.out`: + +``` +# step rmse_trn rmse_ados_trn rmse_ados_lr + 0 1.11e+00 1.11e+00 1.0e-03 + 100 5.00e-02 5.00e-02 1.0e-03 + 200 4.70e-02 4.70e-02 1.0e-03 + 300 6.45e-02 6.45e-02 1.0e-03 + 400 3.39e-02 3.39e-02 1.0e-03 + 500 4.60e-02 4.60e-02 1.0e-03 + 600 3.98e-02 3.98e-02 1.0e-03 + 700 9.50e-02 9.50e-02 1.0e-03 + 800 5.49e-02 5.49e-02 1.0e-03 + 900 5.57e-02 5.57e-02 1.0e-03 + 1000 3.73e-02 3.73e-02 1.0e-03 + 1100 4.33e-02 4.33e-02 1.0e-03 + 1200 3.27e-02 3.27e-02 1.0e-03 + 1300 3.68e-02 3.68e-02 1.0e-03 + 1400 3.09e-02 3.09e-02 1.0e-03 + 1500 3.42e-02 3.42e-02 1.0e-03 + 1600 5.62e-02 5.62e-02 1.0e-03 + 1700 6.12e-02 6.12e-02 1.0e-03 + 1800 4.10e-02 4.10e-02 1.0e-03 + 1900 5.30e-02 5.30e-02 1.0e-03 + 2000 3.85e-02 3.85e-02 1.0e-03 +``` + +## Test the Model + +In this earlier version, we can use `dp test` to infer the electronic density of state for given frames. + +```bash + +$DP freeze -o frozen_model.pb + +$DP test -m frozen_model.pb -s ../data/111/$k -d ${output_prefix} -a -n 100 +``` + +if `dp test -d ${output_prefix} -a` is specified, the predicted DOS and atomic DOS for each frame is output in the working directory + +``` +${output_prefix}.ados.out.0 ${output_prefix}.ados.out.1 ${output_prefix}.ados.out.2 ${output_prefix}.ados.out.3 +${output_prefix}.dos.out.0 ${output_prefix}.dos.out.1 ${output_prefix}.dos.out.2 ${output_prefix}.dos.out.3 +``` + +for `*.dos.out.*`, it contains matrix with shape of `(2, numb_dos)`, +for `*.ados.out.*`, it contains matrix with shape of `(2, natom x numb_dos)`, + +``` +# frame - 0: data_dos pred_dos +0.000000000000000000e+00 1.963193264917645342e-03 +0.000000000000000000e+00 1.178440836781313727e-03 +0.000000000000000000e+00 1.441258071790407769e-04 +0.000000000000000000e+00 1.787297933314058174e-03 +0.000000000000000000e+00 1.901603280243024940e-03 +0.000000000000000000e+00 2.279848925571981155e-03 +0.000000000000000000e+00 2.149355854688561607e-03 +0.000000000000000000e+00 1.829848459515726056e-03 +0.000000000000000000e+00 1.905156512419792225e-03 +``` diff --git a/examples/dos/data/heat-221/set.000/atom_dos.npy b/examples/dos/data/heat-221/set.000/atom_dos.npy new file mode 100644 index 0000000000000000000000000000000000000000..22809c1068d553bace9c93cfa37e8d8979c56f9e GIT binary patch literal 352128 zcmdRXg;SN=8!mz%Aqa>8il8DUCb{=sYuVl1-5$GJ?C$Ok>@G~~Kr|=UAeCJoyMeh|x9QocM{Y}CZd=>X+yw%2x9!@a zSC1B5nsx2bx(z>Hw#9!v+u-v(+qdY}27k{}q)36l$ijsS=PeL8IPm}KKUcf|NB^CV zXb@U+aqsXo*NQ|&KUf`AZ+pCD^`01Os{ti#TQe@PZ5(~fwzl3Gn~ynRTYurIEtgX& zb>vKT6?LtQDlxpJ+CH#{va=hey2X!Gv5wQ#!NT*@f+veqpK6O$%?gWDzX7Y%%5Dc# z8{Z@~tBteXR4%(NcC3hQkSRj{ZWE!seT=qMt)aK4?XFWlorte5(`&;v>bT46_4qBz z^vfD^<>O7{DxI)>uO4yujGn#ioNhIAudcs#mLA)xiFWxGs5?LXp*H7wq_$Rnp=OS8 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "with open(\"lcurve.out\") as f:\n", + " headers = f.readline().split()[1:]\n", + "lcurve = pd.DataFrame(np.loadtxt(\"lcurve.out\"), columns=headers)\n", + "legends = [\"rmse_e_val\", \"rmse_e_trn\", \"rmse_f_val\", \"rmse_f_trn\"]\n", + "for legend in legends:\n", + " plt.loglog(lcurve[\"step\"], lcurve[legend], label=legend)\n", + "plt.legend()\n", + "plt.xlabel(\"Training steps\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8009ad0a-9902-42d3-b280-caee92cbdf10", + "metadata": {}, + "source": [ + "## Freeze a model" + ] + }, + { + "cell_type": "markdown", + "id": "36792467-3a1b-4ee9-8cea-512f270071f4", + "metadata": {}, + "source": [ + "At the end of the training, the model parameters saved in TensorFlow's checkpoint file should be frozen as a model file that is usually ended with extension `.pb`. Simply execute" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b20d368a-135c-4314-ae4c-47bf1f28c4d7", + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/compat/v2_compat.py:107: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "non-resource variables are not supported in the long term\n", + "WARNING:root:To get the best performance, it is recommended to adjust the number of threads by setting the environment variables OMP_NUM_THREADS, TF_INTRA_OP_PARALLELISM_THREADS, and TF_INTER_OP_PARALLELISM_THREADS. See https://deepmd.rtfd.io/parallelism/ for more information.\n", + "WARNING:root:Environment variable KMP_BLOCKTIME is empty. Use the default value 0\n", + "WARNING:root:Environment variable KMP_AFFINITY is empty. Use the default value granularity=fine,verbose,compact,1,0\n", + "/opt/deepmd-kit-2.2.1/lib/python3.10/importlib/__init__.py:169: UserWarning: The NumPy module was reloaded (imported a second time). This can in some cases result in small but subtle issues and is discouraged.\n", + " _bootstrap._exec(spec, module)\n", + "2023-04-20 23:40:25.666203: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:40:25.666257: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n", + "DEEPMD INFO The following nodes will be frozen: ['model_type', 'descrpt_attr/rcut', 'descrpt_attr/ntypes', 'model_attr/tmap', 'model_attr/model_type', 'model_attr/model_version', 'train_attr/min_nbor_dist', 'train_attr/training_script', 'o_energy', 'o_force', 'o_virial', 'o_atom_energy', 'o_atom_virial', 'fitting_attr/dfparam', 'fitting_attr/daparam']\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/deepmd/entrypoints/freeze.py:354: convert_variables_to_constants (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.convert_variables_to_constants`\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/deepmd/entrypoints/freeze.py:354: convert_variables_to_constants (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.convert_variables_to_constants`\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/framework/convert_to_constants.py:925: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.extract_sub_graph`\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/framework/convert_to_constants.py:925: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.extract_sub_graph`\n", + "DEEPMD INFO 1211 ops in the final graph.\n" + ] + } + ], + "source": [ + "! dp freeze -o graph.pb" + ] + }, + { + "cell_type": "markdown", + "id": "3b23f3c9-5809-4a65-9126-f9e6d2f3a10b", + "metadata": {}, + "source": [ + "and it will output a model file named `graph.pb` in the current directory. " + ] + }, + { + "cell_type": "markdown", + "id": "2882c201-0e85-46d0-94f8-e055a540b6fb", + "metadata": {}, + "source": [ + "## Test a model \n", + "\n", + "We can check the quality of the trained model by running\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5d201246-b110-4e63-a09b-ad7308bc1367", + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/compat/v2_compat.py:107: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "non-resource variables are not supported in the long term\n", + "WARNING:root:To get the best performance, it is recommended to adjust the number of threads by setting the environment variables OMP_NUM_THREADS, TF_INTRA_OP_PARALLELISM_THREADS, and TF_INTER_OP_PARALLELISM_THREADS. See https://deepmd.rtfd.io/parallelism/ for more information.\n", + "WARNING:root:Environment variable KMP_BLOCKTIME is empty. Use the default value 0\n", + "WARNING:root:Environment variable KMP_AFFINITY is empty. Use the default value granularity=fine,verbose,compact,1,0\n", + "/opt/deepmd-kit-2.2.1/lib/python3.10/importlib/__init__.py:169: UserWarning: The NumPy module was reloaded (imported a second time). This can in some cases result in small but subtle issues and is discouraged.\n", + " _bootstrap._exec(spec, module)\n", + "2023-04-20 23:40:30.102300: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:40:30.102346: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/deepmd/utils/batch_size.py:61: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.config.list_physical_devices('GPU')` instead.\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/deepmd/utils/batch_size.py:61: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.config.list_physical_devices('GPU')` instead.\n", + "DEEPMD WARNING You can use the environment variable DP_INFER_BATCH_SIZE tocontrol the inference batch size (nframes * natoms). The default value is 1024.\n", + "DEEPMD INFO # ---------------output of dp test--------------- \n", + "DEEPMD INFO # testing system : ../00.data/validation_data\n", + "OMP: Info #155: KMP_AFFINITY: Initial OS proc set respected: 0-7\n", + "OMP: Info #216: KMP_AFFINITY: decoding x2APIC ids.\n", + "OMP: Info #216: KMP_AFFINITY: cpuid leaf 11 not supported.\n", + "OMP: Info #216: KMP_AFFINITY: decoding legacy APIC ids.\n", + "OMP: Info #157: KMP_AFFINITY: 8 available OS procs\n", + "OMP: Info #158: KMP_AFFINITY: Uniform topology\n", + "OMP: Info #287: KMP_AFFINITY: topology layer \"LL cache\" is equivalent to \"socket\".\n", + "OMP: Info #192: KMP_AFFINITY: 1 socket x 4 cores/socket x 2 threads/core (4 total cores)\n", + "OMP: Info #218: KMP_AFFINITY: OS proc to physical thread map:\n", + "OMP: Info #172: KMP_AFFINITY: OS proc 0 maps to socket 0 core 0 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 1 maps to socket 0 core 0 thread 1 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 2 maps to socket 0 core 1 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 3 maps to socket 0 core 1 thread 1 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 4 maps to socket 0 core 2 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 5 maps to socket 0 core 2 thread 1 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 6 maps to socket 0 core 3 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 7 maps to socket 0 core 3 thread 1 \n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 265 thread 1 bound to OS proc set 2\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 267 thread 2 bound to OS proc set 4\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 268 thread 3 bound to OS proc set 6\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 269 thread 4 bound to OS proc set 1\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 270 thread 5 bound to OS proc set 3\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 271 thread 6 bound to OS proc set 5\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 272 thread 7 bound to OS proc set 7\n", + "OMP: Info #254: KMP_AFFINITY: pid 254 tid 273 thread 8 bound to OS proc set 0\n", + "DEEPMD INFO # number of test data : 40 \n", + "DEEPMD INFO Energy MAE : 4.400922e-03 eV\n", + "DEEPMD INFO Energy RMSE : 5.258026e-03 eV\n", + "DEEPMD INFO Energy MAE/Natoms : 8.801843e-04 eV\n", + "DEEPMD INFO Energy RMSE/Natoms : 1.051605e-03 eV\n", + "DEEPMD INFO Force MAE : 4.277741e-02 eV/A\n", + "DEEPMD INFO Force RMSE : 5.514855e-02 eV/A\n", + "DEEPMD INFO Virial MAE : 6.080471e-02 eV\n", + "DEEPMD INFO Virial RMSE : 7.882116e-02 eV\n", + "DEEPMD INFO Virial MAE/Natoms : 1.216094e-02 eV\n", + "DEEPMD INFO Virial RMSE/Natoms : 1.576423e-02 eV\n", + "DEEPMD INFO # ----------------------------------------------- \n" + ] + } + ], + "source": [ + "! dp test -m graph.pb -s ../00.data/validation_data" + ] + }, + { + "cell_type": "markdown", + "id": "7f48e0a9-644f-4588-b9f3-cc115851a1ed", + "metadata": {}, + "source": [ + "The correlation between predicted data and original data can also be calculated." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "be03c8da-e4f9-439d-bb22-800b651a7737", + "metadata": {}, + "outputs": [], + "source": [ + "import dpdata\n", + "\n", + "training_systems = dpdata.LabeledSystem(\"../00.data/training_data\", fmt=\"deepmd/npy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e3046e2b-7080-4be0-81d3-faaab3873002", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-04-20 23:40:32.104716: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-04-20 23:40:34.426193: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:40:34.427318: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:40:34.427332: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /opt/mamba/lib/python3.10/site-packages/tensorflow/python/compat/v2_compat.py:107: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "non-resource variables are not supported in the long term\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:To get the best performance, it is recommended to adjust the number of threads by setting the environment variables OMP_NUM_THREADS, TF_INTRA_OP_PARALLELISM_THREADS, and TF_INTER_OP_PARALLELISM_THREADS. See https://deepmd.rtfd.io/parallelism/ for more information.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /opt/mamba/lib/python3.10/site-packages/deepmd/utils/batch_size.py:61: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.config.list_physical_devices('GPU')` instead.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-04-20 23:40:36.161142: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-04-20 23:40:36.165078: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:40:36.165119: W tensorflow/compiler/xla/stream_executor/cuda/cuda_driver.cc:265] failed call to cuInit: UNKNOWN ERROR (303)\n", + "2023-04-20 23:40:36.165142: I tensorflow/compiler/xla/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (bohrium-14076-1013950): /proc/driver/nvidia/version does not exist\n", + "2023-04-20 23:40:36.181810: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:357] MLIR V1 optimization pass is not enabled\n", + "WARNING:tensorflow:From /opt/mamba/lib/python3.10/site-packages/deepmd/utils/batch_size.py:61: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.config.list_physical_devices('GPU')` instead.\n", + "WARNING:deepmd.utils.batch_size:You can use the environment variable DP_INFER_BATCH_SIZE tocontrol the inference batch size (nframes * natoms). The default value is 1024.\n" + ] + } + ], + "source": [ + "predict = training_systems.predict(\"graph.pb\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b4005a62-8bf2-4aaf-8865-20ea303ea0f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "plt.scatter(training_systems[\"energies\"], predict[\"energies\"])\n", + "\n", + "x_range = np.linspace(plt.xlim()[0], plt.xlim()[1])\n", + "\n", + "plt.plot(x_range, x_range, \"r--\", linewidth=0.25)\n", + "plt.xlabel(\"Energy of DFT\")\n", + "plt.ylabel(\"Energy predicted by deep potential\")\n", + "plt.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "fffaad23-53a6-47dd-8d91-9beb68d1212b", + "metadata": {}, + "source": [ + "## Run MD with LAMMPS\n", + "\n", + "The model can drive molecular dynamics in LAMMPS. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d0ceac75-9753-4ae8-b954-c2cc6d005e46", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "conf.lmp graph.pb in.lammps\n" + ] + } + ], + "source": [ + "! cd ../02.lmp && cp ../01.train/graph.pb ./ && ls" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "c794572f-7e9c-42f7-b78a-4d82bd3f3118", + "metadata": {}, + "source": [ + "Here `conf.lmp` gives the initial configuration of a gas phase methane MD simulation, and the file `in.lammps` is the LAMMPS input script. One may check in.lammps and finds that it is a rather standard LAMMPS input file for a MD simulation, with only two exception lines:\n", + "```\n", + "pair_style deepmd graph.pb\n", + "pair_coeff * *\n", + "```\n", + "where the pair style deepmd is invoked and the model file `graph.pb` is provided, which means the atomic interaction will be computed by the DP model that is stored in the file `graph.pb`. \n", + "\n", + "In an environment with a compatible version of LAMMPS, the deep potential molecular dynamics can be performed via \n", + "\n", + "```bash\n", + "lmp -i input.lammps\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f4501e9c-541c-431d-8847-d0d9eecfb0e0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning:\n", + "This LAMMPS executable is in a conda environment, but the environment has\n", + "not been activated. Libraries may fail to load. To activate this environment\n", + "please see https://conda.io/activation.\n", + "LAMMPS (23 Jun 2022 - Update 1)\n", + "OMP_NUM_THREADS environment is not set. Defaulting to 1 thread. (src/comm.cpp:98)\n", + " using 1 OpenMP thread(s) per MPI task\n", + "Loaded 1 plugins from /opt/deepmd-kit-2.2.1/lib/deepmd_lmp\n", + "Reading data file ...\n", + " triclinic box = (0 0 0) to (10.114259 10.263124 10.216793) with tilt (0.036749877 0.13833062 -0.056322169)\n", + " 1 by 1 by 1 MPI processor grid\n", + " reading atoms ...\n", + " 5 atoms\n", + " read_data CPU = 0.004 seconds\n", + "DeePMD-kit WARNING: Environmental variable OMP_NUM_THREADS is not set. Tune OMP_NUM_THREADS for the best performance. See https://deepmd.rtfd.io/parallelism/ for more information.\n", + "Summary of lammps deepmd module ...\n", + " >>> Info of deepmd-kit:\n", + " installed to: /opt/deepmd-kit-2.2.1\n", + " source: v2.2.1\n", + " source branch: HEAD\n", + " source commit: 3ac8c4c7\n", + " source commit at: 2023-03-16 12:33:24 +0800\n", + " surpport model ver.:1.1 \n", + " build variant: cuda\n", + " build with tf inc: /opt/deepmd-kit-2.2.1/include;/opt/deepmd-kit-2.2.1/include\n", + " build with tf lib: /opt/deepmd-kit-2.2.1/lib/libtensorflow_cc.so\n", + " set tf intra_op_parallelism_threads: 0\n", + " set tf inter_op_parallelism_threads: 0\n", + " >>> Info of lammps module:\n", + " use deepmd-kit at: /opt/deepmd-kit-2.2.1DeePMD-kit WARNING: Environmental variable OMP_NUM_THREADS is not set. Tune OMP_NUM_THREADS for the best performance. See https://deepmd.rtfd.io/parallelism/ for more information.\n", + "DeePMD-kit: Successfully load libcudart.so\n", + "2023-04-20 23:40:39.637091: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-04-20 23:40:39.643206: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:40:39.643234: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n", + "2023-04-20 23:40:39.643257: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (bohrium-14076-1013950): /proc/driver/nvidia/version does not exist\n", + "2023-04-20 23:40:39.645305: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n", + "2023-04-20 23:40:39.700559: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:354] MLIR V1 optimization pass is not enabled\n", + " >>> Info of model(s):\n", + " using 1 model(s): graph.pb \n", + " rcut in model: 6\n", + " ntypes in model: 2\n", + "\n", + "CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE\n", + "\n", + "Your simulation uses code contributions which should be cited:\n", + "- USER-DEEPMD package:\n", + "The log file lists these citations in BibTeX format.\n", + "\n", + "CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE-CITE\n", + "\n", + "Generated 0 of 1 mixed pair_coeff terms from geometric mixing rule\n", + "Neighbor list info ...\n", + " update every 10 steps, delay 0 steps, check no\n", + " max neighbors/atom: 2000, page size: 100000\n", + " master list distance cutoff = 7\n", + " ghost atom cutoff = 7\n", + " binsize = 3.5, bins = 3 3 3\n", + " 1 neighbor lists, perpetual/occasional/extra = 1 0 0\n", + " (1) pair deepmd, perpetual\n", + " attributes: full, newton on\n", + " pair build: full/bin/atomonly\n", + " stencil: full/bin/3d\n", + " bin: standard\n", + "Setting up Verlet run ...\n", + " Unit style : metal\n", + " Current step : 0\n", + " Time step : 0.001\n", + "Per MPI rank memory allocation (min/avg/max) = 3.809 | 3.809 | 3.809 Mbytes\n", + " Step PotEng KinEng TotEng Temp Press Volume \n", + " 0 -219.77011 0.025852029 -219.74426 50 -810.10259 1060.5429 \n", + " 100 -219.76784 0.023303362 -219.74454 45.070664 -605.50113 1060.5429 \n", + " 200 -219.77863 0.032400378 -219.74622 62.665059 -53.929107 1060.5429 \n", + " 300 -219.77403 0.027115352 -219.74692 52.443373 642.24342 1060.5429 \n", + " 400 -219.77126 0.023079501 -219.74818 44.637697 861.365 1060.5429 \n", + " 500 -219.786 0.034433001 -219.75156 66.596322 256.47994 1060.5429 \n", + " 600 -219.78295 0.029039598 -219.75391 56.165027 -527.21506 1060.5429 \n", + " 700 -219.777 0.020227709 -219.75677 39.122091 -696.11258 1060.5429 \n", + " 800 -219.78394 0.022893217 -219.76105 44.277408 -77.227892 1060.5429 \n", + " 900 -219.77998 0.015506508 -219.76447 29.990893 663.84491 1060.5429 \n", + " 1000 -219.78328 0.015178419 -219.7681 29.356341 482.8228 1060.5429 \n", + " 1100 -219.7903 0.018763273 -219.77154 36.28975 -273.19351 1060.5429 \n", + " 1200 -219.78639 0.012922048 -219.77347 24.992328 -577.90459 1060.5429 \n", + " 1300 -219.79131 0.015848131 -219.77546 30.65162 -129.85247 1060.5429 \n", + " 1400 -219.78829 0.011969602 -219.77632 23.150218 545.58517 1060.5429 \n", + " 1500 -219.78735 0.010610097 -219.77674 20.520821 356.36805 1060.5429 \n", + " 1600 -219.78834 0.011547453 -219.77679 22.333746 -386.08305 1060.5429 \n", + " 1700 -219.78549 0.0095297364 -219.77596 18.431312 -522.29867 1060.5429 \n", + " 1800 -219.78787 0.01302987 -219.77484 25.200865 120.83085 1060.5429 \n", + " 1900 -219.7845 0.012341623 -219.77216 23.869737 643.66442 1060.5429 \n", + " 2000 -219.7857 0.017597987 -219.76811 34.035987 255.57892 1060.5429 \n", + " 2100 -219.7853 0.023253088 -219.76205 44.973429 -465.61243 1060.5429 \n", + " 2200 -219.77987 0.024650089 -219.75522 47.675348 -708.62743 1060.5429 \n", + " 2300 -219.78134 0.030690759 -219.75065 59.358512 -221.82549 1060.5429 \n", + " 2400 -219.77737 0.029446857 -219.74792 56.952699 635.02431 1060.5429 \n", + " 2500 -219.768 0.022122766 -219.74587 42.787292 826.89652 1060.5429 \n", + " 2600 -219.77246 0.02691536 -219.74554 52.056572 168.88834 1060.5429 \n", + " 2700 -219.77746 0.031963987 -219.7455 61.821042 -497.33107 1060.5429 \n", + " 2800 -219.7733 0.02814671 -219.74515 54.438107 -792.71093 1060.5429 \n", + " 2900 -219.77498 0.029131114 -219.74585 56.342026 -685.23164 1060.5429 \n", + " 3000 -219.78212 0.034326288 -219.74779 66.38993 -20.441816 1060.5429 \n", + " 3100 -219.77222 0.02366469 -219.74856 45.769502 708.42782 1060.5429 \n", + " 3200 -219.77252 0.022334468 -219.75019 43.196742 753.3138 1060.5429 \n", + " 3300 -219.78538 0.032458098 -219.75292 62.776693 36.172647 1060.5429 \n", + " 3400 -219.78047 0.026131264 -219.75434 50.540064 -661.25487 1060.5429 \n", + " 3500 -219.77926 0.022926821 -219.75633 44.342401 -623.5037 1060.5429 \n", + " 3600 -219.78369 0.024854728 -219.75884 48.071137 74.821258 1060.5429 \n", + " 3700 -219.7768 0.016731114 -219.76006 32.359382 709.57785 1060.5429 \n", + " 3800 -219.77927 0.017595175 -219.76168 34.03055 543.56168 1060.5429 \n", + " 3900 -219.7864 0.023003584 -219.7634 44.490867 -230.55364 1060.5429 \n", + " 4000 -219.78098 0.017102387 -219.76388 33.077456 -677.85161 1060.5429 \n", + " 4100 -219.78581 0.020907229 -219.7649 40.436341 -343.9622 1060.5429 \n", + " 4200 -219.78717 0.021708329 -219.76546 41.985736 491.95578 1060.5429 \n", + " 4300 -219.78328 0.018229256 -219.76505 35.256916 680.5279 1060.5429 \n", + " 4400 -219.79007 0.024931071 -219.76514 48.21879 -26.785455 1060.5429 \n", + " 4500 -219.78331 0.019795452 -219.76352 38.286071 -624.98799 1060.5429 \n", + " 4600 -219.78094 0.0196038 -219.76134 37.915399 -584.8297 1060.5429 \n", + " 4700 -219.78608 0.027516802 -219.75857 53.219812 74.218844 1060.5429 \n", + " 4800 -219.77656 0.023488867 -219.75307 45.429446 827.4406 1060.5429 \n", + " 4900 -219.78039 0.032832529 -219.74755 63.500874 634.64896 1060.5429 \n", + " 5000 -219.78237 0.040761952 -219.7416 78.837046 -224.81626 1060.5429 \n", + "Loop time of 12.1251 on 1 procs for 5000 steps with 5 atoms\n", + "\n", + "Performance: 35.629 ns/day, 0.674 hours/ns, 412.369 timesteps/s\n", + "242.0% CPU use with 1 MPI tasks x 1 OpenMP threads\n", + "\n", + "MPI task timing breakdown:\n", + "Section | min time | avg time | max time |%varavg| %total\n", + "---------------------------------------------------------------\n", + "Pair | 12.072 | 12.072 | 12.072 | 0.0 | 99.56\n", + "Neigh | 0.0066181 | 0.0066181 | 0.0066181 | 0.0 | 0.05\n", + "Comm | 0.012792 | 0.012792 | 0.012792 | 0.0 | 0.11\n", + "Output | 0.0044695 | 0.0044695 | 0.0044695 | 0.0 | 0.04\n", + "Modify | 0.022737 | 0.022737 | 0.022737 | 0.0 | 0.19\n", + "Other | | 0.006263 | | | 0.05\n", + "\n", + "Nlocal: 5 ave 5 max 5 min\n", + "Histogram: 1 0 0 0 0 0 0 0 0 0\n", + "Nghost: 130 ave 130 max 130 min\n", + "Histogram: 1 0 0 0 0 0 0 0 0 0\n", + "Neighs: 0 ave 0 max 0 min\n", + "Histogram: 1 0 0 0 0 0 0 0 0 0\n", + "FullNghs: 20 ave 20 max 20 min\n", + "Histogram: 1 0 0 0 0 0 0 0 0 0\n", + "\n", + "Total # of neighbors = 20\n", + "Ave neighs/atom = 4\n", + "Neighbor list builds = 500\n", + "Dangerous builds not checked\n", + "Total wall time: 0:00:13\n" + ] + } + ], + "source": [ + "! cd ../02.lmp && cp ../01.train/graph.pb ./ && lmp -i in.lammps" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "98a7aff7-daaf-494f-beb9-aa99688ed0a2", + "metadata": {}, + "source": [ + "\"Open" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/getting-started/test.md b/doc/getting-started/test.md deleted file mode 120000 index 036e05fe94..0000000000 --- a/doc/getting-started/test.md +++ /dev/null @@ -1 +0,0 @@ -../test/test.md \ No newline at end of file diff --git a/doc/getting-started/training.md b/doc/getting-started/training.md deleted file mode 120000 index ebf38300a6..0000000000 --- a/doc/getting-started/training.md +++ /dev/null @@ -1 +0,0 @@ -../train/training.md \ No newline at end of file diff --git a/setup.py b/setup.py index 4641326b76..9c35c1f079 100644 --- a/setup.py +++ b/setup.py @@ -118,7 +118,7 @@ def get_tag(self): "recommonmark", "sphinx_rtd_theme>=1.0.0rc1", "sphinx_markdown_tables", - "myst-parser", + "myst-nb", "breathe", "exhale", "numpydoc", From 4f386ec8150e63aa1379e2bbe0ae555a2a266e2f Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 24 Apr 2023 20:25:33 -0400 Subject: [PATCH 29/75] use `error->one` for `get_file_content` (#2473) Fix #2466. `get_file_content` only throws errors for rank 0, so we should use `error->one` instead of `error->all`. --- source/lmp/pair_deepmd.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index 2d46543de7..67e2aa63f1 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -930,7 +930,7 @@ void PairDeepMD::settings(int narg, char **arg) { try { deep_pot.init(arg[0], get_node_rank(), get_file_content(arg[0])); } catch (deepmd::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } cutoff = deep_pot.cutoff(); numb_types = deep_pot.numb_types(); @@ -942,7 +942,7 @@ void PairDeepMD::settings(int narg, char **arg) { deep_pot_model_devi.init(models, get_node_rank(), get_file_content(models)); } catch (deepmd::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } cutoff = deep_pot_model_devi.cutoff(); numb_types = deep_pot_model_devi.numb_types(); From 442facf4063099de49e94f65f0e468993c147ceb Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 24 Apr 2023 20:26:49 -0400 Subject: [PATCH 30/75] improve citation information (#2474) Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- CITATION.cff | 19 --- CITATIONS.bib | 248 ++++++++++++++++++++++++++++++++++++ README.md | 9 +- deepmd/train/run_options.py | 2 + doc/conf.py | 3 + doc/credits.rst | 125 ++++++++++++++++++ doc/environment.yml | 2 + doc/index.rst | 10 +- setup.py | 2 +- source/lmp/pair_deepmd.cpp | 25 ++++ 10 files changed, 422 insertions(+), 23 deletions(-) delete mode 100644 CITATION.cff create mode 100644 CITATIONS.bib diff --git a/CITATION.cff b/CITATION.cff deleted file mode 100644 index f946fed778..0000000000 --- a/CITATION.cff +++ /dev/null @@ -1,19 +0,0 @@ -preferred-citation: - type: article - authors: - - family-names: "Wang" - given-names: "Han" - - family-names: "Zhang" - given-names: "Linfeng" - - family-names: "Han" - given-names: "Jiequn" - - family-names: "E" - given-names: "Weinan" - doi: "10.1016/j.cpc.2018.03.016" - journal: "Computer Physics Communications" - month: 7 - start: 178 # First page number - end: 184 # Last page number - title: "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics" - volume: 228 - year: 2018 diff --git a/CITATIONS.bib b/CITATIONS.bib new file mode 100644 index 0000000000..c972503251 --- /dev/null +++ b/CITATIONS.bib @@ -0,0 +1,248 @@ +The proposed feature of each article is described in the "annote" field. +Please cite a article if any feature is used + +@article{Wang_ComputPhysCommun_2018_v228_p178, + annote = {general purpose}, + author = {Wang, Han and Zhang, Linfeng and Han, Jiequn and E, Weinan}, + doi = {10.1016/j.cpc.2018.03.016}, + year = 2018, + month = {jul}, + publisher = {Elsevier {BV}}, + volume = 228, + journal = {Comput. Phys. Comm.}, + title = {{DeePMD-kit: A deep learning package for many-body potential + energy representation and molecular dynamics}}, + pages = {178--184}, +} + +@misc{Zeng_arXiv_2023, + annote = {general purpose}, + title = {{DeePMD-kit v2: A software package for Deep Potential models}}, + author = {Jinzhe Zeng and Duo Zhang and Denghui Lu and Pinghui Mo and + Zeyu Li and Yixiao Chen and Marián Rynik and Li'ang Huang and + Ziyao Li and Shaochen Shi and Yingze Wang and Haotian Ye and + Ping Tuo and Jiabin Yang and Ye Ding and Yifan Li and Davide + Tisi and Qiyu Zeng and Han Bao and Yu Xia and Jiameng Huang + and Koki Muraoka and Yibo Wang and Junhan Chang and Fengbo + Yuan and Sigbjørn Løland Bore and Chun Cai and Yinnian Lin + and Bo Wang and Jiayan Xu and Jia-Xin Zhu and Chenxing Luo and + Yuzhi Zhang and Rhys E. A. Goodall and Wenshuo Liang and Anurag + Kumar Singh and Sikai Yao and Jingchao Zhang and Renata + Wentzcovitch and Jiequn Han and Jie Liu and Weile Jia and + Darrin M. York and Weinan E and Roberto Car and Linfeng Zhang + and Han Wang}, + year = {2023}, + archivePrefix = {arXiv}, + doi = {10.48550/arXiv.2304.09409} +} + +@article{Lu_CompPhysCommun_2021_v259_p107624, + annote = {GPU support}, + title={{86 PFLOPS Deep Potential Molecular Dynamics simulation of 100 million + atoms with ab initio accuracy}}, + author={Lu, Denghui and Wang, Han and Chen, Mohan and Lin, Lin and Car, Roberto + and E, Weinan and Jia, Weile and Zhang, Linfeng}, + journal={Comput. Phys. Comm.}, + volume={259}, + pages={107624}, + year={2021}, + publisher={Elsevier}, + doi={10.1016/j.cpc.2020.107624}, +} + +@article{Zhang_PhysRevLett_2018_v120_p143001, + annote = {local frame (loc_frame)}, + author = {Linfeng Zhang and Jiequn Han and Han Wang and + Roberto Car and Weinan E}, + journal = {Phys. Rev. Lett.}, + number = {14}, + pages = {143001}, + publisher = {APS}, + title = {{Deep potential molecular dynamics: a scalable model + with the accuracy of quantum mechanics}}, + volume = {120}, + year = {2018}, + doi = {10.1103/PhysRevLett.120.143001} +} + +@incollection{Zhang_BookChap_NIPS_2018_v31_p4436, + annote = {DeepPot-SE (se_e2_a, se_e2_r, se_e3, se_atten)}, + title = {{End-to-end Symmetry Preserving Inter-atomic Potential Energy Model + for Finite and Extended Systems}}, + author = {Zhang, Linfeng and Han, Jiequn and Wang, Han and Saidi, Wissam and + Car, Roberto and E, Weinan}, + booktitle = {Advances in Neural Information Processing Systems 31}, + editor = {S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. + Cesa-Bianchi and R. Garnett}, + pages = {4436--4446}, + year = {2018}, + publisher = {Curran Associates, Inc.}, + url = {https://dl.acm.org/doi/10.5555/3327345.3327356} +} + +@Article{Wang_NuclFusion_2022_v62_p126013, + annote = {three-body embedding DeepPot-SE (se_e3)}, + author = {Xiaoyang Wang and Yinan Wang and Linfeng Zhang and Fuzhi Dai and Han + Wang}, + title = {{A tungsten deep neural-network potential for simulating mechanical + property degradation under fusion service environment}}, + journal = {Nucl. Fusion}, + year = 2022, + volume = 62, + issue = 12, + pages = 126013, + doi = {10.1088/1741-4326/ac888b}, +} + +@misc{Zhang_2022_DPA1, + annote = {attention-based descriptor}, + author = {Zhang, Duo and Bi, Hangrui and Dai, Fu-Zhi and Jiang, Wanrun and Zhang, Linfeng and Wang, Han}, + title = {{DPA-1: Pretraining of Attention-based Deep Potential Model for Molecular Simulation}}, + publisher = {arXiv}, + year = {2022}, + doi = {10.48550/arXiv.2208.08236}, +} + +@article{Zhang_PhysRevB_2020_v102_p41121, + annote = {fit dipole}, + title={{Deep neural network for the dielectric response of insulators}}, + author={Zhang, Linfeng and Chen, Mohan and Wu, Xifan and Wang, Han and E, Weinan and Car, Roberto}, + journal={Phys. Rev. B}, + volume={102}, + number={4}, + pages={041121}, + year={2020}, + publisher={APS}, + doi={10.1103/PhysRevB.102.041121} +} + +@article{Sommers_PhysChemChemPhys_2020_v22_p10592, + annote = {fit polarizability}, + title={{Raman spectrum and polarizability of liquid water from deep neural networks}}, + author={Sommers, Grace M and Andrade, Marcos F Calegari and Zhang, Linfeng and Wang, Han and Car, Roberto}, + journal={Phys. Chem. Chem. Phys.}, + volume={22}, + number={19}, + pages={10592--10602}, + year={2020}, + publisher={Royal Society of Chemistry}, + doi={10.1039/D0CP01893G} +} + +@Article{Zeng_JChemTheoryComput_2023_v19_p1261, + annote = {fit relative energies}, + author = {Jinzhe Zeng and Yujun Tao and Timothy J Giese and Darrin M York}, + title = {{QD{\pi}: A Quantum Deep Potential Interaction Model for + Drug Discovery}}, + journal = {J. Chem. Theory Comput.}, + year = 2023, + volume = 19, + issue = 4, + pages = {1261--1275}, + doi = {10.1021/acs.jctc.2c01172}, +} + +@Article{Zeng_PhysRevB_2022_v105_p174109, + annote = {fit density of states}, + author = {Qiyu Zeng and Bo Chen and Xiaoxiang Yu and Shen Zhang and Dongdong + Kang and Han Wang and Jiayu Dai}, + title = {{Towards large-scale and spatiotemporally resolved diagnosis of + electronic density of states by deep learning}}, + journal = {Phys. Rev. B}, + year = 2022, + volume = 105, + issue = 17, + pages = 174109, + doi = {10.1103/PhysRevB.105.174109}, +} + +@Article{Zhang_JChemPhys_2022_v156_p124107, + annote = {DPLR, se_e2_r, hybrid descriptor}, + author = {Linfeng Zhang and Han Wang and Maria Carolina Muniz and Athanassios Z + Panagiotopoulos and Roberto Car and Weinan E}, + title = {{A deep potential model with long-range electrostatic interactions}}, + journal = {J. Chem. Phys.}, + year = 2022, + volume = 156, + issue = 12, + pages = 124107, + doi = {10.1063/5.0083669}, +} + +@article{Zeng_JChemTheoryComput_2021_v17_p6993, + annote= {DPRc}, + title={{Development of Range-Corrected Deep Learning Potentials for Fast, Accurate Quantum Mechanical/molecular Mechanical Simulations of Chemical Reactions in Solution}}, + author={Zeng, Jinzhe and Giese, Timothy J and Ekesan, {\c{S}}{\"o}len and York, Darrin M}, + journal={J. Chem. Theory Comput.}, + year=2021, + volume=17, + issue=11, + pages={6993-7009}, + doi = {10.1021/acs.jctc.1c00201}, +} + +@article{Wang_ApplPhysLett_2019_v114_p244101, + annote = {Interpolation with a pair-wise potential}, + title={{Deep learning inter-atomic potential model for accurate irradiation damage simulations}}, + author={Wang, Hao and Guo, Xun and Zhang, Linfeng and Wang, Han and Xue, Jianming}, + journal={Appl. Phys. Lett.}, + volume={114}, + number={24}, + pages={244101}, + year={2019}, + publisher={AIP Publishing LLC}, + doi={10.1063/1.5098061}, +} + +@article{Zhang_PhysRevMater_2019_v3_p23804, + annote = {model deviation}, + title = {{Active learning of uniformly accurate interatomic potentials for materials simulation}}, + author = {Linfeng Zhang and De-Ye Lin and Han Wang and Roberto Car and Weinan E}, + journal = {Phys. Rev. Mater.}, + volume = 3, + issue = 2, + pages = 23804, + year = 2019, + publisher = {American Physical Society}, + doi = {10.1103/PhysRevMaterials.3.023804}, +} + +@article{Lu_JChemTheoryComput_2022_v18_p5555, + annote = {DP Compress}, + author = {Denghui Lu and Wanrun Jiang and Yixiao Chen and Linfeng Zhang and + Weile Jia and Han Wang and Mohan Chen}, + title = {{DP Compress: A Model Compression Scheme for Generating Efficient Deep + Potential Models}}, + journal = {J. Chem. Theory Comput.}, + year = 2022, + volume=18, + issue=9, + pages={5555--5567}, + doi = {10.1021/acs.jctc.2c00102}, +} + +@article{Mo_npjComputMater_2022_v8_p107, + annote = {NVNMD}, + author = {Pinghui Mo and Chang Li and Dan Zhao and Yujia Zhang and Mengchao Shi + and Junhua Li and Jie Liu}, + title = {{Accurate and efficient molecular dynamics based on machine learning + and non von Neumann architecture}}, + journal = {npj Comput. Mater.}, + year = 2022, + volume = 8, + issue = 1, + pages = 107, + doi = {10.1038/s41524-022-00773-z}, +} + +@article{Zeng_EnergyFuels_2021_v35_p762, + annote = {relative or atomic model deviation}, + author = {Jinzhe Zeng and Linfeng Zhang and Han Wang and Tong Zhu}, + title = {{Exploring the Chemical Space of Linear Alkane Pyrolysis via Deep Potential GENerator}}, + journal = {Energy \& Fuels}, + volume = 35, + number = 1, + pages = {762--769}, + year = 2021, + doi = {10.1021/acs.energyfuels.0c03211}, +} diff --git a/README.md b/README.md index 0903d5f996..77fc75d12f 100644 --- a/README.md +++ b/README.md @@ -47,8 +47,11 @@ For more information, check the [documentation](https://deepmd.readthedocs.io/). ## License and credits The project DeePMD-kit is licensed under [GNU LGPLv3.0](./LICENSE). -If you use this code in any future publications, please cite this using -``Han Wang, Linfeng Zhang, Jiequn Han, and Weinan E. "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics." Computer Physics Communications 228 (2018): 178-184.`` +If you use this code in any future publications, please cite the following publications for general purpose: +- Han Wang, Linfeng Zhang, Jiequn Han, and Weinan E. "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics." Computer Physics Communications 228 (2018): 178-184. +- Jinzhe Zeng, Duo Zhang, Denghui Lu, Pinghui Mo, Zeyu Li, Yixiao Chen, Marián Rynik, Li'ang Huang, Ziyao Li, Shaochen Shi, Yingze Wang, Haotian Ye, Ping Tuo, Jiabin Yang, Ye Ding, Yifan Li, Davide Tisi, Qiyu Zeng, Han Bao, Yu Xia, Jiameng Huang, Koki Muraoka, Yibo Wang, Junhan Chang, Fengbo Yuan, Sigbjørn Løland Bore, Chun Cai, Yinnian Lin, Bo Wang, Jiayan Xu, Jia-Xin Zhu, Chenxing Luo, Yuzhi Zhang, Rhys E. A. Goodall, Wenshuo Liang, Anurag Kumar Singh, Sikai Yao, Jingchao Zhang, Renata Wentzcovitch, Jiequn Han, Jie Liu, Weile Jia, Darrin M. York, Weinan E, Roberto Car, Linfeng Zhang, Han Wang. "DeePMD-kit v2: A software package for Deep Potential models." [arXiv:2304.09409](https://doi.org/10.48550/arXiv.2304.09409). + +In addition, please follow [the bib file](doc/refs.bib) to cite the methods you used. ## Deep Potential in a nutshell The goal of Deep Potential is to employ deep learning techniques and realize an inter-atomic potential energy model that is general, accurate, computationally efficient and scalable. The key component is to respect the extensive and symmetry-invariant properties of a potential energy model by assigning a local reference frame and a local environment to each atom. Each environment contains a finite number of atoms, whose local coordinates are arranged in a symmetry-preserving way. These local coordinates are then transformed, through a sub-network, to so-called *atomic energy*. Summing up all the atomic energies gives the potential energy of the system. @@ -59,6 +62,8 @@ Although highly efficient, the original Deep Potential model satisfies the exten In addition to building up potential energy models, DeePMD-kit can also be used to build up coarse-grained models. In these models, the quantity that we want to parameterize is the free energy, or the coarse-grained potential, of the coarse-grained particles. See the [DeePCG paper][4] for more details. +See [our latest paper](https://doi.org/10.48550/arXiv.2304.09409) for details of all features. + # Download and install Please follow our [GitHub](https://github.com/deepmodeling/deepmd-kit) webpage to download the [latest released version](https://github.com/deepmodeling/deepmd-kit/tree/master) and [development version](https://github.com/deepmodeling/deepmd-kit/tree/devel). diff --git a/deepmd/train/run_options.py b/deepmd/train/run_options.py index af7eef264c..e62ee7ef63 100644 --- a/deepmd/train/run_options.py +++ b/deepmd/train/run_options.py @@ -51,6 +51,8 @@ CITATION = ( "Please read and cite:", "Wang, Zhang, Han and E, Comput.Phys.Comm. 228, 178-184 (2018)", + "Zeng et al, arXiv:2304.09409", + "See https://deepmd.rtfd.io/credits/ for details.", ) _sep = "\n " diff --git a/doc/conf.py b/doc/conf.py index d0c2b3e4a4..5e034b36c1 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -185,6 +185,7 @@ def setup(app): "numpydoc", "breathe", "exhale", + "sphinxcontrib.bibtex", ] # breathe_domain_by_extension = { @@ -315,3 +316,5 @@ def setup(app): # For TF automatic generated OP docs napoleon_google_docstring = True napoleon_numpy_docstring = False + +bibtex_bibfiles = ["../CITATIONS.bib"] diff --git a/doc/credits.rst b/doc/credits.rst index d735a4ecf2..f3d3d50942 100644 --- a/doc/credits.rst +++ b/doc/credits.rst @@ -2,6 +2,131 @@ Authors and Credits ******************* +Cite DeePMD-kit and methods +=========================== +.. _cite: + +- For general purpose, + +.. bibliography:: + :filter: False + + Wang_ComputPhysCommun_2018_v228_p178 + Zeng_arXiv_2023 + +- If GPU version is used, + +.. bibliography:: + :filter: False + + Lu_CompPhysCommun_2021_v259_p107624 + +- If local frame (`loc_frame`) is used, + +.. bibliography:: + :filter: False + + Zhang_PhysRevLett_2018_v120_p143001 + +- If DeepPot-SE (`se_e2_a`, `se_e2_r`, `se_e3`, `se_atten`) is used, + +.. bibliography:: + :filter: False + + Zhang_BookChap_NIPS_2018_v31_p4436 + +- If three-body embedding DeepPot-SE (`se_e3`) is used, + +.. bibliography:: + :filter: False + + Wang_NuclFusion_2022_v62_p126013 + +- If attention-based descriptor (`se_atten`) is used, + +.. bibliography:: + :filter: False + + Zhang_2022_DPA1 + +- If fitting dipole, + +.. bibliography:: + :filter: False + + Zhang_PhysRevB_2020_v102_p41121 + +- If fitting polarizability, + +.. bibliography:: + :filter: False + + Sommers_PhysChemChemPhys_2020_v22_p10592 + +- If fitting density of states, + +.. bibliography:: + :filter: False + + Zeng_PhysRevB_2022_v105_p174109 + +- If fitting relative energies, + +.. bibliography:: + :filter: False + + Zeng_JChemTheoryComput_2023_v19_p1261 + +- If DPLR is used, or `se_e2_r` and `hybrid` are used, + +.. bibliography:: + :filter: False + + Zhang_JChemPhys_2022_v156_p124107 + +- If DPRc is used, + +.. bibliography:: + :filter: False + + Zeng_JChemTheoryComput_2021_v17_p6993 + +- If interpolation with a pair-wise potential is used, + +.. bibliography:: + :filter: False + + Wang_ApplPhysLett_2019_v114_p244101 + +- If the model is compressed (`dp compress`), + +.. bibliography:: + :filter: False + + Lu_JChemTheoryComput_2022_v18_p5555 + +- If model deviation is computed, + +.. bibliography:: + :filter: False + + Zhang_PhysRevMater_2019_v3_p23804 + +- If relative or atomic model deviation is computed, + +.. bibliography:: + :filter: False + + Zeng_EnergyFuels_2021_v35_p762 + +- If NVNMD is used, + +.. bibliography:: + :filter: False + + Mo_npjComputMater_2022_v8_p107 + + Package Contributors ========================= diff --git a/doc/environment.yml b/doc/environment.yml index ee011f37f0..97060c3004 100644 --- a/doc/environment.yml +++ b/doc/environment.yml @@ -9,3 +9,5 @@ dependencies: - pip: - ..[docs,cpu] - "exhale @ https://github.com/svenevs/exhale/archive/2759a394268307b88f5440487ae0920ee4ebf81e.zip" + # https://github.com/mcmtroffaes/sphinxcontrib-bibtex/issues/309 + - docutils!=0.18.*,!=0.19.* diff --git a/doc/index.rst b/doc/index.rst index 2e9c901c36..7637b22405 100644 --- a/doc/index.rst +++ b/doc/index.rst @@ -9,7 +9,15 @@ DeePMD-kit's documentation DeePMD-kit is a package written in Python/C++, designed to minimize the effort required to build deep learning-based models of interatomic potential energy and force field and to perform molecular dynamics (MD). This brings new hopes to addressing the accuracy-versus-efficiency dilemma in molecular simulations. Applications of DeePMD-kit span from finite molecules to extended systems and from metallic systems to chemically bonded systems. -.. Important:: The project DeePMD-kit is licensed under `GNU LGPLv3.0 `_. If you use this code in any future publications, please cite this using *Han Wang, Linfeng Zhang, Jiequn Han, and Weinan E. "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics." Computer Physics Communications 228 (2018): 178-184.* +.. Important:: + + The project DeePMD-kit is licensed under `GNU LGPLv3.0 `_. + If you use this code in any future publications, please cite the following publications for general purpose: + + - Han Wang, Linfeng Zhang, Jiequn Han, and Weinan E. "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics." Computer Physics Communications 228 (2018): 178-184. + - Jinzhe Zeng, Duo Zhang, Denghui Lu, Pinghui Mo, Zeyu Li, Yixiao Chen, Marián Rynik, Li'ang Huang, Ziyao Li, Shaochen Shi, Yingze Wang, Haotian Ye, Ping Tuo, Jiabin Yang, Ye Ding, Yifan Li, Davide Tisi, Qiyu Zeng, Han Bao, Yu Xia, Jiameng Huang, Koki Muraoka, Yibo Wang, Junhan Chang, Fengbo Yuan, Sigbjørn Løland Bore, Chun Cai, Yinnian Lin, Bo Wang, Jiayan Xu, Jia-Xin Zhu, Chenxing Luo, Yuzhi Zhang, Rhys E. A. Goodall, Wenshuo Liang, Anurag Kumar Singh, Sikai Yao, Jingchao Zhang, Renata Wentzcovitch, Jiequn Han, Jie Liu, Weile Jia, Darrin M. York, Weinan E, Roberto Car, Linfeng Zhang, Han Wang. "DeePMD-kit v2: A software package for Deep Potential models." `arXiv:2304.09409 `_. + + In addition, please follow :ref:`this page ` to cite the methods you used. .. _getting-started: diff --git a/setup.py b/setup.py index 9c35c1f079..c14095e2e5 100644 --- a/setup.py +++ b/setup.py @@ -115,7 +115,6 @@ def get_tag(self): "test": ["dpdata>=0.1.9", "ase", "pytest", "pytest-cov", "pytest-sugar"], "docs": [ "sphinx>=3.1.1", - "recommonmark", "sphinx_rtd_theme>=1.0.0rc1", "sphinx_markdown_tables", "myst-nb", @@ -127,6 +126,7 @@ def get_tag(self): "dargs>=0.3.4", "sphinx-argparse", "pygments-lammps", + "sphinxcontrib-bibtex", ], "lmp": [ "lammps-manylinux-2-28~=2022.6.23.3.0; platform_system=='Linux'", diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index 67e2aa63f1..6bc9601337 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -45,6 +45,31 @@ static const char cite_user_deepmd_package[] = " title = {{DeePMD-kit: A deep learning package for many-body potential " "energy representation and molecular dynamics}},\n" " pages = {178--184}\n" + "}\n" + "@misc{Zeng_arXiv_2023,\n" + " title = {DeePMD-kit v2: A software package for Deep Potential " + "models},\n" + " author = {Jinzhe Zeng and Duo Zhang and Denghui Lu and Pinghui Mo " + "and\n" + " Zeyu Li and Yixiao Chen and Marián Rynik and Li'ang Huang " + "and\n" + " Ziyao Li and Shaochen Shi and Yingze Wang and Haotian Ye and\n" + " Ping Tuo and Jiabin Yang and Ye Ding and Yifan Li and Davide\n" + " Tisi and Qiyu Zeng and Han Bao and Yu Xia and Jiameng Huang\n" + " and Koki Muraoka and Yibo Wang and Junhan Chang and Fengbo\n" + " Yuan and Sigbjørn Løland Bore and Chun Cai and Yinnian Lin\n" + " and Bo Wang and Jiayan Xu and Jia-Xin Zhu and Chenxing Luo " + "and\n" + " Yuzhi Zhang and Rhys E. A. Goodall and Wenshuo Liang and " + "Anurag\n" + " Kumar Singh and Sikai Yao and Jingchao Zhang and Renata\n" + " Wentzcovitch and Jiequn Han and Jie Liu and Weile Jia and\n" + " Darrin M. York and Weinan E and Roberto Car and Linfeng " + "Zhang\n" + " and Han Wang},\n" + " year = {2023},\n" + " archivePrefix = {arXiv},\n" + " doi = {10.48550/arXiv.2304.09409}\n" "}\n\n"; static int stringCmp(const void *a, const void *b) { From a6bf887bcc12f0cd15405bcaeeb5c791d0446506 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 24 Apr 2023 20:32:27 -0400 Subject: [PATCH 31/75] lmp: extract deepmd version information to a seperated file (#2480) so that pair_deepmd.h can be formatted by clang-format --------- Signed-off-by: Jinzhe Zeng --- source/lmp/CMakeLists.txt | 2 +- source/lmp/deepmd_version.h.in | 17 +++++ source/lmp/pair_deepmd.cpp | 1 + .../lmp/{pair_deepmd.h.in => pair_deepmd.h} | 63 +++++++------------ source/lmp/plugin/CMakeLists.txt | 4 +- source/lmp/plugin/deepmdplugin.cpp | 1 + 6 files changed, 46 insertions(+), 42 deletions(-) create mode 100644 source/lmp/deepmd_version.h.in rename source/lmp/{pair_deepmd.h.in => pair_deepmd.h} (56%) diff --git a/source/lmp/CMakeLists.txt b/source/lmp/CMakeLists.txt index 178413a68a..2ce941cc3d 100644 --- a/source/lmp/CMakeLists.txt +++ b/source/lmp/CMakeLists.txt @@ -19,5 +19,5 @@ endfunction() _add_lmp_variant("${HIGH_PREC_VARIANT}" "${HIGH_PREC_DEF}") _add_lmp_variant("${LOW_PREC_VARIANT}" "${LOW_PREC_DEF}") -configure_file("pair_deepmd.h.in" "pair_deepmd.h" @ONLY) +configure_file("deepmd_version.h.in" "deepmd_version.h" @ONLY) configure_file("lammps_install_list.txt.in" "lammps_install_list.txt" @ONLY) diff --git a/source/lmp/deepmd_version.h.in b/source/lmp/deepmd_version.h.in new file mode 100644 index 0000000000..f4c72c8413 --- /dev/null +++ b/source/lmp/deepmd_version.h.in @@ -0,0 +1,17 @@ +#define GIT_SUMM @GIT_SUMM@ +#define GIT_HASH @GIT_HASH@ +#define GIT_BRANCH @GIT_BRANCH@ +#define GIT_DATE @GIT_DATE@ +#define DEEPMD_ROOT @CMAKE_INSTALL_PREFIX@ +#define TensorFlow_INCLUDE_DIRS @TensorFlow_INCLUDE_DIRS@ +#define TensorFlow_LIBRARY @TensorFlow_LIBRARY@ +#define DPMD_CVT_STR(x) #x +#define DPMD_CVT_ASSTR(X) DPMD_CVT_STR(X) +#define STR_GIT_SUMM DPMD_CVT_ASSTR(GIT_SUMM) +#define STR_GIT_HASH DPMD_CVT_ASSTR(GIT_HASH) +#define STR_GIT_BRANCH DPMD_CVT_ASSTR(GIT_BRANCH) +#define STR_GIT_DATE DPMD_CVT_ASSTR(GIT_DATE) +#define STR_FLOAT_PREC DPMD_CVT_ASSTR(FLOAT_PREC) +#define STR_DEEPMD_ROOT DPMD_CVT_ASSTR(DEEPMD_ROOT) +#define STR_TensorFlow_INCLUDE_DIRS DPMD_CVT_ASSTR(TensorFlow_INCLUDE_DIRS) +#define STR_TensorFlow_LIBRARY DPMD_CVT_ASSTR(TensorFlow_LIBRARY) diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index 6bc9601337..c90e8c8622 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -26,6 +26,7 @@ #include "fix_ttm_dp.h" #endif +#include "deepmd_version.h" #include "pair_deepmd.h" using namespace LAMMPS_NS; diff --git a/source/lmp/pair_deepmd.h.in b/source/lmp/pair_deepmd.h similarity index 56% rename from source/lmp/pair_deepmd.h.in rename to source/lmp/pair_deepmd.h index a288b472c2..39a236b875 100644 --- a/source/lmp/pair_deepmd.h.in +++ b/source/lmp/pair_deepmd.h @@ -4,7 +4,7 @@ #ifdef PAIR_CLASS -PairStyle(deepmd,PairDeepMD) +PairStyle(deepmd, PairDeepMD) #else @@ -17,31 +17,14 @@ PairStyle(deepmd,PairDeepMD) #else #include "deepmd/DeepPot.h" #endif -#include #include +#include -#define GIT_SUMM @GIT_SUMM@ -#define GIT_HASH @GIT_HASH@ -#define GIT_BRANCH @GIT_BRANCH@ -#define GIT_DATE @GIT_DATE@ #ifdef HIGH_PREC #define FLOAT_PREC double #else #define FLOAT_PREC float #endif -#define DEEPMD_ROOT @CMAKE_INSTALL_PREFIX@ -#define TensorFlow_INCLUDE_DIRS @TensorFlow_INCLUDE_DIRS@ -#define TensorFlow_LIBRARY @TensorFlow_LIBRARY@ -#define DPMD_CVT_STR(x) #x -#define DPMD_CVT_ASSTR(X) DPMD_CVT_STR(X) -#define STR_GIT_SUMM DPMD_CVT_ASSTR(GIT_SUMM) -#define STR_GIT_HASH DPMD_CVT_ASSTR(GIT_HASH) -#define STR_GIT_BRANCH DPMD_CVT_ASSTR(GIT_BRANCH) -#define STR_GIT_DATE DPMD_CVT_ASSTR(GIT_DATE) -#define STR_FLOAT_PREC DPMD_CVT_ASSTR(FLOAT_PREC) -#define STR_DEEPMD_ROOT DPMD_CVT_ASSTR(DEEPMD_ROOT) -#define STR_TensorFlow_INCLUDE_DIRS DPMD_CVT_ASSTR(TensorFlow_INCLUDE_DIRS) -#define STR_TensorFlow_LIBRARY DPMD_CVT_ASSTR(TensorFlow_LIBRARY) namespace LAMMPS_NS { @@ -61,19 +44,21 @@ class PairDeepMD : public Pair { void unpack_reverse_comm(int, int *, double *) override; void print_summary(const std::string pre) const; int get_node_rank(); - std::string get_file_content(const std::string & model); - std::vector get_file_content(const std::vector & models); + std::string get_file_content(const std::string &model); + std::vector get_file_content( + const std::vector &models); + protected: virtual void allocate(); double **scale; -private: + private: deepmd::DeepPot deep_pot; deepmd::DeepPotModelDevi deep_pot_model_devi; unsigned numb_models; double cutoff; int numb_types; - std::vector > all_force; + std::vector > all_force; std::ofstream fp; int out_freq; std::string out_file; @@ -87,51 +72,51 @@ class PairDeepMD : public Pair { bool multi_models_no_mod_devi; bool is_restart; #ifdef HIGH_PREC - std::vector fparam; - std::vector aparam; + std::vector fparam; + std::vector aparam; double eps; double eps_v; #else - std::vector fparam; - std::vector aparam; + std::vector fparam; + std::vector aparam; float eps; float eps_v; #endif void make_fparam_from_compute( #ifdef HIGH_PREC - std::vector & fparam + std::vector &fparam #else - std::vector & fparam + std::vector &fparam #endif - ); + ); bool do_compute; std::string compute_id; - void make_ttm_fparam( + void make_ttm_fparam( #ifdef HIGH_PREC - std::vector & fparam + std::vector &fparam #else - std::vector & fparam + std::vector &fparam #endif - ); + ); void make_ttm_aparam( #ifdef HIGH_PREC - std::vector & dparam + std::vector &dparam #else - std::vector & dparam + std::vector &dparam #endif - ); + ); bool do_ttm; std::string ttm_fix_id; - int *counts,*displacements; + int *counts, *displacements; tagint *tagsend, *tagrecv; double *stdfsend, *stdfrecv; std::vector type_idx_map; }; -} +} // namespace LAMMPS_NS #endif #endif diff --git a/source/lmp/plugin/CMakeLists.txt b/source/lmp/plugin/CMakeLists.txt index 8d20b0866c..76b2380b20 100644 --- a/source/lmp/plugin/CMakeLists.txt +++ b/source/lmp/plugin/CMakeLists.txt @@ -41,8 +41,8 @@ if(DEFINED LAMMPS_SOURCE_ROOT OR DEFINED LAMMPS_VERSION) PARENT_SCOPE) message(STATUS "LAMMPS version is ${LAMMPS_VERSION_NUMBER}") - configure_file("../pair_deepmd.h.in" - "${CMAKE_CURRENT_BINARY_DIR}/pair_deepmd.h" @ONLY) + configure_file("../deepmd_version.h.in" + "${CMAKE_CURRENT_BINARY_DIR}/deepmd_version.h" @ONLY) file(GLOB LMP_SRC deepmdplugin.cpp ../*.cpp ${LAMMPS_SOURCE_ROOT}/src/kspace.cpp # for pppm_dplr diff --git a/source/lmp/plugin/deepmdplugin.cpp b/source/lmp/plugin/deepmdplugin.cpp index e8794d1a5c..bcaf617e6a 100644 --- a/source/lmp/plugin/deepmdplugin.cpp +++ b/source/lmp/plugin/deepmdplugin.cpp @@ -2,6 +2,7 @@ * See https://docs.lammps.org/Developer_plugins.html */ #include "compute_deeptensor_atom.h" +#include "deepmd_version.h" #include "fix_dplr.h" #include "lammpsplugin.h" #include "pair_deepmd.h" From 921776705a3958fee34a0ec5a64df33fdd25fcad Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 25 Apr 2023 08:33:57 +0800 Subject: [PATCH 32/75] Bump pypa/cibuildwheel from 2.12.1 to 2.12.3 (#2478) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.1 to 2.12.3.
Release notes

Sourced from pypa/cibuildwheel's releases.

v2.12.3

  • 🐛 Fix an import error when running on Python 3.7. (#1479)

v2.12.2

  • 🐛 Fix a bug that caused an extra empty config-setting to be passed to the backend when CIBW_BUILD_FRONTEND is set to build. (#1474)
  • 🐛 Fix a crash that occurred when overwriting an existing wheel on Windows. (#1464)
  • 🛠 Pinned version updates, including CPython 3.10.11, 3.11.3, pip 23.1 and wheel 0.40.0.
Changelog

Sourced from pypa/cibuildwheel's changelog.

v2.12.3

19 April 2023

  • 🐛 Fix an import error when running on Python 3.7. (#1479)

v2.12.2

18 April 2023

  • 🐛 Fix a bug that caused an extra empty config-setting to be passed to the backend when CIBW_BUILD_FRONTEND is set to build. (#1474)
  • 🐛 Fix a crash that occurred when overwriting an existing wheel on Windows. (#1464)
  • 🛠 Pinned version updates, including CPython 3.10.11, 3.11.3, pip 23.1 and wheel 0.40.0.
Commits
  • 5e15bb2 Bump version: v2.12.3
  • 52572cc Merge pull request #1479 from henryiii/henryiii/fix/py37
  • c6027e4 docs: fix options.md typos (#1477)
  • aff6dd5 refactor: tomllib in _compat
  • 31bd9c9 refactor: restore typing for non-backports
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Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- .github/workflows/build_wheel.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml index b1b705fd49..77b11d6d75 100644 --- a/.github/workflows/build_wheel.yml +++ b/.github/workflows/build_wheel.yml @@ -42,7 +42,7 @@ jobs: name: Setup QEMU if: matrix.platform_id == 'manylinux_aarch64' - name: Build wheels - uses: pypa/cibuildwheel@v2.12.1 + uses: pypa/cibuildwheel@v2.12.3 env: CIBW_BUILD_VERBOSITY: 1 CIBW_ARCHS: all From 16e91332dc335687d523c22a8a7d74ea74694b6b Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 25 Apr 2023 08:34:07 +0800 Subject: [PATCH 33/75] Bump docker/metadata-action from 4.3.0 to 4.4.0 (#2477) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Bumps [docker/metadata-action](https://github.com/docker/metadata-action) from 4.3.0 to 4.4.0.
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Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- .github/workflows/build_wheel.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml index 77b11d6d75..c4e71fc822 100644 --- a/.github/workflows/build_wheel.yml +++ b/.github/workflows/build_wheel.yml @@ -103,7 +103,7 @@ jobs: - name: Extract metadata (tags, labels) for Docker id: meta - uses: docker/metadata-action@507c2f2dc502c992ad446e3d7a5dfbe311567a96 + uses: docker/metadata-action@c4ee3adeed93b1fa6a762f209fb01608c1a22f1e with: images: ghcr.io/deepmodeling/deepmd-kit From 7716323dc87d508387b87c3546e3427745415605 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 26 Apr 2023 08:41:45 +0800 Subject: [PATCH 34/75] [pre-commit.ci] pre-commit autoupdate (#2482) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.261 → v0.0.262](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.261...v0.0.262) - [github.com/pre-commit/mirrors-clang-format: v16.0.1 → v16.0.2](https://github.com/pre-commit/mirrors-clang-format/compare/v16.0.1...v16.0.2) --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 4 ++-- deepmd/entrypoints/compress.py | 3 +-- deepmd/env.py | 13 ++++++------- deepmd/train/trainer.py | 17 +++++++++-------- deepmd/utils/sess.py | 5 +++-- 5 files changed, 21 insertions(+), 21 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 07090582f3..4c22cc1661 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.261 + rev: v0.0.262 hooks: - id: ruff args: ["--fix"] @@ -43,7 +43,7 @@ repos: - id: blacken-docs # C++ - repo: https://github.com/pre-commit/mirrors-clang-format - rev: v16.0.1 + rev: v16.0.2 hooks: - id: clang-format exclude: ^source/3rdparty|source/lib/src/cuda/cudart/.+\.inc diff --git a/deepmd/entrypoints/compress.py b/deepmd/entrypoints/compress.py index 36d38c2f8b..a198127d12 100644 --- a/deepmd/entrypoints/compress.py +++ b/deepmd/entrypoints/compress.py @@ -108,8 +108,7 @@ def compress( ) from e elif not os.path.exists(training_script): raise RuntimeError( - "The input training script %s (%s) does not exist! Please check the path of the training script. " - % (input, os.path.abspath(input)) + f"The input training script {input} ({os.path.abspath(input)}) does not exist! Please check the path of the training script. " ) from e else: log.info("stage 0: compute the min_nbor_dist") diff --git a/deepmd/env.py b/deepmd/env.py index bee03fd240..2917fff1e8 100644 --- a/deepmd/env.py +++ b/deepmd/env.py @@ -400,15 +400,14 @@ def get_module(module_name: str) -> "ModuleType": if TF_VERSION != tf_py_version: raise RuntimeError( "The version of TensorFlow used to compile this " - "deepmd-kit package is %s, but the version of TensorFlow " - "runtime you are using is %s. These two versions are " - "incompatible and thus an error is raised when loading %s. " - "You need to install TensorFlow %s, or rebuild deepmd-kit " - "against TensorFlow %s.\nIf you are using a wheel from " + "deepmd-kit package is {}, but the version of TensorFlow " + "runtime you are using is {}. These two versions are " + "incompatible and thus an error is raised when loading {}. " + "You need to install TensorFlow {}, or rebuild deepmd-kit " + "against TensorFlow {}.\nIf you are using a wheel from " "pypi, you may consider to install deepmd-kit execuating " "`pip install deepmd-kit --no-binary deepmd-kit` " - "instead." - % ( + "instead.".format( TF_VERSION, tf_py_version, module_name, diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index 16722c5eb0..865df5cc58 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -410,9 +410,10 @@ def loss_init(_loss_param, _fitting_type, _fitting, _lr): or self.mixed_prec["output_prec"] != "float32" ): raise RuntimeError( - "Unsupported mixed precision option [output_prec, compute_prec]: [%s, %s], " - " Supported: [float32, float16/bfloat16], Please set mixed precision option correctly!" - % (self.mixed_prec["output_prec"], self.mixed_prec["compute_prec"]) + "Unsupported mixed precision option [output_prec, compute_prec]: [{}, {}], " + " Supported: [float32, float16/bfloat16], Please set mixed precision option correctly!".format( + self.mixed_prec["output_prec"], self.mixed_prec["compute_prec"] + ) ) # self.sys_probs = tr_data['sys_probs'] # self.auto_prob_style = tr_data['auto_prob'] @@ -1283,8 +1284,7 @@ def _init_from_frz_model(self): except FileNotFoundError as e: # throw runtime error if there's no frozen model raise RuntimeError( - "The input frozen model %s (%s) does not exist! Please check the path of the frozen model. " - % ( + "The input frozen model {} ({}) does not exist! Please check the path of the frozen model. ".format( self.run_opt.init_frz_model, os.path.abspath(self.run_opt.init_frz_model), ) @@ -1340,9 +1340,10 @@ def _init_from_pretrained_model( except FileNotFoundError as e: # throw runtime error if there's no frozen model raise RuntimeError( - "The input frozen pretrained model %s (%s) does not exist! " - "Please check the path of the frozen pretrained model. " - % (self.run_opt.finetune, os.path.abspath(self.run_opt.finetune)) + "The input frozen pretrained model {} ({}) does not exist! " + "Please check the path of the frozen pretrained model. ".format( + self.run_opt.finetune, os.path.abspath(self.run_opt.finetune) + ) ) from e # get the model type from the frozen model(self.run_opt.finetune) try: diff --git a/deepmd/utils/sess.py b/deepmd/utils/sess.py index 2294bef001..403877e314 100644 --- a/deepmd/utils/sess.py +++ b/deepmd/utils/sess.py @@ -42,7 +42,8 @@ def run_sess(sess: tf.Session, *args, **kwargs): "4. Check if another program is using the same GPU by " "execuating `nvidia-smi`. The usage of GPUs is " "controlled by `CUDA_VISIBLE_DEVICES` environment " - "variable (current value: %s).\n" - % (os.getenv("CUDA_VISIBLE_DEVICES", None),) + "variable (current value: {}).\n".format( + os.getenv("CUDA_VISIBLE_DEVICES", None) + ) ) raise OutOfMemoryError(MESSAGE) from e From 51c099ccded9fb17548e69d3d26649daf11a36b0 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Tue, 25 Apr 2023 20:55:07 -0400 Subject: [PATCH 35/75] add sub fields of hybrid descriptor (#2484) Migrate sub arguments of hybrid descriptor from a seperated normalize method to the main argument. (by using `repeat=True, fold_subdoc=True`) Miror changes: 1. add tests for hybrid example; 2. merge gen_args; 3. add choice for `dp doc-train-input --out-type` Signed-off-by: Jinzhe Zeng --- deepmd/entrypoints/main.py | 6 ++- deepmd/utils/argcheck.py | 73 +++++++++++------------------------ source/tests/test_examples.py | 1 + 3 files changed, 29 insertions(+), 51 deletions(-) diff --git a/deepmd/entrypoints/main.py b/deepmd/entrypoints/main.py index 33e891ee2b..778d4eb74d 100644 --- a/deepmd/entrypoints/main.py +++ b/deepmd/entrypoints/main.py @@ -414,7 +414,11 @@ def main_parser() -> argparse.ArgumentParser: formatter_class=argparse.ArgumentDefaultsHelpFormatter, ) parsers_doc.add_argument( - "--out-type", default="rst", type=str, help="The output type" + "--out-type", + default="rst", + choices=["rst", "json"], + type=str, + help="The output type", ) # * make model deviation *********************************************************** diff --git a/deepmd/utils/argcheck.py b/deepmd/utils/argcheck.py index 7c41232310..80c3fa5d5f 100644 --- a/deepmd/utils/argcheck.py +++ b/deepmd/utils/argcheck.py @@ -306,7 +306,18 @@ def descrpt_se_r_args(): def descrpt_hybrid_args(): doc_list = "A list of descriptor definitions" - return [Argument("list", list, optional=False, doc=doc_list)] + return [ + Argument( + "list", + list, + optional=False, + doc=doc_list, + repeat=True, + sub_fields=[], + sub_variants=[descrpt_variant_type_args(exclude_hybrid=True)], + fold_subdoc=True, + ) + ] @descrpt_args_plugin.register("se_atten") @@ -437,7 +448,11 @@ def descrpt_variant_type_args(exclude_hybrid: bool = False) -> Variant: - `se_a_mask`: Used by the smooth edition of Deep Potential. It can accept a variable number of atoms in a frame (Non-PBC system). *aparam* are required as an indicator matrix for the real/virtual sign of input atoms. \n\n\ - `hybrid`: Concatenate of a list of descriptors as a new descriptor." - return Variant("type", descrpt_args_plugin.get_all_argument(), doc=doc_descrpt_type) + return Variant( + "type", + descrpt_args_plugin.get_all_argument(exclude_hybrid=exclude_hybrid), + doc=doc_descrpt_type, + ) # --- Fitting net configurations: --- # @@ -1364,21 +1379,9 @@ def make_index(keys): def gen_doc(*, make_anchor=True, make_link=True, **kwargs): if make_link: make_anchor = True - ma = model_args() - lra = learning_rate_args() - lrda = learning_rate_dict_args() - la = loss_args() - lda = loss_dict_args() - ta = training_args() - nvnmda = nvnmd_args() ptr = [] - ptr.append(ma.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) - ptr.append(la.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) - ptr.append(lda.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) - ptr.append(lra.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) - ptr.append(lrda.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) - ptr.append(ta.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) - ptr.append(nvnmda.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) + for ii in gen_args(): + ptr.append(ii.gen_doc(make_anchor=make_anchor, make_link=make_link, **kwargs)) key_words = [] for ii in "\n\n".join(ptr).split("\n"): @@ -1391,20 +1394,12 @@ def gen_doc(*, make_anchor=True, make_link=True, **kwargs): def gen_json(**kwargs): return json.dumps( - ( - model_args(), - learning_rate_args(), - learning_rate_dict_args(), - loss_args(), - loss_dict_args(), - training_args(), - nvnmd_args(), - ), + tuple(gen_args()), cls=ArgumentEncoder, ) -def gen_args(**kwargs): +def gen_args(**kwargs) -> List[Argument]: return [ model_args(), learning_rate_args(), @@ -1416,16 +1411,6 @@ def gen_args(**kwargs): ] -def normalize_hybrid_list(hy_list): - new_list = [] - base = Argument("base", dict, [], [descrpt_variant_type_args()], doc="") - for ii in range(len(hy_list)): - data = base.normalize_value(hy_list[ii], trim_pattern="_*") - base.check_value(data, strict=True) - new_list.append(data) - return new_list - - def normalize_multi_task(data): # single-task or multi-task mode single_fitting_net = "fitting_net" in data["model"].keys() @@ -1640,21 +1625,9 @@ def normalize_fitting_weight(fitting_keys, data_keys, fitting_weight=None): def normalize(data): - if "hybrid" == data["model"]["descriptor"]["type"]: - data["model"]["descriptor"]["list"] = normalize_hybrid_list( - data["model"]["descriptor"]["list"] - ) - data = normalize_multi_task(data) - ma = model_args() - lra = learning_rate_args() - lrda = learning_rate_dict_args() - la = loss_args() - lda = loss_dict_args() - ta = training_args() - nvnmda = nvnmd_args() - - base = Argument("base", dict, [ma, lra, lrda, la, lda, ta, nvnmda]) + + base = Argument("base", dict, gen_args()) data = base.normalize_value(data, trim_pattern="_*") base.check_value(data, strict=True) diff --git a/source/tests/test_examples.py b/source/tests/test_examples.py index ae39276821..c2c055972d 100644 --- a/source/tests/test_examples.py +++ b/source/tests/test_examples.py @@ -22,6 +22,7 @@ p_examples / "water" / "se_e2_a_tebd" / "input.json", p_examples / "water" / "se_e2_a_mixed_prec" / "input.json", p_examples / "water" / "se_atten" / "input.json", + p_examples / "water" / "hybrid" / "input.json", p_examples / "water" / "dplr" / "train" / "dw.json", p_examples / "water" / "dplr" / "train" / "ener.json", p_examples / "nopbc" / "train" / "input.json", From de1a4746baec839dd075b69cf252b0fcb07b658f Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 26 Apr 2023 20:52:38 -0400 Subject: [PATCH 36/75] docs: fix the link to the bib file (#2485) xref: #2474 Signed-off-by: Jinzhe Zeng --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 77fc75d12f..a75c62597e 100644 --- a/README.md +++ b/README.md @@ -51,7 +51,7 @@ If you use this code in any future publications, please cite the following publi - Han Wang, Linfeng Zhang, Jiequn Han, and Weinan E. "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics." Computer Physics Communications 228 (2018): 178-184. - Jinzhe Zeng, Duo Zhang, Denghui Lu, Pinghui Mo, Zeyu Li, Yixiao Chen, Marián Rynik, Li'ang Huang, Ziyao Li, Shaochen Shi, Yingze Wang, Haotian Ye, Ping Tuo, Jiabin Yang, Ye Ding, Yifan Li, Davide Tisi, Qiyu Zeng, Han Bao, Yu Xia, Jiameng Huang, Koki Muraoka, Yibo Wang, Junhan Chang, Fengbo Yuan, Sigbjørn Løland Bore, Chun Cai, Yinnian Lin, Bo Wang, Jiayan Xu, Jia-Xin Zhu, Chenxing Luo, Yuzhi Zhang, Rhys E. A. Goodall, Wenshuo Liang, Anurag Kumar Singh, Sikai Yao, Jingchao Zhang, Renata Wentzcovitch, Jiequn Han, Jie Liu, Weile Jia, Darrin M. York, Weinan E, Roberto Car, Linfeng Zhang, Han Wang. "DeePMD-kit v2: A software package for Deep Potential models." [arXiv:2304.09409](https://doi.org/10.48550/arXiv.2304.09409). -In addition, please follow [the bib file](doc/refs.bib) to cite the methods you used. +In addition, please follow [the bib file](CITATIONS.bib) to cite the methods you used. ## Deep Potential in a nutshell The goal of Deep Potential is to employ deep learning techniques and realize an inter-atomic potential energy model that is general, accurate, computationally efficient and scalable. The key component is to respect the extensive and symmetry-invariant properties of a potential energy model by assigning a local reference frame and a local environment to each atom. Each environment contains a finite number of atoms, whose local coordinates are arranged in a symmetry-preserving way. These local coordinates are then transformed, through a sub-network, to so-called *atomic energy*. Summing up all the atomic energies gives the potential energy of the system. From 241561d20d38b8d8c2622b1045fcb22503fd1532 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 27 Apr 2023 01:42:37 -0400 Subject: [PATCH 37/75] C: support fparam/aparam for DP model devi (#2486) In addition, add tests for both the C++ API and the header-only C++ API. Signed-off-by: Jinzhe Zeng --- source/api_c/include/c_api.h | 104 +++++ source/api_c/include/deepmd.hpp | 221 +++++++++-- source/api_c/src/c_api.cc | 78 +++- .../test_deeppot_model_devi_fparam_aparam.cc | 359 ++++++++++++++++++ .../test_deeppot_model_devi_fparam_aparam.cc | 359 ++++++++++++++++++ 5 files changed, 1086 insertions(+), 35 deletions(-) create mode 100644 source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc create mode 100644 source/api_cc/tests/test_deeppot_model_devi_fparam_aparam.cc diff --git a/source/api_c/include/c_api.h b/source/api_c/include/c_api.h index a2d644a7e4..22934b4164 100644 --- a/source/api_c/include/c_api.h +++ b/source/api_c/include/c_api.h @@ -527,6 +527,97 @@ extern void DP_DeepPotModelDeviComputeNListf(DP_DeepPotModelDevi* dp, float* atomic_energy, float* atomic_virial); +/** + * @brief Evaluate the energy, force and virial by using a DP model deviation + *with neighbor list. (double version) + * @version 2 + * @param[in] dp The DP model deviation to use. + * @param[in] nframes The number of frames. Only support 1 for now. + * @param[in] natoms The number of atoms. + * @param[in] coord The coordinates of atoms. The array should be of size natoms + *x 3. + * @param[in] atype The atom types. The array should contain natoms ints. + * @param[in] box The cell of the region. The array should be of size 9. Pass + *NULL if pbc is not used. + * @param[in] nghost The number of ghost atoms. + * @param[in] nlist The neighbor list. + * @param[in] ago Update the internal neighbour list if ago is 0. + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *natoms x dim_aparam. + * @param[out] energy Output energy. + * @param[out] force Output force. The array should be of size natoms x 3. + * @param[out] virial Output virial. The array should be of size 9. + * @param[out] atomic_energy Output atomic energy. The array should be of size + *natoms. + * @param[out] atomic_virial Output atomic virial. The array should be of size + *natoms x 9. + * @warning The output arrays should be allocated before calling this function. + *Pass NULL if not required. + **/ +void DP_DeepPotModelDeviComputeNList2(DP_DeepPotModelDevi* dp, + const int nframes, + const int natoms, + const double* coord, + const int* atype, + const double* cell, + const int nghost, + const DP_Nlist* nlist, + const int ago, + const double* fparam, + const double* aparam, + double* energy, + double* force, + double* virial, + double* atomic_energy, + double* atomic_virial); +/** + * @brief Evaluate the energy, force and virial by using a DP model deviation + *with neighbor list. (float version) + * @version 2 + * @param[in] dp The DP model deviation to use. + * @param[in] nframes The number of frames. Only support 1 for now. + * @param[in] natoms The number of atoms. + * @param[in] coord The coordinates of atoms. The array should be of size natoms + *x 3. + * @param[in] atype The atom types. The array should contain natoms ints. + * @param[in] box The cell of the region. The array should be of size 9. Pass + *NULL if pbc is not used. + * @param[in] nghost The number of ghost atoms. + * @param[in] nlist The neighbor list. + * @param[in] ago Update the internal neighbour list if ago is 0. + * @param[in] fparam The frame parameters. The array can be of size nframes x + *dim_fparam. + * @param[in] aparam The atom parameters. The array can be of size nframes x + *natoms x dim_aparam. + * @param[out] energy Output energy. + * @param[out] force Output force. The array should be of size natoms x 3. + * @param[out] virial Output virial. The array should be of size 9. + * @param[out] atomic_energy Output atomic energy. The array should be of size + *natoms. + * @param[out] atomic_virial Output atomic virial. The array should be of size + *natoms x 9. + * @warning The output arrays should be allocated before calling this function. + *Pass NULL if not required. + **/ +void DP_DeepPotModelDeviComputeNListf2(DP_DeepPotModelDevi* dp, + const int nframes, + const int natoms, + const float* coord, + const int* atype, + const float* cell, + const int nghost, + const DP_Nlist* nlist, + const int ago, + const float* fparam, + const float* aparam, + double* energy, + float* force, + float* virial, + float* atomic_energy, + float* atomic_virial); + /** * @brief Get the type map of a DP model deviation. * @param[in] dp The DP model deviation to use. @@ -584,6 +675,19 @@ int DP_DeepPotGetDimAParam(DP_DeepPot* dp); */ const char* DP_DeepPotGetTypeMap(DP_DeepPot* dp); +/** + * @brief Get the dimension of frame parameters of a DP Model Deviation. + * @param[in] dp The DP Model Deviation to use. + * @return The dimension of frame parameters of the DP Model Deviation. + */ +int DP_DeepPotModelDeviGetDimFParam(DP_DeepPotModelDevi* dp); +/** + * @brief Get the dimension of atomic parameters of a DP Model Deviation. + * @param[in] dp The DP Model Deviation to use. + * @return The dimension of atomic parameters of the DP Model Deviation. + */ +int DP_DeepPotModelDeviGetDimAParam(DP_DeepPotModelDevi* dp); + /** * @brief The deep tensor. **/ diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index bb5997883a..fca0681447 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -213,6 +213,8 @@ inline void _DP_DeepPotModelDeviComputeNList(DP_DeepPotModelDevi *dp, const int nghost, const DP_Nlist *nlist, const int ago, + const FPTYPE *fparam, + const FPTYPE *aparam, double *energy, FPTYPE *force, FPTYPE *virial, @@ -228,14 +230,16 @@ inline void _DP_DeepPotModelDeviComputeNList(DP_DeepPotModelDevi *dp, const int nghost, const DP_Nlist *nlist, const int ago, + const double *fparam, + const double *aparam, double *energy, double *force, double *virial, double *atomic_energy, double *atomic_virial) { - DP_DeepPotModelDeviComputeNList(dp, natom, coord, atype, cell, nghost, nlist, - ago, energy, force, virial, atomic_energy, - atomic_virial); + DP_DeepPotModelDeviComputeNList2(dp, 1, natom, coord, atype, cell, nghost, + nlist, ago, fparam, aparam, energy, force, + virial, atomic_energy, atomic_virial); } template <> @@ -247,14 +251,16 @@ inline void _DP_DeepPotModelDeviComputeNList(DP_DeepPotModelDevi *dp, const int nghost, const DP_Nlist *nlist, const int ago, + const float *fparam, + const float *aparam, double *energy, float *force, float *virial, float *atomic_energy, float *atomic_virial) { - DP_DeepPotModelDeviComputeNListf(dp, natom, coord, atype, cell, nghost, nlist, - ago, energy, force, virial, atomic_energy, - atomic_virial); + DP_DeepPotModelDeviComputeNListf2(dp, 1, natom, coord, atype, cell, nghost, + nlist, ago, fparam, aparam, energy, force, + virial, atomic_energy, atomic_virial); } template @@ -1091,6 +1097,8 @@ class DeepPotModelDevi { dp = DP_NewDeepPotModelDevi(cstrings.data(), cstrings.size()); DP_CHECK_OK(DP_DeepPotModelDeviCheckOK, dp); numb_models = models.size(); + dfparam = DP_DeepPotModelDeviGetDimFParam(dp); + daparam = DP_DeepPotModelDeviGetDimAParam(dp); }; /** @@ -1106,16 +1114,20 @@ class DeepPotModelDevi { *x 9 (PBC) or empty (no PBC). **/ template - void compute(std::vector &ener, - std::vector> &force, - std::vector> &virial, - const std::vector &coord, - const std::vector &atype, - const std::vector &box, - const int nghost, - const InputNlist &lmp_list, - const int &ago) { + void compute( + std::vector &ener, + std::vector> &force, + std::vector> &virial, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const int nghost, + const InputNlist &lmp_list, + const int &ago, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size(); + unsigned int nframes = 1; assert(natoms * 3 == coord.size()); if (!box.empty()) { assert(box.size() == 9); @@ -1131,10 +1143,16 @@ class DeepPotModelDevi { double *ener_ = &energy_flat[0]; VALUETYPE *force_ = &force_flat[0]; VALUETYPE *virial_ = &virial_flat[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms - nghost, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, (natoms - nghost) * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotModelDeviComputeNList( - dp, natoms, coord_, atype_, box_, nghost, lmp_list.nl, ago, ener_, - force_, virial_, nullptr, nullptr); + dp, natoms, coord_, atype_, box_, nghost, lmp_list.nl, ago, fparam__, + aparam__, ener_, force_, virial_, nullptr, nullptr); DP_CHECK_OK(DP_DeepPotModelDeviCheckOK, dp); // reshape @@ -1165,18 +1183,22 @@ class DeepPotModelDevi { *x 9 (PBC) or empty (no PBC). **/ template - void compute(std::vector &ener, - std::vector> &force, - std::vector> &virial, - std::vector> &atom_energy, - std::vector> &atom_virial, - const std::vector &coord, - const std::vector &atype, - const std::vector &box, - const int nghost, - const InputNlist &lmp_list, - const int &ago) { + void compute( + std::vector &ener, + std::vector> &force, + std::vector> &virial, + std::vector> &atom_energy, + std::vector> &atom_virial, + const std::vector &coord, + const std::vector &atype, + const std::vector &box, + const int nghost, + const InputNlist &lmp_list, + const int &ago, + const std::vector &fparam = std::vector(), + const std::vector &aparam = std::vector()) { unsigned int natoms = atype.size(); + unsigned int nframes = 1; assert(natoms * 3 == coord.size()); if (!box.empty()) { assert(box.size() == 9); @@ -1195,10 +1217,16 @@ class DeepPotModelDevi { VALUETYPE *virial_ = &virial_flat[0]; VALUETYPE *atomic_ener_ = &atom_energy_flat[0]; VALUETYPE *atomic_virial_ = &atom_virial_flat[0]; + std::vector fparam_, aparam_; + validate_fparam_aparam(nframes, natoms - nghost, fparam, aparam); + tile_fparam_aparam(fparam_, nframes, dfparam, fparam); + tile_fparam_aparam(aparam_, nframes, (natoms - nghost) * daparam, aparam); + const VALUETYPE *fparam__ = !fparam_.empty() ? &fparam_[0] : nullptr; + const VALUETYPE *aparam__ = !aparam_.empty() ? &aparam_[0] : nullptr; _DP_DeepPotModelDeviComputeNList( - dp, natoms, coord_, atype_, box_, nghost, lmp_list.nl, ago, ener_, - force_, virial_, atomic_ener_, atomic_virial_); + dp, natoms, coord_, atype_, box_, nghost, lmp_list.nl, ago, fparam__, + aparam__, ener_, force_, virial_, atomic_ener_, atomic_virial_); DP_CHECK_OK(DP_DeepPotModelDeviCheckOK, dp); // reshape @@ -1238,10 +1266,143 @@ class DeepPotModelDevi { assert(dp); return DP_DeepPotModelDeviGetNumbTypes(dp); }; + /** + * @brief Get the dimension of the frame parameter. + * @return The dimension of the frame parameter. + **/ + int dim_fparam() const { + assert(dp); + return dfparam; + } + /** + * @brief Get the dimension of the atomic parameter. + * @return The dimension of the atomic parameter. + **/ + int dim_aparam() const { + assert(dp); + return daparam; + } + /** + * @brief Compute the average energy. + * @param[out] dener The average energy. + * @param[in] all_energy The energies of all models. + **/ + template + void compute_avg(VALUETYPE &dener, const std::vector &all_energy) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; + /** + * @brief Compute the average of vectors. + * @param[out] avg The average of vectors. + * @param[in] xx The vectors of all models. + **/ + template + void compute_avg(std::vector &avg, + const std::vector> &xx) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; + /** + * @brief Compute the standard deviation of vectors. + * @param[out] std The standard deviation of vectors. + * @param[in] avg The average of vectors. + * @param[in] xx The vectors of all models. + * @param[in] stride The stride to compute the deviation. + **/ + template + void compute_std(std::vector &std, + const std::vector &avg, + const std::vector> &xx, + const int &stride) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; + /** + * @brief Compute the relative standard deviation of vectors. + * @param[out] std The standard deviation of vectors. + * @param[in] avg The average of vectors. + * @param[in] eps The level parameter for computing the deviation. + * @param[in] stride The stride to compute the deviation. + **/ + template + void compute_relative_std(std::vector &std, + const std::vector &avg, + const VALUETYPE eps, + const int &stride) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; + /** + * @brief Compute the standard deviation of atomic energies. + * @param[out] std The standard deviation of atomic energies. + * @param[in] avg The average of atomic energies. + * @param[in] xx The vectors of all atomic energies. + **/ + template + void compute_std_e(std::vector &std, + const std::vector &avg, + const std::vector> &xx) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; + /** + * @brief Compute the standard deviation of forces. + * @param[out] std The standard deviation of forces. + * @param[in] avg The average of forces. + * @param[in] xx The vectors of all forces. + **/ + template + void compute_std_f(std::vector &std, + const std::vector &avg, + const std::vector> &xx) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; + /** + * @brief Compute the relative standard deviation of forces. + * @param[out] std The relative standard deviation of forces. + * @param[in] avg The relative average of forces. + * @param[in] eps The level parameter for computing the deviation. + **/ + template + void compute_relative_std_f(std::vector &std, + const std::vector &avg, + const VALUETYPE eps) { + throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + }; private: DP_DeepPotModelDevi *dp; int numb_models; + int dfparam; + int daparam; + template + void validate_fparam_aparam(const int &nframes, + const int &nloc, + const std::vector &fparam, + const std::vector &aparam) const { + if (fparam.size() != dfparam && fparam.size() != nframes * dfparam) { + throw deepmd::hpp::deepmd_exception( + "the dim of frame parameter provided is not consistent with what the " + "model uses"); + } + + if (aparam.size() != daparam * nloc && + aparam.size() != nframes * daparam * nloc) { + throw deepmd::hpp::deepmd_exception( + "the dim of atom parameter provided is not consistent with what the " + "model uses"); + } + } + template + void tile_fparam_aparam(std::vector &out_param, + const int &nframes, + const int &dparam, + const std::vector ¶m) const { + if (param.size() == dparam) { + out_param.resize(nframes * dparam); + for (int ii = 0; ii < nframes; ++ii) { + std::copy(param.begin(), param.end(), out_param.begin() + ii * dparam); + } + } else if (param.size() == nframes * dparam) { + out_param = param; + } + } }; /** diff --git a/source/api_c/src/c_api.cc b/source/api_c/src/c_api.cc index ed764171f9..766bbcb53b 100644 --- a/source/api_c/src/c_api.cc +++ b/source/api_c/src/c_api.cc @@ -336,6 +336,7 @@ inline void flatten_vector(std::vector& onedv, template void DP_DeepPotModelDeviComputeNList_variant(DP_DeepPotModelDevi* dp, + const int nframes, const int natoms, const VALUETYPE* coord, const int* atype, @@ -343,11 +344,14 @@ void DP_DeepPotModelDeviComputeNList_variant(DP_DeepPotModelDevi* dp, const int nghost, const DP_Nlist* nlist, const int ago, + const VALUETYPE* fparam, + const VALUETYPE* aparam, double* energy, VALUETYPE* force, VALUETYPE* virial, VALUETYPE* atomic_energy, VALUETYPE* atomic_virial) { + if (nframes > 1) throw std::runtime_error("nframes > 1 not supported yet"); // init C++ vectors from C arrays std::vector coord_(coord, coord + natoms * 3); std::vector atype_(atype, atype + natoms); @@ -356,12 +360,20 @@ void DP_DeepPotModelDeviComputeNList_variant(DP_DeepPotModelDevi* dp, // pbc cell_.assign(cell, cell + 9); } + std::vector fparam_; + if (fparam) { + fparam_.assign(fparam, fparam + dp->dfparam); + } + std::vector aparam_; + if (aparam) { + aparam_.assign(aparam, aparam + (natoms - nghost) * dp->daparam); + } // different from DeepPot std::vector e; std::vector> f, v, ae, av; DP_REQUIRES_OK(dp, dp->dp.compute(e, f, v, ae, av, coord_, atype_, cell_, - nghost, nlist->nl, ago)); + nghost, nlist->nl, ago, fparam_, aparam_)); // 2D vector to 2D array, flatten first if (energy) { std::copy(e.begin(), e.end(), energy); @@ -390,6 +402,7 @@ void DP_DeepPotModelDeviComputeNList_variant(DP_DeepPotModelDevi* dp, template void DP_DeepPotModelDeviComputeNList_variant( DP_DeepPotModelDevi* dp, + const int nframes, const int natoms, const double* coord, const int* atype, @@ -397,6 +410,8 @@ template void DP_DeepPotModelDeviComputeNList_variant( const int nghost, const DP_Nlist* nlist, const int ago, + const double* fparam, + const double* aparam, double* energy, double* force, double* virial, @@ -405,6 +420,7 @@ template void DP_DeepPotModelDeviComputeNList_variant( template void DP_DeepPotModelDeviComputeNList_variant( DP_DeepPotModelDevi* dp, + const int nframes, const int natoms, const float* coord, const int* atype, @@ -412,6 +428,8 @@ template void DP_DeepPotModelDeviComputeNList_variant( const int nghost, const DP_Nlist* nlist, const int ago, + const float* fparam, + const float* aparam, double* energy, float* force, float* virial, @@ -936,8 +954,8 @@ void DP_DeepPotModelDeviComputeNList(DP_DeepPotModelDevi* dp, double* atomic_energy, double* atomic_virial) { DP_DeepPotModelDeviComputeNList_variant( - dp, natoms, coord, atype, cell, nghost, nlist, ago, energy, force, virial, - atomic_energy, atomic_virial); + dp, 1, natoms, coord, atype, cell, nghost, nlist, ago, NULL, NULL, energy, + force, virial, atomic_energy, atomic_virial); } void DP_DeepPotModelDeviComputeNListf(DP_DeepPotModelDevi* dp, @@ -954,8 +972,50 @@ void DP_DeepPotModelDeviComputeNListf(DP_DeepPotModelDevi* dp, float* atomic_energy, float* atomic_virial) { DP_DeepPotModelDeviComputeNList_variant( - dp, natoms, coord, atype, cell, nghost, nlist, ago, energy, force, virial, - atomic_energy, atomic_virial); + dp, 1, natoms, coord, atype, cell, nghost, nlist, ago, NULL, NULL, energy, + force, virial, atomic_energy, atomic_virial); +} + +void DP_DeepPotModelDeviComputeNList2(DP_DeepPotModelDevi* dp, + const int nframes, + const int natoms, + const double* coord, + const int* atype, + const double* cell, + const int nghost, + const DP_Nlist* nlist, + const int ago, + const double* fparam, + const double* aparam, + double* energy, + double* force, + double* virial, + double* atomic_energy, + double* atomic_virial) { + DP_DeepPotModelDeviComputeNList_variant( + dp, nframes, natoms, coord, atype, cell, nghost, nlist, ago, fparam, + aparam, energy, force, virial, atomic_energy, atomic_virial); +} + +void DP_DeepPotModelDeviComputeNListf2(DP_DeepPotModelDevi* dp, + const int nframes, + const int natoms, + const float* coord, + const int* atype, + const float* cell, + const int nghost, + const DP_Nlist* nlist, + const int ago, + const float* fparam, + const float* aparam, + double* energy, + float* force, + float* virial, + float* atomic_energy, + float* atomic_virial) { + DP_DeepPotModelDeviComputeNList_variant( + dp, nframes, natoms, coord, atype, cell, nghost, nlist, ago, fparam, + aparam, energy, force, virial, atomic_energy, atomic_virial); } double DP_DeepPotModelDeviGetCutoff(DP_DeepPotModelDevi* dp) { @@ -966,6 +1026,14 @@ int DP_DeepPotModelDeviGetNumbTypes(DP_DeepPotModelDevi* dp) { return dp->dp.numb_types(); } +int DP_DeepPotModelDeviGetDimFParam(DP_DeepPotModelDevi* dp) { + return dp->dfparam; +} + +int DP_DeepPotModelDeviGetDimAParam(DP_DeepPotModelDevi* dp) { + return dp->daparam; +} + const char* DP_DeepPotModelDeviCheckOK(DP_DeepPotModelDevi* dp) { return string_to_char(dp->exception); } diff --git a/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc b/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc new file mode 100644 index 0000000000..778b318220 --- /dev/null +++ b/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc @@ -0,0 +1,359 @@ +#include +#include +#include +#include + +#include +#include +#include +#include + +#include "deepmd.hpp" +#include "test_utils.h" + +template +class TestInferDeepPotModeDeviFparamAparam : public ::testing::Test { + protected: + std::vector coord = {12.83, 2.56, 2.18, 12.09, 2.87, 2.74, + 00.25, 3.32, 1.68, 3.36, 3.00, 1.81, + 3.51, 2.51, 2.60, 4.27, 3.22, 1.56}; + std::vector atype = {0, 1, 1, 0, 1, 1}; + std::vector box = {13., 0., 0., 0., 13., 0., 0., 0., 13.}; + std::vector fparam = {0.25852028}; + std::vector aparam = {0.25852028, 0.25852028, 0.25852028, + 0.25852028, 0.25852028, 0.25852028}; + int natoms; + + deepmd::hpp::DeepPot dp0; + deepmd::hpp::DeepPot dp1; + deepmd::hpp::DeepPotModelDevi dp_md; + + void SetUp() override { + { + std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + deepmd::hpp::convert_pbtxt_to_pb("../../tests/infer/fparam_aparam.pbtxt", + "fparam_aparam.pb"); + dp0.init("fparam_aparam.pb"); + } + { + // std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + // deepmd::hpp::convert_pbtxt_to_pb("../../tests/infer/fparam_aparam.pbtxt", + // "fparam_aparam.pb"); + dp1.init("fparam_aparam.pb"); + } + dp_md.init( + std::vector({"fparam_aparam.pb", "fparam_aparam.pb"})); + }; + + void TearDown() override { + remove("fparam_aparam.pb"); + // remove("fparam_aparam.pb"); + }; +}; + +TYPED_TEST_SUITE(TestInferDeepPotModeDeviFparamAparam, ValueTypes); + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, attrs) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::hpp::DeepPot& dp0 = this->dp0; + deepmd::hpp::DeepPot& dp1 = this->dp1; + deepmd::hpp::DeepPotModelDevi& dp_md = this->dp_md; + EXPECT_EQ(dp0.cutoff(), dp_md.cutoff()); + EXPECT_EQ(dp0.numb_types(), dp_md.numb_types()); + EXPECT_EQ(dp0.dim_fparam(), dp_md.dim_fparam()); + EXPECT_EQ(dp0.dim_aparam(), dp_md.dim_aparam()); + EXPECT_EQ(dp1.cutoff(), dp_md.cutoff()); + EXPECT_EQ(dp1.numb_types(), dp_md.numb_types()); + EXPECT_EQ(dp1.dim_fparam(), dp_md.dim_fparam()); + EXPECT_EQ(dp1.dim_aparam(), dp_md.dim_aparam()); +} + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::hpp::DeepPot& dp0 = this->dp0; + deepmd::hpp::DeepPot& dp1 = this->dp1; + deepmd::hpp::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd; + dp0.compute(edir[0], fdir_[0], vdir[0], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp1.compute(edir[1], fdir_[1], vdir[1], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp_md.compute(emd, fmd_, vmd, coord_cpy, atype_cpy, box, nall - nloc, inlist, + 0, fparam, aparam); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + } + + EXPECT_EQ(edir.size(), emd.size()); + EXPECT_EQ(fdir.size(), fmd.size()); + EXPECT_EQ(vdir.size(), vmd.size()); + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_EQ(fdir[kk].size(), fmd[kk].size()); + EXPECT_EQ(vdir[kk].size(), vmd[kk].size()); + } + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_LT(fabs(edir[kk] - emd[kk]), EPSILON); + for (int ii = 0; ii < fdir[0].size(); ++ii) { + EXPECT_LT(fabs(fdir[kk][ii] - fmd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < vdir[0].size(); ++ii) { + EXPECT_LT(fabs(vdir[kk][ii] - vmd[kk][ii]), EPSILON); + } + } +} + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::hpp::DeepPot& dp0 = this->dp0; + deepmd::hpp::DeepPot& dp1 = this->dp1; + deepmd::hpp::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd, aedir(nmodel), aemd, avdir(nmodel), + avdir_(nmodel), avmd(nmodel), avmd_; + dp0.compute(edir[0], fdir_[0], vdir[0], aedir[0], avdir_[0], coord_cpy, + atype_cpy, box, nall - nloc, inlist, 0, fparam, aparam); + dp1.compute(edir[1], fdir_[1], vdir[1], aedir[1], avdir_[1], coord_cpy, + atype_cpy, box, nall - nloc, inlist, 0, fparam, aparam); + dp_md.compute(emd, fmd_, vmd, aemd, avmd_, coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + _fold_back(avdir[kk], avdir_[kk], mapping, nloc, nall, 9); + _fold_back(avmd[kk], avmd_[kk], mapping, nloc, nall, 9); + } + + EXPECT_EQ(edir.size(), emd.size()); + EXPECT_EQ(fdir.size(), fmd.size()); + EXPECT_EQ(vdir.size(), vmd.size()); + EXPECT_EQ(aedir.size(), aemd.size()); + EXPECT_EQ(avdir.size(), avmd.size()); + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_EQ(fdir[kk].size(), fmd[kk].size()); + EXPECT_EQ(vdir[kk].size(), vmd[kk].size()); + EXPECT_EQ(aedir[kk].size(), aemd[kk].size()); + EXPECT_EQ(avdir[kk].size(), avmd[kk].size()); + } + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_LT(fabs(edir[kk] - emd[kk]), EPSILON); + for (int ii = 0; ii < fdir[0].size(); ++ii) { + EXPECT_LT(fabs(fdir[kk][ii] - fmd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < vdir[0].size(); ++ii) { + EXPECT_LT(fabs(vdir[kk][ii] - vmd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < aedir[0].size(); ++ii) { + EXPECT_LT(fabs(aedir[kk][ii] - aemd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < avdir[0].size(); ++ii) { + EXPECT_LT(fabs(avdir[kk][ii] - avmd[kk][ii]), EPSILON); + } + } +} + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_std) { + GTEST_SKIP() << "Skip until compute_avg implemented"; + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::hpp::DeepPot& dp0 = this->dp0; + deepmd::hpp::DeepPot& dp1 = this->dp1; + deepmd::hpp::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd; + std::vector > aemd(nmodel), aemd_, avmd(nmodel), avmd_; + dp0.compute(edir[0], fdir_[0], vdir[0], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp1.compute(edir[1], fdir_[1], vdir[1], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp_md.compute(emd, fmd_, vmd, aemd_, avmd_, coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + _fold_back(avmd[kk], avmd_[kk], mapping, nloc, nall, 9); + aemd[kk].resize(nloc); + for (int ii = 0; ii < nloc; ++ii) { + aemd[kk][ii] = aemd_[kk][ii]; + } + } + + // dp compute std e + std::vector avg_e, std_e; + dp_md.compute_avg(avg_e, aemd); + dp_md.compute_std_e(std_e, avg_e, aemd); + + // manual compute std e + std::vector manual_avg_e(nloc); + std::vector manual_std_e(nloc); + for (int ii = 0; ii < nloc; ++ii) { + double avg_e(0.0); + for (int kk = 0; kk < nmodel; ++kk) { + avg_e += aemd[kk][ii]; + } + avg_e /= nmodel; + manual_avg_e[ii] = avg_e; + double std = 0; + for (int kk = 0; kk < nmodel; ++kk) { + std += (aemd[kk][ii] - avg_e) * (aemd[kk][ii] - avg_e); + } + std = sqrt(std / nmodel); + manual_std_e[ii] = std; + } + EXPECT_EQ(manual_std_e.size(), std_e.size()); + for (int ii = 0; ii < std_e.size(); ++ii) { + EXPECT_LT(fabs(manual_avg_e[ii] - avg_e[ii]), EPSILON); + EXPECT_LT(fabs(manual_std_e[ii] - std_e[ii]), EPSILON); + } + + // dp compute std f + std::vector avg_f, std_f; + dp_md.compute_avg(avg_f, fmd); + dp_md.compute_std_f(std_f, avg_f, fmd); + + // manual compute std f + std::vector manual_std_f(nloc); + std::vector manual_rel_std_f(nloc); + VALUETYPE eps = 0.2; + EXPECT_EQ(fmd[0].size(), nloc * 3); + for (int ii = 0; ii < nloc; ++ii) { + std::vector avg_f(3, 0.0); + for (int dd = 0; dd < 3; ++dd) { + for (int kk = 0; kk < nmodel; ++kk) { + avg_f[dd] += fmd[kk][ii * 3 + dd]; + } + avg_f[dd] /= (nmodel)*1.0; + } + VALUETYPE std = 0.; + for (int kk = 0; kk < nmodel; ++kk) { + for (int dd = 0; dd < 3; ++dd) { + VALUETYPE tmp = fmd[kk][ii * 3 + dd] - avg_f[dd]; + std += tmp * tmp; + } + } + VALUETYPE f_norm = 0; + for (int dd = 0; dd < 3; ++dd) { + f_norm += avg_f[dd] * avg_f[dd]; + } + f_norm = sqrt(f_norm); + std /= nmodel * 1.0; + manual_std_f[ii] = sqrt(std); + manual_rel_std_f[ii] = manual_std_f[ii] / (f_norm + eps); + } + + EXPECT_EQ(manual_std_f.size(), std_f.size()); + for (int ii = 0; ii < std_f.size(); ++ii) { + EXPECT_LT(fabs(manual_std_f[ii] - std_f[ii]), EPSILON); + } + dp_md.compute_relative_std_f(std_f, avg_f, eps); + EXPECT_EQ(manual_std_f.size(), std_f.size()); + for (int ii = 0; ii < std_f.size(); ++ii) { + EXPECT_LT(fabs(manual_rel_std_f[ii] - std_f[ii]), EPSILON); + } +} + +template +inline VALUETYPE mymax(const std::vector& xx) { + VALUETYPE ret = 0; + for (int ii = 0; ii < xx.size(); ++ii) { + if (xx[ii] > ret) { + ret = xx[ii]; + } + } + return ret; +}; +template +inline VALUETYPE mymin(const std::vector& xx) { + VALUETYPE ret = 1e10; + for (int ii = 0; ii < xx.size(); ++ii) { + if (xx[ii] < ret) { + ret = xx[ii]; + } + } + return ret; +}; +template +inline VALUETYPE myavg(const std::vector& xx) { + VALUETYPE ret = 0; + for (int ii = 0; ii < xx.size(); ++ii) { + ret += xx[ii]; + } + return (ret / xx.size()); +}; +template +inline VALUETYPE mystd(const std::vector& xx) { + VALUETYPE ret = 0; + for (int ii = 0; ii < xx.size(); ++ii) { + ret += xx[ii] * xx[ii]; + } + return sqrt(ret / xx.size()); +}; diff --git a/source/api_cc/tests/test_deeppot_model_devi_fparam_aparam.cc b/source/api_cc/tests/test_deeppot_model_devi_fparam_aparam.cc new file mode 100644 index 0000000000..e0f650ecf6 --- /dev/null +++ b/source/api_cc/tests/test_deeppot_model_devi_fparam_aparam.cc @@ -0,0 +1,359 @@ +#include +#include +#include +#include + +#include +#include +#include +#include + +#include "DeepPot.h" +#include "neighbor_list.h" +#include "test_utils.h" + +template +class TestInferDeepPotModeDeviFparamAparam : public ::testing::Test { + protected: + std::vector coord = {12.83, 2.56, 2.18, 12.09, 2.87, 2.74, + 00.25, 3.32, 1.68, 3.36, 3.00, 1.81, + 3.51, 2.51, 2.60, 4.27, 3.22, 1.56}; + std::vector atype = {0, 1, 1, 0, 1, 1}; + std::vector box = {13., 0., 0., 0., 13., 0., 0., 0., 13.}; + std::vector fparam = {0.25852028}; + std::vector aparam = {0.25852028, 0.25852028, 0.25852028, + 0.25852028, 0.25852028, 0.25852028}; + int natoms; + + deepmd::DeepPot dp0; + deepmd::DeepPot dp1; + deepmd::DeepPotModelDevi dp_md; + + void SetUp() override { + { + std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + deepmd::convert_pbtxt_to_pb("../../tests/infer/fparam_aparam.pbtxt", + "fparam_aparam.pb"); + dp0.init("fparam_aparam.pb"); + } + { + // std::string file_name = "../../tests/infer/fparam_aparam.pbtxt"; + // deepmd::convert_pbtxt_to_pb("../../tests/infer/fparam_aparam.pbtxt", + // "fparam_aparam.pb"); + dp1.init("fparam_aparam.pb"); + } + dp_md.init( + std::vector({"fparam_aparam.pb", "fparam_aparam.pb"})); + }; + + void TearDown() override { + remove("fparam_aparam.pb"); + // remove("fparam_aparam.pb"); + }; +}; + +TYPED_TEST_SUITE(TestInferDeepPotModeDeviFparamAparam, ValueTypes); + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, attrs) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::DeepPot& dp0 = this->dp0; + deepmd::DeepPot& dp1 = this->dp1; + deepmd::DeepPotModelDevi& dp_md = this->dp_md; + EXPECT_EQ(dp0.cutoff(), dp_md.cutoff()); + EXPECT_EQ(dp0.numb_types(), dp_md.numb_types()); + EXPECT_EQ(dp0.dim_fparam(), dp_md.dim_fparam()); + EXPECT_EQ(dp0.dim_aparam(), dp_md.dim_aparam()); + EXPECT_EQ(dp1.cutoff(), dp_md.cutoff()); + EXPECT_EQ(dp1.numb_types(), dp_md.numb_types()); + EXPECT_EQ(dp1.dim_fparam(), dp_md.dim_fparam()); + EXPECT_EQ(dp1.dim_aparam(), dp_md.dim_aparam()); +} + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::DeepPot& dp0 = this->dp0; + deepmd::DeepPot& dp1 = this->dp1; + deepmd::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd; + dp0.compute(edir[0], fdir_[0], vdir[0], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp1.compute(edir[1], fdir_[1], vdir[1], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp_md.compute(emd, fmd_, vmd, coord_cpy, atype_cpy, box, nall - nloc, inlist, + 0, fparam, aparam); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + } + + EXPECT_EQ(edir.size(), emd.size()); + EXPECT_EQ(fdir.size(), fmd.size()); + EXPECT_EQ(vdir.size(), vmd.size()); + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_EQ(fdir[kk].size(), fmd[kk].size()); + EXPECT_EQ(vdir[kk].size(), vmd[kk].size()); + } + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_LT(fabs(edir[kk] - emd[kk]), EPSILON); + for (int ii = 0; ii < fdir[0].size(); ++ii) { + EXPECT_LT(fabs(fdir[kk][ii] - fmd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < vdir[0].size(); ++ii) { + EXPECT_LT(fabs(vdir[kk][ii] - vmd[kk][ii]), EPSILON); + } + } +} + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_atomic) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::DeepPot& dp0 = this->dp0; + deepmd::DeepPot& dp1 = this->dp1; + deepmd::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd, aedir(nmodel), aemd, avdir(nmodel), + avdir_(nmodel), avmd(nmodel), avmd_; + dp0.compute(edir[0], fdir_[0], vdir[0], aedir[0], avdir_[0], coord_cpy, + atype_cpy, box, nall - nloc, inlist, 0, fparam, aparam); + dp1.compute(edir[1], fdir_[1], vdir[1], aedir[1], avdir_[1], coord_cpy, + atype_cpy, box, nall - nloc, inlist, 0, fparam, aparam); + dp_md.compute(emd, fmd_, vmd, aemd, avmd_, coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + _fold_back(avdir[kk], avdir_[kk], mapping, nloc, nall, 9); + _fold_back(avmd[kk], avmd_[kk], mapping, nloc, nall, 9); + } + + EXPECT_EQ(edir.size(), emd.size()); + EXPECT_EQ(fdir.size(), fmd.size()); + EXPECT_EQ(vdir.size(), vmd.size()); + EXPECT_EQ(aedir.size(), aemd.size()); + EXPECT_EQ(avdir.size(), avmd.size()); + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_EQ(fdir[kk].size(), fmd[kk].size()); + EXPECT_EQ(vdir[kk].size(), vmd[kk].size()); + EXPECT_EQ(aedir[kk].size(), aemd[kk].size()); + EXPECT_EQ(avdir[kk].size(), avmd[kk].size()); + } + for (int kk = 0; kk < nmodel; ++kk) { + EXPECT_LT(fabs(edir[kk] - emd[kk]), EPSILON); + for (int ii = 0; ii < fdir[0].size(); ++ii) { + EXPECT_LT(fabs(fdir[kk][ii] - fmd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < vdir[0].size(); ++ii) { + EXPECT_LT(fabs(vdir[kk][ii] - vmd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < aedir[0].size(); ++ii) { + EXPECT_LT(fabs(aedir[kk][ii] - aemd[kk][ii]), EPSILON); + } + for (int ii = 0; ii < avdir[0].size(); ++ii) { + EXPECT_LT(fabs(avdir[kk][ii] - avmd[kk][ii]), EPSILON); + } + } +} + +TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_std) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + std::vector& fparam = this->fparam; + std::vector& aparam = this->aparam; + int& natoms = this->natoms; + deepmd::DeepPot& dp0 = this->dp0; + deepmd::DeepPot& dp1 = this->dp1; + deepmd::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd; + std::vector > aemd(nmodel), aemd_, avmd(nmodel), avmd_; + dp0.compute(edir[0], fdir_[0], vdir[0], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp1.compute(edir[1], fdir_[1], vdir[1], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + dp_md.compute(emd, fmd_, vmd, aemd_, avmd_, coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0, fparam, aparam); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + _fold_back(avmd[kk], avmd_[kk], mapping, nloc, nall, 9); + aemd[kk].resize(nloc); + for (int ii = 0; ii < nloc; ++ii) { + aemd[kk][ii] = aemd_[kk][ii]; + } + } + + // dp compute std e + std::vector avg_e, std_e; + dp_md.compute_avg(avg_e, aemd); + dp_md.compute_std_e(std_e, avg_e, aemd); + + // manual compute std e + std::vector manual_avg_e(nloc); + std::vector manual_std_e(nloc); + for (int ii = 0; ii < nloc; ++ii) { + double avg_e(0.0); + for (int kk = 0; kk < nmodel; ++kk) { + avg_e += aemd[kk][ii]; + } + avg_e /= nmodel; + manual_avg_e[ii] = avg_e; + double std = 0; + for (int kk = 0; kk < nmodel; ++kk) { + std += (aemd[kk][ii] - avg_e) * (aemd[kk][ii] - avg_e); + } + std = sqrt(std / nmodel); + manual_std_e[ii] = std; + } + EXPECT_EQ(manual_std_e.size(), std_e.size()); + for (int ii = 0; ii < std_e.size(); ++ii) { + EXPECT_LT(fabs(manual_avg_e[ii] - avg_e[ii]), EPSILON); + EXPECT_LT(fabs(manual_std_e[ii] - std_e[ii]), EPSILON); + } + + // dp compute std f + std::vector avg_f, std_f; + dp_md.compute_avg(avg_f, fmd); + dp_md.compute_std_f(std_f, avg_f, fmd); + + // manual compute std f + std::vector manual_std_f(nloc); + std::vector manual_rel_std_f(nloc); + VALUETYPE eps = 0.2; + EXPECT_EQ(fmd[0].size(), nloc * 3); + for (int ii = 0; ii < nloc; ++ii) { + std::vector avg_f(3, 0.0); + for (int dd = 0; dd < 3; ++dd) { + for (int kk = 0; kk < nmodel; ++kk) { + avg_f[dd] += fmd[kk][ii * 3 + dd]; + } + avg_f[dd] /= (nmodel)*1.0; + } + VALUETYPE std = 0.; + for (int kk = 0; kk < nmodel; ++kk) { + for (int dd = 0; dd < 3; ++dd) { + VALUETYPE tmp = fmd[kk][ii * 3 + dd] - avg_f[dd]; + std += tmp * tmp; + } + } + VALUETYPE f_norm = 0; + for (int dd = 0; dd < 3; ++dd) { + f_norm += avg_f[dd] * avg_f[dd]; + } + f_norm = sqrt(f_norm); + std /= nmodel * 1.0; + manual_std_f[ii] = sqrt(std); + manual_rel_std_f[ii] = manual_std_f[ii] / (f_norm + eps); + } + + EXPECT_EQ(manual_std_f.size(), std_f.size()); + for (int ii = 0; ii < std_f.size(); ++ii) { + EXPECT_LT(fabs(manual_std_f[ii] - std_f[ii]), EPSILON); + } + dp_md.compute_relative_std_f(std_f, avg_f, eps); + EXPECT_EQ(manual_std_f.size(), std_f.size()); + for (int ii = 0; ii < std_f.size(); ++ii) { + EXPECT_LT(fabs(manual_rel_std_f[ii] - std_f[ii]), EPSILON); + } +} + +template +inline VALUETYPE mymax(const std::vector& xx) { + VALUETYPE ret = 0; + for (int ii = 0; ii < xx.size(); ++ii) { + if (xx[ii] > ret) { + ret = xx[ii]; + } + } + return ret; +}; +template +inline VALUETYPE mymin(const std::vector& xx) { + VALUETYPE ret = 1e10; + for (int ii = 0; ii < xx.size(); ++ii) { + if (xx[ii] < ret) { + ret = xx[ii]; + } + } + return ret; +}; +template +inline VALUETYPE myavg(const std::vector& xx) { + VALUETYPE ret = 0; + for (int ii = 0; ii < xx.size(); ++ii) { + ret += xx[ii]; + } + return (ret / xx.size()); +}; +template +inline VALUETYPE mystd(const std::vector& xx) { + VALUETYPE ret = 0; + for (int ii = 0; ii < xx.size(); ++ii) { + ret += xx[ii] * xx[ii]; + } + return sqrt(ret / xx.size()); +}; From b13b26c86e874c06f4293b330774635118c5163e Mon Sep 17 00:00:00 2001 From: mingzhong15 <46273005+mingzhong15@users.noreply.github.com> Date: Thu, 27 Apr 2023 13:43:51 +0800 Subject: [PATCH 38/75] add tests for dos training example (#2488) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- examples/dos/train/input.json | 2 -- source/tests/test_examples.py | 1 + 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/examples/dos/train/input.json b/examples/dos/train/input.json index 11c8bf2d99..28b0ef83f1 100644 --- a/examples/dos/train/input.json +++ b/examples/dos/train/input.json @@ -22,8 +22,6 @@ "fitting_net": { "type": "dos", "numb_dos": 250, - "ener_min": -15.0, - "ener_max": 10.0, "neuron": [ 120, 120, diff --git a/source/tests/test_examples.py b/source/tests/test_examples.py index c2c055972d..f89d90a140 100644 --- a/source/tests/test_examples.py +++ b/source/tests/test_examples.py @@ -31,6 +31,7 @@ p_examples / "water_multi_task" / "ener_dipole" / "input.json", p_examples / "fparam" / "train" / "input.json", p_examples / "fparam" / "train" / "input_aparam.json", + p_examples / "dos" / "train" / "input.json", ) From 66b5f6b7d3c8ec92b98ba94324bb746bd0408289 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 19:16:50 -0400 Subject: [PATCH 39/75] fix build_type_exclude_mask when nloc != nall (#2505) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/descriptor/se_a.py | 5 ++++- deepmd/descriptor/se_atten.py | 2 +- deepmd/descriptor/se_r.py | 5 ++++- 3 files changed, 9 insertions(+), 3 deletions(-) diff --git a/deepmd/descriptor/se_a.py b/deepmd/descriptor/se_a.py index d964cf824a..9d4f6bca57 100644 --- a/deepmd/descriptor/se_a.py +++ b/deepmd/descriptor/se_a.py @@ -715,12 +715,15 @@ def _pass_filter( if nvnmd_cfg.enable and nvnmd_cfg.quantize_descriptor: inputs_i = descrpt2r4(inputs_i, natoms) if len(self.exclude_types): + atype_nloc = tf.reshape( + tf.slice(atype, [0, 0], [-1, natoms[0]]), [-1] + ) # when nloc != nall, pass nloc to mask mask = self.build_type_exclude_mask( self.exclude_types, self.ntypes, self.sel_a, self.ndescrpt, - atype, + atype_nloc, tf.shape(inputs_i)[0], ) inputs_i *= mask diff --git a/deepmd/descriptor/se_atten.py b/deepmd/descriptor/se_atten.py index ab6f836b41..b113e5c994 100644 --- a/deepmd/descriptor/se_atten.py +++ b/deepmd/descriptor/se_atten.py @@ -443,7 +443,7 @@ def _pass_filter( self.ntypes, self.sel_a, self.ndescrpt, - atype, + self.atype_nloc, # when nloc != nall, pass nloc to mask tf.shape(inputs_i)[0], self.nei_type_vec, # extra input for atten ) diff --git a/deepmd/descriptor/se_r.py b/deepmd/descriptor/se_r.py index 3ed02ec8ce..837e2c5ca9 100644 --- a/deepmd/descriptor/se_r.py +++ b/deepmd/descriptor/se_r.py @@ -530,12 +530,15 @@ def _pass_filter( inputs_i = tf.reshape(inputs_i, [-1, self.ndescrpt]) type_i = -1 if len(self.exclude_types): + atype_nloc = tf.reshape( + tf.slice(atype, [0, 0], [-1, natoms[0]]), [-1] + ) # when nloc != nall, pass nloc to mask mask = self.build_type_exclude_mask( self.exclude_types, self.ntypes, self.sel_r, self.ndescrpt, - atype, + atype_nloc, tf.shape(inputs_i)[0], ) inputs_i *= mask From 27c6f026d680c9e992fff845adbf36bdf3b835bd Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 19:23:08 -0400 Subject: [PATCH 40/75] hpp: add compute_avg, compute_std, etc (#2493) Signed-off-by: Jinzhe Zeng --- source/api_c/include/deepmd.hpp | 80 +++++++++++------ .../test_deeppot_model_devi_fparam_aparam.cc | 29 ------ .../tests/test_deeppot_model_devi_hpp.cc | 89 +++++++++++++++++++ 3 files changed, 143 insertions(+), 55 deletions(-) diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index fca0681447..f61d0d402d 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -1282,15 +1282,6 @@ class DeepPotModelDevi { assert(dp); return daparam; } - /** - * @brief Compute the average energy. - * @param[out] dener The average energy. - * @param[in] all_energy The energies of all models. - **/ - template - void compute_avg(VALUETYPE &dener, const std::vector &all_energy) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); - }; /** * @brief Compute the average of vectors. * @param[out] avg The average of vectors. @@ -1299,7 +1290,21 @@ class DeepPotModelDevi { template void compute_avg(std::vector &avg, const std::vector> &xx) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + assert(xx.size() == numb_models); + if (numb_models == 0) return; + + avg.resize(xx[0].size()); + fill(avg.begin(), avg.end(), VALUETYPE(0.)); + + for (unsigned ii = 0; ii < numb_models; ++ii) { + for (unsigned jj = 0; jj < avg.size(); ++jj) { + avg[jj] += xx[ii][jj]; + } + } + + for (unsigned jj = 0; jj < avg.size(); ++jj) { + avg[jj] /= VALUETYPE(numb_models); + } }; /** * @brief Compute the standard deviation of vectors. @@ -1313,7 +1318,30 @@ class DeepPotModelDevi { const std::vector &avg, const std::vector> &xx, const int &stride) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + assert(xx.size() == numb_models); + if (numb_models == 0) return; + + unsigned ndof = avg.size(); + unsigned nloc = ndof / stride; + assert(nloc * stride == ndof); + + std.resize(nloc); + fill(std.begin(), std.end(), VALUETYPE(0.)); + + for (unsigned ii = 0; ii < numb_models; ++ii) { + for (unsigned jj = 0; jj < nloc; ++jj) { + const VALUETYPE *tmp_f = &(xx[ii][jj * stride]); + const VALUETYPE *tmp_avg = &(avg[jj * stride]); + for (unsigned dd = 0; dd < stride; ++dd) { + VALUETYPE vdiff = tmp_f[dd] - tmp_avg[dd]; + std[jj] += vdiff * vdiff; + } + } + } + + for (unsigned jj = 0; jj < nloc; ++jj) { + std[jj] = sqrt(std[jj] / VALUETYPE(numb_models)); + } }; /** * @brief Compute the relative standard deviation of vectors. @@ -1327,19 +1355,19 @@ class DeepPotModelDevi { const std::vector &avg, const VALUETYPE eps, const int &stride) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); - }; - /** - * @brief Compute the standard deviation of atomic energies. - * @param[out] std The standard deviation of atomic energies. - * @param[in] avg The average of atomic energies. - * @param[in] xx The vectors of all atomic energies. - **/ - template - void compute_std_e(std::vector &std, - const std::vector &avg, - const std::vector> &xx) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + unsigned ndof = avg.size(); + unsigned nloc = std.size(); + assert(nloc * stride == ndof); + + for (unsigned ii = 0; ii < nloc; ++ii) { + const VALUETYPE *tmp_avg = &(avg[ii * stride]); + VALUETYPE f_norm = 0.0; + for (unsigned dd = 0; dd < stride; ++dd) { + f_norm += tmp_avg[dd] * tmp_avg[dd]; + } + f_norm = sqrt(f_norm); + std[ii] /= f_norm + eps; + } }; /** * @brief Compute the standard deviation of forces. @@ -1351,7 +1379,7 @@ class DeepPotModelDevi { void compute_std_f(std::vector &std, const std::vector &avg, const std::vector> &xx) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + compute_std(std, avg, xx, 3); }; /** * @brief Compute the relative standard deviation of forces. @@ -1363,7 +1391,7 @@ class DeepPotModelDevi { void compute_relative_std_f(std::vector &std, const std::vector &avg, const VALUETYPE eps) { - throw deepmd::hpp::deepmd_exception("TODO: not implemented yet"); + compute_relative_std(std, avg, eps, 3); }; private: diff --git a/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc b/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc index 778b318220..05e1ac423c 100644 --- a/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc +++ b/source/api_c/tests/test_deeppot_model_devi_fparam_aparam.cc @@ -202,7 +202,6 @@ TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_atomic) { } TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_std) { - GTEST_SKIP() << "Skip until compute_avg implemented"; using VALUETYPE = TypeParam; std::vector& coord = this->coord; std::vector& atype = this->atype; @@ -247,34 +246,6 @@ TYPED_TEST(TestInferDeepPotModeDeviFparamAparam, cpu_lmp_list_std) { } } - // dp compute std e - std::vector avg_e, std_e; - dp_md.compute_avg(avg_e, aemd); - dp_md.compute_std_e(std_e, avg_e, aemd); - - // manual compute std e - std::vector manual_avg_e(nloc); - std::vector manual_std_e(nloc); - for (int ii = 0; ii < nloc; ++ii) { - double avg_e(0.0); - for (int kk = 0; kk < nmodel; ++kk) { - avg_e += aemd[kk][ii]; - } - avg_e /= nmodel; - manual_avg_e[ii] = avg_e; - double std = 0; - for (int kk = 0; kk < nmodel; ++kk) { - std += (aemd[kk][ii] - avg_e) * (aemd[kk][ii] - avg_e); - } - std = sqrt(std / nmodel); - manual_std_e[ii] = std; - } - EXPECT_EQ(manual_std_e.size(), std_e.size()); - for (int ii = 0; ii < std_e.size(); ++ii) { - EXPECT_LT(fabs(manual_avg_e[ii] - avg_e[ii]), EPSILON); - EXPECT_LT(fabs(manual_std_e[ii] - std_e[ii]), EPSILON); - } - // dp compute std f std::vector avg_f, std_f; dp_md.compute_avg(avg_f, fmd); diff --git a/source/api_c/tests/test_deeppot_model_devi_hpp.cc b/source/api_c/tests/test_deeppot_model_devi_hpp.cc index 8d846d02dc..cfaf1177f3 100644 --- a/source/api_c/tests/test_deeppot_model_devi_hpp.cc +++ b/source/api_c/tests/test_deeppot_model_devi_hpp.cc @@ -274,3 +274,92 @@ inline VALUETYPE mystd(const std::vector& xx) { } return sqrt(ret / xx.size()); }; + +TYPED_TEST(TestInferDeepPotModeDevi, cpu_lmp_list_std) { + using VALUETYPE = TypeParam; + std::vector& coord = this->coord; + std::vector& atype = this->atype; + std::vector& box = this->box; + int& natoms = this->natoms; + deepmd::hpp::DeepPot& dp0 = this->dp0; + deepmd::hpp::DeepPot& dp1 = this->dp1; + deepmd::hpp::DeepPotModelDevi& dp_md = this->dp_md; + float rc = dp_md.cutoff(); + int nloc = coord.size() / 3; + std::vector coord_cpy; + std::vector atype_cpy, mapping; + std::vector > nlist_data; + _build_nlist(nlist_data, coord_cpy, atype_cpy, mapping, coord, + atype, box, rc); + int nall = coord_cpy.size() / 3; + std::vector ilist(nloc), numneigh(nloc); + std::vector firstneigh(nloc); + deepmd::hpp::InputNlist inlist(nloc, &ilist[0], &numneigh[0], &firstneigh[0]); + convert_nlist(inlist, nlist_data); + + int nmodel = 2; + std::vector edir(nmodel), emd; + std::vector > fdir_(nmodel), fdir(nmodel), + vdir(nmodel), fmd_, fmd(nmodel), vmd; + std::vector > aemd(nmodel), aemd_, avmd(nmodel), avmd_; + dp0.compute(edir[0], fdir_[0], vdir[0], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0); + dp1.compute(edir[1], fdir_[1], vdir[1], coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0); + dp_md.compute(emd, fmd_, vmd, aemd_, avmd_, coord_cpy, atype_cpy, box, + nall - nloc, inlist, 0); + for (int kk = 0; kk < nmodel; ++kk) { + _fold_back(fdir[kk], fdir_[kk], mapping, nloc, nall, 3); + _fold_back(fmd[kk], fmd_[kk], mapping, nloc, nall, 3); + _fold_back(avmd[kk], avmd_[kk], mapping, nloc, nall, 9); + aemd[kk].resize(nloc); + for (int ii = 0; ii < nloc; ++ii) { + aemd[kk][ii] = aemd_[kk][ii]; + } + } + + // dp compute std f + std::vector avg_f, std_f; + dp_md.compute_avg(avg_f, fmd); + dp_md.compute_std_f(std_f, avg_f, fmd); + + // manual compute std f + std::vector manual_std_f(nloc); + std::vector manual_rel_std_f(nloc); + VALUETYPE eps = 0.2; + EXPECT_EQ(fmd[0].size(), nloc * 3); + for (int ii = 0; ii < nloc; ++ii) { + std::vector avg_f(3, 0.0); + for (int dd = 0; dd < 3; ++dd) { + for (int kk = 0; kk < nmodel; ++kk) { + avg_f[dd] += fmd[kk][ii * 3 + dd]; + } + avg_f[dd] /= (nmodel)*1.0; + } + VALUETYPE std = 0.; + for (int kk = 0; kk < nmodel; ++kk) { + for (int dd = 0; dd < 3; ++dd) { + VALUETYPE tmp = fmd[kk][ii * 3 + dd] - avg_f[dd]; + std += tmp * tmp; + } + } + VALUETYPE f_norm = 0; + for (int dd = 0; dd < 3; ++dd) { + f_norm += avg_f[dd] * avg_f[dd]; + } + f_norm = sqrt(f_norm); + std /= nmodel * 1.0; + manual_std_f[ii] = sqrt(std); + manual_rel_std_f[ii] = manual_std_f[ii] / (f_norm + eps); + } + + EXPECT_EQ(manual_std_f.size(), std_f.size()); + for (int ii = 0; ii < std_f.size(); ++ii) { + EXPECT_LT(fabs(manual_std_f[ii] - std_f[ii]), EPSILON); + } + dp_md.compute_relative_std_f(std_f, avg_f, eps); + EXPECT_EQ(manual_std_f.size(), std_f.size()); + for (int ii = 0; ii < std_f.size(); ++ii) { + EXPECT_LT(fabs(manual_rel_std_f[ii] - std_f[ii]), EPSILON); + } +} From b756cc669eea1331aab0dd2b77b3d3381a30158c Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 19:24:21 -0400 Subject: [PATCH 41/75] bump lammps to stable_23Jun2022_update4 (#2495) --- doc/install/install-lammps.md | 18 +++++++++--------- pyproject.toml | 4 ++-- setup.py | 4 ++-- source/install/build_cc.sh | 2 +- source/install/build_lammps.sh | 2 +- source/install/test_cc.sh | 2 +- source/install/test_cc_local.sh | 2 +- 7 files changed, 17 insertions(+), 17 deletions(-) diff --git a/doc/install/install-lammps.md b/doc/install/install-lammps.md index 22262d9b95..655fde9764 100644 --- a/doc/install/install-lammps.md +++ b/doc/install/install-lammps.md @@ -14,12 +14,12 @@ make lammps DeePMD-kit will generate a module called `USER-DEEPMD` in the `build` directory. If you need the low-precision version, move `env_low.sh` to `env.sh` in the directory. Now download the LAMMPS code, and uncompress it. ```bash cd /some/workspace -wget https://github.com/lammps/lammps/archive/stable_23Jun2022_update3.tar.gz -tar xf stable_23Jun2022_update3.tar.gz +wget https://github.com/lammps/lammps/archive/stable_23Jun2022_update4.tar.gz +tar xf stable_23Jun2022_update4.tar.gz ``` -The source code of LAMMPS is stored in the directory `lammps-stable_23Jun2022_update3`. Now go into the LAMMPS code and copy the DeePMD-kit module like this +The source code of LAMMPS is stored in the directory `lammps-stable_23Jun2022_update4`. Now go into the LAMMPS code and copy the DeePMD-kit module like this ```bash -cd lammps-stable_23Jun2022_update3/src/ +cd lammps-stable_23Jun2022_update4/src/ cp -r $deepmd_source_dir/source/build/USER-DEEPMD . make yes-kspace make yes-extra-fix @@ -46,15 +46,15 @@ Starting from `8Apr2021`, LAMMPS also provides a plugin mode, allowing one to bu Now download the LAMMPS code (`8Apr2021` or later), and uncompress it: ```bash cd /some/workspace -wget https://github.com/lammps/lammps/archive/stable_23Jun2022_update3.tar.gz -tar xf stable_23Jun2022_update3.tar.gz +wget https://github.com/lammps/lammps/archive/stable_23Jun2022_update4.tar.gz +tar xf stable_23Jun2022_update4.tar.gz ``` -The source code of LAMMPS is stored in the directory `lammps-stable_23Jun2022_update3`. The directory of the source code should be specified as the CMAKE argument `LAMMPS_SOURCE_ROOT` during installation of the DeePMD-kit C++ interface. Now go into the LAMMPS directory and create a directory called `build` +The source code of LAMMPS is stored in the directory `lammps-stable_23Jun2022_update4`. The directory of the source code should be specified as the CMAKE argument `LAMMPS_SOURCE_ROOT` during installation of the DeePMD-kit C++ interface. Now go into the LAMMPS directory and create a directory called `build` ```bash -mkdir -p lammps-stable_23Jun2022_update3/build/ -cd lammps-stable_23Jun2022_update3/build/ +mkdir -p lammps-stable_23Jun2022_update4/build/ +cd lammps-stable_23Jun2022_update4/build/ ``` Now build LAMMPS. Note that `PLUGIN` and `KSPACE` packages must be enabled, and `BUILD_SHARED_LIBS` must be set to `yes`. You can install any other package you want. ```bash diff --git a/pyproject.toml b/pyproject.toml index 48483e049a..85c2bc306a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -60,7 +60,7 @@ manylinux-x86_64-image = "quay.io/pypa/manylinux_2_28_x86_64:2022-11-19-1b19e81" manylinux-aarch64-image = "quay.io/pypa/manylinux_2_28_aarch64:2022-11-19-1b19e81" [tool.cibuildwheel.macos] -environment = { PIP_PREFER_BINARY="1", DP_LAMMPS_VERSION="stable_23Jun2022_update3", DP_ENABLE_IPI="1" } +environment = { PIP_PREFER_BINARY="1", DP_LAMMPS_VERSION="stable_23Jun2022_update4", DP_ENABLE_IPI="1" } before-all = ["brew install mpich"] repair-wheel-command = "delocate-wheel --require-archs {delocate_archs} -w {dest_dir} -v {wheel} --ignore-missing-dependencies" test-extras = ["cpu", "test", "lmp", "ipi"] @@ -73,7 +73,7 @@ test-command = [ [tool.cibuildwheel.linux] repair-wheel-command = "auditwheel repair --exclude libtensorflow_framework.so.2 --exclude libtensorflow_framework.so.1 --exclude libtensorflow_framework.so --exclude _pywrap_tensorflow_internal.so --exclude libtensorflow_cc.so.2 -w {dest_dir} {wheel}" environment-pass = ["CIBW_BUILD", "DP_VARIANT"] -environment = { PIP_PREFER_BINARY="1", DP_VARIANT="cuda", DP_LAMMPS_VERSION="stable_23Jun2022_update3", DP_ENABLE_IPI="1", MPI_HOME="/usr/lib64/mpich", PATH="/usr/lib64/mpich/bin:$PATH" } +environment = { PIP_PREFER_BINARY="1", DP_VARIANT="cuda", DP_LAMMPS_VERSION="stable_23Jun2022_update4", DP_ENABLE_IPI="1", MPI_HOME="/usr/lib64/mpich", PATH="/usr/lib64/mpich/bin:$PATH" } before-all = [ """{ if [ "$(uname -m)" = "x86_64" ] ; then curl https://developer.download.nvidia.com/compute/cuda/11.8.0/local_installers/cuda_11.8.0_520.61.05_linux.run -O && bash cuda_11.8.0_520.61.05_linux.run --silent --toolkit; fi }""", "yum install -y mpich-devel", diff --git a/setup.py b/setup.py index c14095e2e5..e67321ac2b 100644 --- a/setup.py +++ b/setup.py @@ -129,8 +129,8 @@ def get_tag(self): "sphinxcontrib-bibtex", ], "lmp": [ - "lammps-manylinux-2-28~=2022.6.23.3.0; platform_system=='Linux'", - "lammps~=2022.6.23.3.0; platform_system!='Linux'", + "lammps-manylinux-2-28~=2022.6.23.4.0; platform_system=='Linux'", + "lammps~=2022.6.23.4.0; platform_system!='Linux'", *find_libpython_requires, ], "ipi": [ diff --git a/source/install/build_cc.sh b/source/install/build_cc.sh index 55f4730ac5..6ba7599e43 100755 --- a/source/install/build_cc.sh +++ b/source/install/build_cc.sh @@ -20,7 +20,7 @@ NPROC=$(nproc --all) BUILD_TMP_DIR=${SCRIPT_PATH}/../build mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} -cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DUSE_TF_PYTHON_LIBS=TRUE ${CUDA_ARGS} -DLAMMPS_VERSION=stable_23Jun2022_update3 .. +cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DUSE_TF_PYTHON_LIBS=TRUE ${CUDA_ARGS} -DLAMMPS_VERSION=stable_23Jun2022_update4 .. make -j${NPROC} make install diff --git a/source/install/build_lammps.sh b/source/install/build_lammps.sh index 42c80d1070..97a5175942 100755 --- a/source/install/build_lammps.sh +++ b/source/install/build_lammps.sh @@ -14,7 +14,7 @@ BUILD_TMP_DIR=${SCRIPT_PATH}/../build_lammps mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} # download LAMMMPS -LAMMPS_VERSION=stable_23Jun2022_update3 +LAMMPS_VERSION=stable_23Jun2022_update4 if [ ! -d "lammps-${LAMMPS_VERSION}" ]; then curl -L -o lammps.tar.gz https://github.com/lammps/lammps/archive/refs/tags/${LAMMPS_VERSION}.tar.gz tar vxzf lammps.tar.gz diff --git a/source/install/test_cc.sh b/source/install/test_cc.sh index d04d75c0d2..c67cb7e993 100755 --- a/source/install/test_cc.sh +++ b/source/install/test_cc.sh @@ -11,7 +11,7 @@ INSTALL_PREFIX=${SCRIPT_PATH}/../../dp_test BUILD_TMP_DIR=${SCRIPT_PATH}/../build_tests mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} -cmake -DINSTALL_TENSORFLOW=TRUE -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DTENSORFLOW_ROOT=${INSTALL_PREFIX} -DBUILD_TESTING:BOOL=TRUE -DLAMMPS_VERSION=stable_23Jun2022_update3 .. +cmake -DINSTALL_TENSORFLOW=TRUE -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DTENSORFLOW_ROOT=${INSTALL_PREFIX} -DBUILD_TESTING:BOOL=TRUE -DLAMMPS_VERSION=stable_23Jun2022_update4 .. make -j${NPROC} make install diff --git a/source/install/test_cc_local.sh b/source/install/test_cc_local.sh index b4594a569c..77219c1410 100755 --- a/source/install/test_cc_local.sh +++ b/source/install/test_cc_local.sh @@ -12,7 +12,7 @@ INSTALL_PREFIX=${SCRIPT_PATH}/../../dp_test BUILD_TMP_DIR=${SCRIPT_PATH}/../build_tests mkdir -p ${BUILD_TMP_DIR} cd ${BUILD_TMP_DIR} -cmake -DINSTALL_TENSORFLOW=FALSE -DUSE_TF_PYTHON_LIBS=TRUE -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DBUILD_TESTING:BOOL=TRUE -DLAMMPS_VERSION=stable_23Jun2022_update3 .. +cmake -DINSTALL_TENSORFLOW=FALSE -DUSE_TF_PYTHON_LIBS=TRUE -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DBUILD_TESTING:BOOL=TRUE -DLAMMPS_VERSION=stable_23Jun2022_update4 .. make -j${NPROC} make install From cbbed681bb7db7d4f893496ab08dffdc4d5eeec9 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 19:25:32 -0400 Subject: [PATCH 42/75] C: add select_by_type and select_map (#2491) In addition, 1. add tests for both functions; 2. add docs for C++ functions. --------- Signed-off-by: Jinzhe Zeng --- source/api_c/include/c_api.h | 39 ++++++++++++ source/api_c/include/deepmd.hpp | 53 +++++++++++++++ source/api_c/src/c_api.cc | 34 ++++++++++ source/api_c/tests/test_dipolecharge.cc | 7 +- source/api_c/tests/test_select_by_type.cc | 78 +++++++++++++++++++++++ source/api_c/tests/test_select_map.cc | 53 +++++++++++++++ source/api_cc/include/common.h | 31 +++++++++ 7 files changed, 291 insertions(+), 4 deletions(-) create mode 100644 source/api_c/tests/test_select_by_type.cc create mode 100644 source/api_c/tests/test_select_map.cc diff --git a/source/api_c/include/c_api.h b/source/api_c/include/c_api.h index 22934b4164..67b03ad9a9 100644 --- a/source/api_c/include/c_api.h +++ b/source/api_c/include/c_api.h @@ -1144,6 +1144,45 @@ extern void DP_PrintSummary(const char* c_pre); */ const char* DP_ReadFileToChar(const char* c_model); +/** + * @brief Get forward and backward map of selected atoms by + * atom types. + * @param[in] natoms The number of atoms. + * @param[in] atype The atom types of all atoms. + * @param[in] nghost The number of ghost atoms. + * @param[in] nsel_type The number of selected atom types. + * @param[in] sel_type The selected atom types. + * @param[out] fwd_map The forward map with size natoms. + * @param[out] nreal The number of selected real atoms. + * @param[out] bkw_map The backward map with size nreal. + * @param[out] nghost_real The number of selected ghost atoms. + */ +void DP_SelectByType(const int natoms, + const int* atype, + const int nghost, + const int nsel_type, + const int* sel_type, + int* fwd_map, + int* nreal, + int* bkw_map, + int* nghost_real); + +/** + * @brief Apply the given map to a vector. Assume nframes is 1. + * @param[in] in The input vector. + * @param[in] fwd_map The map. + * @param[in] stride The stride of the input vector. + * @param[in] nall1 The number of atoms in the input vector. + * @param[out] nall2 The number of atoms in the output vector. + * @param[out] out The output vector. + */ +void DP_SelectMapInt(const int* in, + const int* fwd_map, + const int stride, + const int nall1, + const int nall2, + int* out); + #ifdef __cplusplus } /* end extern "C" */ #endif diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index f61d0d402d..6d66f169a6 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -1930,5 +1930,58 @@ void inline read_file_to_string(std::string model, std::string &file_content) { file_content = std::string(c_file_content); }; +/** + * @brief Get forward and backward map of selected atoms by + * atom types. + * @param[out] fwd_map The forward map with size natoms. + * @param[out] bkw_map The backward map with size nreal. + * @param[out] nghost_real The number of selected ghost atoms. + * @param[in] dcoord_ The coordinates of all atoms. Reserved for compatibility. + * @param[in] datype_ The atom types of all atoms. + * @param[in] nghost The number of ghost atoms. + * @param[in] sel_type_ The selected atom types. + */ +template +void select_by_type(std::vector &fwd_map, + std::vector &bkw_map, + int &nghost_real, + const std::vector &dcoord_, + const std::vector &datype_, + const int &nghost, + const std::vector &sel_type_) { + const int natoms = datype_.size(); + const int nsel_type = sel_type_.size(); + fwd_map.resize(natoms); + // do not know nghost_real at this time + bkw_map.resize(natoms); + int nreal; + DP_SelectByType(natoms, &datype_[0], nghost, nsel_type, &sel_type_[0], + &fwd_map[0], &nreal, &bkw_map[0], &nghost_real); + bkw_map.resize(nreal); +}; + +/** + * @brief Apply the given map to a vector. Assume nframes is 1. + * @tparam VT The value type of the vector. Only support int. + * @param[out] out The output vector. + * @param[in] in The input vector. + * @param[in] fwd_map The map. + * @param[in] stride The stride of the input vector. + */ +template +void select_map(std::vector &out, + const std::vector &in, + const std::vector &fwd_map, + const int &stride) { + static_assert(std::is_same(), "only support int"); + const int nall1 = in.size() / stride; + int nall2 = 0; + for (int ii = 0; ii < nall1; ++ii) { + if (fwd_map[ii] >= 0) nall2++; + } + out.resize(nall2 * stride); + DP_SelectMapInt(&in[0], &fwd_map[0], stride, nall1, nall2, &out[0]); +}; + } // namespace hpp } // namespace deepmd diff --git a/source/api_c/src/c_api.cc b/source/api_c/src/c_api.cc index 766bbcb53b..22b4c687bc 100644 --- a/source/api_c/src/c_api.cc +++ b/source/api_c/src/c_api.cc @@ -1244,4 +1244,38 @@ const char* DP_ReadFileToChar(const char* c_model) { return string_to_char(file_content); } +void DP_SelectByType(const int natoms, + const int* atype, + const int nghost, + const int nsel_type, + const int* sel_type, + int* fwd_map, + int* nreal, + int* bkw_map, + int* nghost_real) { + std::vector atype_(atype, atype + natoms); + std::vector sel_type_(sel_type, sel_type + nsel_type); + std::vector fwd_map_, bkw_map_; + int nghost_real_; + deepmd::select_by_type(fwd_map_, bkw_map_, nghost_real_, + std::vector(), atype_, nghost, sel_type_); + if (fwd_map) std::copy(fwd_map_.begin(), fwd_map_.end(), fwd_map); + if (bkw_map) std::copy(bkw_map_.begin(), bkw_map_.end(), bkw_map); + if (nreal) *nreal = bkw_map_.size(); + if (nghost_real) *nghost_real = nghost_real_; +} + +void DP_SelectMapInt(const int* in, + const int* fwd_map, + const int stride, + const int nall1, + const int nall2, + int* out) { + std::vector in_(in, in + stride * nall1); + std::vector fwd_map_(fwd_map, fwd_map + nall1); + std::vector out_(stride * nall2); + deepmd::select_map(out_, in_, fwd_map_, stride); + if (out) std::copy(out_.begin(), out_.end(), out); +} + } // extern "C" diff --git a/source/api_c/tests/test_dipolecharge.cc b/source/api_c/tests/test_dipolecharge.cc index 9f6980be8c..950b103517 100644 --- a/source/api_c/tests/test_dipolecharge.cc +++ b/source/api_c/tests/test_dipolecharge.cc @@ -5,7 +5,6 @@ #include #include -#include "common.h" #include "deepmd.hpp" #include "ewald.h" #include "region.h" @@ -124,12 +123,12 @@ TYPED_TEST(TestDipoleCharge, cpu_lmp_nlist) { std::vector sel_types = dp.sel_types(); std::vector sel_fwd, sel_bwd; int sel_nghost; - deepmd::select_by_type(sel_fwd, sel_bwd, sel_nghost, coord_cpy, atype_cpy, - nghost, sel_types); + deepmd::hpp::select_by_type(sel_fwd, sel_bwd, sel_nghost, coord_cpy, + atype_cpy, nghost, sel_types); int sel_nall = sel_bwd.size(); int sel_nloc = sel_nall - sel_nghost; std::vector sel_atype(sel_bwd.size()); - deepmd::select_map(sel_atype, atype, sel_fwd, 1); + deepmd::hpp::select_map(sel_atype, atype, sel_fwd, 1); // Yixiao: because the deeptensor already return the correct order, the // following map is no longer needed deepmd::AtomMap // nnp_map(sel_atype.begin(), sel_atype.begin() + sel_nloc); const diff --git a/source/api_c/tests/test_select_by_type.cc b/source/api_c/tests/test_select_by_type.cc new file mode 100644 index 0000000000..60237df11e --- /dev/null +++ b/source/api_c/tests/test_select_by_type.cc @@ -0,0 +1,78 @@ +#include +#include +#include +#include + +#include +#include +#include +#include + +#include "deepmd.hpp" +template +class TestSelectByType : public ::testing::Test { + protected: + std::vector coord = {12.83, 2.56, 2.18, 12.09, 2.87, 2.74, + 00.25, 3.32, 1.68, 3.36, 3.00, 1.81, + 3.51, 2.51, 2.60, 4.27, 3.22, 1.56}; + std::vector atype = {0, 1, 1, 0, 1, 1}; + int nghost = 10; + + std::vector sel_type_0 = {0}; + std::vector expected_fwd_map_0 = {0, -1, -1, 1, -1, -1}; + std::vector expected_bkw_map_0 = {0, 3}; + int expected_nghost_real_0 = 2; + std::vector fwd_map_0; + std::vector bkw_map_0; + int nghost_real_0; + + std::vector sel_type_1 = {1}; + std::vector expected_fwd_map_1 = {-1, 0, 1, -1, 2, 3}; + std::vector expected_bkw_map_1 = {1, 2, 4, 5}; + int expected_nghost_real_1 = 4; + std::vector fwd_map_1; + std::vector bkw_map_1; + int nghost_real_1; + + int natoms; + + void SetUp() override { + natoms = atype.size(); + EXPECT_EQ(natoms, expected_fwd_map_0.size()); + EXPECT_EQ(2, expected_bkw_map_0.size()); + EXPECT_EQ(natoms, expected_fwd_map_1.size()); + EXPECT_EQ(4, expected_bkw_map_1.size()); + } +}; + +TYPED_TEST_SUITE(TestSelectByType, ValueTypes); + +TYPED_TEST(TestSelectByType, selectbytype0) { + deepmd::hpp::select_by_type(this->fwd_map_0, this->bkw_map_0, + this->nghost_real_0, this->coord, this->atype, + this->nghost, this->sel_type_0); + EXPECT_EQ(this->natoms, this->fwd_map_0.size()); + EXPECT_EQ(2, this->bkw_map_0.size()); + EXPECT_EQ(this->expected_nghost_real_0, this->nghost_real_0); + for (int ii = 0; ii < this->natoms; ++ii) { + EXPECT_EQ(this->expected_fwd_map_0[ii], this->fwd_map_0[ii]); + } + for (int ii = 0; ii < 2; ++ii) { + EXPECT_EQ(this->expected_bkw_map_0[ii], this->bkw_map_0[ii]); + } +} + +TYPED_TEST(TestSelectByType, selectbytype1) { + deepmd::hpp::select_by_type(this->fwd_map_1, this->bkw_map_1, + this->nghost_real_1, this->coord, this->atype, + this->nghost, this->sel_type_1); + EXPECT_EQ(this->natoms, this->fwd_map_1.size()); + EXPECT_EQ(4, this->bkw_map_1.size()); + EXPECT_EQ(this->expected_nghost_real_1, this->nghost_real_1); + for (int ii = 0; ii < this->natoms; ++ii) { + EXPECT_EQ(this->expected_fwd_map_1[ii], this->fwd_map_1[ii]); + } + for (int ii = 0; ii < 4; ++ii) { + EXPECT_EQ(this->expected_bkw_map_1[ii], this->bkw_map_1[ii]); + } +} diff --git a/source/api_c/tests/test_select_map.cc b/source/api_c/tests/test_select_map.cc new file mode 100644 index 0000000000..ee1b16c2fc --- /dev/null +++ b/source/api_c/tests/test_select_map.cc @@ -0,0 +1,53 @@ +#include +#include +#include +#include + +#include +#include +#include +#include + +#include "deepmd.hpp" +class TestSelectMap : public ::testing::Test { + protected: + std::vector atype = {0, 1, 1, 0, 1, 1}; + + std::vector fwd_map_0 = {0, -1, -1, 1, -1, -1}; + std::vector fwd_map_1 = {-1, 0, 1, -1, 2, 3}; + + std::vector expected_atype_out_0 = {0, 0}; + std::vector expected_atype_out_1 = {1, 1, 1, 1}; + + std::vector atype_out_0; + std::vector atype_out_1; + + int natoms; + + void SetUp() override { + natoms = atype.size(); + EXPECT_EQ(natoms, fwd_map_0.size()); + EXPECT_EQ(2, expected_atype_out_0.size()); + EXPECT_EQ(natoms, fwd_map_1.size()); + EXPECT_EQ(4, expected_atype_out_1.size()); + + for (int ii = 0; ii < 2; ii++) atype_out_0.push_back(0); + for (int ii = 0; ii < 4; ii++) atype_out_1.push_back(0); + } +}; + +TEST_F(TestSelectMap, selectmap_type0) { + deepmd::hpp::select_map(this->atype_out_0, this->atype, this->fwd_map_0, 1); + EXPECT_EQ(2, this->atype_out_0.size()); + for (int ii = 0; ii < 2; ++ii) { + EXPECT_EQ(this->expected_atype_out_0[ii], this->atype_out_0[ii]); + } +} + +TEST_F(TestSelectMap, selectmap_type1) { + deepmd::hpp::select_map(this->atype_out_1, this->atype, this->fwd_map_1, 1); + EXPECT_EQ(4, this->atype_out_1.size()); + for (int ii = 0; ii < 4; ++ii) { + EXPECT_EQ(this->expected_atype_out_1[ii], this->atype_out_1[ii]); + } +} diff --git a/source/api_cc/include/common.h b/source/api_cc/include/common.h index 51b0b1dc85..bed8e97e82 100644 --- a/source/api_cc/include/common.h +++ b/source/api_cc/include/common.h @@ -44,6 +44,17 @@ struct NeighborListData { **/ bool model_compatable(std::string& model_version); +/** + * @brief Get forward and backward map of selected atoms by + * atom types. + * @param[out] fwd_map The forward map with size natoms. + * @param[out] bkw_map The backward map with size nreal. + * @param[out] nghost_real The number of selected ghost atoms. + * @param[in] dcoord_ The coordinates of all atoms. Reserved for compatibility. + * @param[in] datype_ The atom types of all atoms. + * @param[in] nghost The number of ghost atoms. + * @param[in] sel_type_ The selected atom types. + */ template void select_by_type(std::vector& fwd_map, std::vector& bkw_map, @@ -80,6 +91,16 @@ void select_real_atoms_coord(std::vector& dcoord, const int& daparam, const int& nall); +/** + * @brief Apply the given map to a vector. + * @param[out] out The output vector. + * @param[in] in The input vector. + * @param[in] fwd_map The map. + * @param[in] stride The stride of the input vector. + * @param[in] nframes The number of frames. + * @param[in] nall1 The number of atoms in the input vector. + * @param[in] nall2 The number of atoms in the output vector. + */ template void select_map(std::vector& out, const std::vector& in, @@ -90,6 +111,16 @@ void select_map(std::vector& out, const int& nall1 = 0, const int& nall2 = 0); +/** + * @brief Apply the given map to a vector. + * @param[out] out The output vector. + * @param[in] in The input vector. + * @param[in] fwd_map The map. + * @param[in] stride The stride of the input vector. + * @param[in] nframes The number of frames. + * @param[in] nall1 The number of atoms in the input vector. + * @param[in] nall2 The number of atoms in the output vector. + */ template void select_map(typename std::vector::iterator out, const typename std::vector::const_iterator in, From a8d30c650d1f35f49aaf0a2ace74116d66a87733 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 19:28:21 -0400 Subject: [PATCH 43/75] lmp: remove codes to calculate energy deviation (#2492) The current code never prints energy deviation, so it is a waste of time computing it. Signed-off-by: Jinzhe Zeng --- source/lmp/pair_deepmd.cpp | 31 ------------------------------- 1 file changed, 31 deletions(-) diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index c90e8c8622..8f1a4fed4a 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -729,27 +729,6 @@ void PairDeepMD::compute(int eflag, int vflag) { MPI_Reduce(&max, &all_f_max, 1, MPI_DOUBLE, MPI_MAX, 0, world); MPI_Reduce(&avg, &all_f_avg, 1, MPI_DOUBLE, MPI_SUM, 0, world); all_f_avg /= double(all_nlocal); - // std energy - vector std_e; -#ifdef HIGH_PREC - vector tmp_avg_e; - deep_pot_model_devi.compute_avg(tmp_avg_e, all_atom_energy); - deep_pot_model_devi.compute_std_e(std_e, tmp_avg_e, all_atom_energy); -#else - vector tmp_avg_e_, std_e_; - deep_pot_model_devi.compute_avg(tmp_avg_e_, all_atom_energy_); - deep_pot_model_devi.compute_std_e(std_e_, tmp_avg_e_, all_atom_energy_); - std_e.resize(std_e_.size()); - for (int dd = 0; dd < std_e_.size(); ++dd) std_e[dd] = std_e_[dd]; -#endif - max = avg = 0; - min = numeric_limits::max(); - ana_st(max, min, avg, std_e, nlocal); - double all_e_min = 0, all_e_max = 0, all_e_avg = 0; - MPI_Reduce(&min, &all_e_min, 1, MPI_DOUBLE, MPI_MIN, 0, world); - MPI_Reduce(&max, &all_e_max, 1, MPI_DOUBLE, MPI_MAX, 0, world); - MPI_Reduce(&avg, &all_e_avg, 1, MPI_DOUBLE, MPI_SUM, 0, world); - all_e_avg /= double(all_nlocal); // std v std::vector send_v(9 * numb_models); std::vector recv_v(9 * numb_models); @@ -794,21 +773,11 @@ void PairDeepMD::compute(int eflag, int vflag) { } all_v_avg = sqrt(all_v_avg / 9); } - // // total e - // vector sum_e(numb_models, 0.); - // MPI_Reduce (&all_energy[0], &sum_e[0], numb_models, MPI_DOUBLE, - // MPI_SUM, 0, world); if (rank == 0) { - // double avg_e = 0; - // deep_pot_model_devi.compute_avg(avg_e, sum_e); - // double std_e_1 = 0; - // deep_pot_model_devi.compute_std(std_e_1, avg_e, sum_e); fp << setw(12) << update->ntimestep << " " << setw(18) << all_v_max << " " << setw(18) << all_v_min << " " << setw(18) << all_v_avg << " " << setw(18) << all_f_max << " " << setw(18) << all_f_min << " " << setw(18) << all_f_avg; - // << " " << setw(18) << avg_e - // << " " << setw(18) << std_e_1 / all_nlocal } if (out_each == 1) { vector std_f_all(all_nlocal); From 469f72af388d70776a4bd83ae694e01f255140e2 Mon Sep 17 00:00:00 2001 From: Ye Ding Date: Thu, 4 May 2023 08:55:11 +0800 Subject: [PATCH 44/75] Add training_data key in zinc_se_a_mask.json (#2489) Add `training_data` key in zinc_se_a_mask.json to pass example test. Related with [PR2487]( https://github.com/deepmodeling/deepmd-kit/pull/2487#issuecomment-1524121909) --------- Signed-off-by: Ye Ding --- .../nopbc | 0 .../set.000/aparam.npy | Bin .../set.000/atom_pref.npy | Bin .../set.000/box.npy | Bin .../set.000/coord.npy | Bin .../set.000/energy.npy | Bin .../set.000/force.npy | Bin .../type.raw | 0 .../type_map.raw | 0 examples/zinc_protein/val_data_dp_mask/nopbc | 0 .../val_data_dp_mask/set.000/aparam.npy | Bin 0 -> 2480 bytes .../val_data_dp_mask/set.000/atom_pref.npy | Bin 0 -> 2480 bytes .../val_data_dp_mask/set.000/box.npy | Bin 0 -> 272 bytes .../val_data_dp_mask/set.000/coord.npy | Bin 0 -> 7184 bytes .../val_data_dp_mask/set.000/energy.npy | Bin 0 -> 144 bytes .../val_data_dp_mask/set.000/force.npy | Bin 0 -> 7184 bytes .../zinc_protein/val_data_dp_mask/type.raw | 147 ++++++++++++++++++ .../val_data_dp_mask/type_map.raw | 6 + examples/zinc_protein/zinc_se_a_mask.json | 10 +- source/tests/test_examples.py | 1 + 20 files changed, 162 insertions(+), 2 deletions(-) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/nopbc (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/set.000/aparam.npy (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/set.000/atom_pref.npy (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/set.000/box.npy (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/set.000/coord.npy (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/set.000/energy.npy (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/set.000/force.npy (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/type.raw (100%) rename examples/zinc_protein/{data_dp_mask => train_data_dp_mask}/type_map.raw (100%) create mode 100644 examples/zinc_protein/val_data_dp_mask/nopbc create mode 100644 examples/zinc_protein/val_data_dp_mask/set.000/aparam.npy create mode 100644 examples/zinc_protein/val_data_dp_mask/set.000/atom_pref.npy create mode 100644 examples/zinc_protein/val_data_dp_mask/set.000/box.npy create mode 100644 examples/zinc_protein/val_data_dp_mask/set.000/coord.npy create mode 100644 examples/zinc_protein/val_data_dp_mask/set.000/energy.npy create mode 100644 examples/zinc_protein/val_data_dp_mask/set.000/force.npy create mode 100644 examples/zinc_protein/val_data_dp_mask/type.raw create mode 100644 examples/zinc_protein/val_data_dp_mask/type_map.raw diff --git a/examples/zinc_protein/data_dp_mask/nopbc b/examples/zinc_protein/train_data_dp_mask/nopbc similarity index 100% rename from examples/zinc_protein/data_dp_mask/nopbc rename to examples/zinc_protein/train_data_dp_mask/nopbc diff --git a/examples/zinc_protein/data_dp_mask/set.000/aparam.npy b/examples/zinc_protein/train_data_dp_mask/set.000/aparam.npy similarity index 100% rename from examples/zinc_protein/data_dp_mask/set.000/aparam.npy rename to examples/zinc_protein/train_data_dp_mask/set.000/aparam.npy diff --git a/examples/zinc_protein/data_dp_mask/set.000/atom_pref.npy b/examples/zinc_protein/train_data_dp_mask/set.000/atom_pref.npy similarity index 100% rename from examples/zinc_protein/data_dp_mask/set.000/atom_pref.npy rename to examples/zinc_protein/train_data_dp_mask/set.000/atom_pref.npy diff --git a/examples/zinc_protein/data_dp_mask/set.000/box.npy b/examples/zinc_protein/train_data_dp_mask/set.000/box.npy similarity index 100% rename from examples/zinc_protein/data_dp_mask/set.000/box.npy rename to examples/zinc_protein/train_data_dp_mask/set.000/box.npy diff --git a/examples/zinc_protein/data_dp_mask/set.000/coord.npy b/examples/zinc_protein/train_data_dp_mask/set.000/coord.npy similarity index 100% rename from examples/zinc_protein/data_dp_mask/set.000/coord.npy rename to examples/zinc_protein/train_data_dp_mask/set.000/coord.npy diff --git a/examples/zinc_protein/data_dp_mask/set.000/energy.npy b/examples/zinc_protein/train_data_dp_mask/set.000/energy.npy similarity index 100% rename from examples/zinc_protein/data_dp_mask/set.000/energy.npy rename to examples/zinc_protein/train_data_dp_mask/set.000/energy.npy diff --git a/examples/zinc_protein/data_dp_mask/set.000/force.npy b/examples/zinc_protein/train_data_dp_mask/set.000/force.npy similarity index 100% rename from examples/zinc_protein/data_dp_mask/set.000/force.npy rename to examples/zinc_protein/train_data_dp_mask/set.000/force.npy diff --git a/examples/zinc_protein/data_dp_mask/type.raw b/examples/zinc_protein/train_data_dp_mask/type.raw similarity index 100% rename from examples/zinc_protein/data_dp_mask/type.raw rename to examples/zinc_protein/train_data_dp_mask/type.raw diff --git a/examples/zinc_protein/data_dp_mask/type_map.raw b/examples/zinc_protein/train_data_dp_mask/type_map.raw similarity index 100% rename from examples/zinc_protein/data_dp_mask/type_map.raw rename to 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+0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +3 +4 +4 +4 +4 +4 +4 +5 diff --git a/examples/zinc_protein/val_data_dp_mask/type_map.raw b/examples/zinc_protein/val_data_dp_mask/type_map.raw new file mode 100644 index 0000000000..9b7782b7fb --- /dev/null +++ b/examples/zinc_protein/val_data_dp_mask/type_map.raw @@ -0,0 +1,6 @@ +C +O +N +H +S +ZN diff --git a/examples/zinc_protein/zinc_se_a_mask.json b/examples/zinc_protein/zinc_se_a_mask.json index f0bf5ab0d6..80a070d726 100644 --- a/examples/zinc_protein/zinc_se_a_mask.json +++ b/examples/zinc_protein/zinc_se_a_mask.json @@ -64,12 +64,18 @@ "_comment": " that's all" }, "training": { + "training_data": { + "systems": [ + "example/zinc_protein/train_data_dp_mask/" + ], + "batch_size": 2, + "_comment": "that's all" + }, "validation_data": { "systems": [ - "example/zinc_protein/data_dp_mask/" + "example/zinc_protein/val_data_dp_mask/" ], "batch_size": 2, - "numb_btch": 1, "_comment": "that's all" }, "numb_steps": 1, diff --git a/source/tests/test_examples.py b/source/tests/test_examples.py index f89d90a140..ace457f93f 100644 --- a/source/tests/test_examples.py +++ b/source/tests/test_examples.py @@ -31,6 +31,7 @@ p_examples / "water_multi_task" / "ener_dipole" / "input.json", p_examples / "fparam" / "train" / "input.json", p_examples / "fparam" / "train" / "input_aparam.json", + p_examples / "zinc_protein" / "zinc_se_a_mask.json", p_examples / "dos" / "train" / "input.json", ) From 663e8b1bddeed24c457849808717bb3f36ea1a84 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 21:19:25 -0400 Subject: [PATCH 45/75] using trusted publishing in upload_pypi (#2496) This is a new feature of PyPI - see https://blog.pypi.org/posts/2023-04-20-introducing-trusted-publishers/ Signed-off-by: Jinzhe Zeng --- .github/workflows/build_wheel.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml index c4e71fc822..34ee7b5a63 100644 --- a/.github/workflows/build_wheel.yml +++ b/.github/workflows/build_wheel.yml @@ -73,6 +73,9 @@ jobs: upload_pypi: needs: [build_wheels, build_sdist] runs-on: ubuntu-latest + permissions: + # IMPORTANT: this permission is mandatory for trusted publishing + id-token: write if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags/v') steps: - uses: actions/download-artifact@v3 @@ -80,9 +83,6 @@ jobs: name: artifact path: dist - uses: pypa/gh-action-pypi-publish@release/v1 - with: - user: __token__ - password: ${{ secrets.pypi_password }} build_docker: # use the already built wheels to build docker From f330b9d9b34ac3383ca849b4743feb881f1b04f9 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 21:29:30 -0400 Subject: [PATCH 46/75] clean unused methods in C++ API (#2498) Remove `DeepPot::get_sel_a`, `DeepPotModelDevi::get_sel_a`, `cum_sum`, `graph_info` Signed-off-by: Jinzhe Zeng --- source/api_cc/include/DeepPot.h | 6 --- source/api_cc/src/DeepPot.cc | 87 --------------------------------- 2 files changed, 93 deletions(-) diff --git a/source/api_cc/include/DeepPot.h b/source/api_cc/include/DeepPot.h index 15bcb32644..2a87ebef7e 100644 --- a/source/api_cc/include/DeepPot.h +++ b/source/api_cc/include/DeepPot.h @@ -346,9 +346,6 @@ class DeepPot { NeighborListData nlist_data; InputNlist nlist; AtomMap atommap; - - // function used for neighbor list copy - std::vector get_sel_a() const; }; class DeepPotModelDevi { @@ -587,8 +584,5 @@ class DeepPotModelDevi { deepmd::AtomMap atommap; NeighborListData nlist_data; InputNlist nlist; - - // function used for nborlist copy - std::vector > get_sel() const; }; } // namespace deepmd diff --git a/source/api_cc/src/DeepPot.cc b/source/api_cc/src/DeepPot.cc index a7b3a51164..6b3f23aca9 100644 --- a/source/api_cc/src/DeepPot.cc +++ b/source/api_cc/src/DeepPot.cc @@ -8,16 +8,6 @@ using namespace tensorflow; using namespace deepmd; -static std::vector cum_sum(const std::vector& n_sel) { - std::vector sec; - sec.resize(n_sel.size() + 1); - sec[0] = 0; - for (int ii = 1; ii < sec.size(); ++ii) { - sec[ii] = sec[ii - 1] + n_sel[ii - 1]; - } - return sec; -} - // start multiple frames template @@ -491,53 +481,6 @@ VT DeepPot::get_scalar(const std::string& name) const { return session_get_scalar(session, name); } -std::string graph_info(const GraphDef& graph_def) { - // std::stringstream buffer; - // std::streambuf * old = std::cout.rdbuf(buffer.rdbuf()); - std::string str = ""; - for (int ii = 0; ii < graph_def.node_size(); ii++) { - if (graph_def.node(ii).name() == "DescrptSeA") { - // str = graph_def.node(ii).PrintDebugString(); - str = graph_def.node(ii).DebugString(); - return str; - // std::cout << str << std::endl; - } - if (graph_def.node(ii).name() == "DescrptSeR") { - // str = graph_def.node(ii).PrintDebugString(); - str = graph_def.node(ii).DebugString(); - return str; - // std::cout << str << std::endl; - } - } - return str; -} - -// init the tmp array data -std::vector DeepPot::get_sel_a() const { - std::vector sel_a; - std::istringstream is(graph_info(*graph_def)); - std::string line = ""; - while (is >> line) { - if (line.find("sel_a") != line.npos) { - while (std::getline(is, line) && line != "}") { - if (line.find("i:") != line.npos) { - sel_a.push_back(atoi((line.substr(line.find("i:") + 2)).c_str())); - } - } - break; - } - if (line.find("sel") != line.npos) { - while (std::getline(is, line) && line != "}") { - if (line.find("i:") != line.npos) { - sel_a.push_back(atoi((line.substr(line.find("i:") + 2)).c_str())); - } - } - break; - } - } - return sel_a; -} - template void DeepPot::validate_fparam_aparam( const int& nframes, @@ -1357,36 +1300,6 @@ VT DeepPotModelDevi::get_scalar(const std::string name) const { return myrcut; } -// init the tmp array data -std::vector> DeepPotModelDevi::get_sel() const { - std::vector> sec; - for (int ii = 0; ii < numb_models; ii++) { - std::vector sel; - std::istringstream is(graph_info(*graph_defs[ii])); - std::string line = ""; - while (is >> line) { - if (line.find("sel") != line.npos) { - while (std::getline(is, line) && line != "}") { - if (line.find("i:") != line.npos) { - sel.push_back(atoi((line.substr(line.find("i:") + 2)).c_str())); - } - } - break; - } - if (line.find("sel_a") != line.npos) { - while (std::getline(is, line) && line != "}") { - if (line.find("i:") != line.npos) { - sel.push_back(atoi((line.substr(line.find("i:") + 2)).c_str())); - } - } - break; - } - } - sec.push_back(sel); - } - return sec; -} - template void DeepPotModelDevi::validate_fparam_aparam( const int& nloc, From a100839cbfb293a353ffdf088d0b1d06ec63e8ee Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 21:31:18 -0400 Subject: [PATCH 47/75] fix dtype in PairTabOp (#2500) Fix https://github.com/deepmodeling/deepmd-kit/issues/2499. --------- Signed-off-by: Jinzhe Zeng --- deepmd/utils/pair_tab.py | 4 +++- source/op/pair_tab.cc | 4 ++-- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/deepmd/utils/pair_tab.py b/deepmd/utils/pair_tab.py index 4ab957189a..b8642c7009 100644 --- a/deepmd/utils/pair_tab.py +++ b/deepmd/utils/pair_tab.py @@ -11,7 +11,9 @@ class PairTab: - """Parameters + """Pairwise tabulated potential. + + Parameters ---------- filename File name for the short-range tabulated potential. diff --git a/source/op/pair_tab.cc b/source/op/pair_tab.cc index 9929137d97..9932e1c37a 100644 --- a/source/op/pair_tab.cc +++ b/source/op/pair_tab.cc @@ -118,8 +118,8 @@ class PairTabOp : public OpKernel { &virial_tensor)); // flat the tensors - auto table_info = table_info_tensor.flat(); - auto table_data = table_data_tensor.flat(); + auto table_info = table_info_tensor.flat(); + auto table_data = table_data_tensor.flat(); auto type = type_tensor.matrix(); auto rij = rij_tensor.matrix(); auto nlist = nlist_tensor.matrix(); From ad44028dae9b30a49e9cae480f542cc69334053c Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 21:37:05 -0400 Subject: [PATCH 48/75] print model deviation of total energy per atom in `dp model_devi` (#2501) Here total energy per atom ($E/N$) is used instead of atomic energy $E_i$, as the decomposition of energy is arbitrary and not unique. --------- Signed-off-by: Jinzhe Zeng --- deepmd/infer/model_devi.py | 84 ++++++++++++++++++++++++--------- source/tests/test_model_devi.py | 5 +- 2 files changed, 64 insertions(+), 25 deletions(-) diff --git a/deepmd/infer/model_devi.py b/deepmd/infer/model_devi.py index 96ea40ba91..e22606abc6 100644 --- a/deepmd/infer/model_devi.py +++ b/deepmd/infer/model_devi.py @@ -1,3 +1,7 @@ +from typing import ( + Tuple, +) + import numpy as np from deepmd.common import ( @@ -15,11 +19,22 @@ ) -def calc_model_devi_f(fs: np.ndarray): - """Parameters +def calc_model_devi_f(fs: np.ndarray) -> Tuple[np.ndarray]: + """Calculate model deviation of force. + + Parameters ---------- fs : numpy.ndarray size of `n_models x n_frames x n_atoms x 3` + + Returns + ------- + max_devi_f : numpy.ndarray + maximum deviation of force in all atoms + min_devi_f : numpy.ndarray + minimum deviation of force in all atoms + avg_devi_f : numpy.ndarray + average deviation of force in all atoms """ fs_devi = np.linalg.norm(np.std(fs, axis=0), axis=-1) max_devi_f = np.max(fs_devi, axis=-1) @@ -28,24 +43,44 @@ def calc_model_devi_f(fs: np.ndarray): return max_devi_f, min_devi_f, avg_devi_f -def calc_model_devi_e(es: np.ndarray): - """Parameters +def calc_model_devi_e(es: np.ndarray) -> np.ndarray: + """Calculate model deviation of total energy per atom. + + Here we don't use the atomic energy, as the decomposition + of energy is arbitrary and not unique. There is no fitting + target for atomic energy. + + Parameters ---------- es : numpy.ndarray - size of `n_models x n_frames x n_atoms + size of `n_models x n_frames x 1 + + Returns + ------- + max_devi_e : numpy.ndarray + maximum deviation of energy """ es_devi = np.std(es, axis=0) - max_devi_e = np.max(es_devi, axis=1) - min_devi_e = np.min(es_devi, axis=1) - avg_devi_e = np.mean(es_devi, axis=1) - return max_devi_e, min_devi_e, avg_devi_e + es_devi = np.squeeze(es_devi, axis=-1) + return es_devi + +def calc_model_devi_v(vs: np.ndarray) -> Tuple[np.ndarray]: + """Calculate model deviation of virial. -def calc_model_devi_v(vs: np.ndarray): - """Parameters + Parameters ---------- vs : numpy.ndarray size of `n_models x n_frames x 9` + + Returns + ------- + max_devi_v : numpy.ndarray + maximum deviation of virial in 9 elements + min_devi_v : numpy.ndarray + minimum deviation of virial in 9 elements + avg_devi_v : numpy.ndarray + average deviation of virial in 9 elements """ vs_devi = np.std(vs, axis=0) max_devi_v = np.max(vs_devi, axis=-1) @@ -55,7 +90,9 @@ def calc_model_devi_v(vs: np.ndarray): def write_model_devi_out(devi: np.ndarray, fname: str, header: str = ""): - """Parameters + """Write output of model deviation. + + Parameters ---------- devi : numpy.ndarray the first column is the steps index @@ -64,7 +101,7 @@ def write_model_devi_out(devi: np.ndarray, fname: str, header: str = ""): header : str, default="" the header to dump """ - assert devi.shape[1] == 7 + assert devi.shape[1] == 8 header = "%s\n%10s" % (header, "step") for item in "vf": header += "%19s%19s%19s" % ( @@ -72,11 +109,12 @@ def write_model_devi_out(devi: np.ndarray, fname: str, header: str = ""): f"min_devi_{item}", f"avg_devi_{item}", ) + header += "%19s" % "devi_e" with open(fname, "ab") as fp: np.savetxt( fp, devi, - fmt=["%12d"] + ["%19.6e" for _ in range(6)], + fmt=["%12d"] + ["%19.6e" for _ in range(7)], delimiter="", header=header, ) @@ -125,9 +163,9 @@ def calc_model_devi( Returns ------- - model_devi : numpy.ndarray, `n_frames x 7` - Model deviation results. The first column is index of steps, the other 6 columns are - max_devi_v, min_devi_v, avg_devi_v, max_devi_f, min_devi_f, avg_devi_f. + model_devi : numpy.ndarray, `n_frames x 8` + Model deviation results. The first column is index of steps, the other 7 columns are + max_devi_v, min_devi_v, avg_devi_v, max_devi_f, min_devi_f, avg_devi_f, devi_e. Examples -------- @@ -140,28 +178,28 @@ def calc_model_devi( >>> graphs = [DP("graph.000.pb"), DP("graph.001.pb")] >>> model_devi = calc_model_devi(coord, cell, atype, graphs) """ - if box is not None: - nopbc = True - else: - nopbc = False - + energies = [] forces = [] virials = [] + natom = atype.shape[-1] for dp in models: ret = dp.eval( coord, box, atype, ) + energies.append(ret[0] / natom) forces.append(ret[1]) - virials.append(ret[2] / len(atype)) + virials.append(ret[2] / natom) + energies = np.array(energies) forces = np.array(forces) virials = np.array(virials) devi = [np.arange(coord.shape[0]) * frequency] devi += list(calc_model_devi_v(virials)) devi += list(calc_model_devi_f(forces)) + devi.append(calc_model_devi_e(energies)) devi = np.vstack(devi).T if fname: write_model_devi_out(devi, fname) diff --git a/source/tests/test_model_devi.py b/source/tests/test_model_devi.py index 57b85dafb3..5c2b14b70d 100644 --- a/source/tests/test_model_devi.py +++ b/source/tests/test_model_devi.py @@ -50,6 +50,7 @@ def setUp(self): 5.095047e-01, 4.584241e-01, 4.819783e-01, + 1.594131e-02, ] ) @@ -64,8 +65,8 @@ def test_calc_model_devi(self): ) self.assertAlmostEqual(model_devi[0][0], 0) self.assertAlmostEqual(model_devi[1][0], self.freq) - np.testing.assert_almost_equal(model_devi[0][1:7], self.expect[1:7], 6) - np.testing.assert_almost_equal(model_devi[0][1:7], model_devi[1][1:7], 6) + np.testing.assert_almost_equal(model_devi[0][1:8], self.expect[1:8], 6) + np.testing.assert_almost_equal(model_devi[0][1:8], model_devi[1][1:8], 6) self.assertTrue(os.path.isfile(self.output)) def tearDown(self): From 771d8c7fd57452882b63f737d5785285f5928a9c Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 4 May 2023 09:38:10 +0800 Subject: [PATCH 49/75] [pre-commit.ci] pre-commit autoupdate (#2502) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.262 → v0.0.263](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.262...v0.0.263) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 4c22cc1661..6cd42e6bb5 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.262 + rev: v0.0.263 hooks: - id: ruff args: ["--fix"] From 05b70f2f9f3a8ebe063cb86cfb3e29124625b0e0 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 3 May 2023 22:03:50 -0400 Subject: [PATCH 50/75] raise a clear message when no set is found in a system (#2503) Resovle #215, #745, #829, #990, #1335, #1625 --------- Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/utils/data.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/deepmd/utils/data.py b/deepmd/utils/data.py index ba94e1bf04..16fcbfc7c5 100644 --- a/deepmd/utils/data.py +++ b/deepmd/utils/data.py @@ -56,6 +56,8 @@ def __init__( """Constructor.""" root = DPPath(sys_path) self.dirs = root.glob(set_prefix + ".*") + if not len(self.dirs): + raise FileNotFoundError(f"No {set_prefix}.* is found in {sys_path}") self.dirs.sort() # check mix_type format error_format_msg = ( From 45a8d1e3a11f5c4621254ea9552015f724e5593c Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 4 May 2023 01:14:57 -0400 Subject: [PATCH 51/75] catch tf.errors.CancelledError for OOM (#2504) Sometimes TF will raise CancelledError instead of ResourceExhaustedError: ``` 2023-05-02 14:39:26.504134: W tensorflow/tsl/framework/bfc_allocator.cc:497] *____*****____****************__________*****************************************___________________ 2023-05-02 14:39:26.504163: W tensorflow/core/framework/op_kernel.cc:1830] OP_REQUIRES failed at matmul_op_impl.h:730 : RESOURCE_EXHAUSTED: OOM when allocating tensor with shape[165000,100,100] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc 2023-05-02 14:39:26.504208: I tensorflow/core/common_runtime/executor.cc:1197] [/job:localhost/replica:0/task:0/device:GPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): RESOURCE_EXHAUSTED: OOM when allocating tensor with shape[165000,100,100] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc [[{{node load/gradients/MatMul_grad/MatMul_1}}]] Hint: If you want to see a list of allocated tensors when OOM happens, add report_tensor_allocations_upon_oom to RunOptions for current allocation info. This isn't available when running in Eager mode. 2023-05-02 14:39:26.504253: I tensorflow/core/common_runtime/executor.cc:1197] [/job:localhost/replica:0/task:0/device:GPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): CANCELLED: RecvAsync is cancelled. [[{{node load/ProdVirialSeA/_33}}]] [type.googleapis.com/tensorflow.DerivedStatus=''] 2023-05-02 14:39:26.504299: I tensorflow/core/common_runtime/executor.cc:1197] [/job:localhost/replica:0/task:0/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): CANCELLED: RecvAsync is cancelled. [[{{node load/ProdVirialSeA/_33}}]] [[cluster_6_1/merge_oidx_1/_35]] [type.googleapis.com/tensorflow.DerivedStatus=''] Traceback (most recent call last): File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 1378, in _do_call return fn(*args) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 1361, in _run_fn return self._call_tf_sessionrun(options, feed_dict, fetch_list, File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 1454, in _call_tf_sessionrun return tf_session.TF_SessionRun_wrapper(self._session, options, feed_dict, tensorflow.python.framework.errors_impl.CancelledError: RecvAsync is cancelled. [[{{node load/ProdVirialSeA/_33}}]] During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/home/njzjz/anaconda3/envs/pip/bin/dp", line 8, in sys.exit(main()) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/entrypoints/main.py", line 649, in main make_model_devi(**dict_args) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/infer/model_devi.py", line 259, in make_model_devi devi = calc_model_devi(coord, box, atype, dp_models) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/infer/model_devi.py", line 186, in calc_model_devi ret = dp.eval( File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/infer/deep_pot.py", line 322, in eval output = self._eval_func(self._eval_inner, numb_test, natoms)( File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/infer/deep_pot.py", line 237, in eval_func return self.auto_batch_size.execute_all( File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/utils/batch_size.py", line 191, in execute_all n_batch, result = self.execute(execute_with_batch_size, index, natoms) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/utils/batch_size.py", line 103, in execute n_batch, result = callable( File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/utils/batch_size.py", line 169, in execute_with_batch_size return (end_index - start_index), callable( File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/infer/deep_pot.py", line 474, in _eval_inner v_out = run_sess(self.sess, t_out, feed_dict=feed_dict_test) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/deepmd/utils/sess.py", line 30, in run_sess return sess.run(*args, **kwargs) File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 968, in run result = self._run(None, fetches, feed_dict, options_ptr, File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 1191, in _run results = self._do_run(handle, final_targets, final_fetches, File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 1371, in _do_run return self._do_call(_run_fn, feeds, fetches, targets, options, File "/home/njzjz/anaconda3/envs/pip/lib/python3.10/site-packages/tensorflow/python/client/session.py", line 1397, in _do_call raise type(e)(node_def, op, message) # pylint: disable=no-value-for-parameter tensorflow.python.framework.errors_impl.CancelledError: Graph execution error: RecvAsync is cancelled. [[{{node load/ProdVirialSeA/_33}}]] ``` --- deepmd/utils/sess.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deepmd/utils/sess.py b/deepmd/utils/sess.py index 403877e314..67bbd36878 100644 --- a/deepmd/utils/sess.py +++ b/deepmd/utils/sess.py @@ -28,7 +28,7 @@ def run_sess(sess: tf.Session, *args, **kwargs): try: # https://www.tensorflow.org/api_docs/python/tf/compat/v1/Session#run return sess.run(*args, **kwargs) - except tf.errors.ResourceExhaustedError as e: + except (tf.errors.ResourceExhaustedError, tf.errors.CancelledError) as e: MESSAGE = ( "Your memory may be not enough, thus an error has been raised " "above. You need to take the following actions:\n" From a1022899d00b9fb796410d67463b34426a94c4c6 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sat, 6 May 2023 02:16:02 -0400 Subject: [PATCH 52/75] lmp: add tests for compute deeptensor/atom (#2507) Signed-off-by: Jinzhe Zeng --- source/lmp/compute_deeptensor_atom.cpp | 8 +- source/lmp/tests/test_deeptensor.py | 116 +++++++++++++++++++++++++ 2 files changed, 122 insertions(+), 2 deletions(-) create mode 100644 source/lmp/tests/test_deeptensor.py diff --git a/source/lmp/compute_deeptensor_atom.cpp b/source/lmp/compute_deeptensor_atom.cpp index 4a7c65ffa9..009d3276ae 100644 --- a/source/lmp/compute_deeptensor_atom.cpp +++ b/source/lmp/compute_deeptensor_atom.cpp @@ -128,8 +128,12 @@ void ComputeDeeptensorAtom::compute_peratom() { std::vector gtensor, force, virial, atensor, avirial; // compute tensors - dt.compute(gtensor, force, virial, atensor, avirial, dcoord, dtype, dbox, - nghost, lmp_list); + try { + dt.compute(gtensor, force, virial, atensor, avirial, dcoord, dtype, dbox, + nghost, lmp_list); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } // store the result in tensor int iter_tensor = 0; diff --git a/source/lmp/tests/test_deeptensor.py b/source/lmp/tests/test_deeptensor.py new file mode 100644 index 0000000000..0029247959 --- /dev/null +++ b/source/lmp/tests/test_deeptensor.py @@ -0,0 +1,116 @@ +import os +import subprocess as sp +import sys +from pathlib import ( + Path, +) + +import numpy as np +import pytest +from lammps import ( + PyLammps, +) +from write_lmp_data import ( + write_lmp_data, +) + +pbtxt_file = Path(__file__).parent.parent.parent / "tests" / "infer" / "deeppot.pbtxt" +pb_file = Path(__file__).parent / "graph.pb" +pbtxt_file2 = ( + Path(__file__).parent.parent.parent / "tests" / "infer" / "deepdipole_new.pbtxt" +) +pb_file2 = Path(__file__).parent / "deepdipole_new.pb" +system_file = Path(__file__).parent.parent.parent / "tests" +data_file = Path(__file__).parent / "data.lmp" +data_type_map_file = Path(__file__).parent / "data_type_map.lmp" + +# this is as the same as python and c++ tests, test_deepdipole.py +expected_d = np.array( + [ + -1.128427726201255282e-01, + 2.654103846999197880e-01, + 2.625816377288122533e-02, + 3.027556488877700680e-01, + -7.475444785689989990e-02, + 1.526291164572509684e-01, + ] +) +# sel_type is 0, it seems that it works here +expected_d[[1, 2, 4, 5]] = 0.0 +box = np.array([0, 13, 0, 13, 0, 13, 0, 0, 0]) +coord = np.array( + [ + [12.83, 2.56, 2.18], + [12.09, 2.87, 2.74], + [0.25, 3.32, 1.68], + [3.36, 3.00, 1.81], + [3.51, 2.51, 2.60], + [4.27, 3.22, 1.56], + ] +) +type_OH = np.array([1, 2, 2, 1, 2, 2]) +# TODO +# type_HO = np.array([2, 1, 1, 2, 1, 1]) + + +sp.check_output( + "{} -m deepmd convert-from pbtxt -i {} -o {}".format( + sys.executable, + pbtxt_file.resolve(), + pb_file.resolve(), + ).split() +) + +sp.check_output( + "{} -m deepmd convert-from pbtxt -i {} -o {}".format( + sys.executable, + pbtxt_file2.resolve(), + pb_file2.resolve(), + ).split() +) + + +def setup_module(): + write_lmp_data(box, coord, type_OH, data_file) + # TODO + # write_lmp_data(box, coord, type_HO, data_type_map_file) + + +def teardown_module(): + os.remove(data_file) + # os.remove(data_type_map_file) + + +def _lammps(data_file) -> PyLammps: + lammps = PyLammps() + lammps.units("metal") + lammps.boundary("p p p") + lammps.atom_style("atomic") + lammps.neighbor("2.0 bin") + lammps.neigh_modify("every 10 delay 0 check no") + lammps.read_data(data_file.resolve()) + lammps.mass("1 16") + lammps.mass("2 2") + lammps.timestep(0.0005) + lammps.fix("1 all nve") + return lammps + + +@pytest.fixture +def lammps(): + yield _lammps(data_file=data_file) + + +# @pytest.fixture +# def lammps_type_map(): +# yield _lammps(data_file=data_type_map_file) + + +def test_compute_deeptensor_atom(lammps): + lammps.pair_style(f"deepmd {pb_file.resolve()}") + lammps.pair_coeff("* *") + lammps.compute(f"tensor all deeptensor/atom {pb_file2.resolve()}") + lammps.variable("tensor atom c_tensor[1]") + lammps.dump("1 all custom 1 dump id c_tensor[1]") + lammps.run(0) + assert np.array(lammps.variables["tensor"].value) == pytest.approx(expected_d) From 9aa53e14d69a53e88cf4db269c536fe7e764f273 Mon Sep 17 00:00:00 2001 From: hztttt <49030097+hztttt@users.noreply.github.com> Date: Sat, 6 May 2023 14:36:14 +0800 Subject: [PATCH 53/75] Deep spin new (#2304) Signed-off-by: hztttt <49030097+hztttt@users.noreply.github.com> Signed-off-by: Jinzhe Zeng Co-authored-by: yangtengleo Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jinzhe Zeng Co-authored-by: Harvey Que <103566763+Q-Query@users.noreply.github.com> Co-authored-by: Han Wang <92130845+wanghan-iapcm@users.noreply.github.com> --- deepmd/descriptor/hybrid.py | 8 +- deepmd/descriptor/se_a.py | 13 + deepmd/descriptor/se_r.py | 13 + deepmd/entrypoints/freeze.py | 1 + deepmd/entrypoints/test.py | 135 +- deepmd/fit/ener.py | 46 +- deepmd/infer/deep_pot.py | 67 +- deepmd/loss/__init__.py | 2 + deepmd/loss/ener.py | 333 + deepmd/model/ener.py | 125 +- deepmd/train/trainer.py | 21 + deepmd/utils/argcheck.py | 126 + deepmd/utils/spin.py | 85 + doc/model/train-energy-spin.md | 52 + doc/third-party/lammps-command.md | 2 + examples/spin/data/data_0/set.000/box.npy | Bin 0 -> 848 bytes examples/spin/data/data_0/set.000/coord.npy | Bin 0 -> 11648 bytes examples/spin/data/data_0/set.000/energy.npy | Bin 0 -> 208 bytes examples/spin/data/data_0/set.000/force.npy | Bin 0 -> 5888 bytes examples/spin/data/data_0/type.raw | 1 + examples/spin/data/data_1/set.000/box.npy | Bin 0 -> 848 bytes examples/spin/data/data_1/set.000/coord.npy | Bin 0 -> 11648 bytes examples/spin/data/data_1/set.000/energy.npy | Bin 0 -> 208 bytes examples/spin/data/data_1/set.000/force.npy | Bin 0 -> 5888 bytes examples/spin/data/data_1/type.raw | 1 + examples/spin/lmp/in.force | 46 + examples/spin/lmp/init.data | 21 + examples/spin/se_e2_a/input.json | 98 + source/api_cc/include/DeepPot.h | 18 + source/api_cc/src/DeepPot.cc | 10 + source/lmp/pair_deepmd.cpp | 341 +- source/lmp/pair_deepmd.h | 35 + source/tests/infer/deepspin.pbtxt | 50039 +++++++++++++++++ source/tests/model_spin/set.000/box.npy | Bin 0 -> 272 bytes source/tests/model_spin/set.000/coord.npy | Bin 0 -> 2432 bytes source/tests/model_spin/set.000/energy.npy | Bin 0 -> 144 bytes source/tests/model_spin/set.000/force.npy | Bin 0 -> 1280 bytes source/tests/model_spin/type.raw | 1 + source/tests/test_deeppot_spin.py | 265 + source/tests/test_examples.py | 1 + source/tests/test_init_frz_model_spin.py | 201 + source/tests/test_model_spin.json | 87 + source/tests/test_model_spin.py | 434 + 43 files changed, 52560 insertions(+), 68 deletions(-) create mode 100644 deepmd/utils/spin.py create mode 100644 doc/model/train-energy-spin.md create mode 100644 examples/spin/data/data_0/set.000/box.npy create mode 100644 examples/spin/data/data_0/set.000/coord.npy create mode 100644 examples/spin/data/data_0/set.000/energy.npy create mode 100644 examples/spin/data/data_0/set.000/force.npy create mode 100644 examples/spin/data/data_0/type.raw create mode 100644 examples/spin/data/data_1/set.000/box.npy create mode 100644 examples/spin/data/data_1/set.000/coord.npy create mode 100644 examples/spin/data/data_1/set.000/energy.npy create mode 100644 examples/spin/data/data_1/set.000/force.npy create mode 100644 examples/spin/data/data_1/type.raw create mode 100644 examples/spin/lmp/in.force create mode 100644 examples/spin/lmp/init.data create mode 100644 examples/spin/se_e2_a/input.json create mode 100644 source/tests/infer/deepspin.pbtxt create mode 100644 source/tests/model_spin/set.000/box.npy create mode 100644 source/tests/model_spin/set.000/coord.npy create mode 100644 source/tests/model_spin/set.000/energy.npy create mode 100644 source/tests/model_spin/set.000/force.npy create mode 100644 source/tests/model_spin/type.raw create mode 100644 source/tests/test_deeppot_spin.py create mode 100644 source/tests/test_init_frz_model_spin.py create mode 100644 source/tests/test_model_spin.json create mode 100644 source/tests/test_model_spin.py diff --git a/deepmd/descriptor/hybrid.py b/deepmd/descriptor/hybrid.py index 538ebdf168..e1ddf5f2e9 100644 --- a/deepmd/descriptor/hybrid.py +++ b/deepmd/descriptor/hybrid.py @@ -10,6 +10,9 @@ GLOBAL_TF_FLOAT_PRECISION, tf, ) +from deepmd.utils.spin import ( + Spin, +) # from deepmd.descriptor import DescrptLocFrame # from deepmd.descriptor import DescrptSeA @@ -32,7 +35,7 @@ class DescrptHybrid(Descriptor): Build a descriptor from the concatenation of the list of descriptors. """ - def __init__(self, list: list, multi_task: bool = False) -> None: + def __init__(self, list: list, multi_task: bool = False, spin: Spin = None) -> None: """Constructor.""" # warning: list is conflict with built-in list descrpt_list = list @@ -48,6 +51,9 @@ def __init__(self, list: list, multi_task: bool = False) -> None: elif isinstance(ii, dict): if multi_task: ii["multi_task"] = True + if spin is not None: + if ii["type"] in ["se_e2_a", "se_a", "se_e2_r", "se_r"]: + ii["spin"] = spin formatted_descript_list.append(Descriptor(**ii)) else: raise NotImplementedError diff --git a/deepmd/descriptor/se_a.py b/deepmd/descriptor/se_a.py index 9d4f6bca57..641210f0d1 100644 --- a/deepmd/descriptor/se_a.py +++ b/deepmd/descriptor/se_a.py @@ -42,6 +42,9 @@ from deepmd.utils.sess import ( run_sess, ) +from deepmd.utils.spin import ( + Spin, +) from deepmd.utils.tabulate import ( DPTabulate, ) @@ -160,6 +163,7 @@ def __init__( precision: str = "default", uniform_seed: bool = False, multi_task: bool = False, + spin: Optional[Spin] = None, ) -> None: """Constructor.""" if rcut < rcut_smth: @@ -186,6 +190,15 @@ def __init__( self.exclude_types.add((tt[1], tt[0])) self.set_davg_zero = set_davg_zero self.type_one_side = type_one_side + self.spin = spin + + # extend sel_a for spin system + if self.spin is not None: + self.ntypes_spin = self.spin.get_ntypes_spin() + self.sel_a_spin = self.sel_a[: self.ntypes_spin] + self.sel_a.extend(self.sel_a_spin) + else: + self.ntypes_spin = 0 # descrpt config self.sel_r = [0 for ii in range(len(self.sel_a))] diff --git a/deepmd/descriptor/se_r.py b/deepmd/descriptor/se_r.py index 837e2c5ca9..7ef5f47347 100644 --- a/deepmd/descriptor/se_r.py +++ b/deepmd/descriptor/se_r.py @@ -28,6 +28,9 @@ from deepmd.utils.sess import ( run_sess, ) +from deepmd.utils.spin import ( + Spin, +) from deepmd.utils.tabulate import ( DPTabulate, ) @@ -93,6 +96,7 @@ def __init__( precision: str = "default", uniform_seed: bool = False, multi_task: bool = False, + spin: Optional[Spin] = None, ) -> None: """Constructor.""" if rcut < rcut_smth: @@ -118,6 +122,15 @@ def __init__( self.exclude_types.add((tt[1], tt[0])) self.set_davg_zero = set_davg_zero self.type_one_side = type_one_side + self.spin = spin + + # extend sel_r for spin system + if self.spin is not None: + self.ntypes_spin = self.spin.get_ntypes_spin() + self.sel_r_spin = self.sel_r[: self.ntypes_spin] + self.sel_r.extend(self.sel_r_spin) + else: + self.ntypes_spin = 0 # descrpt config self.sel_a = [0 for ii in range(len(self.sel_r))] diff --git a/deepmd/entrypoints/freeze.py b/deepmd/entrypoints/freeze.py index 1528c12e15..9f6547998f 100755 --- a/deepmd/entrypoints/freeze.py +++ b/deepmd/entrypoints/freeze.py @@ -219,6 +219,7 @@ def _make_node_names( "o_virial", "o_atom_energy", "o_atom_virial", + "spin_attr/ntypes_spin", "fitting_attr/dfparam", "fitting_attr/daparam", ] diff --git a/deepmd/entrypoints/test.py b/deepmd/entrypoints/test.py index 3c7d10c0d3..2ecc52ebe4 100644 --- a/deepmd/entrypoints/test.py +++ b/deepmd/entrypoints/test.py @@ -319,6 +319,26 @@ def test_ener( av = ret[4] ae = ae.reshape([numb_test, -1]) av = av.reshape([numb_test, -1]) + if dp.get_ntypes_spin() != 0: + ntypes_real = dp.get_ntypes() - dp.get_ntypes_spin() + nloc = natoms + nloc_real = sum([np.count_nonzero(atype == ii) for ii in range(ntypes_real)]) + force_r = np.split( + force, indices_or_sections=[nloc_real * 3, nloc * 3], axis=1 + )[0] + force_m = np.split( + force, indices_or_sections=[nloc_real * 3, nloc * 3], axis=1 + )[1] + test_force_r = np.split( + test_data["force"][:numb_test], + indices_or_sections=[nloc_real * 3, nloc * 3], + axis=1, + )[0] + test_force_m = np.split( + test_data["force"][:numb_test], + indices_or_sections=[nloc_real * 3, nloc * 3], + axis=1, + )[1] diff_e = energy - test_data["energy"][:numb_test].reshape([-1, 1]) mae_e = mae(diff_e) @@ -337,14 +357,26 @@ def test_ener( diff_ae = test_data["atom_ener"][:numb_test].reshape([-1]) - ae.reshape([-1]) mae_ae = mae(diff_ae) rmse_ae = rmse(diff_ae) + if dp.get_ntypes_spin() != 0: + mae_fr = mae(force_r - test_force_r) + mae_fm = mae(force_m - test_force_m) + rmse_fr = rmse(force_r - test_force_r) + rmse_fm = rmse(force_m - test_force_m) log.info(f"# number of test data : {numb_test:d} ") log.info(f"Energy MAE : {mae_e:e} eV") log.info(f"Energy RMSE : {rmse_e:e} eV") log.info(f"Energy MAE/Natoms : {mae_ea:e} eV") log.info(f"Energy RMSE/Natoms : {rmse_ea:e} eV") - log.info(f"Force MAE : {mae_f:e} eV/A") - log.info(f"Force RMSE : {rmse_f:e} eV/A") + if dp.get_ntypes_spin() == 0: + log.info(f"Force MAE : {mae_f:e} eV/A") + log.info(f"Force RMSE : {rmse_f:e} eV/A") + else: + log.info(f"Force atom MAE : {mae_fr:e} eV/A") + log.info(f"Force spin MAE : {mae_fm:e} eV/uB") + log.info(f"Force atom RMSE : {rmse_fr:e} eV/A") + log.info(f"Force spin RMSE : {rmse_fm:e} eV/uB") + if data.pbc: log.info(f"Virial MAE : {mae_v:e} eV") log.info(f"Virial RMSE : {rmse_v:e} eV") @@ -377,19 +409,42 @@ def test_ener( header="%s: data_e pred_e" % system, append=append_detail, ) - pf = np.concatenate( - ( - np.reshape(test_data["force"][:numb_test], [-1, 3]), - np.reshape(force, [-1, 3]), - ), - axis=1, - ) - save_txt_file( - detail_path.with_suffix(".f.out"), - pf, - header="%s: data_fx data_fy data_fz pred_fx pred_fy pred_fz" % system, - append=append_detail, - ) + if dp.get_ntypes_spin() == 0: + pf = np.concatenate( + ( + np.reshape(test_data["force"][:numb_test], [-1, 3]), + np.reshape(force, [-1, 3]), + ), + axis=1, + ) + save_txt_file( + detail_path.with_suffix(".f.out"), + pf, + header="%s: data_fx data_fy data_fz pred_fx pred_fy pred_fz" % system, + append=append_detail, + ) + else: + pf_real = np.concatenate( + (np.reshape(test_force_r, [-1, 3]), np.reshape(force_r, [-1, 3])), + axis=1, + ) + pf_mag = np.concatenate( + (np.reshape(test_force_m, [-1, 3]), np.reshape(force_m, [-1, 3])), + axis=1, + ) + save_txt_file( + detail_path.with_suffix(".fr.out"), + pf_real, + header="%s: data_fx data_fy data_fz pred_fx pred_fy pred_fz" % system, + append=append_detail, + ) + save_txt_file( + detail_path.with_suffix(".fm.out"), + pf_mag, + header="%s: data_fmx data_fmy data_fmz pred_fmx pred_fmy pred_fmz" + % system, + append=append_detail, + ) pv = np.concatenate( ( np.reshape(test_data["virial"][:numb_test], [-1, 9]), @@ -414,18 +469,34 @@ def test_ener( "pred_vyy pred_vyz pred_vzx pred_vzy pred_vzz", append=append_detail, ) - return { - "mae_e": (mae_e, energy.size), - "mae_ea": (mae_ea, energy.size), - "mae_f": (mae_f, force.size), - "mae_v": (mae_v, virial.size), - "mae_va": (mae_va, virial.size), - "rmse_e": (rmse_e, energy.size), - "rmse_ea": (rmse_ea, energy.size), - "rmse_f": (rmse_f, force.size), - "rmse_v": (rmse_v, virial.size), - "rmse_va": (rmse_va, virial.size), - } + if dp.get_ntypes_spin() == 0: + return { + "mae_e": (mae_e, energy.size), + "mae_ea": (mae_ea, energy.size), + "mae_f": (mae_f, force.size), + "mae_v": (mae_v, virial.size), + "mae_va": (mae_va, virial.size), + "rmse_e": (rmse_e, energy.size), + "rmse_ea": (rmse_ea, energy.size), + "rmse_f": (rmse_f, force.size), + "rmse_v": (rmse_v, virial.size), + "rmse_va": (rmse_va, virial.size), + } + else: + return { + "mae_e": (mae_e, energy.size), + "mae_ea": (mae_ea, energy.size), + "mae_fr": (mae_fr, force_r.size), + "mae_fm": (mae_fm, force_m.size), + "mae_v": (mae_v, virial.size), + "mae_va": (mae_va, virial.size), + "rmse_e": (rmse_e, energy.size), + "rmse_ea": (rmse_ea, energy.size), + "rmse_fr": (rmse_fr, force_r.size), + "rmse_fm": (rmse_fm, force_m.size), + "rmse_v": (rmse_v, virial.size), + "rmse_va": (rmse_va, virial.size), + } def print_ener_sys_avg(avg: Dict[str, float]): @@ -440,8 +511,14 @@ def print_ener_sys_avg(avg: Dict[str, float]): log.info(f"Energy RMSE : {avg['rmse_e']:e} eV") log.info(f"Energy MAE/Natoms : {avg['mae_ea']:e} eV") log.info(f"Energy RMSE/Natoms : {avg['rmse_ea']:e} eV") - log.info(f"Force MAE : {avg['mae_f']:e} eV/A") - log.info(f"Force RMSE : {avg['rmse_f']:e} eV/A") + if "rmse_f" in avg.keys(): + log.info(f"Force MAE : {avg['mae_f']:e} eV/A") + log.info(f"Force RMSE : {avg['rmse_f']:e} eV/A") + else: + log.info(f"Force atom MAE : {avg['mae_fr']:e} eV/A") + log.info(f"Force spin MAE : {avg['mae_fm']:e} eV/uB") + log.info(f"Force atom RMSE : {avg['rmse_fr']:e} eV/A") + log.info(f"Force spin RMSE : {avg['rmse_fm']:e} eV/uB") log.info(f"Virial MAE : {avg['mae_v']:e} eV") log.info(f"Virial RMSE : {avg['rmse_v']:e} eV") log.info(f"Virial MAE/Natoms : {avg['mae_va']:e} eV") diff --git a/deepmd/fit/ener.py b/deepmd/fit/ener.py index 6b403f6e5d..b01a46e7a8 100644 --- a/deepmd/fit/ener.py +++ b/deepmd/fit/ener.py @@ -40,6 +40,9 @@ from deepmd.utils.network import ( one_layer_rand_seed_shift, ) +from deepmd.utils.spin import ( + Spin, +) log = logging.getLogger(__name__) @@ -132,6 +135,7 @@ def __init__( uniform_seed: bool = False, layer_name: Optional[List[Optional[str]]] = None, use_aparam_as_mask: bool = False, + spin: Optional[Spin] = None, ) -> None: """Constructor.""" # model param @@ -157,6 +161,8 @@ def __init__( self.rcond = rcond self.seed = seed self.uniform_seed = uniform_seed + self.spin = spin + self.ntypes_spin = self.spin.get_ntypes_spin() if self.spin is not None else 0 self.seed_shift = one_layer_rand_seed_shift() self.tot_ener_zero = tot_ener_zero self.fitting_activation_fn = get_activation_func(activation_function) @@ -477,6 +483,26 @@ def build( if self.aparam_inv_std is None: self.aparam_inv_std = 1.0 + ntypes_atom = self.ntypes - self.ntypes_spin + if self.spin is not None: + for type_i in range(ntypes_atom): + if self.bias_atom_e.shape[0] != self.ntypes: + self.bias_atom_e = np.pad( + self.bias_atom_e, + (0, self.ntypes_spin), + "constant", + constant_values=(0, 0), + ) + bias_atom_e = self.bias_atom_e + if self.spin.use_spin[type_i]: + self.bias_atom_e[type_i] = ( + self.bias_atom_e[type_i] + + self.bias_atom_e[type_i + ntypes_atom] + ) + else: + self.bias_atom_e[type_i] = self.bias_atom_e[type_i] + self.bias_atom_e = self.bias_atom_e[:ntypes_atom] + with tf.variable_scope("fitting_attr" + suffix, reuse=reuse): t_dfparam = tf.constant(self.numb_fparam, name="dfparam", dtype=tf.int32) t_daparam = tf.constant(self.numb_aparam, name="daparam", dtype=tf.int32) @@ -557,6 +583,15 @@ def build( # prevent embedding_lookup error, # but the filter will be applied anyway self.atype_nloc = tf.clip_by_value(self.atype_nloc, 0, self.ntypes - 1) + + ## if spin is used + if self.spin is not None: + self.atype_nloc = tf.slice( + atype_nall, [0, 0], [-1, tf.reduce_sum(natoms[2 : 2 + ntypes_atom])] + ) + atype_filter = tf.cast(self.atype_nloc >= 0, GLOBAL_TF_FLOAT_PRECISION) + self.atype_nloc = tf.reshape(self.atype_nloc, [-1]) + if type_embedding is not None: atype_embed = tf.nn.embedding_lookup(type_embedding, self.atype_nloc) else: @@ -567,7 +602,7 @@ def build( if atype_embed is None: start_index = 0 outs_list = [] - for type_i in range(self.ntypes): + for type_i in range(ntypes_atom): final_layer = self._build_lower( start_index, natoms[2 + type_i], @@ -645,7 +680,7 @@ def build( self.atom_ener_before = outs * atype_filter self.add_type = tf.reshape( tf.nn.embedding_lookup(self.t_bias_atom_e, self.atype_nloc), - [tf.shape(inputs)[0], natoms[0]], + [tf.shape(inputs)[0], tf.reduce_sum(natoms[2 : 2 + ntypes_atom])], ) outs = outs + self.add_type outs *= atype_filter @@ -653,11 +688,14 @@ def build( if self.tot_ener_zero: force_tot_ener = 0.0 - outs = tf.reshape(outs, [-1, natoms[0]]) + outs = tf.reshape(outs, [-1, tf.reduce_sum(natoms[2 : 2 + ntypes_atom])]) outs_mean = tf.reshape(tf.reduce_mean(outs, axis=1), [-1, 1]) outs_mean = outs_mean - tf.ones_like( outs_mean, dtype=GLOBAL_TF_FLOAT_PRECISION - ) * (force_tot_ener / global_cvt_2_tf_float(natoms[0])) + ) * ( + force_tot_ener + / global_cvt_2_tf_float(tf.reduce_sum(natoms[2 : 2 + ntypes_atom])) + ) outs = outs - outs_mean outs = tf.reshape(outs, [-1]) diff --git a/deepmd/infer/deep_pot.py b/deepmd/infer/deep_pot.py index 7e13c77761..d123da90b8 100644 --- a/deepmd/infer/deep_pot.py +++ b/deepmd/infer/deep_pot.py @@ -139,6 +139,13 @@ def __init__( self.t_aparam = None self.has_aparam = False + if "load/spin_attr/ntypes_spin" in operations: + self.tensors.update({"t_ntypes_spin": "spin_attr/ntypes_spin:0"}) + self.has_spin = True + else: + self.ntypes_spin = 0 + self.has_spin = False + # now load tensors to object attributes for attr_name, tensor_name in self.tensors.items(): try: @@ -185,15 +192,45 @@ def __init__( ) def _run_default_sess(self): - [self.ntypes, self.rcut, self.dfparam, self.daparam, self.tmap] = run_sess( - self.sess, - [self.t_ntypes, self.t_rcut, self.t_dfparam, self.t_daparam, self.t_tmap], - ) + if self.has_spin is True: + [ + self.ntypes, + self.ntypes_spin, + self.rcut, + self.dfparam, + self.daparam, + self.tmap, + ] = run_sess( + self.sess, + [ + self.t_ntypes, + self.t_ntypes_spin, + self.t_rcut, + self.t_dfparam, + self.t_daparam, + self.t_tmap, + ], + ) + else: + [self.ntypes, self.rcut, self.dfparam, self.daparam, self.tmap] = run_sess( + self.sess, + [ + self.t_ntypes, + self.t_rcut, + self.t_dfparam, + self.t_daparam, + self.t_tmap, + ], + ) def get_ntypes(self) -> int: """Get the number of atom types of this model.""" return self.ntypes + def get_ntypes_spin(self): + """Get the number of spin atom types of this model.""" + return self.ntypes_spin + def get_rcut(self) -> float: """Get the cut-off radius of this model.""" return self.rcut @@ -448,7 +485,7 @@ def _prepare_feed_dict( feed_dict_test[self.t_fparam] = np.reshape(fparam, [-1]) if self.has_aparam: feed_dict_test[self.t_aparam] = np.reshape(aparam, [-1]) - return feed_dict_test, imap + return feed_dict_test, imap, natoms_vec def _eval_inner( self, @@ -464,9 +501,10 @@ def _eval_inner( natoms, nframes = self._get_natoms_and_nframes( coords, atom_types, mixed_type=mixed_type ) - feed_dict_test, imap = self._prepare_feed_dict( + feed_dict_test, imap, natoms_vec = self._prepare_feed_dict( coords, cells, atom_types, fparam, aparam, efield, mixed_type=mixed_type ) + t_out = [self.t_energy, self.t_force, self.t_virial] if atomic: t_out += [self.t_ae, self.t_av] @@ -479,17 +517,28 @@ def _eval_inner( ae = v_out[3] av = v_out[4] + if self.has_spin: + ntypes_real = self.ntypes - self.ntypes_spin + natoms_real = sum( + [ + np.count_nonzero(np.array(atom_types) == ii) + for ii in range(ntypes_real) + ] + ) + else: + natoms_real = natoms + # reverse map of the outputs force = self.reverse_map(np.reshape(force, [nframes, -1, 3]), imap) if atomic: - ae = self.reverse_map(np.reshape(ae, [nframes, -1, 1]), imap) + ae = self.reverse_map(np.reshape(ae, [nframes, -1, 1]), imap[:natoms_real]) av = self.reverse_map(np.reshape(av, [nframes, -1, 9]), imap) energy = np.reshape(energy, [nframes, 1]) force = np.reshape(force, [nframes, natoms, 3]) virial = np.reshape(virial, [nframes, 9]) if atomic: - ae = np.reshape(ae, [nframes, natoms, 1]) + ae = np.reshape(ae, [nframes, natoms_real, 1]) av = np.reshape(av, [nframes, natoms, 9]) return energy, force, virial, ae, av else: @@ -570,7 +619,7 @@ def _eval_descriptor_inner( natoms, nframes = self._get_natoms_and_nframes( coords, atom_types, mixed_type=mixed_type ) - feed_dict_test, imap = self._prepare_feed_dict( + feed_dict_test, imap, natoms_vec = self._prepare_feed_dict( coords, cells, atom_types, fparam, aparam, efield, mixed_type=mixed_type ) (descriptor,) = run_sess( diff --git a/deepmd/loss/__init__.py b/deepmd/loss/__init__.py index 6f0b7c4eac..bfd6e57397 100644 --- a/deepmd/loss/__init__.py +++ b/deepmd/loss/__init__.py @@ -3,6 +3,7 @@ ) from .ener import ( EnerDipoleLoss, + EnerSpinLoss, EnerStdLoss, ) from .tensor import ( @@ -11,6 +12,7 @@ __all__ = [ "EnerDipoleLoss", + "EnerSpinLoss", "EnerStdLoss", "DOSLoss", "TensorLoss", diff --git a/deepmd/loss/ener.py b/deepmd/loss/ener.py index bac669f8e2..07c97b09bc 100644 --- a/deepmd/loss/ener.py +++ b/deepmd/loss/ener.py @@ -268,6 +268,339 @@ def eval(self, sess, feed_dict, natoms): return results +class EnerSpinLoss(Loss): + def __init__( + self, + starter_learning_rate: float, + start_pref_e: float = 0.02, + limit_pref_e: float = 1.00, + start_pref_fr: float = 1000, + limit_pref_fr: float = 1.00, + start_pref_fm: float = 10000, + limit_pref_fm: float = 10.0, + start_pref_v: float = 0.0, + limit_pref_v: float = 0.0, + start_pref_ae: float = 0.0, + limit_pref_ae: float = 0.0, + start_pref_pf: float = 0.0, + limit_pref_pf: float = 0.0, + relative_f: float = None, + enable_atom_ener_coeff: bool = False, + use_spin: list = None, + ) -> None: + self.starter_learning_rate = starter_learning_rate + self.start_pref_e = start_pref_e + self.limit_pref_e = limit_pref_e + self.start_pref_fr = start_pref_fr + self.limit_pref_fr = limit_pref_fr + self.start_pref_fm = start_pref_fm + self.limit_pref_fm = limit_pref_fm + self.start_pref_v = start_pref_v + self.limit_pref_v = limit_pref_v + self.start_pref_ae = start_pref_ae + self.limit_pref_ae = limit_pref_ae + self.start_pref_pf = start_pref_pf + self.limit_pref_pf = limit_pref_pf + self.relative_f = relative_f + self.enable_atom_ener_coeff = enable_atom_ener_coeff + self.use_spin = use_spin + self.has_e = self.start_pref_e != 0.0 or self.limit_pref_e != 0.0 + self.has_fr = self.start_pref_fr != 0.0 or self.limit_pref_fr != 0.0 + self.has_fm = self.start_pref_fm != 0.0 or self.limit_pref_fm != 0.0 + self.has_v = self.start_pref_v != 0.0 or self.limit_pref_v != 0.0 + self.has_ae = self.start_pref_ae != 0.0 or self.limit_pref_ae != 0.0 + # data required + add_data_requirement("energy", 1, atomic=False, must=False, high_prec=True) + add_data_requirement("force", 3, atomic=True, must=False, high_prec=False) + add_data_requirement("virial", 9, atomic=False, must=False, high_prec=False) + add_data_requirement("atom_ener", 1, atomic=True, must=False, high_prec=False) + add_data_requirement( + "atom_pref", 1, atomic=True, must=False, high_prec=False, repeat=3 + ) + if self.enable_atom_ener_coeff: + add_data_requirement( + "atom_ener_coeff", + 1, + atomic=True, + must=False, + high_prec=False, + default=1.0, + ) + + def build(self, learning_rate, natoms, model_dict, label_dict, suffix): + energy_pred = model_dict["energy"] + force_pred = model_dict["force"] + virial_pred = model_dict["virial"] + atom_ener_pred = model_dict["atom_ener"] + energy_label = label_dict["energy"] + force_label = label_dict["force"] + virial_label = label_dict["virial"] + atom_ener_label = label_dict["atom_ener"] + atom_pref = label_dict["atom_pref"] + find_energy = label_dict["find_energy"] + find_force = label_dict["find_force"] + find_virial = label_dict["find_virial"] + find_atom_ener = label_dict["find_atom_ener"] + + if self.enable_atom_ener_coeff: + # when ener_coeff (\nu) is defined, the energy is defined as + # E = \sum_i \nu_i E_i + # instead of the sum of atomic energies. + # + # A case is that we want to train reaction energy + # A + B -> C + D + # E = - E(A) - E(B) + E(C) + E(D) + # A, B, C, D could be put far away from each other + atom_ener_coeff = label_dict["atom_ener_coeff"] + atom_ener_coeff = tf.reshape(atom_ener_coeff, tf.shape(atom_ener_pred)) + energy_pred = tf.reduce_sum(atom_ener_coeff * atom_ener_pred, 1) + l2_ener_loss = tf.reduce_mean( + tf.square(energy_pred - energy_label), name="l2_" + suffix + ) + + # split force to force_r and force_m, compute their respective loss + real_nloc = tf.reduce_sum(natoms[2 : 2 + len(self.use_spin)]) + virt_nloc = natoms[0] - real_nloc + force_pred_reshape = tf.reshape(force_pred, [-1, natoms[0] * 3]) + force_label_reshape = tf.reshape(force_label, [-1, natoms[0] * 3]) + force_r_pred = tf.reshape( + tf.slice(force_pred_reshape, [0, 0], [-1, real_nloc * 3]), [-1] + ) + force_m_pred = tf.reshape( + tf.slice(force_pred_reshape, [0, real_nloc * 3], [-1, virt_nloc * 3]), [-1] + ) + force_r_label = tf.reshape( + tf.slice(force_label_reshape, [0, 0], [-1, real_nloc * 3]), [-1] + ) + force_m_label = tf.reshape( + tf.slice(force_label_reshape, [0, real_nloc * 3], [-1, virt_nloc * 3]), [-1] + ) + l2_force_r_loss = tf.reduce_mean( + tf.square(force_r_pred - force_r_label), name="l2_force_real_" + suffix + ) + l2_force_m_loss = tf.reduce_mean( + tf.square(force_m_pred - force_m_label), name="l2_force_mag_" + suffix + ) + + virial_pred_reshape = tf.reshape(virial_pred, [-1]) + virial_label_reshape = tf.reshape(virial_label, [-1]) + l2_virial_loss = tf.reduce_mean( + tf.square(virial_pred_reshape - virial_label_reshape), + name="l2_virial_" + suffix, + ) + + # need to change. can't get atom_ener_hat? + atom_ener_pred_reshape = tf.reshape(atom_ener_pred, [-1]) + atom_ener_label_reshape = tf.reshape(atom_ener_label, [-1]) + l2_atom_ener_loss = tf.reduce_mean( + tf.square(atom_ener_pred_reshape - atom_ener_label_reshape), + name="l2_atom_ener_" + suffix, + ) + + atom_norm = 1.0 / global_cvt_2_tf_float(natoms[0]) + atom_norm_ener = 1.0 / global_cvt_2_ener_float(natoms[0]) + pref_e = global_cvt_2_ener_float( + find_energy + * ( + self.limit_pref_e + + (self.start_pref_e - self.limit_pref_e) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_fr = global_cvt_2_tf_float( + find_force + * ( + self.limit_pref_fr + + (self.start_pref_fr - self.limit_pref_fr) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_fm = global_cvt_2_tf_float( + find_force + * ( + self.limit_pref_fm + + (self.start_pref_fm - self.limit_pref_fm) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_v = global_cvt_2_tf_float( + find_virial + * ( + self.limit_pref_v + + (self.start_pref_v - self.limit_pref_v) + * learning_rate + / self.starter_learning_rate + ) + ) + pref_ae = global_cvt_2_tf_float( + find_atom_ener + * ( + self.limit_pref_ae + + (self.start_pref_ae - self.limit_pref_ae) + * learning_rate + / self.starter_learning_rate + ) + ) + + l2_loss = 0 + more_loss = {} + if self.has_e: + l2_loss += atom_norm_ener * (pref_e * l2_ener_loss) + more_loss["l2_ener_loss"] = l2_ener_loss + if self.has_fr: + l2_loss += global_cvt_2_ener_float(pref_fr * l2_force_r_loss) + more_loss["l2_force_r_loss"] = l2_force_r_loss + if self.has_fm: + l2_loss += global_cvt_2_ener_float(pref_fm * l2_force_m_loss) + more_loss["l2_force_m_loss"] = l2_force_m_loss + if self.has_v: + l2_loss += global_cvt_2_ener_float(atom_norm * (pref_v * l2_virial_loss)) + more_loss["l2_virial_loss"] = l2_virial_loss + if self.has_ae: + l2_loss += global_cvt_2_ener_float(pref_ae * l2_atom_ener_loss) + more_loss["l2_atom_ener_loss"] = l2_atom_ener_loss + + # only used when tensorboard was set as true + self.l2_loss_summary = tf.summary.scalar("l2_loss", tf.sqrt(l2_loss)) + self.l2_loss_ener_summary = tf.summary.scalar( + "l2_ener_loss", + global_cvt_2_tf_float(tf.sqrt(l2_ener_loss)) + / global_cvt_2_tf_float(natoms[0]), + ) + self.l2_loss_force_r_summary = tf.summary.scalar( + "l2_force_r_loss", tf.sqrt(l2_force_r_loss) + ) + self.l2_loss_force_m_summary = tf.summary.scalar( + "l2_force_m_loss", tf.sqrt(l2_force_m_loss) + ) + self.l2_loss_virial_summary = tf.summary.scalar( + "l2_virial_loss", tf.sqrt(l2_virial_loss) / global_cvt_2_tf_float(natoms[0]) + ) + + self.l2_l = l2_loss + self.l2_more = more_loss + return l2_loss, more_loss + + def eval(self, sess, feed_dict, natoms): + placeholder = self.l2_l + run_data = [ + self.l2_l, + self.l2_more["l2_ener_loss"] if self.has_e else placeholder, + self.l2_more["l2_force_r_loss"] if self.has_fr else placeholder, + self.l2_more["l2_force_m_loss"] if self.has_fm else placeholder, + self.l2_more["l2_virial_loss"] if self.has_v else placeholder, + self.l2_more["l2_atom_ener_loss"] if self.has_ae else placeholder, + ] + error, error_e, error_fr, error_fm, error_v, error_ae = run_sess( + sess, run_data, feed_dict=feed_dict + ) + results = {"natoms": natoms[0], "rmse": np.sqrt(error)} + if self.has_e: + results["rmse_e"] = np.sqrt(error_e) / natoms[0] + if self.has_ae: + results["rmse_ae"] = np.sqrt(error_ae) + if self.has_fr: + results["rmse_fr"] = np.sqrt(error_fr) + if self.has_fm: + results["rmse_fm"] = np.sqrt(error_fm) + if self.has_v: + results["rmse_v"] = np.sqrt(error_v) / natoms[0] + return results + + def print_header(self): # depreciated + prop_fmt = " %11s %11s" + print_str = "" + print_str += prop_fmt % ("rmse_tst", "rmse_trn") + if self.has_e: + print_str += prop_fmt % ("rmse_e_tst", "rmse_e_trn") + if self.has_ae: + print_str += prop_fmt % ("rmse_ae_tst", "rmse_ae_trn") + if self.has_fr: + print_str += prop_fmt % ("rmse_fr_tst", "rmse_fr_trn") + if self.has_fm: + print_str += prop_fmt % ("rmse_fm_tst", "rmse_fm_trn") + if self.has_v: + print_str += prop_fmt % ("rmse_v_tst", "rmse_v_trn") + return print_str + + def print_on_training( + self, tb_writer, cur_batch, sess, natoms, feed_dict_test, feed_dict_batch + ): # depreciated + run_data = [ + self.l2_l, + self.l2_more["l2_ener_loss"], + self.l2_more["l2_force_r_loss"], + self.l2_more["l2_force_m_loss"], + self.l2_more["l2_virial_loss"], + self.l2_more["l2_atom_ener_loss"], + ] + + # first train data + train_out = run_sess(sess, run_data, feed_dict=feed_dict_batch) + ( + error_train, + error_e_train, + error_fr_train, + error_fm_train, + error_v_train, + error_ae_train, + ) = train_out + + # than test data, if tensorboard log writter is present, commpute summary + # and write tensorboard logs + if tb_writer: + summary_merged_op = tf.summary.merge( + [ + self.l2_loss_summary, + self.l2_loss_ener_summary, + self.l2_loss_force_r_summary, + self.l2_loss_force_m_summary, + self.l2_loss_virial_summary, + ] + ) + run_data.insert(0, summary_merged_op) + + test_out = run_sess(sess, run_data, feed_dict=feed_dict_test) + + if tb_writer: + summary = test_out.pop(0) + tb_writer.add_summary(summary, cur_batch) + + ( + error_test, + error_e_test, + error_fr_test, + error_fm_test, + error_v_test, + error_ae_test, + ) = test_out + + print_str = "" + prop_fmt = " %11.2e %11.2e" + print_str += prop_fmt % (np.sqrt(error_test), np.sqrt(error_train)) + if self.has_e: + print_str += prop_fmt % ( + np.sqrt(error_e_test) / natoms[0], + np.sqrt(error_e_train) / natoms[0], + ) + if self.has_ae: + print_str += prop_fmt % (np.sqrt(error_ae_test), np.sqrt(error_ae_train)) + if self.has_fr: + print_str += prop_fmt % (np.sqrt(error_fr_test), np.sqrt(error_fr_train)) + if self.has_fm: + print_str += prop_fmt % (np.sqrt(error_fm_test), np.sqrt(error_fm_train)) + if self.has_v: + print_str += prop_fmt % ( + np.sqrt(error_v_test) / natoms[0], + np.sqrt(error_v_train) / natoms[0], + ) + + return print_str + + class EnerDipoleLoss(Loss): def __init__( self, diff --git a/deepmd/model/ener.py b/deepmd/model/ener.py index a925640cf2..f9387c67fc 100644 --- a/deepmd/model/ener.py +++ b/deepmd/model/ener.py @@ -14,6 +14,9 @@ from deepmd.utils.pair_tab import ( PairTab, ) +from deepmd.utils.spin import ( + Spin, +) from .model import ( Model, @@ -64,6 +67,7 @@ def __init__( smin_alpha: Optional[float] = None, sw_rmin: Optional[float] = None, sw_rmax: Optional[float] = None, + spin: Optional[Spin] = None, ) -> None: """Constructor.""" # descriptor @@ -75,6 +79,8 @@ def __init__( self.numb_fparam = self.fitting.get_numb_fparam() # type embedding self.typeebd = typeebd + # spin + self.spin = spin # other inputs if type_map is None: self.type_map = [] @@ -187,6 +193,12 @@ def build( suffix=suffix, ) input_dict["type_embedding"] = type_embedding + # spin if any + if self.spin is not None: + type_spin = self.spin.build( + reuse=reuse, + suffix=suffix, + ) input_dict["atype"] = atype_ dout = self.build_descrpt( @@ -248,8 +260,13 @@ def build( else: energy_raw = atom_ener + nloc_atom = ( + natoms[0] + if self.spin is None + else tf.reduce_sum(natoms[2 : 2 + len(self.spin.use_spin)]) + ) energy_raw = tf.reshape( - energy_raw, [-1, natoms[0]], name="o_atom_energy" + suffix + energy_raw, [-1, nloc_atom], name="o_atom_energy" + suffix ) energy = tf.reduce_sum( global_cvt_2_ener_float(energy_raw), axis=1, name="o_energy" + suffix @@ -263,6 +280,16 @@ def build( ) force = force + sw_force + tab_force + force = tf.reshape(force, [-1, 3 * natoms[1]]) + if self.spin is not None: + # split and concatenate force to compute local atom force and magnetic force + judge = tf.equal(natoms[0], natoms[1]) + force = tf.cond( + judge, + lambda: self.natoms_match(force, natoms), + lambda: self.natoms_not_match(force, natoms, atype), + ) + force = tf.reshape(force, [-1, 3 * natoms[1]], name="o_force" + suffix) if self.srtab is not None: @@ -331,3 +358,99 @@ def init_variables( raise RuntimeError("Unknown model type %s" % model_type) if self.typeebd is not None: self.typeebd.init_variables(graph, graph_def, suffix=suffix) + + def natoms_match(self, force, natoms): + use_spin = self.spin.use_spin + virtual_len = self.spin.virtual_len + spin_norm = self.spin.spin_norm + natoms_index = tf.concat([[0], tf.cumsum(natoms[2:])], axis=0) + force_real_list = [] + for idx, use in enumerate(use_spin): + if use is True: + force_real_list.append( + tf.slice( + force, [0, natoms_index[idx] * 3], [-1, natoms[idx + 2] * 3] + ) + + tf.slice( + force, + [0, natoms_index[idx + len(use_spin)] * 3], + [-1, natoms[idx + 2 + len(use_spin)] * 3], + ) + ) + else: + force_real_list.append( + tf.slice( + force, [0, natoms_index[idx] * 3], [-1, natoms[idx + 2] * 3] + ) + ) + force_mag_list = [] + for idx, use in enumerate(use_spin): + if use is True: + force_mag_list.append( + tf.slice( + force, + [0, natoms_index[idx + len(use_spin)] * 3], + [-1, natoms[idx + 2 + len(use_spin)] * 3], + ) + ) + force_mag_list[idx] *= virtual_len[idx] / spin_norm[idx] + + force_real = tf.concat(force_real_list, axis=1) + force_mag = tf.concat(force_mag_list, axis=1) + loc_force = tf.concat([force_real, force_mag], axis=1) + force = loc_force + return force + + def natoms_not_match(self, force, natoms, atype): + # if ghost atoms exist, compute ghost atom force and magnetic force + # compute ghost atom force and magnetic force + use_spin = self.spin.use_spin + virtual_len = self.spin.virtual_len + spin_norm = self.spin.spin_norm + loc_force = self.natoms_match(force, natoms) + aatype = atype[0, :] + ghost_atype = aatype[natoms[0] :] + _, _, ghost_natoms = tf.unique_with_counts(ghost_atype) + ghost_natoms_index = tf.concat([[0], tf.cumsum(ghost_natoms)], axis=0) + ghost_natoms_index += natoms[0] + + ghost_force_real_list = [] + for idx, use in enumerate(use_spin): + if use is True: + ghost_force_real_list.append( + tf.slice( + force, + [0, ghost_natoms_index[idx] * 3], + [-1, ghost_natoms[idx] * 3], + ) + + tf.slice( + force, + [0, ghost_natoms_index[idx + len(use_spin)] * 3], + [-1, ghost_natoms[idx + len(use_spin)] * 3], + ) + ) + else: + ghost_force_real_list.append( + tf.slice( + force, + [0, ghost_natoms_index[idx] * 3], + [-1, ghost_natoms[idx] * 3], + ) + ) + ghost_force_mag_list = [] + for idx, use in enumerate(use_spin): + if use is True: + ghost_force_mag_list.append( + tf.slice( + force, + [0, ghost_natoms_index[idx + len(use_spin)] * 3], + [-1, ghost_natoms[idx + len(use_spin)] * 3], + ) + ) + ghost_force_mag_list[idx] *= virtual_len[idx] / spin_norm[idx] + + ghost_force_real = tf.concat(ghost_force_real_list, axis=1) + ghost_force_mag = tf.concat(ghost_force_mag_list, axis=1) + ghost_force = tf.concat([ghost_force_real, ghost_force_mag], axis=1) + force = tf.concat([loc_force, ghost_force], axis=1) + return force diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index 865df5cc58..2c5f668589 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -42,6 +42,7 @@ from deepmd.loss import ( DOSLoss, EnerDipoleLoss, + EnerSpinLoss, EnerStdLoss, TensorLoss, ) @@ -70,6 +71,9 @@ from deepmd.utils.sess import ( run_sess, ) +from deepmd.utils.spin import ( + Spin, +) from deepmd.utils.type_embed import ( TypeEmbedNet, ) @@ -108,9 +112,20 @@ def _init_param(self, jdata): else j_must_have(model_param, "fitting_net_dict") ) typeebd_param = model_param.get("type_embedding", None) + spin_param = model_param.get("spin", None) self.model_param = model_param self.descrpt_param = descrpt_param + # spin + if spin_param is not None: + self.spin = Spin( + use_spin=spin_param["use_spin"], + virtual_len=spin_param["virtual_len"], + spin_norm=spin_param["spin_norm"], + ) + else: + self.spin = None + # nvnmd self.nvnmd_param = jdata.get("nvnmd", {}) nvnmd_cfg.init_from_jdata(self.nvnmd_param) @@ -137,11 +152,14 @@ def _init_param(self, jdata): hybrid_with_tebd = True if self.multi_task_mode: descrpt_param["multi_task"] = True + if descrpt_param["type"] in ["se_e2_a", "se_a", "se_e2_r", "se_r", "hybrid"]: + descrpt_param["spin"] = self.spin self.descrpt = Descriptor(**descrpt_param) # fitting net def fitting_net_init(fitting_type_, descrpt_type_, params): if fitting_type_ == "ener": + params["spin"] = self.spin return EnerFitting(**params) elif fitting_type_ == "dos": return DOSFitting(**params) @@ -221,6 +239,7 @@ def fitting_net_init(fitting_type_, descrpt_type_, params): model_param.get("smin_alpha"), model_param.get("sw_rmin"), model_param.get("sw_rmax"), + self.spin, ) # elif fitting_type == 'wfc': # self.model = WFCModel(model_param, self.descrpt, self.fitting) @@ -320,6 +339,8 @@ def loss_init(_loss_param, _fitting_type, _fitting, _lr): loss = EnerStdLoss(**_loss_param) elif _loss_type == "ener_dipole": loss = EnerDipoleLoss(**_loss_param) + elif _loss_type == "ener_spin": + loss = EnerSpinLoss(**_loss_param, use_spin=self.spin.use_spin) else: raise RuntimeError("unknown loss type") elif _fitting_type == "dos": diff --git a/deepmd/utils/argcheck.py b/deepmd/utils/argcheck.py index 80c3fa5d5f..1fe00b4f43 100644 --- a/deepmd/utils/argcheck.py +++ b/deepmd/utils/argcheck.py @@ -70,6 +70,18 @@ def type_embedding_args(): ] +def spin_args(): + doc_use_spin = "Whether to use atomic spin model for each atom type" + doc_spin_norm = "The magnitude of atomic spin for each atom type with spin" + doc_virtual_len = "The distance between virtual atom representing spin and its corresponding real atom for each atom type with spin" + + return [ + Argument("use_spin", list, doc=doc_use_spin), + Argument("spin_norm", list, doc=doc_spin_norm), + Argument("virtual_len", list, doc=doc_virtual_len), + ] + + # --- Descriptor configurations: --- # @@ -741,6 +753,7 @@ def model_args(): doc_sw_rmin = "The lower boundary of the interpolation between short-range tabulated interaction and DP. It is only required when `use_srtab` is provided." doc_sw_rmax = "The upper boundary of the interpolation between short-range tabulated interaction and DP. It is only required when `use_srtab` is provided." doc_compress_config = "Model compression configurations" + doc_spin = "The settings for systems with spin." ca = Argument( "model", @@ -808,6 +821,7 @@ def model_args(): optional=True, doc=doc_compress_config, ), + Argument("spin", dict, spin_args(), [], optional=True, doc=doc_spin), ], ) # print(ca.gen_doc()) @@ -978,6 +992,117 @@ def loss_ener(): ] +def loss_ener_spin(): + doc_start_pref_e = start_pref("energy") + doc_limit_pref_e = limit_pref("energy") + doc_start_pref_fr = start_pref("force_real_atom") + doc_limit_pref_fr = limit_pref("force_real_atom") + doc_start_pref_fm = start_pref("force_magnetic") + doc_limit_pref_fm = limit_pref("force_magnetic") + doc_start_pref_v = start_pref("virial") + doc_limit_pref_v = limit_pref("virial") + doc_start_pref_ae = start_pref("atom_ener") + doc_limit_pref_ae = limit_pref("atom_ener") + doc_start_pref_pf = start_pref("atom_pref") + doc_limit_pref_pf = limit_pref("atom_pref") + doc_relative_f = "If provided, relative force error will be used in the loss. The difference of force will be normalized by the magnitude of the force in the label with a shift given by `relative_f`, i.e. DF_i / ( || F || + relative_f ) with DF denoting the difference between prediction and label and || F || denoting the L2 norm of the label." + doc_enable_atom_ener_coeff = "If true, the energy will be computed as \sum_i c_i E_i. c_i should be provided by file atom_ener_coeff.npy in each data system, otherwise it's 1." + return [ + Argument( + "start_pref_e", + [float, int], + optional=True, + default=0.02, + doc=doc_start_pref_e, + ), + Argument( + "limit_pref_e", + [float, int], + optional=True, + default=1.00, + doc=doc_limit_pref_e, + ), + Argument( + "start_pref_fr", + [float, int], + optional=True, + default=1000, + doc=doc_start_pref_fr, + ), + Argument( + "limit_pref_fr", + [float, int], + optional=True, + default=1.00, + doc=doc_limit_pref_fr, + ), + Argument( + "start_pref_fm", + [float, int], + optional=True, + default=10000, + doc=doc_start_pref_fm, + ), + Argument( + "limit_pref_fm", + [float, int], + optional=True, + default=10.0, + doc=doc_limit_pref_fm, + ), + Argument( + "start_pref_v", + [float, int], + optional=True, + default=0.00, + doc=doc_start_pref_v, + ), + Argument( + "limit_pref_v", + [float, int], + optional=True, + default=0.00, + doc=doc_limit_pref_v, + ), + Argument( + "start_pref_ae", + [float, int], + optional=True, + default=0.00, + doc=doc_start_pref_ae, + ), + Argument( + "limit_pref_ae", + [float, int], + optional=True, + default=0.00, + doc=doc_limit_pref_ae, + ), + Argument( + "start_pref_pf", + [float, int], + optional=True, + default=0.00, + doc=doc_start_pref_pf, + ), + Argument( + "limit_pref_pf", + [float, int], + optional=True, + default=0.00, + doc=doc_limit_pref_pf, + ), + Argument("relative_f", [float, None], optional=True, doc=doc_relative_f), + Argument( + "enable_atom_ener_coeff", + [bool], + optional=True, + default=False, + doc=doc_enable_atom_ener_coeff, + ), + ] + + def loss_dos(): doc_start_pref_dos = start_pref("Density of State (DOS)") doc_limit_pref_dos = limit_pref("Density of State (DOS)") @@ -1080,6 +1205,7 @@ def loss_variant_type_args(): Argument("ener", dict, loss_ener()), Argument("dos", dict, loss_dos()), Argument("tensor", dict, loss_tensor()), + Argument("ener_spin", dict, loss_ener_spin()), # Argument("polar", dict, loss_tensor()), # Argument("global_polar", dict, loss_tensor("global")) ], diff --git a/deepmd/utils/spin.py b/deepmd/utils/spin.py new file mode 100644 index 0000000000..38801fe3b9 --- /dev/null +++ b/deepmd/utils/spin.py @@ -0,0 +1,85 @@ +from typing import ( + List, +) + +from deepmd.env import ( + GLOBAL_TF_FLOAT_PRECISION, + tf, +) + + +class Spin: + """Class for spin. + + Parameters + ---------- + use_spin + Whether to use atomic spin model for each atom type + spin_norm + The magnitude of atomic spin for each atom type with spin + virtual_len + The distance between virtual atom representing spin and its corresponding real atom for each atom type with spin + """ + + def __init__( + self, + use_spin: List[bool] = None, + spin_norm: List[float] = None, + virtual_len: List[float] = None, + ) -> None: + """Constructor.""" + self.use_spin = use_spin + self.spin_norm = spin_norm + self.virtual_len = virtual_len + self.ntypes_spin = self.use_spin.count(True) + + def build( + self, + reuse=None, + suffix="", + ): + """Build the computational graph for the spin. + + Parameters + ---------- + reuse + The weights in the networks should be reused when get the variable. + suffix + Name suffix to identify this descriptor + + Returns + ------- + embedded_types + The computational graph for embedded types + """ + name = "spin_attr" + suffix + with tf.variable_scope(name, reuse=reuse): + t_ntypes_spin = tf.constant( + self.ntypes_spin, name="ntypes_spin", dtype=tf.int32 + ) + t_virtual_len = tf.constant( + self.virtual_len, + name="virtual_len", + dtype=GLOBAL_TF_FLOAT_PRECISION, + ) + t_spin_norm = tf.constant( + self.spin_norm, + name="spin_norm", + dtype=GLOBAL_TF_FLOAT_PRECISION, + ) + + def get_ntypes_spin(self) -> int: + """Returns the number of atom types which contain spin.""" + return self.ntypes_spin + + def get_use_spin(self) -> List[bool]: + """Returns the list of whether to use spin for each atom type.""" + return self.use_spin + + def get_spin_norm(self) -> List[float]: + """Returns the list of magnitude of atomic spin for each atom type.""" + return self.spin_norm + + def get_virtual_len(self) -> List[float]: + """Returns the list of distance between real atom and virtual atom for each atom type.""" + return self.virtual_len diff --git a/doc/model/train-energy-spin.md b/doc/model/train-energy-spin.md new file mode 100644 index 0000000000..d155ec977d --- /dev/null +++ b/doc/model/train-energy-spin.md @@ -0,0 +1,52 @@ +# Fit spin energy + +In this section, we will take `$deepmd_source_dir/examples/NiO/se_e2_a/input.json` as an example of the input file. + +## Spin + +The construction of the fitting net is give by section {ref}`spin ` +```json + "spin" : { + "use_spin": [true, false], + "virtual_len": [0.4], + "spin_norm": [1.2737], + }, +``` +* {ref}`use_spin ` determines whether to turn on the magnetism of the atoms.The index of this option matches option `type_map `. +* {ref}`virtual_len ` specifies the distance between virtual atom and the belonging real atom. +* {ref}`spin_norm ` gives the magnitude of the magnetic moment for each magnatic atom. + +## Spin Loss + +The spin loss function $L$ for training energy is given by + +$$L = p_e L_e + p_{fr} L_{fr} + p_{fm} L_{fm} + p_v L_v$$ + +where $L_e$, $L_{fr}$, $L_{fm}$ and $L_v$ denote the loss in energy, atomic force, magnatic force and virial, respectively. $p_e$, $p_{fr}$, $p_{fm}$ and $p_v$ give the prefactors of the energy, atomic force, magnatic force and virial losses. + +The prefectors may not be a constant, rather it changes linearly with the learning rate. Taking the atomic force prefactor for example, at training step $t$, it is given by + +$$p_{fr}(t) = p_{fr}^0 \frac{ \alpha(t) }{ \alpha(0) } + p_{fr}^\infty ( 1 - \frac{ \alpha(t) }{ \alpha(0) })$$ + +where $\alpha(t)$ denotes the learning rate at step $t$. $p_{fr}^0$ and $p_{fr}^\infty$ specifies the $p_f$ at the start of the training and at the limit of $t \to \infty$ (set by {ref}`start_pref_fr ` and {ref}`limit_pref_f `, respectively), i.e. +```math +pref_fr(t) = start_pref_fr * ( lr(t) / start_lr ) + limit_pref_fr * ( 1 - lr(t) / start_lr ) +``` + +The {ref}`loss ` section in the `input.json` is +```json + "loss" :{ + "type": "ener_spin", + "start_pref_e": 0.02, + "limit_pref_e": 1, + "start_pref_fr": 1000, + "limit_pref_fr": 1.0, + "start_pref_fm": 10000, + "limit_pref_fm": 10.0, + "start_pref_v": 0, + "limit_pref_v": 0, + }, +``` +The options {ref}`start_pref_e `, {ref}`limit_pref_e `, {ref}`start_pref_fr `, {ref}`limit_pref_fm `, {ref}`start_pref_v ` and {ref}`limit_pref_v ` determine the start and limit prefactors of energy, atomic force, magnatic force and virial, respectively. + +If one does not want to train with virial, then he/she may set the virial prefactors {ref}`start_pref_v ` and {ref}`limit_pref_v ` to 0. diff --git a/doc/third-party/lammps-command.md b/doc/third-party/lammps-command.md index c9f7928df4..856dcf8eef 100644 --- a/doc/third-party/lammps-command.md +++ b/doc/third-party/lammps-command.md @@ -87,6 +87,8 @@ Only a single `pair_coeff` command is used with the deepmd style which specifies If atom names are not set in the `pair_coeff` command, the training parameter {ref}`type_map ` will be used by default. If the training parameter {ref}`type_map ` is not set, atom names in the `pair_coeff` command cannot be set. In this case, atom type indexes in [`type.raw`](../data/system.md) (integers from 0 to Ntypes-1) will map to LAMMPS atom types. +Spin is specified by keywords `virtual_len` and `spin_norm`. If the keyword `virtual_len` is set, the distance between virtual atom and its corresponding real atom for each type of magnetic atoms will be fed to the model as the spin parameters. If the keyword `spin_norm` is set, the magnitude of the magnetic moment for each type of magnetic atoms will be fed to the model as the spin parameters. + ### Restrictions - The `deepmd` pair style is provided in the USER-DEEPMD package, which is compiled from the DeePMD-kit, visit the [DeePMD-kit website](https://github.com/deepmodeling/deepmd-kit) for more information. diff --git a/examples/spin/data/data_0/set.000/box.npy b/examples/spin/data/data_0/set.000/box.npy new file mode 100644 index 0000000000000000000000000000000000000000..59d74e8d90d92bf0c1500188f196c0571fd43568 GIT binary patch literal 848 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I$-2099snmP)#3giN=r{|>%*y>aqSl&Ked4)G%zxKn{mZ+JA`=9a}e3lhb zbWoqV&r5cVm_vD{z2?ynYx`$B_jd6E#jUsR&)hJb#o?uYXhX5Fh{LEkqv10c(hmT# Cph2Vn literal 0 HcmV?d00001 diff --git a/examples/spin/data/data_0/set.000/coord.npy b/examples/spin/data/data_0/set.000/coord.npy new file mode 100644 index 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array +box tilt large +read_data init.data + +pair_style deepmd model.pb virtual_len 0.4 spin_norm 1.2737 +pair_coeff * * + +neighbor 0.1 bin +neigh_modify every 1 check yes delay 0 + +fix 1 all precession/spin zeeman 0.0 0.0 0.0 1.0 +fix_modify 1 energy yes +fix 2 all nve/spin lattice yes + +compute mag all spin +compute pe all pe +compute ke all ke +compute temp all temp +compute spin all property/atom sp spx spy spz fmx fmy fmz + +variable emag equal c_mag[5] + +thermo_style custom step time temp vol etotal ke pe v_emag +thermo 1 +thermo_modify line one format float %10.8g + +dump 1 all custom 1 *.dump id x y z c_spin[1] c_spin[2] c_spin[3] fx fy fz c_spin[5] c_spin[6] c_spin[7] +dump_modify 1 sort id +dump_modify 1 format float %10.8f + +timestep 0.0001 + +min_style cg +min_modify line backtrack +minimize 1.0e-10 1.0e-4 5000 10000 + +#min_style spin/lbfgs +#min_modify line spin_cubic discrete_factor 10.0 +#minimize 1.0e-10 1.0e-10 1000 5000 + +#run 0 +write_data opt.lmp diff --git a/examples/spin/lmp/init.data b/examples/spin/lmp/init.data new file mode 100644 index 0000000000..e8c378b907 --- /dev/null +++ b/examples/spin/lmp/init.data @@ -0,0 +1,21 @@ +LAMMPS data file via dp-raw_to_lmp_data python script + +4 atoms +2 atom types + +0.00000000e+00 5.12307051e+00 xlo xhi +0.00000000e+00 2.83444838e+00 ylo yhi +0.00000000e+00 2.52508896e+00 zlo zhi +4.26742132e+00 4.26744884e+00 1.28772700e+00 xy xz yz + +Masses + +1 58.69 +2 16.00 + +Atoms # spin + +1 1 0.00000000e+00 0.00000000e+00 0.00000000e+00 -3.33632650e-01 8.03816499e-01 4.92512224e-01 1.27370000e+00 +2 1 6.82897034e+00 2.06108769e+00 1.26254448e+00 3.33632650e-01 -8.03816499e-01 -4.92512224e-01 1.27370000e+00 +3 2 3.41448517e+00 1.03054385e+00 6.31272240e-01 0.00000000e+00 0.00000000e+00 1.00000000e+00 0.00000000e+00 +4 2 1.02434555e+01 3.09163154e+00 1.89381672e+00 0.00000000e+00 0.00000000e+00 1.00000000e+00 0.00000000e+00 diff --git a/examples/spin/se_e2_a/input.json b/examples/spin/se_e2_a/input.json new file mode 100644 index 0000000000..64c1efff12 --- /dev/null +++ b/examples/spin/se_e2_a/input.json @@ -0,0 +1,98 @@ +{ + "_comment": " model parameters", + "model": { + "type_map": [ + "Ni", + "O" + ], + "descriptor": { + "type": "se_e2_a", + "sel": [ + 60, + 60 + ], + "rcut_smth": 5.4, + "rcut": 5.6, + "neuron": [ + 25, + 50, + 100 + ], + "resnet_dt": false, + "axis_neuron": 16, + "seed": 1, + "_comment": " that's all" + }, + "fitting_net": { + "neuron": [ + 240, + 240, + 240 + ], + "resnet_dt": true, + "seed": 1, + "_comment": " that's all" + }, + "spin": { + "use_spin": [ + true, + false + ], + "virtual_len": [ + 0.4 + ], + "spin_norm": [ + 1.2737 + ], + "_comment": " that's all" + }, + "_comment": " that's all" + }, + + "learning_rate": { + "type": "exp", + "decay_steps": 10000, + "start_lr": 1.00e-3, + "stop_lr": 5.92e-6, + "_comment": " that's all" + }, + + "loss": { + "type": "ener_spin", + "start_pref_e": 0.02, + "limit_pref_e": 1, + "start_pref_fr": 1000, + "limit_pref_fr": 1.0, + "start_pref_fm": 10000, + "limit_pref_fm": 10.0, + "start_pref_v": 0, + "limit_pref_v": 0, + "_comment": " that's all" + }, + + "training": { + "training_data": { + "systems": [ + "../data/data_0/" + ], + "batch_size": 1, + "_comment": "that's all" + }, + "validation_data": { + "systems": [ + "../data/data_1/" + ], + "batch_size": 1, + "numb_btch": 10, + "_comment": "that's all" + }, + "numb_steps": 1000000, + "seed": 1, + "disp_file": "lcurve.out", + "disp_freq": 5000, + "save_freq": 10000, + "_comment": "that's all" + }, + + "_comment": "that's all" +} diff --git a/source/api_cc/include/DeepPot.h b/source/api_cc/include/DeepPot.h index 2a87ebef7e..1c440e2668 100644 --- a/source/api_cc/include/DeepPot.h +++ b/source/api_cc/include/DeepPot.h @@ -260,6 +260,14 @@ class DeepPot { assert(inited); return ntypes; }; + /** + * @brief Get the number of types with spin. + * @return The number of types with spin. + **/ + int numb_types_spin() const { + assert(inited); + return ntypes_spin; + }; /** * @brief Get the dimension of the frame parameter. * @return The dimension of the frame parameter. @@ -297,6 +305,7 @@ class DeepPot { std::string model_type; std::string model_version; int ntypes; + int ntypes_spin; int dfparam; int daparam; /** @@ -469,6 +478,14 @@ class DeepPotModelDevi { assert(inited); return ntypes; }; + /** + * @brief Get the number of types with spin. + * @return The number of types with spin. + **/ + int numb_types_spin() const { + assert(inited); + return ntypes_spin; + }; /** * @brief Get the dimension of the frame parameter. * @return The dimension of the frame parameter. @@ -571,6 +588,7 @@ class DeepPotModelDevi { std::string model_type; std::string model_version; int ntypes; + int ntypes_spin; int dfparam; int daparam; template diff --git a/source/api_cc/src/DeepPot.cc b/source/api_cc/src/DeepPot.cc index 6b3f23aca9..fcb90f4981 100644 --- a/source/api_cc/src/DeepPot.cc +++ b/source/api_cc/src/DeepPot.cc @@ -451,6 +451,11 @@ void DeepPot::init(const std::string& model, } cell_size = rcut; ntypes = get_scalar("descrpt_attr/ntypes"); + try { + ntypes_spin = get_scalar("spin_attr/ntypes_spin"); + } catch (deepmd::deepmd_exception) { + ntypes_spin = 0; + } dfparam = get_scalar("fitting_attr/dfparam"); daparam = get_scalar("fitting_attr/daparam"); if (dfparam < 0) dfparam = 0; @@ -1267,6 +1272,11 @@ void DeepPotModelDevi::init(const std::vector& models, } cell_size = rcut; ntypes = get_scalar("descrpt_attr/ntypes"); + try { + ntypes_spin = get_scalar("spin_attr/ntypes_spin"); + } catch (deepmd::deepmd_exception) { + ntypes_spin = 0; + } dfparam = get_scalar("fitting_attr/dfparam"); daparam = get_scalar("fitting_attr/daparam"); if (dfparam < 0) dfparam = 0; diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index 8f1a4fed4a..f9338939c4 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -3,6 +3,7 @@ #include #include #include +#include #include #include "atom.h" @@ -320,6 +321,13 @@ void PairDeepMD::make_ttm_aparam( } #endif +void PairDeepMD::cum_sum(std::map &sum, std::map &vec) { + sum[0] = 0; + for (int ii = 1; ii < vec.size(); ++ii) { + sum[ii] = sum[ii - 1] + vec[ii - 1]; + } +} + PairDeepMD::PairDeepMD(LAMMPS *lmp) : Pair(lmp) @@ -344,6 +352,7 @@ PairDeepMD::PairDeepMD(LAMMPS *lmp) writedata = 0; cutoff = 0.; numb_types = 0; + numb_types_spin = 0; numb_models = 0; out_freq = 0; out_each = 0; @@ -418,6 +427,20 @@ void PairDeepMD::compute(int eflag, int vflag) { int nall = nlocal + nghost; int newton_pair = force->newton_pair; + vector dspin(nall * 3, 0.); + vector dfm(nall * 3, 0.); + double **sp = atom->sp; + double **fm = atom->fm; + // spin initialize + if (atom->sp_flag) { + // get spin + for (int ii = 0; ii < nall; ++ii) { + for (int dd = 0; dd < 3; ++dd) { + dspin[ii * 3 + dd] = sp[ii][dd]; + } + } + } + vector dtype(nall); for (int ii = 0; ii < nall; ++ii) { dtype[ii] = type_idx_map[type[ii] - 1]; @@ -486,15 +509,37 @@ void PairDeepMD::compute(int eflag, int vflag) { if (do_ghost) { deepmd::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, list->firstneigh); + deepmd::InputNlist extend_lmp_list; + if (atom->sp_flag) { + extend(extend_inum, extend_ilist, extend_numneigh, extend_neigh, + extend_firstneigh, extend_dcoord, extend_dtype, extend_nghost, + new_idx_map, old_idx_map, lmp_list, dcoord, dtype, nghost, dspin, + numb_types, numb_types_spin, virtual_len); + extend_lmp_list.inum = extend_inum; + extend_lmp_list.ilist = &extend_ilist[0]; + extend_lmp_list.numneigh = &extend_numneigh[0]; + extend_lmp_list.firstneigh = &extend_firstneigh[0]; + } if (single_model || multi_models_no_mod_devi) { // cvflag_atom is the right flag for the cvatom matrix if (!(eflag_atom || cvflag_atom)) { #ifdef HIGH_PREC - try { - deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox, nghost, - lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { - error->all(FLERR, e.what()); + if (!atom->sp_flag) { + try { + deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox, + nghost, lmp_list, ago, fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } + } else { + dforce.resize((extend_inum + extend_nghost) * 3); + try { + deep_pot.compute(dener, dforce, dvirial, extend_dcoord, + extend_dtype, dbox, extend_nghost, extend_lmp_list, + ago, fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } } #else vector dcoord_(dcoord.size()); @@ -505,11 +550,26 @@ void PairDeepMD::compute(int eflag, int vflag) { vector dforce_(dforce.size(), 0); vector dvirial_(dvirial.size(), 0); double dener_ = 0; - try { - deep_pot.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_, - nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { - error->all(FLERR, e.what()); + if (!atom->sp_flag) { + try { + deep_pot.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_, + nghost, lmp_list, ago, fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } + } else { + vector extend_dcoord_(extend_dcoord.size()); + for (unsigned dd = 0; dd < extend_dcoord.size(); ++dd) + extend_dcoord_[dd] = extend_dcoord[dd]; + dforce.resize((extend_inum + extend_nghost) * 3); + dforce_.resize((extend_inum + extend_nghost) * 3); + try { + deep_pot.compute(dener_, dforce_, dvirial_, extend_dcoord_, + extend_dtype, dbox_, extend_nghost, + extend_lmp_list, ago, fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } } for (unsigned dd = 0; dd < dforce.size(); ++dd) dforce[dd] = dforce_[dd]; @@ -523,11 +583,23 @@ void PairDeepMD::compute(int eflag, int vflag) { vector deatom(nall * 1, 0); vector dvatom(nall * 9, 0); #ifdef HIGH_PREC - try { - deep_pot.compute(dener, dforce, dvirial, deatom, dvatom, dcoord, - dtype, dbox, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { - error->all(FLERR, e.what()); + if (!atom->sp_flag) { + try { + deep_pot.compute(dener, dforce, dvirial, deatom, dvatom, dcoord, + dtype, dbox, nghost, lmp_list, ago, fparam, + daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } + } else { + dforce.resize((extend_inum + extend_nghost) * 3); + try { + deep_pot.compute(dener, dforce, dvirial, extend_dcoord, + extend_dtype, dbox, extend_nghost, extend_lmp_list, + ago, fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } } #else vector dcoord_(dcoord.size()); @@ -540,12 +612,27 @@ void PairDeepMD::compute(int eflag, int vflag) { vector deatom_(dforce.size(), 0); vector dvatom_(dforce.size(), 0); double dener_ = 0; - try { - deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, dcoord_, - dtype, dbox_, nghost, lmp_list, ago, fparam, - daparam); - } catch (deepmd::deepmd_exception &e) { - error->all(FLERR, e.what()); + if (!atom->sp_flag) { + try { + deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, + dcoord_, dtype, dbox_, nghost, lmp_list, ago, + fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } + } else { + vector extend_dcoord_(extend_dcoord.size()); + for (unsigned dd = 0; dd < extend_dcoord.size(); ++dd) + extend_dcoord_[dd] = extend_dcoord[dd]; + dforce.resize((extend_inum + extend_nghost) * 3); + dforce_.resize((extend_inum + extend_nghost) * 3); + try { + deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, + extend_dcoord_, extend_dtype, dbox_, extend_nghost, + extend_lmp_list, ago, fparam, daparam); + } catch (deepmd::deepmd_exception &e) { + error->all(FLERR, e.what()); + } } for (unsigned dd = 0; dd < dforce.size(); ++dd) dforce[dd] = dforce_[dd]; @@ -844,12 +931,36 @@ void PairDeepMD::compute(int eflag, int vflag) { } // get force - for (int ii = 0; ii < nall; ++ii) { - for (int dd = 0; dd < 3; ++dd) { - f[ii][dd] += scale[1][1] * dforce[3 * ii + dd]; + if (!atom->sp_flag) { + for (int ii = 0; ii < nall; ++ii) { + for (int dd = 0; dd < 3; ++dd) { + f[ii][dd] += scale[1][1] * dforce[3 * ii + dd]; + } + } + } else { + // unit_factor = hbar / spin_norm; + const double hbar = 6.5821191e-04; + for (int ii = 0; ii < nall; ++ii) { + for (int dd = 0; dd < 3; ++dd) { + int new_idx = new_idx_map[ii]; + f[ii][dd] += scale[1][1] * dforce[3 * new_idx + dd]; + if (dtype[ii] < numb_types_spin && ii < nlocal) { + fm[ii][dd] += scale[1][1] * dforce[3 * (new_idx + nlocal) + dd] / + (hbar / spin_norm[dtype[ii]]); + } else if (dtype[ii] < numb_types_spin) { + fm[ii][dd] += scale[1][1] * dforce[3 * (new_idx + nghost) + dd] / + (hbar / spin_norm[dtype[ii]]); + } + } } } + if (atom->sp_flag) { + std::map().swap(new_idx_map); + std::map().swap(old_idx_map); + // malloc_trim(0); + } + // accumulate energy and virial if (eflag) eng_vdwl += scale[1][1] * dener; if (vflag) { @@ -897,6 +1008,8 @@ static bool is_key(const string &input) { keys.push_back("atomic"); keys.push_back("relative"); keys.push_back("relative_v"); + keys.push_back("virtual_len"); + keys.push_back("spin_norm"); for (int ii = 0; ii < keys.size(); ++ii) { if (input == keys[ii]) { @@ -929,6 +1042,7 @@ void PairDeepMD::settings(int narg, char **arg) { } cutoff = deep_pot.cutoff(); numb_types = deep_pot.numb_types(); + numb_types_spin = deep_pot.numb_types_spin(); dim_fparam = deep_pot.dim_fparam(); dim_aparam = deep_pot.dim_aparam(); } else { @@ -941,10 +1055,12 @@ void PairDeepMD::settings(int narg, char **arg) { } cutoff = deep_pot_model_devi.cutoff(); numb_types = deep_pot_model_devi.numb_types(); + numb_types_spin = deep_pot_model_devi.numb_types_spin(); dim_fparam = deep_pot_model_devi.dim_fparam(); dim_aparam = deep_pot_model_devi.dim_aparam(); assert(cutoff == deep_pot.cutoff()); assert(numb_types == deep_pot.numb_types()); + assert(numb_types_spin == deep_pot.numb_types_spin()); assert(dim_fparam == deep_pot.dim_fparam()); assert(dim_aparam == deep_pot.dim_aparam()); } @@ -1044,8 +1160,21 @@ void PairDeepMD::settings(int narg, char **arg) { eps_v = strtof(arg[iarg + 1], NULL); #endif iarg += 2; + } else if (string(arg[iarg]) == string("virtual_len")) { + virtual_len.resize(numb_types_spin); + for (int ii = 0; ii < numb_types_spin; ++ii) { + virtual_len[ii] = atof(arg[iarg + ii + 1]); + } + iarg += numb_types_spin + 1; + } else if (string(arg[iarg]) == string("spin_norm")) { + spin_norm.resize(numb_types_spin); + for (int ii = 0; ii < numb_types_spin; ++ii) { + spin_norm[ii] = atof(arg[iarg + ii + 1]); + } + iarg += numb_types_spin + 1; } } + if (out_freq < 0) error->all(FLERR, "Illegal out_freq, should be >= 0"); if (do_ttm && aparam.size() > 0) { error->all(FLERR, "aparam and ttm should NOT be set simultaneously"); @@ -1291,3 +1420,167 @@ void *PairDeepMD::extract(const char *str, int &dim) { } return NULL; } + +void PairDeepMD::extend(int &extend_inum, + std::vector &extend_ilist, + std::vector &extend_numneigh, + std::vector> &extend_neigh, + std::vector &extend_firstneigh, + std::vector &extend_dcoord, + std::vector &extend_atype, + int &extend_nghost, + std::map &new_idx_map, + std::map &old_idx_map, + const deepmd::InputNlist &lmp_list, + const std::vector &dcoord, + const std::vector &atype, + const int nghost, + const std::vector &spin, + const int numb_types, + const int numb_types_spin, + const std::vector &virtual_len) { + extend_ilist.clear(); + extend_numneigh.clear(); + extend_neigh.clear(); + extend_firstneigh.clear(); + extend_dcoord.clear(); + extend_atype.clear(); + + int nall = dcoord.size() / 3; + int nloc = nall - nghost; + assert(nloc == lmp_list.inum); + + // record numb_types_real and nloc_virt + int numb_types_real = numb_types - numb_types_spin; + std::map loc_type_count; + std::map::iterator iter = loc_type_count.begin(); + for (int i = 0; i < nloc; i++) { + iter = loc_type_count.find(atype[i]); + if (iter != loc_type_count.end()) + iter->second += 1; + else + loc_type_count.insert(pair(atype[i], 1)); + } + assert(numb_types_real - 1 == loc_type_count.rbegin()->first); + int nloc_virt = 0; + for (int i = 0; i < numb_types_spin; i++) { + nloc_virt += loc_type_count[i]; + } + + // record nghost_virt + std::map ghost_type_count; + for (int i = nloc; i < nall; i++) { + iter = ghost_type_count.find(atype[i]); + if (iter != ghost_type_count.end()) + iter->second += 1; + else + ghost_type_count.insert(pair(atype[i], 1)); + } + int nghost_virt = 0; + for (int i = 0; i < numb_types_spin; i++) { + nghost_virt += ghost_type_count[i]; + } + + // for extended system, search new index by old index, and vice versa + extend_nghost = nghost + nghost_virt; + int extend_nloc = nloc + nloc_virt; + int extend_nall = extend_nloc + extend_nghost; + std::map cum_loc_type_count; + std::map cum_ghost_type_count; + cum_sum(cum_loc_type_count, loc_type_count); + cum_sum(cum_ghost_type_count, ghost_type_count); + std::vector loc_type_reset(numb_types_real, 0); + std::vector ghost_type_reset(numb_types_real, 0); + + new_idx_map.clear(); + old_idx_map.clear(); + for (int ii = 0; ii < nloc; ii++) { + int new_idx = cum_loc_type_count[atype[ii]] + loc_type_reset[atype[ii]]; + new_idx_map[ii] = new_idx; + old_idx_map[new_idx] = ii; + loc_type_reset[atype[ii]]++; + } + for (int ii = nloc; ii < nall; ii++) { + int new_idx = cum_ghost_type_count[atype[ii]] + + ghost_type_reset[atype[ii]] + extend_nloc; + new_idx_map[ii] = new_idx; + old_idx_map[new_idx] = ii; + ghost_type_reset[atype[ii]]++; + } + + // extend lmp_list + extend_inum = extend_nloc; + + extend_ilist.resize(extend_nloc); + for (int ii = 0; ii < extend_nloc; ii++) { + extend_ilist[ii] = ii; + } + + extend_neigh.resize(extend_nloc); + for (int ii = 0; ii < nloc; ii++) { + int jnum = lmp_list.numneigh[old_idx_map[ii]]; + const int *jlist = lmp_list.firstneigh[old_idx_map[ii]]; + if (atype[old_idx_map[ii]] < numb_types_spin) { + extend_neigh[ii].push_back(ii + nloc); + } + for (int jj = 0; jj < jnum; jj++) { + int new_idx = new_idx_map[jlist[jj]]; + extend_neigh[ii].push_back(new_idx); + if (atype[jlist[jj]] < numb_types_spin && jlist[jj] < nloc) { + extend_neigh[ii].push_back(new_idx + nloc); + } else if (atype[jlist[jj]] < numb_types_spin && jlist[jj] < nall) { + extend_neigh[ii].push_back(new_idx + nghost); + } + } + } + for (int ii = nloc; ii < extend_nloc; ii++) { + extend_neigh[ii].assign(extend_neigh[ii - nloc].begin(), + extend_neigh[ii - nloc].end()); + std::vector::iterator it = + find(extend_neigh[ii].begin(), extend_neigh[ii].end(), ii); + *it = ii - nloc; + } + + extend_firstneigh.resize(extend_nloc); + extend_numneigh.resize(extend_nloc); + for (int ii = 0; ii < extend_nloc; ii++) { + extend_firstneigh[ii] = &extend_neigh[ii][0]; + extend_numneigh[ii] = extend_neigh[ii].size(); + } + + // extend coord + extend_dcoord.resize(extend_nall * 3); + for (int ii = 0; ii < nloc; ii++) { + for (int jj = 0; jj < 3; jj++) { + extend_dcoord[new_idx_map[ii] * 3 + jj] = dcoord[ii * 3 + jj]; + if (atype[ii] < numb_types_spin) { + double temp_dcoord = + dcoord[ii * 3 + jj] + spin[ii * 3 + jj] * virtual_len[atype[ii]]; + extend_dcoord[(new_idx_map[ii] + nloc) * 3 + jj] = temp_dcoord; + } + } + } + for (int ii = nloc; ii < nall; ii++) { + for (int jj = 0; jj < 3; jj++) { + extend_dcoord[new_idx_map[ii] * 3 + jj] = dcoord[ii * 3 + jj]; + if (atype[ii] < numb_types_spin) { + double temp_dcoord = + dcoord[ii * 3 + jj] + spin[ii * 3 + jj] * virtual_len[atype[ii]]; + extend_dcoord[(new_idx_map[ii] + nghost) * 3 + jj] = temp_dcoord; + } + } + } + + // extend atype + extend_atype.resize(extend_nall); + for (int ii = 0; ii < nall; ii++) { + extend_atype[new_idx_map[ii]] = atype[ii]; + if (atype[ii] < numb_types_spin) { + if (ii < nloc) { + extend_atype[new_idx_map[ii] + nloc] = atype[ii] + numb_types_real; + } else { + extend_atype[new_idx_map[ii] + nghost] = atype[ii] + numb_types_real; + } + } + } +} diff --git a/source/lmp/pair_deepmd.h b/source/lmp/pair_deepmd.h index 39a236b875..c738f94bca 100644 --- a/source/lmp/pair_deepmd.h +++ b/source/lmp/pair_deepmd.h @@ -19,6 +19,7 @@ PairStyle(deepmd, PairDeepMD) #endif #include #include +#include #ifdef HIGH_PREC #define FLOAT_PREC double @@ -44,6 +45,26 @@ class PairDeepMD : public Pair { void unpack_reverse_comm(int, int *, double *) override; void print_summary(const std::string pre) const; int get_node_rank(); + void extend(int &extend_inum, + std::vector &extend_ilist, + std::vector &extend_numneigh, + std::vector > &extend_neigh, + std::vector &extend_firstneigh, + std::vector &extend_coord, + std::vector &extend_atype, + int &extend_nghost, + std::map &new_idx_map, + std::map &old_idx_map, + const deepmd::InputNlist &lmp_list, + const std::vector &coord, + const std::vector &atype, + const int nghost, + const std::vector &spin, + const int numb_types, + const int numb_types_spin, + const std::vector &virtual_len); + void cum_sum(std::map &, std::map &); + std::string get_file_content(const std::string &model); std::vector get_file_content( const std::vector &models); @@ -58,6 +79,7 @@ class PairDeepMD : public Pair { unsigned numb_models; double cutoff; int numb_types; + int numb_types_spin; std::vector > all_force; std::ofstream fp; int out_freq; @@ -71,6 +93,19 @@ class PairDeepMD : public Pair { bool multi_models_mod_devi; bool multi_models_no_mod_devi; bool is_restart; + std::vector virtual_len; + std::vector spin_norm; + int extend_inum; + std::vector extend_ilist; + std::vector extend_numneigh; + std::vector > extend_neigh; + std::vector extend_firstneigh; + std::vector extend_dcoord; + std::vector extend_dtype; + int extend_nghost; + // for spin systems, search new index of atoms by their old index + std::map new_idx_map; + std::map old_idx_map; #ifdef HIGH_PREC std::vector fparam; std::vector aparam; diff --git a/source/tests/infer/deepspin.pbtxt b/source/tests/infer/deepspin.pbtxt new file mode 100644 index 0000000000..b0ed528660 --- /dev/null +++ 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ZXYtDQE2zfs5$c<{5?su7n+%#}^dDe?Rzm;) literal 0 HcmV?d00001 diff --git a/source/tests/model_spin/type.raw b/source/tests/model_spin/type.raw new file mode 100644 index 0000000000..a2477a0236 --- /dev/null +++ b/source/tests/model_spin/type.raw @@ -0,0 +1 @@ +0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 diff --git a/source/tests/test_deeppot_spin.py b/source/tests/test_deeppot_spin.py new file mode 100644 index 0000000000..516633b9e6 --- /dev/null +++ b/source/tests/test_deeppot_spin.py @@ -0,0 +1,265 @@ +import os +import unittest + +import numpy as np +from common import ( + tests_path, +) + +from deepmd.env import ( + GLOBAL_NP_FLOAT_PRECISION, +) +from deepmd.infer import ( + DeepPot, +) +from deepmd.utils.convert import ( + convert_pbtxt_to_pb, +) + +if GLOBAL_NP_FLOAT_PRECISION == np.float32: + default_places = 4 +else: + default_places = 10 + + +class TestDeepPotAPBC(unittest.TestCase): + @classmethod + def setUpClass(cls): + convert_pbtxt_to_pb( + str(tests_path / os.path.join("infer", "deepspin.pbtxt")), "deepspin.pb" + ) + cls.dp = DeepPot("deepspin.pb") + + def setUp(self): + self.coords = np.array( + [ + 0.0, + 0.0, + 0.0, + 6.82897034, + 2.06108769, + 1.26254448, + 3.41448517, + 1.03054385, + 0.63127224, + 10.2434555, + 3.09163154, + 1.89381672, + -0.13345306, + 0.3215266, + 0.19700489, + 6.9624234, + 1.73956109, + 1.06553959, + ] + ) + self.atype = [0, 0, 1, 1, 2, 2] + self.box = np.array( + [ + 5.123070480591589, + -0.0004899308730513, + -0.0001342698153832, + 4.267692376433796, + 2.834040245862882, + 0.0002085210138428, + 4.267638127861819, + 1.28703347467357, + 2.525122646760162, + ] + ) + self.expected_fr = np.array( + [ + -0.00915789768474276, + -0.024102013468360273, + -0.01481967112707605, + 0.009135257767653032, + 0.024160658997748663, + 0.01482057539389492, + -1.2706659303925863e-05, + 4.204708035318662e-05, + -3.0069716814263983e-06, + 3.5346576393846386e-05, + -0.00010069260974085787, + 2.1027048623316586e-06, + ] + ) + self.expected_fm = np.array( + [ + -0.0694091053797398, + 0.1584293276543392, + 0.09706120404438334, + 0.06940793500220498, + -0.1584235372080326, + -0.09706642160777694, + ] + ) + self.expected_e = np.array( + [ + -6.58889686395335, + -6.588893275795169, + -4.199849436761137, + -4.200132571189533, + ] + ) + self.expected_v = np.array( + [ + -0.05704674056991243, + 4.510979995814183e-05, + 1.3270434109576416e-05, + 4.000829297618676e-05, + -0.05706160346108191, + -4.2556568048610295e-06, + 1.2516013011240753e-05, + -1.5009094169087907e-06, + -0.05708822317008247, + -0.05701483689301932, + -1.028688864002346e-05, + 9.632611979899704e-06, + -4.564767367100731e-06, + -0.05709611822648184, + 1.709158858780274e-05, + 9.293420715471366e-06, + 1.797222324711753e-05, + -0.05708518039162609, + -0.04562926339490811, + 0.013565542733630281, + 0.008308027692994272, + 0.007930968503845335, + -0.03346887728226176, + -0.003277450038705189, + 0.004855290948551196, + -0.0032764325341609933, + -0.030128952888001017, + -0.02721345777367022, + -0.013546977028072798, + -0.008301954884923411, + -0.007912035139894842, + -0.03943924378934477, + 0.0032811286324871698, + -0.004849899201136112, + 0.003282386565809049, + -0.042787508101382925, + 0.12974926347798446, + -0.1232084006347027, + -0.07549620740015538, + -0.1232083276739148, + 0.2765216045700461, + 0.12855029170069582, + -0.07549466146406651, + 0.1285432569093067, + 0.1453453938026923, + 0.12976207341985507, + -0.12322113560020188, + -0.07550155697475862, + -0.12322219683367369, + 0.27653830690058406, + 0.1285560167288026, + -0.07550132823782887, + 0.12855714070027832, + 0.1453567617513088, + ] + ) + + @classmethod + def tearDownClass(cls): + os.remove("deepspin.pb") + cls.dp = None + + def test_attrs(self): + self.assertEqual(self.dp.get_ntypes(), 3) + self.assertEqual(self.dp.get_ntypes_spin(), 1) + self.assertAlmostEqual(self.dp.get_rcut(), 5.6, places=default_places) + self.assertEqual(self.dp.get_type_map(), ["Ni", "O"]) + self.assertEqual(self.dp.get_dim_fparam(), 0) + self.assertEqual(self.dp.get_dim_aparam(), 0) + + def test_1frame(self): + ee, ff, vv = self.dp.eval(self.coords, self.box, self.atype, atomic=False) + + # check shape of the returns + nframes = 1 + natoms = len(self.atype) + self.assertEqual(ee.shape, (nframes, 1)) + self.assertEqual(ff.shape, (nframes, natoms, 3)) + self.assertEqual(vv.shape, (nframes, 9)) + # check values + force = ff.reshape([1, -1]) + force_r = np.split(force, indices_or_sections=[12, 18], axis=1)[0] + force_m = np.split(force, indices_or_sections=[12, 18], axis=1)[1] + np.testing.assert_almost_equal( + force_r.ravel(), self.expected_fr.ravel(), default_places + ) + np.testing.assert_almost_equal( + force_m.ravel(), self.expected_fm.ravel(), default_places + ) + expected_se = np.sum(self.expected_e.reshape([nframes, -1]), axis=1) + np.testing.assert_almost_equal(ee.ravel(), expected_se.ravel(), default_places) + expected_sv = np.sum(self.expected_v.reshape([nframes, -1, 9]), axis=1) + np.testing.assert_almost_equal(vv.ravel(), expected_sv.ravel(), default_places) + + def test_1frame_atm(self): + ee, ff, vv, ae, av = self.dp.eval( + self.coords, self.box, self.atype, atomic=True + ) + # check shape of the returns + nframes = 1 + natoms = len(self.atype) + self.assertEqual(ee.shape, (nframes, 1)) + self.assertEqual(ff.shape, (nframes, 6, 3)) + self.assertEqual(vv.shape, (nframes, 9)) + self.assertEqual(ae.shape, (nframes, 4, 1)) + self.assertEqual(av.shape, (nframes, 6, 9)) + # check values + force = ff.reshape([1, -1]) + force_r = np.split(force, indices_or_sections=[12, 18], axis=1)[0] + force_m = np.split(force, indices_or_sections=[12, 18], axis=1)[1] + np.testing.assert_almost_equal( + force_r.ravel(), self.expected_fr.ravel(), default_places + ) + np.testing.assert_almost_equal( + force_m.ravel(), self.expected_fm.ravel(), default_places + ) + np.testing.assert_almost_equal( + ae.ravel(), self.expected_e.ravel(), default_places + ) + np.testing.assert_almost_equal( + av.ravel(), self.expected_v.ravel(), default_places + ) + expected_se = np.sum(self.expected_e.reshape([nframes, -1]), axis=1) + np.testing.assert_almost_equal(ee.ravel(), expected_se.ravel(), default_places) + expected_sv = np.sum(self.expected_v.reshape([nframes, -1, 9]), axis=1) + np.testing.assert_almost_equal(vv.ravel(), expected_sv.ravel(), default_places) + + def test_2frame_atm(self): + coords2 = np.concatenate((self.coords, self.coords)) + box2 = np.concatenate((self.box, self.box)) + ee, ff, vv, ae, av = self.dp.eval(coords2, box2, self.atype, atomic=True) + # check shape of the returns + nframes = 2 + natoms = len(self.atype) + self.assertEqual(ee.shape, (nframes, 1)) + self.assertEqual(ff.shape, (nframes, natoms, 3)) + self.assertEqual(vv.shape, (nframes, 9)) + self.assertEqual(ae.shape, (nframes, 4, 1)) + self.assertEqual(av.shape, (nframes, natoms, 9)) + # check values + force = ff.reshape([2, -1]) + force_r = np.split(force, indices_or_sections=[12, 18], axis=1)[0] + print(force_r.shape, "asfasfas") + force_m = np.split(force, indices_or_sections=[12, 18], axis=1)[1] + expected_fr = np.concatenate((self.expected_fr, self.expected_fr), axis=0) + expected_fm = np.concatenate((self.expected_fm, self.expected_fm), axis=0) + expected_e = np.concatenate((self.expected_e, self.expected_e), axis=0) + expected_v = np.concatenate((self.expected_v, self.expected_v), axis=0) + np.testing.assert_almost_equal( + force_r.ravel(), expected_fr.ravel(), default_places + ) + np.testing.assert_almost_equal( + force_m.ravel(), expected_fm.ravel(), default_places + ) + np.testing.assert_almost_equal(ae.ravel(), expected_e.ravel(), default_places) + np.testing.assert_almost_equal(av.ravel(), expected_v.ravel(), default_places) + expected_se = np.sum(expected_e.reshape([nframes, -1]), axis=1) + np.testing.assert_almost_equal(ee.ravel(), expected_se.ravel(), default_places) + expected_sv = np.sum(expected_v.reshape([nframes, -1, 9]), axis=1) + np.testing.assert_almost_equal(vv.ravel(), expected_sv.ravel(), default_places) diff --git a/source/tests/test_examples.py b/source/tests/test_examples.py index ace457f93f..138a7205b5 100644 --- a/source/tests/test_examples.py +++ b/source/tests/test_examples.py @@ -33,6 +33,7 @@ p_examples / "fparam" / "train" / "input_aparam.json", p_examples / "zinc_protein" / "zinc_se_a_mask.json", p_examples / "dos" / "train" / "input.json", + p_examples / "spin" / "se_e2_a" / "input.json", ) diff --git a/source/tests/test_init_frz_model_spin.py b/source/tests/test_init_frz_model_spin.py new file mode 100644 index 0000000000..18fcb71773 --- /dev/null +++ b/source/tests/test_init_frz_model_spin.py @@ -0,0 +1,201 @@ +import json +import os +import unittest + +import numpy as np +from common import ( + j_loader, + run_dp, + tests_path, +) + +from deepmd.env import ( + GLOBAL_NP_FLOAT_PRECISION, + tf, +) +from deepmd.train.run_options import ( + RunOptions, +) +from deepmd.train.trainer import ( + DPTrainer, +) +from deepmd.utils.argcheck import ( + normalize, +) +from deepmd.utils.compat import ( + update_deepmd_input, +) +from deepmd.utils.data_system import ( + DeepmdDataSystem, +) + +if GLOBAL_NP_FLOAT_PRECISION == np.float32: + default_places = 4 +else: + default_places = 10 + + +def _file_delete(file): + if os.path.isdir(file): + os.rmdir(file) + elif os.path.isfile(file): + os.remove(file) + + +def _init_models(): + data_file = str(tests_path / os.path.join("init_frz_model", "data")) + frozen_model = str(tests_path / "init_frz_se_a_spin.pb") + ckpt = str(tests_path / "init_frz_se_a_spin.ckpt") + run_opt_ckpt = RunOptions(init_model=ckpt, log_level=20) + run_opt_frz = RunOptions(init_frz_model=frozen_model, log_level=20) + INPUT = str(tests_path / "input.json") + jdata = j_loader("test_model_spin.json") + + jdata["training"]["save_ckpt"] = ckpt + del jdata["training"]["set_prefix"] + with open(INPUT, "w") as fp: + json.dump(jdata, fp, indent=4) + ret = run_dp("dp train " + INPUT) + np.testing.assert_equal(ret, 0, "DP train failed!") + ret = run_dp("dp freeze -c " + str(tests_path) + " -o " + frozen_model) + np.testing.assert_equal(ret, 0, "DP freeze failed!") + jdata = update_deepmd_input(jdata, warning=True, dump="input_v2_compat.json") + jdata = normalize(jdata) + model_ckpt = DPTrainer(jdata, run_opt=run_opt_ckpt) + + jdata = j_loader("test_model_spin.json") + jdata["training"]["save_ckpt"] = ckpt + del jdata["training"]["set_prefix"] + jdata["loss"]["type"] = "ener_spin" + jdata = update_deepmd_input(jdata, warning=True, dump="input_v2_compat.json") + jdata = normalize(jdata) + model_frz = DPTrainer(jdata, run_opt=run_opt_frz) + + rcut = model_ckpt.model.get_rcut() + type_map = model_ckpt.model.get_type_map() + data = DeepmdDataSystem( + systems=jdata["training"]["training_data"]["systems"], + batch_size=1, + test_size=1, + rcut=rcut, + type_map=type_map, + trn_all_set=True, + ) + data_requirement = { + "energy": { + "ndof": 1, + "atomic": False, + "must": False, + "high_prec": True, + "type_sel": None, + "repeat": 1, + "default": 0.0, + }, + "force": { + "ndof": 3, + "atomic": True, + "must": False, + "high_prec": False, + "type_sel": None, + "repeat": 1, + "default": 0.0, + }, + "virial": { + "ndof": 9, + "atomic": False, + "must": False, + "high_prec": False, + "type_sel": None, + "repeat": 1, + "default": 0.0, + }, + "atom_ener": { + "ndof": 1, + "atomic": True, + "must": False, + "high_prec": False, + "type_sel": None, + "repeat": 1, + "default": 0.0, + }, + "atom_pref": { + "ndof": 1, + "atomic": True, + "must": False, + "high_prec": False, + "type_sel": None, + "repeat": 3, + "default": 0.0, + }, + } + data.add_dict(data_requirement) + stop_batch = jdata["training"]["numb_steps"] + + return INPUT, ckpt, frozen_model, model_ckpt, model_frz, data, stop_batch + + +( + INPUT, + CKPT, + FROZEN_MODEL, + CKPT_TRAINER, + FRZ_TRAINER, + VALID_DATA, + STOP_BATCH, +) = _init_models() + + +class TestInitFrzModelR(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.dp_ckpt = CKPT_TRAINER + cls.dp_frz = FRZ_TRAINER + cls.valid_data = VALID_DATA + cls.stop_batch = STOP_BATCH + + @classmethod + def tearDownClass(cls): + _file_delete(INPUT) + _file_delete(FROZEN_MODEL) + _file_delete("out.json") + _file_delete(str(tests_path / "checkpoint")) + _file_delete(CKPT + ".meta") + _file_delete(CKPT + ".index") + _file_delete(CKPT + ".data-00000-of-00001") + _file_delete(CKPT + "-0.meta") + _file_delete(CKPT + "-0.index") + _file_delete(CKPT + "-0.data-00000-of-00001") + _file_delete(CKPT + "-1.meta") + _file_delete(CKPT + "-1.index") + _file_delete(CKPT + "-1.data-00000-of-00001") + _file_delete("input_v2_compat.json") + _file_delete("lcurve.out") + + def test_single_frame(self): + valid_batch = self.valid_data.get_batch() + natoms = valid_batch["natoms_vec"] + tf.reset_default_graph() + self.dp_ckpt.build(self.valid_data, self.stop_batch) + self.dp_ckpt._init_session() + feed_dict_ckpt = self.dp_ckpt.get_feed_dict(valid_batch, is_training=False) + ckpt_rmse_ckpt = self.dp_ckpt.loss.eval( + self.dp_ckpt.sess, feed_dict_ckpt, natoms + ) + tf.reset_default_graph() + + self.dp_frz.build(self.valid_data, self.stop_batch) + self.dp_frz._init_session() + feed_dict_frz = self.dp_frz.get_feed_dict(valid_batch, is_training=False) + ckpt_rmse_frz = self.dp_frz.loss.eval(self.dp_frz.sess, feed_dict_frz, natoms) + tf.reset_default_graph() + + # check values + np.testing.assert_almost_equal( + ckpt_rmse_ckpt["rmse_e"], ckpt_rmse_frz["rmse_e"], default_places + ) + np.testing.assert_almost_equal( + ckpt_rmse_ckpt["rmse_fr"], ckpt_rmse_frz["rmse_fr"], default_places + ) + np.testing.assert_almost_equal( + ckpt_rmse_ckpt["rmse_fm"], ckpt_rmse_frz["rmse_fm"], default_places + ) diff --git a/source/tests/test_model_spin.json b/source/tests/test_model_spin.json new file mode 100644 index 0000000000..295cf608c4 --- /dev/null +++ b/source/tests/test_model_spin.json @@ -0,0 +1,87 @@ +{ + "model": { + "type_map": [ + "Ni", + "O" + ], + "descriptor": { + "type": "se_e2_a", + "sel": [ + 60, + 60 + ], + "rcut_smth": 5.4, + "rcut": 5.6, + "neuron": [ + 25, + 50, + 100 + ], + "resnet_dt": false, + "axis_neuron": 16, + "seed": 1 + }, + "fitting_net": { + "neuron": [ + 240, + 240, + 240 + ], + "resnet_dt": true, + "seed": 1 + }, + "spin": { + "use_spin": [ + true, + false + ], + "virtual_len": [ + 0.4 + ], + "spin_norm": [ + 1.2737 + ] + } + }, + + "learning_rate": { + "type": "exp", + "decay_steps": 5000, + "start_lr": 0.001, + "stop_lr": 3.51e-8 + }, + + "loss": { + "type": "ener_spin", + "start_pref_e": 0.02, + "limit_pref_e": 1, + "start_pref_fr": 1000, + "limit_pref_fr": 1.0, + "start_pref_fm": 10000, + "limit_pref_fm": 10.0, + "start_pref_v": 0, + "limit_pref_v": 0 + }, + + "training": { + "training_data": { + "systems": [ + "source/tests/model_spin/" + ], + "batch_size": 1 + }, + "validation_data": { + "systems": [ + "source/tests/model_spin/" + ], + "batch_size": 1, + "numb_btch": 1 + }, + "set_prefix": "set", + "numb_steps": 1, + "seed": 1, + "disp_file": "lcurve.out", + "disp_freq": 100, + "save_freq": 1000 + } +} diff --git a/source/tests/test_model_spin.py b/source/tests/test_model_spin.py new file mode 100644 index 0000000000..0bd2856552 --- /dev/null +++ b/source/tests/test_model_spin.py @@ -0,0 +1,434 @@ +import unittest + +import numpy as np +from common import ( + DataSystem, + del_data, + gen_data, + j_loader, +) + +from deepmd.common import ( + j_must_have, +) +from deepmd.descriptor import ( + DescrptSeA, +) +from deepmd.env import ( + tf, +) +from deepmd.fit import ( + EnerFitting, +) +from deepmd.model import ( + EnerModel, +) +from deepmd.utils.spin import ( + Spin, +) + +GLOBAL_ENER_FLOAT_PRECISION = tf.float64 +GLOBAL_TF_FLOAT_PRECISION = tf.float64 +GLOBAL_NP_FLOAT_PRECISION = np.float64 + + +class TestModelSpin(tf.test.TestCase): + def setUp(self): + gen_data() + + def tearDown(self): + del_data() + + def test_model_spin(self): + jfile = "test_model_spin.json" + jdata = j_loader(jfile) + + # set system information + systems = j_must_have(jdata["training"]["training_data"], "systems") + set_pfx = j_must_have(jdata["training"], "set_prefix") + batch_size = j_must_have(jdata["training"]["training_data"], "batch_size") + batch_size = 2 + test_size = j_must_have(jdata["training"]["validation_data"], "numb_btch") + stop_batch = j_must_have(jdata["training"], "numb_steps") + rcut = j_must_have(jdata["model"]["descriptor"], "rcut") + data = DataSystem(systems, set_pfx, batch_size, test_size, rcut, run_opt=None) + test_data = data.get_test() + + # initialize model + descrpt_param = jdata["model"]["descriptor"] + spin_param = jdata["model"]["spin"] + fitting_param = jdata["model"]["fitting_net"] + spin = Spin(**spin_param) + descrpt_param["spin"] = spin + descrpt = DescrptSeA(**descrpt_param, uniform_seed=True) + fitting_param.pop("type", None) + fitting_param["descrpt"] = descrpt + fitting_param["spin"] = spin + fitting = EnerFitting(**fitting_param, uniform_seed=True) + model = EnerModel(descrpt, fitting, spin=spin) + + input_data = { + "coord": [test_data["coord"]], + "box": [test_data["box"]], + "type": [test_data["type"]], + "natoms_vec": [test_data["natoms_vec"]], + "default_mesh": [test_data["default_mesh"]], + } + + model._compute_input_stat(input_data) + model.descrpt.bias_atom_e = data.compute_energy_shift() + + t_prop_c = tf.placeholder(tf.float32, [5], name="t_prop_c") + t_energy = tf.placeholder(GLOBAL_ENER_FLOAT_PRECISION, [None], name="t_energy") + t_coord = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None], name="i_coord") + t_type = tf.placeholder(tf.int32, [None], name="i_type") + t_natoms = tf.placeholder(tf.int32, [None], name="i_natoms") + t_box = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None, 9], name="i_box") + t_mesh = tf.placeholder(tf.int32, [None], name="i_mesh") + is_training = tf.placeholder(tf.bool) + t_fparam = None + + model_pred = model.build( + t_coord, + t_type, + t_natoms, + t_box, + t_mesh, + t_fparam, + suffix="model_spin", + reuse=False, + ) + energy = model_pred["energy"] + force = model_pred["force"] + virial = model_pred["virial"] + + # feed data and get results + feed_dict_test = { + t_prop_c: test_data["prop_c"], + t_energy: test_data["energy"], + t_coord: np.reshape(test_data["coord"], [-1]), + t_box: np.reshape(test_data["box"], [-1, 9]), + t_type: np.reshape(test_data["type"], [-1]), + t_natoms: np.array([48, 48, 16, 16, 16]), + t_mesh: test_data["default_mesh"], + is_training: False, + } + + sess = self.test_session().__enter__() + sess.run(tf.global_variables_initializer()) + [out_ener, out_force, out_virial] = sess.run( + [energy, force, virial], feed_dict=feed_dict_test + ) + + out_ener = np.reshape(out_ener, [-1]) + natoms_real = np.sum( + test_data["natoms_vec"][2 : 2 + len(spin_param["use_spin"])] + ) + force_real = np.reshape(out_force[:, : natoms_real * 3], [-1]) + force_mag = np.reshape(out_force[:, natoms_real * 3 :], [-1]) + + refe = [328.28031971076655, 328.28107597905125] + refr = [ + 0.0012030290336905699, + 0.0007971919783355003, + -0.0006567961134595433, + 0.0016331880279340924, + 0.0001755705869242296, + -0.002028278555259529, + 0.0020179733668702943, + 0.0006556599934480984, + -0.0017117093423057138, + 0.0011674481303514212, + 0.0005798486652735385, + -0.0010562287320020312, + 0.0003776055600004675, + 1.825785311616781e-05, + -0.0007612020596437039, + 0.0016578269240946821, + 0.000594741081780936, + -0.0015096274115336365, + 0.0013554232697761785, + -0.0001451130073990949, + -0.0026391595911377927, + 0.00120916870549262, + -0.0008578677981125778, + -0.0005637201200068744, + -0.0006003718872312487, + 0.0004204801860915163, + 5.329487775035911e-05, + -0.0008682258524621948, + 2.277747461570251e-06, + 0.0009162443887154644, + -0.001469923820042786, + -0.00021375159069444635, + 0.0021744309585981225, + -0.0015071762445949505, + -0.00016234008130729897, + 0.0011185456387647896, + -0.0012973715541322569, + -0.0007731688688734572, + 0.0011458799024849243, + -0.0013435279939996584, + -0.0007657242410277901, + 0.001852317412757997, + -0.0018951462729415326, + -8.549377626046895e-05, + 0.002043566992628339, + -0.0016565733713329494, + 0.00011153598510420769, + 0.0015423855172682702, + 0.00010722735899653796, + 6.1385262827998515e-06, + -2.4162867065148623e-05, + -2.203235203717596e-05, + -0.0001362776201848821, + 3.6667880058530934e-07, + -3.25138529123782e-05, + -5.926896028107941e-05, + -4.786525962912144e-05, + 5.881077772899061e-05, + 4.009480924082682e-05, + 1.2879523468208221e-05, + -0.00013413466245204217, + -7.083527415288717e-06, + -2.924809501181675e-06, + 8.471589796122067e-05, + -3.516224086547101e-05, + 1.3403888439631847e-05, + 8.16497151676977e-05, + 3.246453297371882e-05, + 4.0242087225113016e-05, + -0.00013427516555845754, + 1.7594498825285322e-05, + -3.692301669628471e-06, + -5.240649798867663e-06, + -7.624498921107889e-05, + -1.3794520886132115e-05, + 0.00013118447682948292, + -3.610035245647602e-05, + -2.3346650705143464e-05, + 4.7024988528016045e-05, + -5.915081574761293e-05, + 2.5418064770908414e-05, + -9.92873839301275e-05, + -2.4507248632144788e-05, + 2.3874697329185306e-05, + 2.82541527989979e-05, + 3.144034844984165e-05, + 4.9075760913275926e-06, + -5.108937315214004e-05, + -6.916478778889123e-05, + -5.249617469297928e-05, + -4.9718841635238106e-05, + 1.912830031326255e-05, + 3.106610363928519e-05, + 6.078891992781161e-06, + 3.994812636560469e-06, + 9.618020076563406e-05, + 0.0008519888139760607, + 0.0006333468855152669, + -0.0006844912802808009, + 0.0003617090995569217, + 0.0002406717940015195, + -0.0008393663263009596, + 0.0011760448711963982, + 0.0005490627623284637, + -0.00220874243480426, + 0.0008338814106919443, + 0.00012092582781410375, + -0.0006225631306928346, + 0.0008661728790537889, + 0.0006728992977531895, + -0.0016941351137028313, + 0.0011867290519552672, + 0.0006400643655888787, + -0.0016915166611492036, + 0.0006738389706592196, + 0.00039634840627837675, + -0.0007331199805097766, + 0.002519935332276716, + 0.0005919593132506624, + -0.002318989353864015, + -0.0008807309975861991, + -0.0002800192587310308, + 0.00075911490224757, + -0.0016729972827958448, + -0.000712156942408613, + 0.001024395443478817, + -0.0014345228722043705, + -0.0001178214433784578, + 0.0016498587607745516, + -0.0013040378698797725, + -0.0010623881251014778, + 0.0018117490021968656, + -0.0004674331359598256, + -1.5136351674175687e-05, + 0.0019748253312311184, + -9.012816754291495e-05, + -0.00077421990764087, + 0.0014460930553892217, + -0.0012653701888440255, + -0.00032457181633432875, + 0.0011901866130469615, + -0.0011189829231501008, + -0.0008613524994033563, + 0.0011823589163089728, + 1.963320641083051e-05, + -6.05495293438527e-05, + 1.537633218003134e-05, + 7.005883693809318e-05, + 8.786039133350597e-05, + 1.7493852473408934e-05, + 1.2965917086475778e-05, + -4.905773511417019e-05, + -0.00010919971516823848, + -3.5354314539662796e-05, + 4.550735118499664e-05, + 5.925347665523122e-06, + 2.0911385217412558e-05, + 4.835658519002139e-05, + -2.6902066654796636e-05, + -0.0001918222814742011, + 4.079088094959686e-05, + -3.05806596627172e-06, + -3.2204416471703985e-05, + 0.0001017551297003803, + 2.1897351637282505e-05, + -2.4886167514910484e-05, + -2.590394621295273e-05, + 6.169677856286209e-05, + -5.904558512207565e-05, + -6.694275317879136e-05, + -9.678279838199486e-05, + 8.582386073962004e-05, + 5.4370384214551596e-05, + 6.034189725993446e-06, + 4.478834671310214e-05, + -2.6739603659235564e-05, + 5.0929635720557515e-06, + -9.90449990212894e-05, + -5.878396147024427e-06, + -0.00011161907574761512, + 9.008343246956653e-05, + 5.490748248544623e-05, + -4.175115721988108e-05, + -0.0001615296250103654, + -1.2325263831189185e-05, + -1.627181911823892e-05, + -7.075876763805016e-05, + 9.582615853141056e-05, + -2.1825960727997125e-05, + 9.428417981388329e-05, + 2.0410556039145526e-05, + 4.82360997984623e-05, + ] + refm = [ + 0.0017747708722387558, + 0.0008734317093440263, + -0.003941535867109801, + 0.0026778848318010683, + 0.001594081295329827, + -0.0027446203431385255, + 0.0011542037036953883, + 0.001664639499700188, + -0.003557542944007189, + 0.0013748664546039513, + 0.002746800461636908, + -0.0037013758368640848, + 0.0027219375943341524, + 0.001558944103669902, + -0.0030775562303712646, + 0.0019195975414521105, + 0.0010410347865758, + -0.004082613612995145, + 0.002950544420998806, + 0.0017443517389145893, + -0.00280438589337985, + 0.0016295216822051065, + 0.0020122939866824346, + -0.002235065559974328, + -0.0014084486128318524, + -0.0024318639050368847, + 0.002455859467921166, + -0.002381357449118743, + -0.0014102142077173374, + 0.0033896096799298126, + -0.0022571934589191594, + -0.002142732049459592, + 0.0030688128165551115, + -0.0011657735881628135, + -0.0024065865165099026, + 0.0032128164706444295, + -0.0024664235335970217, + -0.0007726386784343438, + 0.0037188543855119806, + -0.0023823254322949666, + -0.0006582201959793628, + 0.0033143021672394613, + -0.0021343359058377345, + -0.0021754729084252607, + 0.0026233865765973945, + -0.0013689401880528937, + -0.002474786190021163, + 0.0029101756601929963, + 0.0014727651708584858, + 0.0008409356648622745, + -0.004142792939820731, + 0.0028828660587684103, + 0.0010756018791021834, + -0.003773756254140926, + 0.0017197026580109253, + 0.0019573912403035667, + -0.0035696831291771804, + 0.001107417577190393, + 0.002187856867570936, + -0.004280990930326638, + 0.0008442668832378239, + 0.002385407575657181, + -0.003901291119944071, + 0.0008045200452066648, + 0.0017771539361896918, + -0.004077073901985023, + 0.0007150239888261852, + 0.0028356795012868157, + -0.0036399129196079405, + 0.0014180701551646687, + 0.0009129090745171055, + -0.00437886123106307, + -0.0012625071071027325, + -0.0016612396301565714, + 0.0046468539403522946, + -0.0018856377137761915, + -0.0005770302885891939, + 0.004564658617461026, + -0.000962611628674113, + -0.0026571784308159763, + 0.003162421540978592, + -0.0008037651298011077, + -0.002146347906925058, + 0.004287255280243266, + -0.002417751850937123, + -0.0012005656241931204, + 0.0029426540238182194, + -0.000956602949653836, + -0.002797424584849985, + 0.0037474653777991684, + -0.0018087576133925206, + -0.0008485083848328778, + 0.004796011130175016, + -0.0018992698643625248, + -0.0007015535942944564, + 0.004459188855221506, + ] + refe = np.reshape(refe, [-1]) + refr = np.reshape(refr, [-1]) + refm = np.reshape(refm, [-1]) + + places = 10 + np.testing.assert_almost_equal(out_ener, refe, places) + np.testing.assert_almost_equal(force_real, refr, places) + np.testing.assert_almost_equal(force_mag, refm, places) + + +if __name__ == "__main__": + unittest.main() From 44555f49522a32f7f2f94a1afcc338c5bc500087 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sun, 7 May 2023 23:43:44 -0400 Subject: [PATCH 54/75] migrate from C API to hpp API (#2506) Closes #2236. Migrate from C API to header-only C++ API for LAMMPS, GROMACS, and i-Pi. - [x] add the missing `#include ` - [x] fix `read_file_to_string`, and `file_content` in `DeepPot` and `DeepPotModelDevi`. The previous implementation is broken when `\0` is contained in the file - [x] Resolve conflicts with #2304 after it is merged - [x] Add tests for `compute deeptensor/atom` #2507 --------- Signed-off-by: Jinzhe Zeng --- source/CMakeLists.txt | 2 + source/api_c/include/c_api.h | 63 ++++++++++++++++++++++++-- source/api_c/include/deepmd.hpp | 45 ++++++++++++++++-- source/api_c/src/c_api.cc | 50 ++++++++++++++++++++ source/api_c/tests/test_deeppot_a.cc | 5 ++ source/gmx/CMakeLists.txt | 8 +++- source/gmx/include/gmx_plugin.h | 8 +++- source/gmx/src/gmx_plugin.cpp | 6 +-- source/ipi/CMakeLists.txt | 10 +++- source/ipi/driver.cc | 8 +++- source/lmp/CMakeLists.txt | 14 ++++-- source/lmp/compute_deeptensor_atom.cpp | 6 +-- source/lmp/compute_deeptensor_atom.h | 12 ++++- source/lmp/env.sh.in | 4 +- source/lmp/env_c.sh.in | 11 +++++ source/lmp/env_py.sh.in | 2 +- source/lmp/env_py_c.sh.in | 14 ++++++ source/lmp/fix_dplr.cpp | 16 +++---- source/lmp/fix_dplr.h | 14 +++++- source/lmp/pair_deepmd.cpp | 45 +++++++++--------- source/lmp/pair_deepmd.h | 16 +++++-- source/lmp/plugin/CMakeLists.txt | 9 +++- 22 files changed, 306 insertions(+), 62 deletions(-) create mode 100644 source/lmp/env_c.sh.in create mode 100644 source/lmp/env_py_c.sh.in diff --git a/source/CMakeLists.txt b/source/CMakeLists.txt index 33eb08c739..165a6faf4f 100644 --- a/source/CMakeLists.txt +++ b/source/CMakeLists.txt @@ -187,6 +187,8 @@ if(BUILD_CPP_IF) endif() endif(BUILD_CPP_IF) +option(DP_USING_C_API "Build third-party interface with C API" ON) + add_subdirectory(op/) add_subdirectory(lib/) if(BUILD_PY_IF) diff --git a/source/api_c/include/c_api.h b/source/api_c/include/c_api.h index 67b03ad9a9..c4e46a52cd 100644 --- a/source/api_c/include/c_api.h +++ b/source/api_c/include/c_api.h @@ -46,13 +46,28 @@ extern DP_DeepPot* DP_NewDeepPot(const char* c_model); * * @param c_model The name of the frozen model file. * @param gpu_rank The rank of the GPU. - * @param c_file_content The content of the model file. + * @param c_file_content Broken implementation. Use + * DP_NewDeepPotWithParam2 instead. * @return DP_DeepPot* A pointer to the deep potential. */ extern DP_DeepPot* DP_NewDeepPotWithParam(const char* c_model, const int gpu_rank, const char* c_file_content); +/** + * @brief DP constructor with initialization. + * @version 2 + * @param c_model The name of the frozen model file. + * @param gpu_rank The rank of the GPU. + * @param c_file_content The content of the model file. + * @param size_file_content The size of the model file. + * @return DP_DeepPot* A pointer to the deep potential. + */ +extern DP_DeepPot* DP_NewDeepPotWithParam2(const char* c_model, + const int gpu_rank, + const char* c_file_content, + const int size_file_content); + /** * @brief Evaluate the energy, force and virial by using a DP. (double version) * @attention The number of frames is assumed to be 1. @@ -453,6 +468,25 @@ typedef struct DP_DeepPotModelDevi DP_DeepPotModelDevi; extern DP_DeepPotModelDevi* DP_NewDeepPotModelDevi(const char** c_models, int n_models); +/** + * @brief DP model deviation constructor with initialization. + * + * @param[in] c_models The array of the name of the frozen model file. + * @param[in] nmodels The number of models. + * @param[in] gpu_rank The rank of the GPU. + * @param[in] c_file_contents The contents of the model file. + * @param[in] n_file_contents The number of the contents of the model file. + * @param[in] size_file_contents The sizes of the contents of the model file. + * @return DP_DeepPotModelDevi* A pointer to the deep potential model deviation. + */ +extern DP_DeepPotModelDevi* DP_NewDeepPotModelDeviWithParam( + const char** c_model, + const int n_models, + const int gpu_rank, + const char** c_file_contents, + const int n_file_contents, + const int* size_file_contents); + /** * @brief Evaluate the energy, force and virial by using a DP model deviation *with neighbor list. (double version) @@ -626,12 +660,19 @@ void DP_DeepPotModelDeviComputeNListf2(DP_DeepPotModelDevi* dp, double DP_DeepPotModelDeviGetCutoff(DP_DeepPotModelDevi* dp); /** - * @brief Get the type map of a DP model deviation. + * @brief Get the number of types of a DP model deviation. * @param[in] dp The DP model deviation to use. * @return The number of types of the DP model deviation. */ int DP_DeepPotModelDeviGetNumbTypes(DP_DeepPotModelDevi* dp); +/** + * @brief Get the number of types with spin of a DP model deviation. + * @param[in] dp The DP model deviation to use. + * @return The number of types with spin of the DP model deviation. + */ +int DP_DeepPotModelDeviGetNumbTypesSpin(DP_DeepPotModelDevi* dp); + /** * @brief Check if there is any exceptions throw. * @@ -648,12 +689,19 @@ const char* DP_DeepPotModelDeviCheckOK(DP_DeepPotModelDevi* dp); double DP_DeepPotGetCutoff(DP_DeepPot* dp); /** - * @brief Get the type map of a DP. + * @brief Get the number of types of a DP. * @param[in] dp The DP to use. * @return The number of types of the DP. */ int DP_DeepPotGetNumbTypes(DP_DeepPot* dp); +/** + * @brief Get the number of types with spin of a DP. + * @param[in] dp The DP to use. + * @return The number of types with spin of the DP. + */ +int DP_DeepPotGetNumbTypesSpin(DP_DeepPot* dp); + /** * @brief Get the dimension of frame parameters of a DP. * @param[in] dp The DP to use. @@ -1144,6 +1192,15 @@ extern void DP_PrintSummary(const char* c_pre); */ const char* DP_ReadFileToChar(const char* c_model); +/** + * @brief Read a file to a char array. This version can handle string with '\0' + * @version 2 + * @param[in] c_model The name of the file. + * @param[out] size The size of the char array. + * @return const char* The char array. + */ +const char* DP_ReadFileToChar2(const char* c_model, int* size); + /** * @brief Get forward and backward map of selected atoms by * atom types. diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index 6d66f169a6..7534e1cb3a 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -8,6 +8,7 @@ This header-only library provides a C++ 11 interface to the DeePMD-kit C API. #include #include +#include #include #include #include @@ -590,7 +591,8 @@ class DeepPot { << std::endl; return; } - dp = DP_NewDeepPotWithParam(model.c_str(), gpu_rank, file_content.c_str()); + dp = DP_NewDeepPotWithParam2(model.c_str(), gpu_rank, file_content.c_str(), + file_content.size()); DP_CHECK_OK(DP_DeepPotCheckOK, dp); dfparam = DP_DeepPotGetDimFParam(dp); daparam = DP_DeepPotGetDimAParam(dp); @@ -990,6 +992,14 @@ class DeepPot { assert(dp); return DP_DeepPotGetNumbTypes(dp); }; + /** + * @brief Get the number of types with spin. + * @return The number of types with spin. + **/ + int numb_types_spin() const { + assert(dp); + return DP_DeepPotGetNumbTypesSpin(dp); + }; /** * @brief Get the type map (element name of the atom types) of this model. * @param[out] type_map The type map of this model. @@ -1082,8 +1092,13 @@ class DeepPotModelDevi { /** * @brief Initialize the DP model deviation. * @param[in] model The name of the frozen model file. + * @param[in] gpu_rank The GPU rank. + * @param[in] file_content The content of the frozen model file. **/ - void init(const std::vector &models) { + void init(const std::vector &models, + const int &gpu_rank = 0, + const std::vector &file_content = + std::vector()) { if (dp) { std::cerr << "WARNING: deepmd-kit should not be initialized twice, do " "nothing at the second call of initializer" @@ -1094,7 +1109,18 @@ class DeepPotModelDevi { cstrings.reserve(models.size()); for (std::string const &str : models) cstrings.push_back(str.data()); - dp = DP_NewDeepPotModelDevi(cstrings.data(), cstrings.size()); + std::vector c_file_contents; + std::vector size_file_contents; + c_file_contents.reserve(file_content.size()); + size_file_contents.reserve(file_content.size()); + for (std::string const &str : file_content) { + c_file_contents.push_back(str.data()); + size_file_contents.push_back(str.size()); + } + + dp = DP_NewDeepPotModelDeviWithParam( + cstrings.data(), cstrings.size(), gpu_rank, c_file_contents.data(), + c_file_contents.size(), size_file_contents.data()); DP_CHECK_OK(DP_DeepPotModelDeviCheckOK, dp); numb_models = models.size(); dfparam = DP_DeepPotModelDeviGetDimFParam(dp); @@ -1266,6 +1292,14 @@ class DeepPotModelDevi { assert(dp); return DP_DeepPotModelDeviGetNumbTypes(dp); }; + /** + * @brief Get the number of types with spin. + * @return The number of types with spin. + **/ + int numb_types_spin() const { + assert(dp); + return DP_DeepPotModelDeviGetNumbTypesSpin(dp); + }; /** * @brief Get the dimension of the frame parameter. * @return The dimension of the frame parameter. @@ -1926,8 +1960,9 @@ class DipoleChargeModifier { * @param[out] file_content Content of the model file. **/ void inline read_file_to_string(std::string model, std::string &file_content) { - const char *c_file_content = DP_ReadFileToChar(model.c_str()); - file_content = std::string(c_file_content); + int size; + const char *c_file_content = DP_ReadFileToChar2(model.c_str(), &size); + file_content = std::string(c_file_content, size); }; /** diff --git a/source/api_c/src/c_api.cc b/source/api_c/src/c_api.cc index 22b4c687bc..0f43ff2e4e 100644 --- a/source/api_c/src/c_api.cc +++ b/source/api_c/src/c_api.cc @@ -41,6 +41,20 @@ DP_DeepPot* DP_NewDeepPotWithParam(const char* c_model, const char* c_file_content) { std::string model(c_model); std::string file_content(c_file_content); + DP_NEW_OK(DP_DeepPot, + if (file_content.size() > 0) throw deepmd::deepmd_exception( + "file_content is broken in DP_NewDeepPotWithParam. Use " + "DP_NewDeepPotWithParam2 instead."); + deepmd::DeepPot dp(model, gpu_rank, file_content); + DP_DeepPot* new_dp = new DP_DeepPot(dp); return new_dp;) +} + +DP_DeepPot* DP_NewDeepPotWithParam2(const char* c_model, + const int gpu_rank, + const char* c_file_content, + const int size_file_content) { + std::string model(c_model); + std::string file_content(c_file_content, c_file_content + size_file_content); DP_NEW_OK(DP_DeepPot, deepmd::DeepPot dp(model, gpu_rank, file_content); DP_DeepPot* new_dp = new DP_DeepPot(dp); return new_dp;) } @@ -60,6 +74,26 @@ DP_DeepPotModelDevi* DP_NewDeepPotModelDevi(const char** c_models, return new_dp;) } +DP_DeepPotModelDevi* DP_NewDeepPotModelDeviWithParam( + const char** c_models, + const int n_models, + const int gpu_rank, + const char** c_file_contents, + const int n_file_contents, + const int* size_file_contents) { + std::vector model(c_models, c_models + n_models); + std::vector file_content; + file_content.reserve(n_file_contents); + for (int ii = 0; ii < n_file_contents; ++ii) { + file_content.push_back(std::string( + c_file_contents[ii], c_file_contents[ii] + size_file_contents[ii])); + } + DP_NEW_OK(DP_DeepPotModelDevi, + deepmd::DeepPotModelDevi dp(model, gpu_rank, file_content); + DP_DeepPotModelDevi* new_dp = new DP_DeepPotModelDevi(dp); + return new_dp;) +} + DP_DeepTensor::DP_DeepTensor() {} DP_DeepTensor::DP_DeepTensor(deepmd::DeepTensor& dt) : dt(dt) {} @@ -932,6 +966,10 @@ double DP_DeepPotGetCutoff(DP_DeepPot* dp) { return dp->dp.cutoff(); } int DP_DeepPotGetNumbTypes(DP_DeepPot* dp) { return dp->dp.numb_types(); } +int DP_DeepPotGetNumbTypesSpin(DP_DeepPot* dp) { + return dp->dp.numb_types_spin(); +} + int DP_DeepPotGetDimFParam(DP_DeepPot* dp) { return dp->dfparam; } int DP_DeepPotGetDimAParam(DP_DeepPot* dp) { return dp->daparam; } @@ -1026,6 +1064,10 @@ int DP_DeepPotModelDeviGetNumbTypes(DP_DeepPotModelDevi* dp) { return dp->dp.numb_types(); } +int DP_DeepPotModelDeviGetNumbTypesSpin(DP_DeepPotModelDevi* dp) { + return dp->dp.numb_types_spin(); +} + int DP_DeepPotModelDeviGetDimFParam(DP_DeepPotModelDevi* dp) { return dp->dfparam; } @@ -1244,6 +1286,14 @@ const char* DP_ReadFileToChar(const char* c_model) { return string_to_char(file_content); } +const char* DP_ReadFileToChar2(const char* c_model, int* size) { + std::string model(c_model); + std::string file_content; + deepmd::read_file_to_string(model, file_content); + *size = file_content.size(); + return string_to_char(file_content); +} + void DP_SelectByType(const int natoms, const int* atype, const int nghost, diff --git a/source/api_c/tests/test_deeppot_a.cc b/source/api_c/tests/test_deeppot_a.cc index c51391c1f7..3eea152d2e 100644 --- a/source/api_c/tests/test_deeppot_a.cc +++ b/source/api_c/tests/test_deeppot_a.cc @@ -162,6 +162,11 @@ TEST_F(TestInferDeepPotA, numb_types) { EXPECT_EQ(numb_types, 2); } +TEST_F(TestInferDeepPotA, numb_types_spin) { + int numb_types_spin = DP_DeepPotGetNumbTypesSpin(dp); + EXPECT_EQ(numb_types_spin, 0); +} + TEST_F(TestInferDeepPotA, type_map) { const char* type_map = DP_DeepPotGetTypeMap(dp); char expected_type_map[] = "O H"; diff --git a/source/gmx/CMakeLists.txt b/source/gmx/CMakeLists.txt index 8ebd1450e2..fdb500c7ee 100644 --- a/source/gmx/CMakeLists.txt +++ b/source/gmx/CMakeLists.txt @@ -11,7 +11,13 @@ file(GLOB LIB_SRC src/*.cpp) file(GLOB INC_SRC include/*.h) add_library(${libgmxname} SHARED ${LIB_SRC}) -target_link_libraries(${libgmxname} PUBLIC ${LIB_DEEPMD_CC}) +if(DP_USING_C_API) + target_link_libraries(${libgmxname} PUBLIC ${LIB_DEEPMD_C}) + target_precompile_headers(${libgmxname} PUBLIC [["deepmd.hpp"]]) +else() + target_link_libraries(${libgmxname} PUBLIC ${LIB_DEEPMD_CC}) + target_compile_definitions(${libgmxname} PUBLIC "DP_USE_CXX_API") +endif() target_include_directories(${libgmxname} PUBLIC ${CMAKE_CURRENT_SOURCE_DIR}/include) target_include_directories(${libgmxname} diff --git a/source/gmx/include/gmx_plugin.h b/source/gmx/include/gmx_plugin.h index b360abf3b4..7e8a4120b0 100644 --- a/source/gmx/include/gmx_plugin.h +++ b/source/gmx/include/gmx_plugin.h @@ -1,6 +1,12 @@ #ifndef _GMX_PLUGIN_H_ #define _GMX_PLUGIN_H_ +#ifdef DP_USE_CXX_API #include "DeepPot.h" +namespace deepmd_compat = deepmd; +#else +#include "deepmd.hpp" +namespace deepmd_compat = deepmd::hpp; +#endif namespace deepmd { @@ -10,7 +16,7 @@ class DeepmdPlugin { DeepmdPlugin(char*); ~DeepmdPlugin(); void init_from_json(char*); - deepmd::DeepPot* nnp; + deepmd_compat::DeepPot* nnp; std::vector dtype; std::vector dindex; bool pbc; diff --git a/source/gmx/src/gmx_plugin.cpp b/source/gmx/src/gmx_plugin.cpp index af462f6f49..0bdb7b59d8 100644 --- a/source/gmx/src/gmx_plugin.cpp +++ b/source/gmx/src/gmx_plugin.cpp @@ -6,12 +6,12 @@ #include "json.hpp" -using namespace deepmd; +using deepmd::DeepmdPlugin; -DeepmdPlugin::DeepmdPlugin() { nnp = new deepmd::DeepPot; } +DeepmdPlugin::DeepmdPlugin() { nnp = new deepmd_compat::DeepPot; } DeepmdPlugin::DeepmdPlugin(char* json_file) { - nnp = new deepmd::DeepPot; + nnp = new deepmd_compat::DeepPot; DeepmdPlugin::init_from_json(json_file); } diff --git a/source/ipi/CMakeLists.txt b/source/ipi/CMakeLists.txt index 2628a2bb5f..ddbf978c43 100644 --- a/source/ipi/CMakeLists.txt +++ b/source/ipi/CMakeLists.txt @@ -13,7 +13,15 @@ function(_add_ipi_variant variant_name prec_def) set(DRIVER_SOURCE_FILES driver.cc) add_executable(${ipiname} ${DRIVER_SOURCE_FILES}) # link: libdeepmd_cc - target_link_libraries(${ipiname} PRIVATE ${libipiname} ${LIB_DEEPMD_CC}) + if(DP_USING_C_API) + # SimulationRegion.h + target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_C} ${LIB_DEEPMD}) + target_precompile_headers(${ipiname} PRIVATE [["deepmd.hpp"]]) + else() + target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_CC}) + target_compile_definitions(${ipiname} PRIVATE "DP_USE_CXX_API") + endif() + target_link_libraries(${ipiname} PRIVATE ${libipiname}) target_include_directories(${ipiname} PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/../3rdparty/) if(BUILD_PY_IF) diff --git a/source/ipi/driver.cc b/source/ipi/driver.cc index a34d17ac34..a724489aa6 100644 --- a/source/ipi/driver.cc +++ b/source/ipi/driver.cc @@ -4,7 +4,13 @@ #include #include "Convert.h" +#ifdef DP_USE_CXX_API #include "DeepPot.h" +namespace deepmd_compat = deepmd; +#else +#include "deepmd.hpp" +namespace deepmd_compat = deepmd::hpp; +#endif #include "SimulationRegion.h" #include "XyzFileManager.h" #include "json.hpp" @@ -90,7 +96,7 @@ int main(int argc, char *argv[]) { } Convert cvt(atom_name, name_type_map); - deepmd::DeepPot nnp_inter(graph_file); + deepmd_compat::DeepPot nnp_inter(graph_file); enum { _MSGLEN = 12 }; int MSGLEN = _MSGLEN; diff --git a/source/lmp/CMakeLists.txt b/source/lmp/CMakeLists.txt index 2ce941cc3d..a67d9a65ba 100644 --- a/source/lmp/CMakeLists.txt +++ b/source/lmp/CMakeLists.txt @@ -10,10 +10,18 @@ list(APPEND LMP_INSTALL_FILES ${LMP_SRC}) list(APPEND LMP_INSTALL_FILES ${LMP_SHSCRIPT}) function(_add_lmp_variant variant_name prec_def) - if(TENSORFLOW_LINK_LIBPYTHON) - configure_file("env_py.sh.in" "env${variant_name}.sh" @ONLY) + if(DP_USING_C_API) + if(TENSORFLOW_LINK_LIBPYTHON) + configure_file("env_py_c.sh.in" "env${variant_name}.sh" @ONLY) + else() + configure_file("env_c.sh.in" "env${variant_name}.sh" @ONLY) + endif() else() - configure_file("env.sh.in" "env${variant_name}.sh" @ONLY) + if(TENSORFLOW_LINK_LIBPYTHON) + configure_file("env_py.sh.in" "env${variant_name}.sh" @ONLY) + else() + configure_file("env.sh.in" "env${variant_name}.sh" @ONLY) + endif() endif() endfunction() _add_lmp_variant("${HIGH_PREC_VARIANT}" "${HIGH_PREC_DEF}") diff --git a/source/lmp/compute_deeptensor_atom.cpp b/source/lmp/compute_deeptensor_atom.cpp index 009d3276ae..c9ce07f0b3 100644 --- a/source/lmp/compute_deeptensor_atom.cpp +++ b/source/lmp/compute_deeptensor_atom.cpp @@ -121,8 +121,8 @@ void ComputeDeeptensorAtom::compute_peratom() { // invoke full neighbor list (will copy or build if necessary) neighbor->build_one(list); - deepmd::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, - list->firstneigh); + deepmd_compat::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, + list->firstneigh); // declare outputs std::vector gtensor, force, virial, atensor, avirial; @@ -131,7 +131,7 @@ void ComputeDeeptensorAtom::compute_peratom() { try { dt.compute(gtensor, force, virial, atensor, avirial, dcoord, dtype, dbox, nghost, lmp_list); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } diff --git a/source/lmp/compute_deeptensor_atom.h b/source/lmp/compute_deeptensor_atom.h index f5f8126b93..6b04aaa3a6 100644 --- a/source/lmp/compute_deeptensor_atom.h +++ b/source/lmp/compute_deeptensor_atom.h @@ -9,11 +9,21 @@ ComputeStyle(deeptensor/atom, ComputeDeeptensorAtom) #include "compute.h" #include "pair_deepmd.h" +#ifdef DP_USE_CXX_API #ifdef LMPPLUGIN #include "DeepTensor.h" #else #include "deepmd/DeepTensor.h" #endif +namespace deepmd_compat = deepmd; +#else +#ifdef LMPPLUGIN +#include "deepmd.hpp" +#else +#include "deepmd/deepmd.hpp" +#endif +namespace deepmd_compat = deepmd::hpp; +#endif namespace LAMMPS_NS { @@ -31,7 +41,7 @@ class ComputeDeeptensorAtom : public Compute { double **tensor; PairDeepMD dp; class NeighList *list; - deepmd::DeepTensor dt; + deepmd_compat::DeepTensor dt; std::vector sel_types; }; diff --git a/source/lmp/env.sh.in b/source/lmp/env.sh.in index d00b6d9b5f..d485a31b77 100644 --- a/source/lmp/env.sh.in +++ b/source/lmp/env.sh.in @@ -6,6 +6,6 @@ TF_INCLUDE_DIRS=`echo $TENSORFLOW_INCLUDE_DIRS | sed "s/;/ -I/g"` TF_LIBRARY_PATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -L/g"` TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` -NNP_INC=" -std=c++@CMAKE_CXX_STANDARD@ -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " +NNP_INC=" -D_GLIBCXX_USE_CXX11_ABI=@OP_CXX_ABI@ -std=c++@CMAKE_CXX_STANDARD@ -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib" -NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_CC@ -ltensorflow_cc -ltensorflow_framework -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib" +NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_CC@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib" diff --git a/source/lmp/env_c.sh.in b/source/lmp/env_c.sh.in new file mode 100644 index 0000000000..e07c16be6b --- /dev/null +++ b/source/lmp/env_c.sh.in @@ -0,0 +1,11 @@ +DEEPMD_ROOT=@CMAKE_INSTALL_PREFIX@ +TENSORFLOW_INCLUDE_DIRS="@TensorFlow_INCLUDE_DIRS@" +TENSORFLOW_LIBRARY_PATH="@TensorFlow_LIBRARY_PATH@" + +TF_INCLUDE_DIRS=`echo $TENSORFLOW_INCLUDE_DIRS | sed "s/;/ -I/g"` +TF_LIBRARY_PATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -L/g"` +TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` + +NNP_INC=" -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " +NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib" +NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_C@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib" diff --git a/source/lmp/env_py.sh.in b/source/lmp/env_py.sh.in index f7a97b4771..6a806cf858 100644 --- a/source/lmp/env_py.sh.in +++ b/source/lmp/env_py.sh.in @@ -11,4 +11,4 @@ PYTHON_RPATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` NNP_INC=" -D_GLIBCXX_USE_CXX11_ABI=@OP_CXX_ABI@ -std=c++@CMAKE_CXX_STANDARD@ -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$TF_INCLUDE_DIRS -I$DEEPMD_ROOT/include/ " NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib -L$PY_LIBRARY_PATH" -NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_CC@ -ltensorflow_cc -ltensorflow_framework -lpython@Python_VERSION_MAJOR@.@Python_VERSION_MINOR@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib -Wl,-rpath=$PYTHON_RPATH " +NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_CC@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib -Wl,-rpath=$PYTHON_RPATH " diff --git a/source/lmp/env_py_c.sh.in b/source/lmp/env_py_c.sh.in new file mode 100644 index 0000000000..bcaca09b82 --- /dev/null +++ b/source/lmp/env_py_c.sh.in @@ -0,0 +1,14 @@ +DEEPMD_ROOT=@CMAKE_INSTALL_PREFIX@ +TENSORFLOW_INCLUDE_DIRS="@TensorFlow_INCLUDE_DIRS@" +TENSORFLOW_LIBRARY_PATH="@TensorFlow_LIBRARY_PATH@" +PYTHON_LIBRARY_PATH="@Python_LIBRARY_DIRS@" + +TF_INCLUDE_DIRS=`echo $TENSORFLOW_INCLUDE_DIRS | sed "s/;/ -I/g"` +TF_LIBRARY_PATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -L/g"` +PY_LIBRARY_PATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -L/g"` +TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` +PYTHON_RPATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` + +NNP_INC=" -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$TF_INCLUDE_DIRS -I$DEEPMD_ROOT/include/ " +NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib -L$PY_LIBRARY_PATH" +NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_C@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib -Wl,-rpath=$PYTHON_RPATH " diff --git a/source/lmp/fix_dplr.cpp b/source/lmp/fix_dplr.cpp index a809970f97..b786cb1794 100644 --- a/source/lmp/fix_dplr.cpp +++ b/source/lmp/fix_dplr.cpp @@ -266,8 +266,8 @@ void FixDPLR::pre_force(int vflag) { } // get lammps nlist NeighList *list = pair_deepmd->list; - deepmd::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, - list->firstneigh); + deepmd_compat::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, + list->firstneigh); // declear output vector tensor; // compute @@ -303,15 +303,15 @@ void FixDPLR::pre_force(int vflag) { } vector sel_fwd, sel_bwd; int sel_nghost; - deepmd::select_by_type(sel_fwd, sel_bwd, sel_nghost, dcoord, dtype, nghost, - sel_type); + deepmd_compat::select_by_type(sel_fwd, sel_bwd, sel_nghost, dcoord, dtype, + nghost, sel_type); int sel_nall = sel_bwd.size(); int sel_nloc = sel_nall - sel_nghost; vector sel_type(sel_bwd.size()); - deepmd::select_map(sel_type, dtype, sel_fwd, 1); + deepmd_compat::select_map(sel_type, dtype, sel_fwd, 1); // Yixiao: because the deeptensor already return the correct order, the - // following map is no longer needed deepmd::AtomMap + // following map is no longer needed deepmd_compat::AtomMap // atom_map(sel_type.begin(), sel_type.begin() + sel_nloc); const vector // & sort_fwd_map(atom_map.get_fwd_map()); @@ -426,8 +426,8 @@ void FixDPLR::post_force(int vflag) { } // lmp nlist NeighList *list = pair_deepmd->list; - deepmd::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, - list->firstneigh); + deepmd_compat::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, + list->firstneigh); // bonded pairs vector > valid_pairs; get_valid_pairs(valid_pairs); diff --git a/source/lmp/fix_dplr.h b/source/lmp/fix_dplr.h index 8bcf0a4a89..1759f58da2 100644 --- a/source/lmp/fix_dplr.h +++ b/source/lmp/fix_dplr.h @@ -13,6 +13,7 @@ FixStyle(dplr, FixDPLR) #include "fix.h" #include "pair_deepmd.h" +#ifdef DP_USE_CXX_API #ifdef LMPPLUGIN #include "DataModifier.h" #include "DeepTensor.h" @@ -20,6 +21,15 @@ FixStyle(dplr, FixDPLR) #include "deepmd/DataModifier.h" #include "deepmd/DeepTensor.h" #endif +namespace deepmd_compat = deepmd; +#else +#ifdef LMPPLUGIN +#include "deepmd.hpp" +#else +#include "deepmd/deepmd.hpp" +#endif +namespace deepmd_compat = deepmd::hpp; +#endif #ifdef HIGH_PREC #define FLOAT_PREC double @@ -45,8 +55,8 @@ class FixDPLR : public Fix { private: PairDeepMD *pair_deepmd; - deepmd::DeepTensor dpt; - deepmd::DipoleChargeModifier dtm; + deepmd_compat::DeepTensor dpt; + deepmd_compat::DipoleChargeModifier dtm; std::string model; int ntypes; std::vector sel_type; diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index f9338939c4..7e507fa9a2 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -141,7 +141,7 @@ std::string PairDeepMD::get_file_content(const std::string &model) { int nchar = 0; std::string file_content; if (myrank == root) { - deepmd::read_file_to_string(model, file_content); + deepmd_compat::read_file_to_string(model, file_content); nchar = file_content.size(); } MPI_Bcast(&nchar, 1, MPI_INT, root, MPI_COMM_WORLD); @@ -507,18 +507,17 @@ void PairDeepMD::compute(int eflag, int vflag) { multi_models_mod_devi = (numb_models > 1 && (out_freq > 0 && update->ntimestep % out_freq == 0)); if (do_ghost) { - deepmd::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, - list->firstneigh); - deepmd::InputNlist extend_lmp_list; + deepmd_compat::InputNlist lmp_list(list->inum, list->ilist, list->numneigh, + list->firstneigh); + deepmd_compat::InputNlist extend_lmp_list; if (atom->sp_flag) { extend(extend_inum, extend_ilist, extend_numneigh, extend_neigh, extend_firstneigh, extend_dcoord, extend_dtype, extend_nghost, new_idx_map, old_idx_map, lmp_list, dcoord, dtype, nghost, dspin, numb_types, numb_types_spin, virtual_len); - extend_lmp_list.inum = extend_inum; - extend_lmp_list.ilist = &extend_ilist[0]; - extend_lmp_list.numneigh = &extend_numneigh[0]; - extend_lmp_list.firstneigh = &extend_firstneigh[0]; + extend_lmp_list = + deepmd_compat::InputNlist(extend_inum, &extend_ilist[0], + &extend_numneigh[0], &extend_firstneigh[0]); } if (single_model || multi_models_no_mod_devi) { // cvflag_atom is the right flag for the cvatom matrix @@ -528,7 +527,7 @@ void PairDeepMD::compute(int eflag, int vflag) { try { deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } else { @@ -537,7 +536,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener, dforce, dvirial, extend_dcoord, extend_dtype, dbox, extend_nghost, extend_lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } @@ -554,7 +553,7 @@ void PairDeepMD::compute(int eflag, int vflag) { try { deep_pot.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } else { @@ -567,7 +566,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener_, dforce_, dvirial_, extend_dcoord_, extend_dtype, dbox_, extend_nghost, extend_lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } @@ -588,7 +587,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener, dforce, dvirial, deatom, dvatom, dcoord, dtype, dbox, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } else { @@ -597,7 +596,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener, dforce, dvirial, extend_dcoord, extend_dtype, dbox, extend_nghost, extend_lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } @@ -617,7 +616,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, dcoord_, dtype, dbox_, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } else { @@ -630,7 +629,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, extend_dcoord_, extend_dtype, dbox_, extend_nghost, extend_lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } } @@ -682,7 +681,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot_model_devi.compute( all_energy, all_force, all_virial, all_atom_energy, all_atom_virial, dcoord, dtype, dbox, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } // deep_pot_model_devi.compute_avg (dener, all_energy); @@ -715,7 +714,7 @@ void PairDeepMD::compute(int eflag, int vflag) { all_atom_energy_, all_atom_virial_, dcoord_, dtype, dbox_, nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } // deep_pot_model_devi.compute_avg (dener_, all_energy_); @@ -904,7 +903,7 @@ void PairDeepMD::compute(int eflag, int vflag) { #ifdef HIGH_PREC try { deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } #else @@ -917,7 +916,7 @@ void PairDeepMD::compute(int eflag, int vflag) { double dener_ = 0; try { deep_pot.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } for (unsigned dd = 0; dd < dforce.size(); ++dd) dforce[dd] = dforce_[dd]; @@ -1037,7 +1036,7 @@ void PairDeepMD::settings(int narg, char **arg) { if (numb_models == 1) { try { deep_pot.init(arg[0], get_node_rank(), get_file_content(arg[0])); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->one(FLERR, e.what()); } cutoff = deep_pot.cutoff(); @@ -1050,7 +1049,7 @@ void PairDeepMD::settings(int narg, char **arg) { deep_pot.init(arg[0], get_node_rank(), get_file_content(arg[0])); deep_pot_model_devi.init(models, get_node_rank(), get_file_content(models)); - } catch (deepmd::deepmd_exception &e) { + } catch (deepmd_compat::deepmd_exception &e) { error->one(FLERR, e.what()); } cutoff = deep_pot_model_devi.cutoff(); @@ -1431,7 +1430,7 @@ void PairDeepMD::extend(int &extend_inum, int &extend_nghost, std::map &new_idx_map, std::map &old_idx_map, - const deepmd::InputNlist &lmp_list, + const deepmd_compat::InputNlist &lmp_list, const std::vector &dcoord, const std::vector &atype, const int nghost, diff --git a/source/lmp/pair_deepmd.h b/source/lmp/pair_deepmd.h index c738f94bca..0a26feb676 100644 --- a/source/lmp/pair_deepmd.h +++ b/source/lmp/pair_deepmd.h @@ -12,11 +12,21 @@ PairStyle(deepmd, PairDeepMD) #define LMP_PAIR_NNP_H #include "pair.h" +#ifdef DP_USE_CXX_API #ifdef LMPPLUGIN #include "DeepPot.h" #else #include "deepmd/DeepPot.h" #endif +namespace deepmd_compat = deepmd; +#else +#ifdef LMPPLUGIN +#include "deepmd.hpp" +#else +#include "deepmd/deepmd.hpp" +#endif +namespace deepmd_compat = deepmd::hpp; +#endif #include #include #include @@ -55,7 +65,7 @@ class PairDeepMD : public Pair { int &extend_nghost, std::map &new_idx_map, std::map &old_idx_map, - const deepmd::InputNlist &lmp_list, + const deepmd_compat::InputNlist &lmp_list, const std::vector &coord, const std::vector &atype, const int nghost, @@ -74,8 +84,8 @@ class PairDeepMD : public Pair { double **scale; private: - deepmd::DeepPot deep_pot; - deepmd::DeepPotModelDevi deep_pot_model_devi; + deepmd_compat::DeepPot deep_pot; + deepmd_compat::DeepPotModelDevi deep_pot_model_devi; unsigned numb_models; double cutoff; int numb_types; diff --git a/source/lmp/plugin/CMakeLists.txt b/source/lmp/plugin/CMakeLists.txt index 76b2380b20..f4a0f5e38e 100644 --- a/source/lmp/plugin/CMakeLists.txt +++ b/source/lmp/plugin/CMakeLists.txt @@ -58,7 +58,14 @@ if(DEFINED LAMMPS_SOURCE_ROOT OR DEFINED LAMMPS_VERSION) add_library(${libname} MODULE ${LMP_SRC}) # link: libdeepmd - target_link_libraries(${libname} PUBLIC lammps_interface ${LIB_DEEPMD_CC}) + if(DP_USING_C_API) + target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_C}) + target_precompile_headers(${libname} PUBLIC [["deepmd.hpp"]]) + else() + target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_CC}) + target_compile_definitions(${libname} PUBLIC "DP_USE_CXX_API") + endif() + target_link_libraries(${libname} PUBLIC lammps_interface) target_include_directories( ${libname} PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_SOURCE_DIR}/.. From 7925b34a7b6b82c1cfad200480ffd248a7ea392f Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Tue, 9 May 2023 22:48:07 -0400 Subject: [PATCH 55/75] allow building lmp/gmx from pre-compiled C library (#2514) Also fix `cmake_lammps.cmake.in`. --------- Signed-off-by: Jinzhe Zeng --- .github/workflows/package_c.yml | 26 +++++++++++ README.md | 1 + doc/install/index.md | 1 + doc/install/index.rst | 1 + doc/install/install-from-c-library.md | 20 ++++++++ source/CMakeLists.txt | 66 +++++++++++++++++++++++---- source/cmake/cmake_lammps.cmake.in | 2 +- source/install/build_from_c.sh | 22 +++++++++ 8 files changed, 130 insertions(+), 9 deletions(-) create mode 100644 doc/install/install-from-c-library.md create mode 100755 source/install/build_from_c.sh diff --git a/.github/workflows/package_c.yml b/.github/workflows/package_c.yml index 982dfc44a2..d3be4c9469 100644 --- a/.github/workflows/package_c.yml +++ b/.github/workflows/package_c.yml @@ -16,6 +16,7 @@ jobs: - name: Upload artifact uses: actions/upload-artifact@v3 with: + name: libdeepmd_c path: ./libdeepmd_c.tar.gz - name: Test C library run: ./source/install/docker_test_package_c.sh @@ -24,3 +25,28 @@ jobs: if: startsWith(github.ref, 'refs/tags/') with: files: libdeepmd_c.tar.gz + test_c: + name: Test building from C library + needs: [build_c] + runs-on: ubuntu-22.04 + steps: + - uses: actions/checkout@v3 + - name: Download artifact + uses: actions/download-artifact@v3 + with: + name: libdeepmd_c + - run: tar -vxzf ./libdeepmd_c.tar.gz + - name: Test C library + run: ./source/install/build_from_c.sh + env: + DEEPMD_C_ROOT: ${{ github.workspace }}/libdeepmd_c + pass: + name: Pass building c library + needs: [build_c, test_c] + runs-on: ubuntu-latest + if: always() + steps: + - name: Decide whether the needed jobs succeeded or failed + uses: re-actors/alls-green@release/v1 + with: + jobs: ${{ toJSON(needs) }} diff --git a/README.md b/README.md index a75c62597e..3b435ab17a 100644 --- a/README.md +++ b/README.md @@ -84,6 +84,7 @@ A full [document](doc/train/train-input-auto.rst) on options in the training inp - [Installation](doc/install/index.md) - [Easy install](doc/install/easy-install.md) - [Install from source code](doc/install/install-from-source.md) + - [Install from pre-compiled C library](doc/install/install-from-c-library.md) - [Install LAMMPS](doc/install/install-lammps.md) - [Install i-PI](doc/install/install-ipi.md) - [Install GROMACS](doc/install/install-gromacs.md) diff --git a/doc/install/index.md b/doc/install/index.md index 4da25dc9cf..117612d5c6 100644 --- a/doc/install/index.md +++ b/doc/install/index.md @@ -2,6 +2,7 @@ - [Easy install](easy-install.md) - [Install from source code](install-from-source.md) +- [Install from pre-compiled C library](doc/install/install-from-c-library.md) - [Install LAMMPS](install-lammps.md) - [Install i-PI](install-ipi.md) - [Install GROMACS](install-gromacs.md) diff --git a/doc/install/index.rst b/doc/install/index.rst index 8d86696cf4..ceb1c8c878 100644 --- a/doc/install/index.rst +++ b/doc/install/index.rst @@ -6,6 +6,7 @@ Installation easy-install install-from-source + install-from-c-library install-lammps install-ipi install-gromacs diff --git a/doc/install/install-from-c-library.md b/doc/install/install-from-c-library.md new file mode 100644 index 0000000000..343446888c --- /dev/null +++ b/doc/install/install-from-c-library.md @@ -0,0 +1,20 @@ +# Install from pre-compiled C library + +DeePMD-kit provides pre-compiled C library package (`libdeepmd_c.tar.gz`) in each [release](https://github.com/deepmodeling/deepmd-kit/releases). It can be used to build the [LAMMPS plugin](./install-lammps.md) and [GROMACS patch](./install-gromacs.md), as well as many [third-party software packages](../third-party/out-of-deepmd-kit.md), without building TensorFlow and DeePMD-kit on one's own. + +The library is built in Linux (GLIBC 2.17) with CUDA 11.8. It's noted that this package does not contain CUDA Toolkit and cuDNN, so one needs to download them from the NVIDIA website. + +## Use Pre-compiled C Library to build the LAMMPS plugin and GROMACS patch + +When one [installs DeePMD-kit's C++ interface](./install-from-source.md#install-deepmd-kits-c-interface), one can use the CMake argument `DEEPMD_C_ROOT` to the path `libdeepmd_c`. + +```bash +cd $deepmd_source_dir/source +mkdir build +cd build +cmake -DDEEPMD_C_ROOT=/path/to/libdeepmd_c -DCMAKE_INSTALL_PREFIX=$deepmd_root .. +make -j8 +make install +``` + +Then one can follow the manual [Install LAMMPS](./install-lammps.md) and/or [Install GROMACS](./install-gromacs.md). diff --git a/source/CMakeLists.txt b/source/CMakeLists.txt index 165a6faf4f..df3b383f1b 100644 --- a/source/CMakeLists.txt +++ b/source/CMakeLists.txt @@ -3,6 +3,10 @@ cmake_minimum_required(VERSION 3.16) project(DeePMD) option(BUILD_TESTING "Build test and enable converage" OFF) +set(DEEPMD_C_ROOT + "" + CACHE PATH "Path to imported DeePMD-kit C library") + if(BUILD_TESTING) enable_testing() add_subdirectory(${CMAKE_SOURCE_DIR}/cmake/coverage_config coverage_config) @@ -131,7 +135,9 @@ if(USE_TF_PYTHON_LIBS) endif(USE_TF_PYTHON_LIBS) # find tensorflow, I need tf abi info -find_package(tensorflow REQUIRED) +if(NOT DEEPMD_C_ROOT) + find_package(tensorflow REQUIRED) +endif() # find threads find_package(Threads) @@ -189,21 +195,60 @@ endif(BUILD_CPP_IF) option(DP_USING_C_API "Build third-party interface with C API" ON) -add_subdirectory(op/) -add_subdirectory(lib/) +if(DEEPMD_C_ROOT) + # find c library + find_path( + DEEPMD_INCLUDE_C_DIR deepmd/deepmd.hpp deepmd/c_api.h + HINTS ${DEEPMD_C_ROOT} + PATH_SUFFIXES "include") + find_library( + deepmd_c + NAMES deepmd_c + HINTS ${DEEPMD_C_ROOT} + PATH_SUFFIXES "lib") + include(FindPackageHandleStandardArgs) + find_package_handle_standard_args(DEEPMD_C DEFAULT_MSG deepmd_c + DEEPMD_INCLUDE_C_DIR) + if(NOT DEEPMD_C_FOUND) + message( + FATAL_ERROR + "DeePMD-kit C library not found. Download from https://github.com/deepmodeling/deepmd-kit/releases" + ) + endif() + + add_library(${LIB_DEEPMD_C} SHARED IMPORTED GLOBAL) + set_target_properties( + ${LIB_DEEPMD_C} + PROPERTIES IMPORTED_LINK_INTERFACE_LANGUAGES "C" + IMPORTED_LOCATION "${deepmd_c}" + INTERFACE_INCLUDE_DIRECTORIES "${DEEPMD_INCLUDE_C_DIR}/deepmd") + # use variable for TF path to set deepmd_c path + set(TensorFlow_LIBRARY_PATH "${DEEPMD_C_ROOT}/lib") + set(TENSORFLOW_INCLUDE_DIRS "${DEEPMD_C_ROOT}/include") +endif() + +if(NOT DEEPMD_C_ROOT) + add_subdirectory(op/) + add_subdirectory(lib/) +endif() if(BUILD_PY_IF) add_subdirectory(config/) # add_subdirectory (tests/) endif(BUILD_PY_IF) if(BUILD_CPP_IF) - add_subdirectory(api_cc/) - add_subdirectory(api_c/) + if(NOT DEEPMD_C_ROOT) + add_subdirectory(api_cc/) + add_subdirectory(api_c/) + endif() if(LAMMPS_VERSION OR NOT BUILD_PY_IF) add_subdirectory(lmp/) endif() if(CMAKE_CXX_COMPILER_VERSION VERSION_GREATER 4.8) # add_subdirectory (md/) - if(ENABLE_IPI OR NOT BUILD_PY_IF) + if(ENABLE_IPI + OR NOT BUILD_PY_IF + AND NOT DEEPMD_C_ROOT) + # ipi has a dependency on libdeepmd add_subdirectory(ipi/) endif() if(NOT BUILD_PY_IF) @@ -229,7 +274,9 @@ add_custom_target(lammps COMMAND ${CMAKE_COMMAND} -P ${CMAKE_CURRENT_BINARY_DIR}/cmake_lammps.cmake) # add configure file -if(BUILD_CPP_IF AND NOT BUILD_PY_IF) +if(BUILD_CPP_IF + AND NOT BUILD_PY_IF + AND NOT DEEPMD_C_ROOT) include(CMakePackageConfigHelpers) set(targets_export_name ${CMAKE_PROJECT_NAME}Targets @@ -254,4 +301,7 @@ if(BUILD_CPP_IF AND NOT BUILD_PY_IF) INSTALL_DESTINATION ${cmake_files_install_dir}) install(FILES ${version_file} ${config_file} DESTINATION ${cmake_files_install_dir}) -endif(BUILD_CPP_IF AND NOT BUILD_PY_IF) +endif( + BUILD_CPP_IF + AND NOT BUILD_PY_IF + AND NOT DEEPMD_C_ROOT) diff --git a/source/cmake/cmake_lammps.cmake.in b/source/cmake/cmake_lammps.cmake.in index a18b43daae..0e1b040016 100644 --- a/source/cmake/cmake_lammps.cmake.in +++ b/source/cmake/cmake_lammps.cmake.in @@ -25,5 +25,5 @@ file ( file ( INSTALL DESTINATION "${LMP_INSTALL_PREFIX}" TYPE FILE - FILES "@CMAKE_BINARY_DIR@/lmp/pair_deepmd.h" + FILES "@CMAKE_BINARY_DIR@/lmp/deepmd_version.h" ) diff --git a/source/install/build_from_c.sh b/source/install/build_from_c.sh new file mode 100755 index 0000000000..4f346ae770 --- /dev/null +++ b/source/install/build_from_c.sh @@ -0,0 +1,22 @@ +set -e + +SCRIPT_PATH=$(dirname $(realpath -s $0)) +if [ -z "$INSTALL_PREFIX" ]; then + INSTALL_PREFIX=$(realpath -s ${SCRIPT_PATH}/../../dp) +fi +mkdir -p ${INSTALL_PREFIX} +echo "Installing DeePMD-kit to ${INSTALL_PREFIX}" +NPROC=$(nproc --all) + +#------------------ + +BUILD_TMP_DIR=${SCRIPT_PATH}/../build +mkdir -p ${BUILD_TMP_DIR} +cd ${BUILD_TMP_DIR} +cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -DDEEPMD_C_ROOT=${DEEPMD_C_ROOT} -DLAMMPS_VERSION=stable_23Jun2022_update4 .. +make -j${NPROC} +make install +make lammps + +#------------------ +echo "Congratulations! DeePMD-kit has been installed at ${INSTALL_PREFIX}" From 8c2dffbefe7112120031fc8f7f695a7267f8f8c5 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 10 May 2023 11:26:33 +0800 Subject: [PATCH 56/75] [pre-commit.ci] pre-commit autoupdate (#2515) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.263 → v0.0.265](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.263...v0.0.265) - [github.com/pre-commit/mirrors-clang-format: v16.0.2 → v16.0.3](https://github.com/pre-commit/mirrors-clang-format/compare/v16.0.2...v16.0.3) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 6cd42e6bb5..a392fdec20 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.263 + rev: v0.0.265 hooks: - id: ruff args: ["--fix"] @@ -43,7 +43,7 @@ repos: - id: blacken-docs # C++ - repo: https://github.com/pre-commit/mirrors-clang-format - rev: v16.0.2 + rev: v16.0.3 hooks: - id: clang-format exclude: ^source/3rdparty|source/lib/src/cuda/cudart/.+\.inc From 6dcee88a7bd12298a3d344733be22b494705588f Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 10 May 2023 01:13:48 -0400 Subject: [PATCH 57/75] improve messages for model compatability (#2518) 1. add the documentation link to the error message; 2. check compatability before fetching rcut, so there will be a clear message for #2293. --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/infer/deep_eval.py | 1 + doc/troubleshooting/model-compatability.md | 8 ++-- source/api_cc/src/DeepPot.cc | 43 +++++++++++++--------- source/api_cc/src/DeepTensor.cc | 19 +++++++--- 4 files changed, 44 insertions(+), 27 deletions(-) diff --git a/deepmd/infer/deep_eval.py b/deepmd/infer/deep_eval.py index d1eedef761..799cd6fd3b 100644 --- a/deepmd/infer/deep_eval.py +++ b/deepmd/infer/deep_eval.py @@ -63,6 +63,7 @@ def __init__( raise RuntimeError( f"model in graph (version {self.model_version}) is incompatible" f"with the model (version {MODEL_VERSION}) supported by the current code." + "See https://deepmd.rtfd.io/compatability/ for details." ) # set default to False, as subclasses may not support diff --git a/doc/troubleshooting/model-compatability.md b/doc/troubleshooting/model-compatability.md index 5500fedfa3..faab447da9 100644 --- a/doc/troubleshooting/model-compatability.md +++ b/doc/troubleshooting/model-compatability.md @@ -6,11 +6,11 @@ DeePMD-kit guarantees that the codes with the same major and minor revisions are One can execute `dp convert-from` to convert an old model to a new one. -| Model version | v0.12 | v1.0 | v1.1 | v1.2 | v1.3 | v2.0 | v2.1 | -|:-:|:-----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:| -| Compatibility | 😊 | 😊 | 😊 | 😊 | 😊 | 😄 | 😄 | +| Model version | v0.12 | v1.0 | v1.1 | v1.2 | v1.3 | v2.0 | v2.1 | v2.2 | +|:-:|:-----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:|:----------:| +| Compatibility | 😊 | 😊 | 😊 | 😊 | 😊 | 😄 | 😄 | 😄 | **Legend**: - 😄: The model is compatible with the DeePMD-kit package. -- 😊: The model is incompatible with the DeePMD-kit package, but one can execute `dp convert-from` to convert an old model to v2.1. +- 😊: The model is incompatible with the DeePMD-kit package, but one can execute `dp convert-from` to convert an old model to v2.2. - 😢: The model is incompatible with the DeePMD-kit package, and there is no way to convert models. diff --git a/source/api_cc/src/DeepPot.cc b/source/api_cc/src/DeepPot.cc index fcb90f4981..d8f0d8a8fe 100644 --- a/source/api_cc/src/DeepPot.cc +++ b/source/api_cc/src/DeepPot.cc @@ -443,6 +443,19 @@ void DeepPot::init(const std::string& model, #endif // GOOGLE_CUDA || TENSORFLOW_USE_ROCM check_status(NewSession(options, &session)); check_status(session->Create(*graph_def)); + try { + model_version = get_scalar("model_attr/model_version"); + } catch (deepmd::tf_exception& e) { + // no model version defined in old models + model_version = "0.0"; + } + if (!model_compatable(model_version)) { + throw deepmd::deepmd_exception( + "incompatable model: version " + model_version + + " in graph, but version " + global_model_version + + " supported " + "See https://deepmd.rtfd.io/compatability/ for details."); + } dtype = session_get_dtype(session, "descrpt_attr/rcut"); if (dtype == tensorflow::DT_DOUBLE) { rcut = get_scalar("descrpt_attr/rcut"); @@ -461,17 +474,6 @@ void DeepPot::init(const std::string& model, if (dfparam < 0) dfparam = 0; if (daparam < 0) daparam = 0; model_type = get_scalar("model_attr/model_type"); - try { - model_version = get_scalar("model_attr/model_version"); - } catch (deepmd::tf_exception& e) { - // no model version defined in old models - model_version = "0.0"; - } - if (!model_compatable(model_version)) { - throw deepmd::deepmd_exception("incompatable model: version " + - model_version + " in graph, but version " + - global_model_version + " supported "); - } inited = true; init_nbor = false; @@ -1264,6 +1266,19 @@ void DeepPotModelDevi::init(const std::vector& models, check_status(NewSession(options, &(sessions[ii]))); check_status(sessions[ii]->Create(*graph_defs[ii])); } + try { + model_version = get_scalar("model_attr/model_version"); + } catch (deepmd::tf_exception& e) { + // no model version defined in old models + model_version = "0.0"; + } + if (!model_compatable(model_version)) { + throw deepmd::deepmd_exception( + "incompatable model: version " + model_version + + " in graph, but version " + global_model_version + + " supported. " + "See https://deepmd.rtfd.io/compatability/ for details."); + } dtype = session_get_dtype(sessions[0], "descrpt_attr/rcut"); if (dtype == tensorflow::DT_DOUBLE) { rcut = get_scalar("descrpt_attr/rcut"); @@ -1282,12 +1297,6 @@ void DeepPotModelDevi::init(const std::vector& models, if (dfparam < 0) dfparam = 0; if (daparam < 0) daparam = 0; model_type = get_scalar("model_attr/model_type"); - model_version = get_scalar("model_attr/model_version"); - if (!model_compatable(model_version)) { - throw deepmd::deepmd_exception("incompatable model: version " + - model_version + " in graph, but version " + - global_model_version + " supported "); - } // rcut = get_rcut(); // cell_size = rcut; // ntypes = get_ntypes(); diff --git a/source/api_cc/src/DeepTensor.cc b/source/api_cc/src/DeepTensor.cc index be01373d5f..d9bb500dd1 100644 --- a/source/api_cc/src/DeepTensor.cc +++ b/source/api_cc/src/DeepTensor.cc @@ -32,6 +32,19 @@ void DeepTensor::init(const std::string &model, deepmd::check_status(NewSession(options, &session)); deepmd::check_status(ReadBinaryProto(Env::Default(), model, graph_def)); deepmd::check_status(session->Create(*graph_def)); + try { + model_version = get_scalar("model_attr/model_version"); + } catch (deepmd::tf_exception &e) { + // no model version defined in old models + model_version = "0.0"; + } + if (!model_compatable(model_version)) { + throw deepmd::deepmd_exception( + "incompatable model: version " + model_version + + " in graph, but version " + global_model_version + + " supported " + "See https://deepmd.rtfd.io/compatability/ for details."); + } dtype = session_get_dtype(session, "descrpt_attr/rcut"); if (dtype == tensorflow::DT_DOUBLE) { rcut = get_scalar("descrpt_attr/rcut"); @@ -43,12 +56,6 @@ void DeepTensor::init(const std::string &model, odim = get_scalar("model_attr/output_dim"); get_vector(sel_type, "model_attr/sel_type"); model_type = get_scalar("model_attr/model_type"); - model_version = get_scalar("model_attr/model_version"); - if (!model_compatable(model_version)) { - throw deepmd::deepmd_exception("incompatable model: version " + - model_version + " in graph, but version " + - global_model_version + " supported "); - } inited = true; } From a0f87675a172274e0b4a314e1429f10736337ac2 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 10 May 2023 21:41:55 -0400 Subject: [PATCH 58/75] lmp/ipi: remove float precision (#2519) For the following reason: (1) api_cc supports both interfaces of the model and will convert between double and float; (2) LAMMPS and i-Pi only support double. Thus, it's useless to have float precision for the LAMMPS plugin or i-Pi driver. This PR removes it to make codes more clear. Also, fix a compilation error when setting `DP_USING_C_API=OFF`. --------- Signed-off-by: Jinzhe Zeng --- doc/install/install-from-source.md | 5 +- doc/install/install-lammps.md | 2 +- doc/third-party/ipi.md | 4 +- doc/third-party/lammps-command.md | 2 +- source/cmake/cmake_lammps.cmake.in | 7 +- source/ipi/CMakeLists.txt | 115 ++++++------- source/ipi/driver.cc | 17 -- source/lmp/CMakeLists.txt | 26 ++- source/lmp/compute_deeptensor_atom.cpp | 4 - source/lmp/env.sh.in | 2 +- source/lmp/env_c.sh.in | 2 +- source/lmp/env_py.sh.in | 2 +- source/lmp/env_py_c.sh.in | 2 +- source/lmp/fix_dplr.h | 4 - source/lmp/pair_deepmd.cpp | 222 +------------------------ source/lmp/pair_deepmd.h | 35 +--- source/lmp/plugin/CMakeLists.txt | 105 ++++++------ source/lmp/pppm_dplr.h | 4 - 18 files changed, 133 insertions(+), 427 deletions(-) diff --git a/doc/install/install-from-source.md b/doc/install/install-from-source.md index e326be1598..372de8225b 100644 --- a/doc/install/install-from-source.md +++ b/doc/install/install-from-source.md @@ -194,11 +194,8 @@ make install ``` Option `-j4` means using 4 processes in parallel. You may want to use a different number according to your hardware. -If everything works fine, you will have the following executable and libraries installed in `$deepmd_root/bin` and `$deepmd_root/lib` +If everything works fine, you will have the executable and libraries installed in `$deepmd_root/bin` and `$deepmd_root/lib` ```bash $ ls $deepmd_root/bin -dp_ipi dp_ipi_low $ ls $deepmd_root/lib -libdeepmd_cc_low.so libdeepmd_ipi_low.so libdeepmd_lmp_low.so libdeepmd_low.so libdeepmd_op_cuda.so libdeepmd_op.so -libdeepmd_cc.so libdeepmd_ipi.so libdeepmd_lmp.so libdeepmd_op_cuda_low.so libdeepmd_op_low.so libdeepmd.so ``` diff --git a/doc/install/install-lammps.md b/doc/install/install-lammps.md index 655fde9764..539ef6b738 100644 --- a/doc/install/install-lammps.md +++ b/doc/install/install-lammps.md @@ -11,7 +11,7 @@ DeePMD-kit provides a module for running MD simulations with LAMMPS. Now make th cd $deepmd_source_dir/source/build make lammps ``` -DeePMD-kit will generate a module called `USER-DEEPMD` in the `build` directory. If you need the low-precision version, move `env_low.sh` to `env.sh` in the directory. Now download the LAMMPS code, and uncompress it. +DeePMD-kit will generate a module called `USER-DEEPMD` in the `build` directory, which supports either double or single float precision interface. Now download the LAMMPS code, and uncompress it. ```bash cd /some/workspace wget https://github.com/lammps/lammps/archive/stable_23Jun2022_update4.tar.gz diff --git a/doc/third-party/ipi.md b/doc/third-party/ipi.md index 53d828def7..59decdf3bb 100644 --- a/doc/third-party/ipi.md +++ b/doc/third-party/ipi.md @@ -1,5 +1,5 @@ # Run path-integral MD with i-PI -The i-PI works in a client-server model. The i-PI provides the server for integrating the replica positions of atoms, while the DeePMD-kit provides a client named `dp_ipi` (or `dp_ipi_low` for low precision) that computes the interactions (including energy, forces and virials). The server and client communicate via the Unix domain socket or the Internet socket. Installation instructions for i-PI can be found [here](../install/install-ipi.md). The client can be started by +The i-PI works in a client-server model. The i-PI provides the server for integrating the replica positions of atoms, while the DeePMD-kit provides a client named `dp_ipi` that computes the interactions (including energy, forces and virials). The server and client communicate via the Unix domain socket or the Internet socket. Installation instructions for i-PI can be found [here](../install/install-ipi.md). The client can be started by ```bash i-pi input.xml & dp_ipi water.json @@ -29,6 +29,6 @@ The option **`port`** should be the same as that in input.xml: 31415 ``` -The option **`graph_file`** provides the file name of the frozen model. +The option **`graph_file`** provides the file name of the frozen model. The model can have either double or single float precision interface. The `dp_ipi` gets the atom names from an [XYZ file](https://en.wikipedia.org/wiki/XYZ_file_format) provided by **`coord_file`** (meanwhile ignores all coordinates in it) and translates the names to atom types by rules provided by **`atom_type`**. diff --git a/doc/third-party/lammps-command.md b/doc/third-party/lammps-command.md index 856dcf8eef..eae377eb55 100644 --- a/doc/third-party/lammps-command.md +++ b/doc/third-party/lammps-command.md @@ -65,7 +65,7 @@ compute TEMP all temp ### Description Evaluate the interaction of the system by using [Deep Potential][DP] or [Deep Potential Smooth Edition][DP-SE]. It is noticed that deep potential is not a "pairwise" interaction, but a multi-body interaction. -This pair style takes the deep potential defined in a model file that usually has the .pb extension. The model can be trained and frozen by package [DeePMD-kit](https://github.com/deepmodeling/deepmd-kit). +This pair style takes the deep potential defined in a model file that usually has the .pb extension. The model can be trained and frozen by package [DeePMD-kit](https://github.com/deepmodeling/deepmd-kit), which can have either double or single float precision interface. The model deviation evalulates the consistency of the force predictions from multiple models. By default, only the maximal, minimal and average model deviations are output. If the key `atomic` is set, then the model deviation of force prediction of each atom will be output. diff --git a/source/cmake/cmake_lammps.cmake.in b/source/cmake/cmake_lammps.cmake.in index 0e1b040016..f9f9312d6d 100644 --- a/source/cmake/cmake_lammps.cmake.in +++ b/source/cmake/cmake_lammps.cmake.in @@ -14,12 +14,7 @@ endforeach () file ( INSTALL DESTINATION "${LMP_INSTALL_PREFIX}" TYPE FILE - FILES "@CMAKE_BINARY_DIR@/lmp/env@HIGH_PREC_VARIANT@.sh" -) -file ( - INSTALL DESTINATION "${LMP_INSTALL_PREFIX}" - TYPE FILE - FILES "@CMAKE_BINARY_DIR@/lmp/env@LOW_PREC_VARIANT@.sh" + FILES "@CMAKE_BINARY_DIR@/lmp/env.sh" ) file ( diff --git a/source/ipi/CMakeLists.txt b/source/ipi/CMakeLists.txt index ddbf978c43..3608686048 100644 --- a/source/ipi/CMakeLists.txt +++ b/source/ipi/CMakeLists.txt @@ -4,69 +4,62 @@ list(APPEND MD_INCLUDE_PATH "include") file(GLOB IN_SRC src/*.cc src/*.c) -function(_add_ipi_variant variant_name prec_def) - set(ipiname "dp_ipi${variant_name}") - set(libipiname "${LIB_DEEPMD_IPI}${variant_name}") - add_library(${libipiname} SHARED ${IN_SRC}) - target_include_directories(${libipiname} PUBLIC ${MD_INCLUDE_PATH}) +set(ipiname "dp_ipi") +set(libipiname "${LIB_DEEPMD_IPI}") +add_library(${libipiname} SHARED ${IN_SRC}) +target_include_directories(${libipiname} PUBLIC ${MD_INCLUDE_PATH}) - set(DRIVER_SOURCE_FILES driver.cc) - add_executable(${ipiname} ${DRIVER_SOURCE_FILES}) - # link: libdeepmd_cc - if(DP_USING_C_API) - # SimulationRegion.h - target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_C} ${LIB_DEEPMD}) - target_precompile_headers(${ipiname} PRIVATE [["deepmd.hpp"]]) - else() - target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_CC}) - target_compile_definitions(${ipiname} PRIVATE "DP_USE_CXX_API") - endif() - target_link_libraries(${ipiname} PRIVATE ${libipiname}) - target_include_directories(${ipiname} - PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/../3rdparty/) - if(BUILD_PY_IF) - set(LIB_DIR op) - else(BUILD_PY_IF) - set(LIB_DIR lib) - endif(BUILD_PY_IF) - - if(BUILD_PY_IF AND TENSORFLOW_LINK_LIBPYTHON) - # ignore undefined reference for libpython - if(CMAKE_SYSTEM_NAME STREQUAL Darwin) - set(extra_link_flags "-Wl,-undefined,dynamic_lookup") - else() - set(extra_link_flags "-Wl,--unresolved-symbols=ignore-in-shared-libs") - endif() - else(BUILD_PY_IF AND TENSORFLOW_LINK_LIBPYTHON) - if(CMAKE_SYSTEM_NAME STREQUAL Linux) - set(extra_link_flags "-Wl,-z,defs") - endif() - endif(BUILD_PY_IF AND TENSORFLOW_LINK_LIBPYTHON) +set(DRIVER_SOURCE_FILES driver.cc) +add_executable(${ipiname} ${DRIVER_SOURCE_FILES}) +# link: libdeepmd_cc +if(DP_USING_C_API) + # SimulationRegion.h + target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_C} ${LIB_DEEPMD}) + target_precompile_headers(${ipiname} PRIVATE [["deepmd.hpp"]]) +else() + target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_CC}) + target_compile_definitions(${ipiname} PRIVATE "DP_USE_CXX_API") +endif() +target_link_libraries(${ipiname} PRIVATE ${libipiname}) +target_include_directories(${ipiname} + PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/../3rdparty/) +if(BUILD_PY_IF) + set(LIB_DIR op) +else(BUILD_PY_IF) + set(LIB_DIR lib) +endif(BUILD_PY_IF) - if(APPLE) - set_target_properties( - ${ipiname} - PROPERTIES LINK_FLAGS "${extra_link_flags}" - INSTALL_RPATH - "@loader_path/../${LIB_DIR}:${TensorFlow_LIBRARY_PATH}" - COMPILE_DEFINITIONS ${prec_def}) +if(BUILD_PY_IF AND TENSORFLOW_LINK_LIBPYTHON) + # ignore undefined reference for libpython + if(CMAKE_SYSTEM_NAME STREQUAL Darwin) + set(extra_link_flags "-Wl,-undefined,dynamic_lookup") else() - set_target_properties( - ${ipiname} - PROPERTIES LINK_FLAGS - "-Wl,-rpath,'$ORIGIN'/../${LIB_DIR} ${extra_link_flags}" - INSTALL_RPATH - "$ORIGIN/../${LIB_DIR}:${TensorFlow_LIBRARY_PATH}" - COMPILE_DEFINITIONS ${prec_def}) + set(extra_link_flags "-Wl,--unresolved-symbols=ignore-in-shared-libs") endif() +else(BUILD_PY_IF AND TENSORFLOW_LINK_LIBPYTHON) + if(CMAKE_SYSTEM_NAME STREQUAL Linux) + set(extra_link_flags "-Wl,-z,defs") + endif() +endif(BUILD_PY_IF AND TENSORFLOW_LINK_LIBPYTHON) + +if(APPLE) + set_target_properties( + ${ipiname} + PROPERTIES LINK_FLAGS "${extra_link_flags}" + INSTALL_RPATH + "@loader_path/../${LIB_DIR}:${TensorFlow_LIBRARY_PATH}") +else() + set_target_properties( + ${ipiname} + PROPERTIES LINK_FLAGS + "-Wl,-rpath,'$ORIGIN'/../${LIB_DIR} ${extra_link_flags}" + INSTALL_RPATH "$ORIGIN/../${LIB_DIR}:${TensorFlow_LIBRARY_PATH}") +endif() - if(BUILD_PY_IF) - install(TARGETS ${libipiname} DESTINATION deepmd/op/) - install(TARGETS ${ipiname} DESTINATION deepmd/op/) - else(BUILD_PY_IF) - install(TARGETS ${libipiname} DESTINATION lib/) - install(TARGETS ${ipiname} DESTINATION bin/) - endif(BUILD_PY_IF) -endfunction() -_add_ipi_variant("${HIGH_PREC_VARIANT}" "${HIGH_PREC_DEF}") -_add_ipi_variant("${LOW_PREC_VARIANT}" "${LOW_PREC_DEF}") +if(BUILD_PY_IF) + install(TARGETS ${libipiname} DESTINATION deepmd/op/) + install(TARGETS ${ipiname} DESTINATION deepmd/op/) +else(BUILD_PY_IF) + install(TARGETS ${libipiname} DESTINATION lib/) + install(TARGETS ${ipiname} DESTINATION bin/) +endif(BUILD_PY_IF) diff --git a/source/ipi/driver.cc b/source/ipi/driver.cc index a724489aa6..71372387fe 100644 --- a/source/ipi/driver.cc +++ b/source/ipi/driver.cc @@ -192,24 +192,7 @@ int main(int argc, char *argv[]) { normalize_coord(dcoord, region); // nnp over writes ener, force and virial -#ifdef HIGH_PREC nnp_inter.compute(dener, dforce_tmp, dvirial, dcoord, dtype, dbox); -#else - // model in float prec - std::vector dcoord_(dcoord.size()); - std::vector dbox_(dbox.size()); - for (unsigned dd = 0; dd < dcoord.size(); ++dd) dcoord_[dd] = dcoord[dd]; - for (unsigned dd = 0; dd < dbox.size(); ++dd) dbox_[dd] = dbox[dd]; - std::vector dforce_(dforce.size(), 0); - std::vector dvirial_(dvirial.size(), 0); - double dener_ = 0; - nnp_inter.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_); - for (unsigned dd = 0; dd < dforce.size(); ++dd) - dforce_tmp[dd] = dforce_[dd]; - for (unsigned dd = 0; dd < dvirial.size(); ++dd) - dvirial[dd] = dvirial_[dd]; - dener = dener_; -#endif cvt.backward(dforce, dforce_tmp, 3); hasdata = true; } else if (header_str == "GETFORCE") { diff --git a/source/lmp/CMakeLists.txt b/source/lmp/CMakeLists.txt index a67d9a65ba..30008622c6 100644 --- a/source/lmp/CMakeLists.txt +++ b/source/lmp/CMakeLists.txt @@ -9,23 +9,19 @@ list(APPEND LMP_INSTALL_FILES ${LMP_HEADER}) list(APPEND LMP_INSTALL_FILES ${LMP_SRC}) list(APPEND LMP_INSTALL_FILES ${LMP_SHSCRIPT}) -function(_add_lmp_variant variant_name prec_def) - if(DP_USING_C_API) - if(TENSORFLOW_LINK_LIBPYTHON) - configure_file("env_py_c.sh.in" "env${variant_name}.sh" @ONLY) - else() - configure_file("env_c.sh.in" "env${variant_name}.sh" @ONLY) - endif() +if(DP_USING_C_API) + if(TENSORFLOW_LINK_LIBPYTHON) + configure_file("env_py_c.sh.in" "env.sh" @ONLY) else() - if(TENSORFLOW_LINK_LIBPYTHON) - configure_file("env_py.sh.in" "env${variant_name}.sh" @ONLY) - else() - configure_file("env.sh.in" "env${variant_name}.sh" @ONLY) - endif() + configure_file("env_c.sh.in" "env.sh" @ONLY) endif() -endfunction() -_add_lmp_variant("${HIGH_PREC_VARIANT}" "${HIGH_PREC_DEF}") -_add_lmp_variant("${LOW_PREC_VARIANT}" "${LOW_PREC_DEF}") +else() + if(TENSORFLOW_LINK_LIBPYTHON) + configure_file("env_py.sh.in" "env.sh" @ONLY) + else() + configure_file("env.sh.in" "env.sh" @ONLY) + endif() +endif() configure_file("deepmd_version.h.in" "deepmd_version.h" @ONLY) configure_file("lammps_install_list.txt.in" "lammps_install_list.txt" @ONLY) diff --git a/source/lmp/compute_deeptensor_atom.cpp b/source/lmp/compute_deeptensor_atom.cpp index c9ce07f0b3..72c51cdf3a 100644 --- a/source/lmp/compute_deeptensor_atom.cpp +++ b/source/lmp/compute_deeptensor_atom.cpp @@ -19,11 +19,7 @@ using namespace LAMMPS_NS; -#ifdef HIGH_PREC #define VALUETYPE double -#else -#define VALUETYPE float -#endif /* ---------------------------------------------------------------------- */ diff --git a/source/lmp/env.sh.in b/source/lmp/env.sh.in index d485a31b77..8c3a7aedc1 100644 --- a/source/lmp/env.sh.in +++ b/source/lmp/env.sh.in @@ -6,6 +6,6 @@ TF_INCLUDE_DIRS=`echo $TENSORFLOW_INCLUDE_DIRS | sed "s/;/ -I/g"` TF_LIBRARY_PATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -L/g"` TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` -NNP_INC=" -D_GLIBCXX_USE_CXX11_ABI=@OP_CXX_ABI@ -std=c++@CMAKE_CXX_STANDARD@ -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " +NNP_INC=" -D_GLIBCXX_USE_CXX11_ABI=@OP_CXX_ABI@ -std=c++@CMAKE_CXX_STANDARD@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib" NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_CC@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib" diff --git a/source/lmp/env_c.sh.in b/source/lmp/env_c.sh.in index e07c16be6b..67f6a63a1c 100644 --- a/source/lmp/env_c.sh.in +++ b/source/lmp/env_c.sh.in @@ -6,6 +6,6 @@ TF_INCLUDE_DIRS=`echo $TENSORFLOW_INCLUDE_DIRS | sed "s/;/ -I/g"` TF_LIBRARY_PATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -L/g"` TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` -NNP_INC=" -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " +NNP_INC=" -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$DEEPMD_ROOT/include/ " NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib" NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_C@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib" diff --git a/source/lmp/env_py.sh.in b/source/lmp/env_py.sh.in index 6a806cf858..e6fc217c26 100644 --- a/source/lmp/env_py.sh.in +++ b/source/lmp/env_py.sh.in @@ -9,6 +9,6 @@ PY_LIBRARY_PATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -L/g"` TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` PYTHON_RPATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` -NNP_INC=" -D_GLIBCXX_USE_CXX11_ABI=@OP_CXX_ABI@ -std=c++@CMAKE_CXX_STANDARD@ -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$TF_INCLUDE_DIRS -I$DEEPMD_ROOT/include/ " +NNP_INC=" -D_GLIBCXX_USE_CXX11_ABI=@OP_CXX_ABI@ -std=c++@CMAKE_CXX_STANDARD@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$TF_INCLUDE_DIRS -I$DEEPMD_ROOT/include/ " NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib -L$PY_LIBRARY_PATH" NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_CC@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib -Wl,-rpath=$PYTHON_RPATH " diff --git a/source/lmp/env_py_c.sh.in b/source/lmp/env_py_c.sh.in index bcaca09b82..b8affd7ff5 100644 --- a/source/lmp/env_py_c.sh.in +++ b/source/lmp/env_py_c.sh.in @@ -9,6 +9,6 @@ PY_LIBRARY_PATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -L/g"` TF_RPATH=`echo $TENSORFLOW_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` PYTHON_RPATH=`echo $PYTHON_LIBRARY_PATH | sed "s/;/ -Wl,-rpath=/g"` -NNP_INC=" -D@prec_def@ -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$TF_INCLUDE_DIRS -I$DEEPMD_ROOT/include/ " +NNP_INC=" -DLAMMPS_VERSION_NUMBER=$(./lmp_version.sh) -I$TF_INCLUDE_DIRS -I$DEEPMD_ROOT/include/ " NNP_PATH=" -L$TF_LIBRARY_PATH -L$DEEPMD_ROOT/lib -L$PY_LIBRARY_PATH" NNP_LIB=" -Wl,--no-as-needed -l@LIB_DEEPMD_C@ -Wl,-rpath=$TF_RPATH -Wl,-rpath=$DEEPMD_ROOT/lib -Wl,-rpath=$PYTHON_RPATH " diff --git a/source/lmp/fix_dplr.h b/source/lmp/fix_dplr.h index 1759f58da2..226cbee088 100644 --- a/source/lmp/fix_dplr.h +++ b/source/lmp/fix_dplr.h @@ -31,11 +31,7 @@ namespace deepmd_compat = deepmd; namespace deepmd_compat = deepmd::hpp; #endif -#ifdef HIGH_PREC #define FLOAT_PREC double -#else -#define FLOAT_PREC float -#endif namespace LAMMPS_NS { class FixDPLR : public Fix { diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index 7e507fa9a2..d70e2a0c75 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -183,13 +183,9 @@ static void ana_st(double &max, } } -static void make_uniform_aparam( -#ifdef HIGH_PREC - vector &daparam, const vector &aparam, const int &nlocal -#else - vector &daparam, const vector &aparam, const int &nlocal -#endif -) { +static void make_uniform_aparam(vector &daparam, + const vector &aparam, + const int &nlocal) { unsigned dim_aparam = aparam.size(); daparam.resize(dim_aparam * nlocal); for (int ii = 0; ii < nlocal; ++ii) { @@ -199,13 +195,7 @@ static void make_uniform_aparam( } } -void PairDeepMD::make_fparam_from_compute( -#ifdef HIGH_PREC - vector &fparam -#else - vector &fparam -#endif -) { +void PairDeepMD::make_fparam_from_compute(vector &fparam) { assert(do_compute); int icompute = modify->find_compute(compute_id); @@ -227,13 +217,7 @@ void PairDeepMD::make_fparam_from_compute( } #ifdef USE_TTM -void PairDeepMD::make_ttm_fparam( -#ifdef HIGH_PREC - vector &fparam -#else - vector &fparam -#endif -) { +void PairDeepMD::make_ttm_fparam(vector &fparam) { assert(do_ttm); // get ttm_fix const FixTTMDP *ttm_fix = NULL; @@ -270,13 +254,7 @@ void PairDeepMD::make_ttm_fparam( #endif #ifdef USE_TTM -void PairDeepMD::make_ttm_aparam( -#ifdef HIGH_PREC - vector &daparam -#else - vector &daparam -#endif -) { +void PairDeepMD::make_ttm_aparam(vector &daparam) { assert(do_ttm); // get ttm_fix const FixTTMDP *ttm_fix = NULL; @@ -451,11 +429,7 @@ void PairDeepMD::compute(int eflag, int vflag) { vector dvirial(9, 0); vector dcoord(nall * 3, 0.); vector dbox(9, 0); -#ifdef HIGH_PREC vector daparam; -#else - vector daparam; -#endif // get box dbox[0] = domain->h[0]; // xx @@ -522,7 +496,6 @@ void PairDeepMD::compute(int eflag, int vflag) { if (single_model || multi_models_no_mod_devi) { // cvflag_atom is the right flag for the cvatom matrix if (!(eflag_atom || cvflag_atom)) { -#ifdef HIGH_PREC if (!atom->sp_flag) { try { deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox, @@ -540,48 +513,11 @@ void PairDeepMD::compute(int eflag, int vflag) { error->all(FLERR, e.what()); } } -#else - vector dcoord_(dcoord.size()); - vector dbox_(dbox.size()); - for (unsigned dd = 0; dd < dcoord.size(); ++dd) - dcoord_[dd] = dcoord[dd]; - for (unsigned dd = 0; dd < dbox.size(); ++dd) dbox_[dd] = dbox[dd]; - vector dforce_(dforce.size(), 0); - vector dvirial_(dvirial.size(), 0); - double dener_ = 0; - if (!atom->sp_flag) { - try { - deep_pot.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_, - nghost, lmp_list, ago, fparam, daparam); - } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); - } - } else { - vector extend_dcoord_(extend_dcoord.size()); - for (unsigned dd = 0; dd < extend_dcoord.size(); ++dd) - extend_dcoord_[dd] = extend_dcoord[dd]; - dforce.resize((extend_inum + extend_nghost) * 3); - dforce_.resize((extend_inum + extend_nghost) * 3); - try { - deep_pot.compute(dener_, dforce_, dvirial_, extend_dcoord_, - extend_dtype, dbox_, extend_nghost, - extend_lmp_list, ago, fparam, daparam); - } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); - } - } - for (unsigned dd = 0; dd < dforce.size(); ++dd) - dforce[dd] = dforce_[dd]; - for (unsigned dd = 0; dd < dvirial.size(); ++dd) - dvirial[dd] = dvirial_[dd]; - dener = dener_; -#endif } // do atomic energy and virial else { vector deatom(nall * 1, 0); vector dvatom(nall * 9, 0); -#ifdef HIGH_PREC if (!atom->sp_flag) { try { deep_pot.compute(dener, dforce, dvirial, deatom, dvatom, dcoord, @@ -600,49 +536,6 @@ void PairDeepMD::compute(int eflag, int vflag) { error->all(FLERR, e.what()); } } -#else - vector dcoord_(dcoord.size()); - vector dbox_(dbox.size()); - for (unsigned dd = 0; dd < dcoord.size(); ++dd) - dcoord_[dd] = dcoord[dd]; - for (unsigned dd = 0; dd < dbox.size(); ++dd) dbox_[dd] = dbox[dd]; - vector dforce_(dforce.size(), 0); - vector dvirial_(dvirial.size(), 0); - vector deatom_(dforce.size(), 0); - vector dvatom_(dforce.size(), 0); - double dener_ = 0; - if (!atom->sp_flag) { - try { - deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, - dcoord_, dtype, dbox_, nghost, lmp_list, ago, - fparam, daparam); - } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); - } - } else { - vector extend_dcoord_(extend_dcoord.size()); - for (unsigned dd = 0; dd < extend_dcoord.size(); ++dd) - extend_dcoord_[dd] = extend_dcoord[dd]; - dforce.resize((extend_inum + extend_nghost) * 3); - dforce_.resize((extend_inum + extend_nghost) * 3); - try { - deep_pot.compute(dener_, dforce_, dvirial_, deatom_, dvatom_, - extend_dcoord_, extend_dtype, dbox_, extend_nghost, - extend_lmp_list, ago, fparam, daparam); - } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); - } - } - for (unsigned dd = 0; dd < dforce.size(); ++dd) - dforce[dd] = dforce_[dd]; - for (unsigned dd = 0; dd < dvirial.size(); ++dd) - dvirial[dd] = dvirial_[dd]; - for (unsigned dd = 0; dd < deatom.size(); ++dd) - deatom[dd] = deatom_[dd]; - for (unsigned dd = 0; dd < dvatom.size(); ++dd) - dvatom[dd] = dvatom_[dd]; - dener = dener_; -#endif if (eflag_atom) { for (int ii = 0; ii < nlocal; ++ii) eatom[ii] += deatom[ii]; } @@ -673,7 +566,6 @@ void PairDeepMD::compute(int eflag, int vflag) { vector deatom(nall * 1, 0); vector dvatom(nall * 9, 0); vector> all_virial; -#ifdef HIGH_PREC vector all_energy; vector> all_atom_energy; vector> all_atom_virial; @@ -694,60 +586,6 @@ void PairDeepMD::compute(int eflag, int vflag) { dvirial = all_virial[0]; deatom = all_atom_energy[0]; dvatom = all_atom_virial[0]; -#else - vector dcoord_(dcoord.size()); - vector dbox_(dbox.size()); - for (unsigned dd = 0; dd < dcoord.size(); ++dd) dcoord_[dd] = dcoord[dd]; - for (unsigned dd = 0; dd < dbox.size(); ++dd) dbox_[dd] = dbox[dd]; - vector dforce_(dforce.size(), 0); - vector dvirial_(dvirial.size(), 0); - vector deatom_(dforce.size(), 0); - vector dvatom_(dforce.size(), 0); - double dener_ = 0; - vector all_energy_; - vector> all_force_; - vector> all_virial_; - vector> all_atom_energy_; - vector> all_atom_virial_; - try { - deep_pot_model_devi.compute(all_energy_, all_force_, all_virial_, - all_atom_energy_, all_atom_virial_, dcoord_, - dtype, dbox_, nghost, lmp_list, ago, fparam, - daparam); - } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); - } - // deep_pot_model_devi.compute_avg (dener_, all_energy_); - // deep_pot_model_devi.compute_avg (dforce_, all_force_); - // deep_pot_model_devi.compute_avg (dvirial_, all_virial_); - // deep_pot_model_devi.compute_avg (deatom_, all_atom_energy_); - // deep_pot_model_devi.compute_avg (dvatom_, all_atom_virial_); - dener_ = all_energy_[0]; - dforce_ = all_force_[0]; - dvirial_ = all_virial_[0]; - deatom_ = all_atom_energy_[0]; - dvatom_ = all_atom_virial_[0]; - dener = dener_; - for (unsigned dd = 0; dd < dforce.size(); ++dd) dforce[dd] = dforce_[dd]; - for (unsigned dd = 0; dd < dvirial.size(); ++dd) - dvirial[dd] = dvirial_[dd]; - for (unsigned dd = 0; dd < deatom.size(); ++dd) deatom[dd] = deatom_[dd]; - for (unsigned dd = 0; dd < dvatom.size(); ++dd) dvatom[dd] = dvatom_[dd]; - all_force.resize(all_force_.size()); - for (unsigned ii = 0; ii < all_force_.size(); ++ii) { - all_force[ii].resize(all_force_[ii].size()); - for (unsigned jj = 0; jj < all_force_[ii].size(); ++jj) { - all_force[ii][jj] = all_force_[ii][jj]; - } - } - all_virial.resize(all_virial_.size()); - for (unsigned ii = 0; ii < all_virial_.size(); ++ii) { - all_virial[ii].resize(all_virial_[ii].size()); - for (unsigned jj = 0; jj < all_virial_[ii].size(); ++jj) { - all_virial[ii][jj] = all_virial_[ii][jj]; - } - } -#endif if (eflag_atom) { for (int ii = 0; ii < nlocal; ++ii) eatom[ii] += deatom[ii]; } @@ -784,28 +622,12 @@ void PairDeepMD::compute(int eflag, int vflag) { #endif } vector std_f; -#ifdef HIGH_PREC vector tmp_avg_f; deep_pot_model_devi.compute_avg(tmp_avg_f, all_force); deep_pot_model_devi.compute_std_f(std_f, tmp_avg_f, all_force); if (out_rel == 1) { deep_pot_model_devi.compute_relative_std_f(std_f, tmp_avg_f, eps); } -#else - vector tmp_avg_f_, std_f_; - for (unsigned ii = 0; ii < all_force_.size(); ++ii) { - for (unsigned jj = 0; jj < all_force_[ii].size(); ++jj) { - all_force_[ii][jj] = all_force[ii][jj]; - } - } - deep_pot_model_devi.compute_avg(tmp_avg_f_, all_force_); - deep_pot_model_devi.compute_std_f(std_f_, tmp_avg_f_, all_force_); - std_f.resize(std_f_.size()); - if (out_rel == 1) { - deep_pot_model_devi.compute_relative_std_f(std_f_, tmp_avg_f_, eps); - } - for (int dd = 0; dd < std_f_.size(); ++dd) std_f[dd] = std_f_[dd]; -#endif double min = numeric_limits::max(), max = 0, avg = 0; ana_st(max, min, avg, std_f, nlocal); int all_nlocal = 0; @@ -825,13 +647,8 @@ void PairDeepMD::compute(int eflag, int vflag) { } MPI_Reduce(&send_v[0], &recv_v[0], 9 * numb_models, MPI_DOUBLE, MPI_SUM, 0, world); -#ifdef HIGH_PREC std::vector> all_virial_1(numb_models); std::vector avg_virial, std_virial; -#else - std::vector> all_virial_1(numb_models); - std::vector avg_virial, std_virial; -#endif for (int kk = 0; kk < numb_models; ++kk) { all_virial_1[kk].resize(9); for (int ii = 0; ii < 9; ++ii) { @@ -900,30 +717,11 @@ void PairDeepMD::compute(int eflag, int vflag) { } } else { if (numb_models == 1) { -#ifdef HIGH_PREC try { deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox); } catch (deepmd_compat::deepmd_exception &e) { error->all(FLERR, e.what()); } -#else - vector dcoord_(dcoord.size()); - vector dbox_(dbox.size()); - for (unsigned dd = 0; dd < dcoord.size(); ++dd) dcoord_[dd] = dcoord[dd]; - for (unsigned dd = 0; dd < dbox.size(); ++dd) dbox_[dd] = dbox[dd]; - vector dforce_(dforce.size(), 0); - vector dvirial_(dvirial.size(), 0); - double dener_ = 0; - try { - deep_pot.compute(dener_, dforce_, dvirial_, dcoord_, dtype, dbox_); - } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); - } - for (unsigned dd = 0; dd < dforce.size(); ++dd) dforce[dd] = dforce_[dd]; - for (unsigned dd = 0; dd < dvirial.size(); ++dd) - dvirial[dd] = dvirial_[dd]; - dener = dener_; -#endif } else { error->all(FLERR, "Serial version does not support model devi"); } @@ -1145,19 +943,11 @@ void PairDeepMD::settings(int narg, char **arg) { iarg += 1; } else if (string(arg[iarg]) == string("relative")) { out_rel = 1; -#ifdef HIGH_PREC eps = atof(arg[iarg + 1]); -#else - eps = strtof(arg[iarg + 1], NULL); -#endif iarg += 2; } else if (string(arg[iarg]) == string("relative_v")) { out_rel_v = 1; -#ifdef HIGH_PREC eps_v = atof(arg[iarg + 1]); -#else - eps_v = strtof(arg[iarg + 1], NULL); -#endif iarg += 2; } else if (string(arg[iarg]) == string("virtual_len")) { virtual_len.resize(numb_types_spin); diff --git a/source/lmp/pair_deepmd.h b/source/lmp/pair_deepmd.h index 0a26feb676..a2edef23b8 100644 --- a/source/lmp/pair_deepmd.h +++ b/source/lmp/pair_deepmd.h @@ -31,11 +31,7 @@ namespace deepmd_compat = deepmd::hpp; #include #include -#ifdef HIGH_PREC #define FLOAT_PREC double -#else -#define FLOAT_PREC float -#endif namespace LAMMPS_NS { @@ -116,43 +112,18 @@ class PairDeepMD : public Pair { // for spin systems, search new index of atoms by their old index std::map new_idx_map; std::map old_idx_map; -#ifdef HIGH_PREC std::vector fparam; std::vector aparam; double eps; double eps_v; -#else - std::vector fparam; - std::vector aparam; - float eps; - float eps_v; -#endif - void make_fparam_from_compute( -#ifdef HIGH_PREC - std::vector &fparam -#else - std::vector &fparam -#endif - ); + void make_fparam_from_compute(std::vector &fparam); bool do_compute; std::string compute_id; - void make_ttm_fparam( -#ifdef HIGH_PREC - std::vector &fparam -#else - std::vector &fparam -#endif - ); + void make_ttm_fparam(std::vector &fparam); - void make_ttm_aparam( -#ifdef HIGH_PREC - std::vector &dparam -#else - std::vector &dparam -#endif - ); + void make_ttm_aparam(std::vector &dparam); bool do_ttm; std::string ttm_fix_id; int *counts, *displacements; diff --git a/source/lmp/plugin/CMakeLists.txt b/source/lmp/plugin/CMakeLists.txt index f4a0f5e38e..f0089d4b44 100644 --- a/source/lmp/plugin/CMakeLists.txt +++ b/source/lmp/plugin/CMakeLists.txt @@ -52,75 +52,68 @@ if(DEFINED LAMMPS_SOURCE_ROOT OR DEFINED LAMMPS_VERSION) )# for ttm endif() - function(_add_lmp_plugin_variant variant_name prec_def) - set(libname "deepmd_lmp${variant_name}") + set(libname "deepmd_lmp") + if(BUILD_PY_IF) + set(libname "${libname}plugin") + endif() - add_library(${libname} MODULE ${LMP_SRC}) + add_library(${libname} MODULE ${LMP_SRC}) - # link: libdeepmd - if(DP_USING_C_API) - target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_C}) - target_precompile_headers(${libname} PUBLIC [["deepmd.hpp"]]) - else() - target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_CC}) - target_compile_definitions(${libname} PUBLIC "DP_USE_CXX_API") - endif() - target_link_libraries(${libname} PUBLIC lammps_interface) + # link: libdeepmd + if(DP_USING_C_API) + target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_C}) + target_precompile_headers(${libname} PUBLIC [["deepmd.hpp"]]) + else() + target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_CC}) + target_compile_definitions(${libname} PUBLIC "DP_USE_CXX_API") + endif() + target_link_libraries(${libname} PUBLIC lammps_interface) + target_include_directories( + ${libname} + PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_SOURCE_DIR}/.. + ${LAMMPS_SOURCE_ROOT}/src/PLUGIN ${LAMMPS_SOURCE_ROOT}/src/KSPACE + ${LAMMPS_SOURCE_ROOT}/src) + if(LAMMPS_VERSION_NUMBER GREATER 20210831) target_include_directories( - ${libname} - PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_SOURCE_DIR}/.. - ${LAMMPS_SOURCE_ROOT}/src/PLUGIN ${LAMMPS_SOURCE_ROOT}/src/KSPACE - ${LAMMPS_SOURCE_ROOT}/src) - if(LAMMPS_VERSION_NUMBER GREATER 20210831) - target_include_directories( - ${libname} PRIVATE ${LAMMPS_SOURCE_ROOT}/src/EXTRA-FIX) # for ttm - endif() - if(CMAKE_SYSTEM_NAME STREQUAL Darwin) - set_target_properties( - ${libname} PROPERTIES LINK_FLAGS "-Wl,-undefined,dynamic_lookup") - else() - set_target_properties( - ${libname} PROPERTIES INSTALL_RPATH "$ORIGIN;${TensorFlow_LIBRARY_PATH}" - LINK_FLAGS "-rdynamic") - endif() - target_compile_definitions( - ${libname} - PUBLIC ${prec_def} - PRIVATE "LMPPLUGIN" # fix header path - PRIVATE "LAMMPS_VERSION_NUMBER=${LAMMPS_VERSION_NUMBER}") + ${libname} PRIVATE ${LAMMPS_SOURCE_ROOT}/src/EXTRA-FIX) # for ttm + endif() + if(CMAKE_SYSTEM_NAME STREQUAL Darwin) + set_target_properties(${libname} PROPERTIES LINK_FLAGS + "-Wl,-undefined,dynamic_lookup") + else() + set_target_properties( + ${libname} PROPERTIES INSTALL_RPATH "$ORIGIN;${TensorFlow_LIBRARY_PATH}" + LINK_FLAGS "-rdynamic") + endif() + target_compile_definitions( + ${libname} + PRIVATE "LMPPLUGIN" # fix header path + PRIVATE "LAMMPS_VERSION_NUMBER=${LAMMPS_VERSION_NUMBER}") - if(CMAKE_TESTING_ENABLED) - target_link_libraries(${libname} PRIVATE coverage_config) - endif() + if(CMAKE_TESTING_ENABLED) + target_link_libraries(${libname} PRIVATE coverage_config) + endif() - if(BUILD_PY_IF) - install(TARGETS ${libname} DESTINATION deepmd/op/) - else(BUILD_PY_IF) - install(TARGETS ${libname} DESTINATION lib/) + if(BUILD_PY_IF) + install(TARGETS ${libname} DESTINATION deepmd/op/) + else(BUILD_PY_IF) + install(TARGETS ${libname} DESTINATION lib/) - if(${LAMMPS_VERSION_NUMBER} GREATER_EQUAL 20220324) - set(PLUGINNAME "dpplugin.so") - install( - CODE "execute_process( \ + if(${LAMMPS_VERSION_NUMBER} GREATER_EQUAL 20220324) + set(PLUGINNAME "dpplugin.so") + install( + CODE "execute_process( \ COMMAND ${CMAKE_COMMAND} -E make_directory \ ${CMAKE_INSTALL_PREFIX}/lib/${libname}/ \ )") - install( - CODE "execute_process( \ + install( + CODE "execute_process( \ COMMAND ${CMAKE_COMMAND} -E create_symlink \ ../${CMAKE_SHARED_LIBRARY_PREFIX}${libname}${CMAKE_SHARED_LIBRARY_SUFFIX} \ ${CMAKE_INSTALL_PREFIX}/lib/${libname}/${PLUGINNAME} \ )") - endif() - endif(BUILD_PY_IF) - - endfunction() - if(BUILD_PY_IF) - _add_lmp_plugin_variant("plugin" "${HIGH_PREC_DEF}") - else(BUILD_PY_IF) - _add_lmp_plugin_variant("${HIGH_PREC_VARIANT}" "${HIGH_PREC_DEF}") - _add_lmp_plugin_variant("${LOW_PREC_VARIANT}" "${LOW_PREC_DEF}") - endif() + endif() + endif(BUILD_PY_IF) else() message(STATUS "disable LAMMPS plugin mode") diff --git a/source/lmp/pppm_dplr.h b/source/lmp/pppm_dplr.h index da2cb98699..dacb1d0195 100644 --- a/source/lmp/pppm_dplr.h +++ b/source/lmp/pppm_dplr.h @@ -7,11 +7,7 @@ KSpaceStyle(pppm/dplr, PPPMDPLR) #ifndef LMP_PPPM_DPLR_H #define LMP_PPPM_DPLR_H -#ifdef HIGH_PREC #define FLOAT_PREC double -#else -#define FLOAT_PREC float -#endif #include #include From ba1d7c2ee23b224e7366023371589070a25f9cae Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sun, 14 May 2023 23:50:11 -0400 Subject: [PATCH 59/75] add Node.js interface (#2524) Node.js interface is a wrapper of the header-only C++ interface created by SWIG. --------- Signed-off-by: Jinzhe Zeng --- README.md | 2 + doc/inference/index.md | 1 + doc/inference/nodejs.md | 34 ++ doc/install/index.md | 1 + doc/install/install-nodejs.md | 41 ++ source/CMakeLists.txt | 3 + source/nodejs/.gitignore | 134 ++++++ source/nodejs/.npmignore | 8 + source/nodejs/CMakeLists.txt | 16 + source/nodejs/README.md | 49 ++ source/nodejs/binding.gyp.in | 17 + source/nodejs/binding.gyp.pack | 17 + source/nodejs/index.js | 1 + source/nodejs/package.json | 29 ++ source/nodejs/prepublish.py | 28 ++ source/nodejs/tests/test_deeppot.js | 29 ++ source/nodejs/yarn.lock | 674 ++++++++++++++++++++++++++++ source/swig/deepmd.i | 42 ++ 18 files changed, 1126 insertions(+) create mode 100644 doc/inference/nodejs.md create mode 100644 doc/install/install-nodejs.md create mode 100644 source/nodejs/.gitignore create mode 100644 source/nodejs/.npmignore create mode 100644 source/nodejs/CMakeLists.txt create mode 100644 source/nodejs/README.md create mode 100644 source/nodejs/binding.gyp.in create mode 100644 source/nodejs/binding.gyp.pack create mode 100644 source/nodejs/index.js create mode 100644 source/nodejs/package.json create mode 100644 source/nodejs/prepublish.py create mode 100644 source/nodejs/tests/test_deeppot.js create mode 100644 source/nodejs/yarn.lock create mode 100644 source/swig/deepmd.i diff --git a/README.md b/README.md index 3b435ab17a..d37364f34e 100644 --- a/README.md +++ b/README.md @@ -89,6 +89,7 @@ A full [document](doc/train/train-input-auto.rst) on options in the training inp - [Install i-PI](doc/install/install-ipi.md) - [Install GROMACS](doc/install/install-gromacs.md) - [Building conda packages](doc/install/build-conda.md) + - [Install Node.js interface](doc/install/install-nodejs.md) - [Data](doc/data/index.md) - [System](doc/data/system.md) - [Formats of a system](doc/data/data-conv.md) @@ -123,6 +124,7 @@ A full [document](doc/train/train-input-auto.rst) on options in the training inp - [Inference](doc/inference/index.rst) - [Python interface](doc/inference/python.md) - [C++ interface](doc/inference/cxx.md) + - [Node.js interface](doc/inference/nodejs.md) - [Integrate with third-party packages](doc/third-party/index.rst) - [Use deep potential with ASE](doc/third-party/ase.md) - [Run MD with LAMMPS](doc/third-party/lammps.md) diff --git a/doc/inference/index.md b/doc/inference/index.md index ef0164dbb5..fa0a747eb4 100644 --- a/doc/inference/index.md +++ b/doc/inference/index.md @@ -4,3 +4,4 @@ Note that the model for inference is required to be compatible with the DeePMD-k - [Python interface](python.md) - [C++ interface](cxx.md) +- [Node.js interface](nodejs.md) diff --git a/doc/inference/nodejs.md b/doc/inference/nodejs.md new file mode 100644 index 0000000000..72bfa6f9d9 --- /dev/null +++ b/doc/inference/nodejs.md @@ -0,0 +1,34 @@ +# Node.js interface + +If [Node.js interface is installed](../install/install-nodejs.md), one can use the Node.js interface for model inference, which is a wrapper of [the header-only C++ API](./cxx.md). + +A simple example is shown below. + +```js +const deepmd = require("deepmd-kit"); + +const dp = new deepmd.DeepPot("graph.pb"); + +const coord = [1., 0., 0., 0., 0., 1.5, 1., 0., 3.]; +const atype = [1, 0, 1]; +const cell = [10., 0., 0., 0., 10., 0., 0., 0., 10.]; + +const v_coord = new deepmd.vectord(coord.length); +const v_atype = new deepmd.vectori(atype.length); +const v_cell = new deepmd.vectord(cell.length); +for (var i = 0; i < coord.length; i++) v_coord.set(i, coord[i]); +for (var i = 0; i < atype.length; i++) v_atype.set(i, atype[i]); +for (var i = 0; i < cell.length; i++) v_cell.set(i, cell[i]); + +var energy = 0.0 +var v_forces = new deepmd.vectord(); +var v_virials = new deepmd.vectord(); + +energy = dp.compute(energy, v_forces, v_virials, v_coord, v_atype, v_cell); + +console.log("energy:", energy); +console.log("forces:", [...Array(v_forces.size()).keys()].map(i => v_forces.get(i))); +console.log("virials:", [...Array(v_virials.size()).keys()].map(i => v_virials.get(i))); +``` + +Energy, forces, and virials will be printed to the screen. diff --git a/doc/install/index.md b/doc/install/index.md index 117612d5c6..2746add48c 100644 --- a/doc/install/index.md +++ b/doc/install/index.md @@ -7,3 +7,4 @@ - [Install i-PI](install-ipi.md) - [Install GROMACS](install-gromacs.md) - [Building conda packages](build-conda.md) +- [Install Node.js interface](install-nodejs.md) diff --git a/doc/install/install-nodejs.md b/doc/install/install-nodejs.md new file mode 100644 index 0000000000..7137723c31 --- /dev/null +++ b/doc/install/install-nodejs.md @@ -0,0 +1,41 @@ +# Install Node.js interface + +DeePMD-kit has an inference interface for Node.js, the most common programming language in the world, via a wrapper of the header-only C++ interface created by SWIG. + +## Install from npm + +```sh +npm i deepmd-kit +# Or if you want to install globally +npm i -g deepmd-kit +``` + +## Build from source + +Before building DeePMD-kit, install [Node.js](https://nodejs.org/), [SWIG](https://www.swig.org) (v4.1.0 for Node.js v12-v18 support), and [node-gyp](https://github.com/nodejs/node-gyp) globally. + +When using CMake to [build DeePMD-kit from source](./install-from-source.md), set argument `BUILD_NODEJS_IF=ON` and `NODEJS_INCLUDE_DIRS=/path/to/nodejs/include` (the path to the include directory of Node.js): + +```sh +cmake -D BUILD_NODEJS_IF=ON \ + -D NODEJS_INCLUDE_DIRS=/path/to/nodejs/include \ + .. # and other arguments +make +make install +``` + +After installing DeePMD-kit, two files, `bind.gyp` and `deepmdJAVASCRIPT_wrap.cxx` will be generated in `$deepmd_source_dir/source/nodejs`. + +Go to this directory, and install the Node.js package globally: + +```sh +cd $deepmd_source_dir/source/nodejs +npm i +npm link +``` + +The `deepmd-kit` package should be globally available in Node.js environments: + +```js +const deepmd = require("deepmd-kit"); +``` diff --git a/source/CMakeLists.txt b/source/CMakeLists.txt index df3b383f1b..ccf9641795 100644 --- a/source/CMakeLists.txt +++ b/source/CMakeLists.txt @@ -255,6 +255,9 @@ if(BUILD_CPP_IF) add_subdirectory(gmx/) endif() endif() + if(BUILD_NODEJS_IF) + add_subdirectory(nodejs/) + endif() endif(BUILD_CPP_IF) # uninstall target diff --git a/source/nodejs/.gitignore b/source/nodejs/.gitignore new file mode 100644 index 0000000000..4ef5b7f772 --- /dev/null +++ b/source/nodejs/.gitignore @@ -0,0 +1,134 @@ +binding.gyp +deepmdJAVASCRIPT_wrap.cxx +*.pb + +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +lerna-debug.log* +.pnpm-debug.log* + +# Diagnostic reports (https://nodejs.org/api/report.html) +report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json + +# Runtime data +pids +*.pid +*.seed +*.pid.lock + +# Directory for instrumented libs generated by jscoverage/JSCover +lib-cov + +# Coverage directory used by tools like istanbul +coverage +*.lcov + +# nyc test coverage +.nyc_output + +# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files) +.grunt + +# Bower dependency directory (https://bower.io/) +bower_components + +# node-waf configuration +.lock-wscript + +# Compiled binary addons (https://nodejs.org/api/addons.html) +build/Release + +# Dependency directories +node_modules/ +jspm_packages/ + +# Snowpack dependency directory (https://snowpack.dev/) +web_modules/ + +# TypeScript cache +*.tsbuildinfo + +# Optional npm cache directory +.npm + +# Optional eslint cache +.eslintcache + +# Optional stylelint cache +.stylelintcache + +# Microbundle cache +.rpt2_cache/ +.rts2_cache_cjs/ +.rts2_cache_es/ +.rts2_cache_umd/ + +# Optional REPL history +.node_repl_history + +# Output of 'npm pack' +*.tgz + +# Yarn Integrity file +.yarn-integrity + +# dotenv environment variable files +.env +.env.development.local +.env.test.local +.env.production.local +.env.local + +# parcel-bundler cache (https://parceljs.org/) +.cache +.parcel-cache + +# Next.js build output +.next +out + +# Nuxt.js build / generate output +.nuxt +dist + +# Gatsby files +.cache/ +# Comment in the public line in if your project uses Gatsby and not Next.js +# https://nextjs.org/blog/next-9-1#public-directory-support +# public + +# vuepress build output +.vuepress/dist + +# vuepress v2.x temp and cache directory +.temp +.cache + +# Docusaurus cache and generated files +.docusaurus + +# Serverless directories +.serverless/ + +# FuseBox cache +.fusebox/ + +# DynamoDB Local files +.dynamodb/ + +# TernJS port file +.tern-port + +# Stores VSCode versions used for testing VSCode extensions +.vscode-test + +# yarn v2 +.yarn/cache +.yarn/unplugged +.yarn/build-state.yml +.yarn/install-state.gz +.pnp.* diff --git a/source/nodejs/.npmignore b/source/nodejs/.npmignore new file mode 100644 index 0000000000..cd44b4d16b --- /dev/null +++ b/source/nodejs/.npmignore @@ -0,0 +1,8 @@ +tests/ +build/ +binding.gyp.in +libdeepmd_c.tar.gz +libdeepmd_c/ +CMakeLists.txt +binding.gyp.pack +prepublish.py diff --git a/source/nodejs/CMakeLists.txt b/source/nodejs/CMakeLists.txt new file mode 100644 index 0000000000..eaf0d2e8c7 --- /dev/null +++ b/source/nodejs/CMakeLists.txt @@ -0,0 +1,16 @@ +find_package(SWIG REQUIRED) +include(${SWIG_USE_FILE}) + +set_property(SOURCE deepmd.i PROPERTY CPLUSPLUS ON) +swig_add_library( + deepmd_nodejs + LANGUAGE javascript + SOURCES ../swig/deepmd.i OUTFILE_DIR ${CMAKE_CURRENT_SOURCE_DIR}) +swig_link_libraries(deepmd_nodejs ${LIB_DEEPMD_C}) +set_property(TARGET deepmd_nodejs PROPERTY SWIG_COMPILE_OPTIONS -node) +set_property(TARGET deepmd_nodejs PROPERTY SWIG_USE_TARGET_INCLUDE_DIRECTORIES + ON) +target_include_directories(deepmd_nodejs PRIVATE ${NODEJS_INCLUDE_DIRS}) + +configure_file(${CMAKE_CURRENT_SOURCE_DIR}/binding.gyp.in + ${CMAKE_CURRENT_SOURCE_DIR}/binding.gyp @ONLY) diff --git a/source/nodejs/README.md b/source/nodejs/README.md new file mode 100644 index 0000000000..ad78359761 --- /dev/null +++ b/source/nodejs/README.md @@ -0,0 +1,49 @@ +# DeePMD-kit.js + +DeePMD-kit Node.js package to infer Deep Potential models. + +## Installation + +### Install form npm + +[![Version](https://img.shields.io/npm/v/deepmd-kit.svg)](https://npmjs.com/package/deepmd-kit) +[![Downloads](https://img.shields.io/npm/dt/deepmd-kit.svg)](https://npmjs.com/package/deepmd-kit) + +```sh +npm i deepmd-kit +# Or if you want to install globally +npm i -g deepmd-kit +``` + +### Build from source + +Firstly, install [Node.js](https://nodejs.org/), [SWIG](https://www.swig.org) (v4.1.0 for Node.js v12-v18 support), and [node-gyp](https://github.com/nodejs/node-gyp) globally. + +When using CMake to build DeePMD-kit, set argument `BUILD_NODEJS_IF=ON` and `NODEJS_INCLUDE_DIRS=/path/to/nodejs/include` (the path to the include directory of Node.js): + +```sh +cmake -D BUILD_NODEJS_IF=ON \ + -D NODEJS_INCLUDE_DIRS=/path/to/nodejs/include \ + .. # and other arguments +make +make install +``` + +After installing DeePMD-kit, two files, `bind.gyp` and `deepmdJAVASCRIPT_wrap.cxx` will be generated in `source/nodejs`. + +Go to this directory, and install the package globally: + +```sh +cd $deepmd_source_dir/source/nodejs +npm i +npm link +``` + +## Simple usage + +See [tests/test_deeppot.js](tests/test_deeppot.js) for an simple example. + +```sh +cd tests +node test_deeppot.js +``` diff --git a/source/nodejs/binding.gyp.in b/source/nodejs/binding.gyp.in new file mode 100644 index 0000000000..6ac0d61a77 --- /dev/null +++ b/source/nodejs/binding.gyp.in @@ -0,0 +1,17 @@ +{ + "targets": [ + { + "target_name": "deepmd-kit", + "sources": [ "deepmdJAVASCRIPT_wrap.cxx" ], + "cflags_cc!" : [ "-fno-exceptions" ], + "include_dirs":[ + "@CMAKE_INSTALL_PREFIX@/include/deepmd" + ], + "libraries": [ + "-ldeepmd_c", + "-L@CMAKE_INSTALL_PREFIX@/lib", + "-Wl,-rpath=@CMAKE_INSTALL_PREFIX@/lib" + ] + } + ] +} diff --git a/source/nodejs/binding.gyp.pack b/source/nodejs/binding.gyp.pack new file mode 100644 index 0000000000..7bb2ac9982 --- /dev/null +++ b/source/nodejs/binding.gyp.pack @@ -0,0 +1,17 @@ +{ + "targets": [ + { + "target_name": "deepmd-kit", + "sources": [ "deepmdJAVASCRIPT_wrap.cxx" ], + "cflags_cc!" : [ "-fno-exceptions" ], + "include_dirs":[ + "./libdeepmd_c/include/deepmd" + ], + "libraries": [ + "-ldeepmd_c", + "-L<(module_root_dir)/libdeepmd_c/lib", + "-Wl,-rpath='$$ORIGIN'/../../libdeepmd_c/lib" + ] + } + ] +} diff --git a/source/nodejs/index.js b/source/nodejs/index.js new file mode 100644 index 0000000000..03fc9a2522 --- /dev/null +++ b/source/nodejs/index.js @@ -0,0 +1 @@ +module.exports = require('./build/Release/deepmd-kit'); diff --git a/source/nodejs/package.json b/source/nodejs/package.json new file mode 100644 index 0000000000..ea91df66ec --- /dev/null +++ b/source/nodejs/package.json @@ -0,0 +1,29 @@ +{ + "name": "deepmd-kit", + "version": "0.0.0", + "description": "DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics", + "main": "index.js", + "scripts": { + "test": "echo \"Error: no test specified\" && exit 1", + "prepublishOnly": "python prepublish.py", + "install": "node-gyp rebuild" + }, + "repository": { + "type": "git", + "url": "git+https://github.com/deepmodeling/deepmd-kit.git", + "directory": "source/nodejs" + }, + "keywords": [ + "deepmd" + ], + "author": "DeepModeling", + "license": "LGPL-3.0", + "gypfile": true, + "bugs": { + "url": "https://github.com/deepmodeling/deepmd-kit/issues" + }, + "homepage": "https://github.com/deepmodeling/deepmd-kit#readme", + "devDependencies": { + "node-gyp": "^9.3.1" + } +} diff --git a/source/nodejs/prepublish.py b/source/nodejs/prepublish.py new file mode 100644 index 0000000000..a0bfab4ad2 --- /dev/null +++ b/source/nodejs/prepublish.py @@ -0,0 +1,28 @@ +"""Prepublish script for nodejs package. + +The NPM package downloads the C library binary from GitHub releases. +This script changes the package.json to make it work. +""" +import json +import shutil + +with open("package.json") as f: + package = json.load(f) +# check version +version = package["version"] +if version.startswith("0."): + raise ValueError("Update version to actual release version") + +download_url = f"https://github.com/deepmodeling/deepmd-kit/releases/download/v{version}/libdeepmd_c.tar.gz" + +# change install script +package["scripts"]["install"] = ( + f"curl -L {download_url} -o libdeepmd_c.tar.gz && tar -vxzf libdeepmd_c.tar.gz && " + + package["scripts"]["install"] +) + +with open("package.json", "w") as f: + json.dump(package, f, indent=2) + +# copy binding.gyp.pack to binding.gyp +shutil.copy("binding.gyp.pack", "binding.gyp") diff --git a/source/nodejs/tests/test_deeppot.js b/source/nodejs/tests/test_deeppot.js new file mode 100644 index 0000000000..9fe671b4d5 --- /dev/null +++ b/source/nodejs/tests/test_deeppot.js @@ -0,0 +1,29 @@ +const deepmd = require('deepmd-kit'); + +deepmd.convert_pbtxt_to_pb( + __dirname + '/../../tests/infer/deeppot.pbtxt', 'deeppot.pb'); + +const dp = new deepmd.DeepPot('deeppot.pb'); + +const coord = [1., 0., 0., 0., 0., 1.5, 1., 0., 3.]; +const atype = [1, 0, 1]; +const cell = [10., 0., 0., 0., 10., 0., 0., 0., 10.]; + +const v_coord = new 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sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ== + +yallist@^4.0.0: + version "4.0.0" + resolved "https://registry.yarnpkg.com/yallist/-/yallist-4.0.0.tgz#9bb92790d9c0effec63be73519e11a35019a3a72" + integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A== diff --git a/source/swig/deepmd.i b/source/swig/deepmd.i new file mode 100644 index 0000000000..71a4414b12 --- /dev/null +++ b/source/swig/deepmd.i @@ -0,0 +1,42 @@ +%module deepmd + +%{ +#include "deepmd.hpp" +using namespace deepmd::hpp; +%} + +%include "std_string.i" +%include "std_vector.i" +%include "std_except.i" +%include "typemaps.i" + +%exception { + try { + $action + } catch (const deepmd::hpp::deepmd_exception& e) { + SWIG_exception(SWIG_RuntimeError, e.what()); + } +} + +namespace std { + %template(vectori) vector; + %template(vectord) vector; +}; + +%apply double& INOUT { double& ener }; + +%include "deepmd.hpp" + +%extend deepmd::hpp::DeepPot { + %template(compute) compute; + %template(compute_mixed_type) compute_mixed_type; +}; +%extend deepmd::hpp::DeepPotModelDevi { + %template(compute) compute; +}; +%extend deepmd::hpp::DeepTensor { + %template(compute) compute; +}; +%extend deepmd::hpp::DipoleChargeModifier { + %template(compute) compute; +}; From 234aaca2e66ff9f2f12906f100bcdcbb14caf77f Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Sun, 14 May 2023 23:51:38 -0400 Subject: [PATCH 60/75] remove _GLIBCXX_USE_CXX11_ABI macro for libraries linking against the C library (#2527) The libraries linking against the C library do not need to use the same `_GLIBCXX_USE_CXX11_ABI` as the TF. --------- Signed-off-by: Jinzhe Zeng --- setup.py | 2 +- source/gmx/CMakeLists.txt | 1 + source/ipi/CMakeLists.txt | 1 + source/lmp/plugin/CMakeLists.txt | 4 ++++ 4 files changed, 7 insertions(+), 1 deletion(-) diff --git a/setup.py b/setup.py index e67321ac2b..b08fe391df 100644 --- a/setup.py +++ b/setup.py @@ -129,7 +129,7 @@ def get_tag(self): "sphinxcontrib-bibtex", ], "lmp": [ - "lammps-manylinux-2-28~=2022.6.23.4.0; platform_system=='Linux'", + "lammps~=2022.6.23.4.0; platform_system=='Linux'", "lammps~=2022.6.23.4.0; platform_system!='Linux'", *find_libpython_requires, ], diff --git a/source/gmx/CMakeLists.txt b/source/gmx/CMakeLists.txt index fdb500c7ee..c119e4b212 100644 --- a/source/gmx/CMakeLists.txt +++ b/source/gmx/CMakeLists.txt @@ -14,6 +14,7 @@ add_library(${libgmxname} SHARED ${LIB_SRC}) if(DP_USING_C_API) target_link_libraries(${libgmxname} PUBLIC ${LIB_DEEPMD_C}) target_precompile_headers(${libgmxname} PUBLIC [["deepmd.hpp"]]) + remove_definitions(-D_GLIBCXX_USE_CXX11_ABI=${OP_CXX_ABI}) else() target_link_libraries(${libgmxname} PUBLIC ${LIB_DEEPMD_CC}) target_compile_definitions(${libgmxname} PUBLIC "DP_USE_CXX_API") diff --git a/source/ipi/CMakeLists.txt b/source/ipi/CMakeLists.txt index 3608686048..09adee425f 100644 --- a/source/ipi/CMakeLists.txt +++ b/source/ipi/CMakeLists.txt @@ -16,6 +16,7 @@ if(DP_USING_C_API) # SimulationRegion.h target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_C} ${LIB_DEEPMD}) target_precompile_headers(${ipiname} PRIVATE [["deepmd.hpp"]]) + remove_definitions(-D_GLIBCXX_USE_CXX11_ABI=${OP_CXX_ABI}) else() target_link_libraries(${ipiname} PRIVATE ${LIB_DEEPMD_CC}) target_compile_definitions(${ipiname} PRIVATE "DP_USE_CXX_API") diff --git a/source/lmp/plugin/CMakeLists.txt b/source/lmp/plugin/CMakeLists.txt index f0089d4b44..b76635e5f7 100644 --- a/source/lmp/plugin/CMakeLists.txt +++ b/source/lmp/plugin/CMakeLists.txt @@ -63,6 +63,10 @@ if(DEFINED LAMMPS_SOURCE_ROOT OR DEFINED LAMMPS_VERSION) if(DP_USING_C_API) target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_C}) target_precompile_headers(${libname} PUBLIC [["deepmd.hpp"]]) + remove_definitions(-D_GLIBCXX_USE_CXX11_ABI=${OP_CXX_ABI}) + if("$ENV{CIBUILDWHEEL}" STREQUAL "1") + add_definitions(-D_GLIBCXX_USE_CXX11_ABI=0) + endif() else() target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_CC}) target_compile_definitions(${libname} PUBLIC "DP_USE_CXX_API") From 0b670f86914996fffd3f0cc106843cea9fd35749 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 17 May 2023 13:56:25 +0800 Subject: [PATCH 61/75] [pre-commit.ci] pre-commit autoupdate (#2530) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.265 → v0.0.267](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.265...v0.0.267) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index a392fdec20..2a6fad153a 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.265 + rev: v0.0.267 hooks: - id: ruff args: ["--fix"] From f6d883f903d18f429ad2252604ad1f32774cce56 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 18 May 2023 21:26:15 -0400 Subject: [PATCH 62/75] prefetch data during training (#2534) Fix #2229. Train models and prefetch data in parallel to decouple the time when data is produced from the time when data is consumed. --------- Signed-off-by: Jinzhe Zeng --- deepmd/train/trainer.py | 128 ++++++++++++++++++++++++++++++++++++---- 1 file changed, 117 insertions(+), 11 deletions(-) diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index 2c5f668589..35317c3c42 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -5,6 +5,10 @@ import platform import shutil import time +from typing import ( + Dict, + List, +) import google.protobuf.message import numpy as np @@ -57,6 +61,9 @@ from deepmd.utils.argcheck import ( type_embedding_args, ) +from deepmd.utils.data_system import ( + DeepmdDataSystem, +) from deepmd.utils.errors import ( GraphTooLargeError, GraphWithoutTensorError, @@ -903,19 +910,55 @@ def train(self, train_data=None, valid_data=None): train_time = 0 total_train_time = 0.0 + wall_time_tic = time.time() + + next_batch_train_op = None + next_fitting_key = None + next_train_batch_list = None + next_datasetloader = None + + # dataset loader op + if not self.multi_task_mode: + datasetloader = DatasetLoader(train_data) + data_op = datasetloader.build() + else: + datasetloader = {} + data_op = {} + for fitting_key in self.fitting_type_dict: + datasetloader[fitting_key] = DatasetLoader(train_data[fitting_key]) + data_op[fitting_key] = datasetloader[fitting_key].build() while cur_batch < stop_batch: # first round validation: + if is_first_step: + if not self.multi_task_mode: + train_batch = train_data.get_batch() + batch_train_op = self.train_op + else: + fitting_idx = dp_random.choice( + np.arange(self.nfitting), p=np.array(self.fitting_prob) + ) + fitting_key = self.fitting_key_list[fitting_idx] + train_batch = train_data[fitting_key].get_batch() + batch_train_op = self.train_op[fitting_key] + else: + train_batch = next_datasetloader.get_data_dict(next_train_batch_list) + batch_train_op = next_batch_train_op + fitting_key = next_fitting_key + # for next round if not self.multi_task_mode: - train_batch = train_data.get_batch() - batch_train_op = self.train_op + next_datasetloader = datasetloader + next_batch_train_op = self.train_op + next_train_batch_op = data_op else: fitting_idx = dp_random.choice( np.arange(self.nfitting), p=np.array(self.fitting_prob) ) - fitting_key = self.fitting_key_list[fitting_idx] - train_batch = train_data[fitting_key].get_batch() - batch_train_op = self.train_op[fitting_key] + next_fitting_key = self.fitting_key_list[fitting_idx] + next_datasetloader = datasetloader[next_fitting_key] + next_batch_train_op = self.train_op[fitting_key] + next_train_batch_op = data_op[fitting_key] + if self.display_in_training and is_first_step: if self.run_opt.is_chief: if not self.multi_task_mode: @@ -964,18 +1007,18 @@ def train(self, train_data=None, valid_data=None): # use tensorboard to visualize the training of deepmd-kit # it will takes some extra execution time to generate the tensorboard data if self.tensorboard and (cur_batch % self.tensorboard_freq == 0): - summary, _ = run_sess( + summary, _, next_train_batch_list = run_sess( self.sess, - [summary_merged_op, batch_train_op], + [summary_merged_op, batch_train_op, next_train_batch_op], feed_dict=train_feed_dict, options=prf_options, run_metadata=prf_run_metadata, ) tb_train_writer.add_summary(summary, cur_batch) else: - run_sess( + _, next_train_batch_list = run_sess( self.sess, - [batch_train_op], + [batch_train_op, next_train_batch_op], feed_dict=train_feed_dict, options=prf_options, run_metadata=prf_run_metadata, @@ -1025,14 +1068,16 @@ def train(self, train_data=None, valid_data=None): if self.timing_in_training: toc = time.time() test_time = toc - tic + wall_time = toc - wall_time_tic log.info( - "batch %7d training time %.2f s, testing time %.2f s" - % (cur_batch, train_time, test_time) + "batch %7d training time %.2f s, testing time %.2f s, total wall time %.2f s" + % (cur_batch, train_time, test_time, wall_time) ) # the first training time is not accurate if cur_batch > self.disp_freq or stop_batch < 2 * self.disp_freq: total_train_time += train_time train_time = 0 + wall_time_tic = toc if ( self.save_freq > 0 and cur_batch % self.save_freq == 0 @@ -1405,3 +1450,64 @@ def _change_energy_bias( bias_shift=bias_shift, ntest=self.model_param.get("data_bias_nsample", 10), ) + + +class DatasetLoader: + """Generate an OP that loads the training data from the given DeepmdDataSystem. + + It can be used to load the training data in the training process, so there is + no waiting time between training steps. + + Parameters + ---------- + train_data : DeepmdDataSystem + The training data. + + Examples + -------- + >>> loader = DatasetLoader(train_data) + >>> data_op = loader.build() + >>> with tf.Session() as sess: + >>> data_list = sess.run(data_op) + >>> data_dict = loader.get_data_dict(data_list) + """ + + def __init__(self, train_data: DeepmdDataSystem): + self.train_data = train_data + # get the keys of the data + batch_data = self.train_data.get_batch() + self.data_keys = batch_data.keys() + self.data_types = [tf.as_dtype(x.dtype) for x in batch_data.values()] + + def build(self) -> List[tf.Tensor]: + """Build the OP that loads the training data. + + Returns + ------- + List[tf.Tensor] + Tensor of the loaded data. + """ + train_data = self.train_data + + def get_train_batch() -> List[np.ndarray]: + batch_data = train_data.get_batch() + # convert dict to list of arryas + batch_data = tuple([batch_data[kk] for kk in self.data_keys]) + return batch_data + + return tf.py_func(get_train_batch, [], self.data_types, name="train_data") + + def get_data_dict(self, batch_list: List[np.ndarray]) -> Dict[str, np.ndarray]: + """Generate a dict of the loaded data. + + Parameters + ---------- + batch_list : List[np.ndarray] + The loaded data. + + Returns + ------- + Dict[str, np.ndarray] + The dict of the loaded data. + """ + return {kk: vv for kk, vv in zip(self.data_keys, batch_list)} From 2c2feb1de55586f9d3134ad955be0ce4c528c2a5 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 18 May 2023 22:17:04 -0400 Subject: [PATCH 63/75] remove warnings of batch size for mixed systems training (#2470) Here for mixed systems, the system batch size is just a placeholder. Signed-off-by: Jinzhe Zeng --- deepmd/utils/data_system.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/deepmd/utils/data_system.py b/deepmd/utils/data_system.py index e048dccd99..f7bc1c500d 100644 --- a/deepmd/utils/data_system.py +++ b/deepmd/utils/data_system.py @@ -194,7 +194,7 @@ def __init__( # check batch and test size for ii in range(self.nsystems): chk_ret = self.data_systems[ii].check_batch_size(self.batch_size[ii]) - if chk_ret is not None and not is_auto_bs: + if chk_ret is not None and not is_auto_bs and not self.mixed_systems: warnings.warn( "system %s required batch size is larger than the size of the dataset %s (%d > %d)" % ( @@ -205,7 +205,7 @@ def __init__( ) ) chk_ret = self.data_systems[ii].check_test_size(self.test_size[ii]) - if chk_ret is not None and not is_auto_bs: + if chk_ret is not None and not is_auto_bs and not self.mixed_systems: warnings.warn( "system %s required test size is larger than the size of the dataset %s (%d > %d)" % (self.system_dirs[ii], chk_ret[0], self.test_size[ii], chk_ret[1]) From 398c04a274af99821ca3555c92c3ceba64e04be1 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 18 May 2023 22:32:27 -0400 Subject: [PATCH 64/75] make Fittings pluginable (#2541) Signed-off-by: Jinzhe Zeng --- deepmd/descriptor/descriptor.py | 3 ++- deepmd/fit/__init__.py | 4 +++ deepmd/fit/dipole.py | 1 + deepmd/fit/dos.py | 1 + deepmd/fit/ener.py | 1 + deepmd/fit/fitting.py | 46 ++++++++++++++++++++++++++++++++- deepmd/fit/polar.py | 1 + deepmd/train/trainer.py | 35 +++++-------------------- 8 files changed, 62 insertions(+), 30 deletions(-) diff --git a/deepmd/descriptor/descriptor.py b/deepmd/descriptor/descriptor.py index 38b56a85be..3542918cb3 100644 --- a/deepmd/descriptor/descriptor.py +++ b/deepmd/descriptor/descriptor.py @@ -3,6 +3,7 @@ ) from typing import ( Any, + Callable, Dict, List, Optional, @@ -43,7 +44,7 @@ class Descriptor(PluginVariant): __plugins = Plugin() @staticmethod - def register(key: str) -> "Descriptor": + def register(key: str) -> Callable: """Register a descriptor plugin. Parameters diff --git a/deepmd/fit/__init__.py b/deepmd/fit/__init__.py index 174dbd443d..875c67cd5d 100644 --- a/deepmd/fit/__init__.py +++ b/deepmd/fit/__init__.py @@ -7,6 +7,9 @@ from .ener import ( EnerFitting, ) +from .fitting import ( + Fitting, +) from .polar import ( GlobalPolarFittingSeA, PolarFittingSeA, @@ -18,4 +21,5 @@ "DOSFitting", "GlobalPolarFittingSeA", "PolarFittingSeA", + "Fitting", ] diff --git a/deepmd/fit/dipole.py b/deepmd/fit/dipole.py index 1087bbf340..9f497584ae 100644 --- a/deepmd/fit/dipole.py +++ b/deepmd/fit/dipole.py @@ -25,6 +25,7 @@ ) +@Fitting.register("dipole") class DipoleFittingSeA(Fitting): r"""Fit the atomic dipole with descriptor se_a. diff --git a/deepmd/fit/dos.py b/deepmd/fit/dos.py index 43e31185d1..4bb1838af1 100644 --- a/deepmd/fit/dos.py +++ b/deepmd/fit/dos.py @@ -40,6 +40,7 @@ log = logging.getLogger(__name__) +@Fitting.register("dos") class DOSFitting(Fitting): r"""Fitting the density of states (DOS) of the system. The energy should be shifted by the fermi level. diff --git a/deepmd/fit/ener.py b/deepmd/fit/ener.py index b01a46e7a8..f482173495 100644 --- a/deepmd/fit/ener.py +++ b/deepmd/fit/ener.py @@ -47,6 +47,7 @@ log = logging.getLogger(__name__) +@Fitting.register("ener") class EnerFitting(Fitting): r"""Fitting the energy of the system. The force and the virial can also be trained. diff --git a/deepmd/fit/fitting.py b/deepmd/fit/fitting.py index 7ddb42640a..b0a9efe3be 100644 --- a/deepmd/fit/fitting.py +++ b/deepmd/fit/fitting.py @@ -1,9 +1,53 @@ +from typing import ( + Callable, +) + from deepmd.env import ( tf, ) +from deepmd.utils import ( + Plugin, + PluginVariant, +) + + +class Fitting(PluginVariant): + __plugins = Plugin() + + @staticmethod + def register(key: str) -> Callable: + """Register a Fitting plugin. + + Parameters + ---------- + key : str + the key of a Fitting + + Returns + ------- + Fitting + the registered Fitting + + Examples + -------- + >>> @Fitting.register("some_fitting") + class SomeFitting(Fitting): + pass + """ + return Fitting.__plugins.register(key) + def __new__(cls, *args, **kwargs): + if cls is Fitting: + try: + fitting_type = kwargs["type"] + except KeyError: + raise KeyError("the type of fitting should be set by `type`") + if fitting_type in Fitting.__plugins.plugins: + cls = Fitting.__plugins.plugins[fitting_type] + else: + raise RuntimeError("Unknown descriptor type: " + fitting_type) + return super().__new__(cls) -class Fitting: @property def precision(self) -> tf.DType: """Precision of fitting network.""" diff --git a/deepmd/fit/polar.py b/deepmd/fit/polar.py index 2a56334dff..42b8d155f5 100644 --- a/deepmd/fit/polar.py +++ b/deepmd/fit/polar.py @@ -29,6 +29,7 @@ ) +@Fitting.register("polar") class PolarFittingSeA(Fitting): r"""Fit the atomic polarizability with descriptor se_a. diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index 35317c3c42..580d434533 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -38,10 +38,7 @@ tfv2, ) from deepmd.fit import ( - DipoleFittingSeA, - DOSFitting, - EnerFitting, - PolarFittingSeA, + Fitting, ) from deepmd.loss import ( DOSLoss, @@ -164,30 +161,13 @@ def _init_param(self, jdata): self.descrpt = Descriptor(**descrpt_param) # fitting net - def fitting_net_init(fitting_type_, descrpt_type_, params): - if fitting_type_ == "ener": - params["spin"] = self.spin - return EnerFitting(**params) - elif fitting_type_ == "dos": - return DOSFitting(**params) - elif fitting_type_ == "dipole": - return DipoleFittingSeA(**params) - elif fitting_type_ == "polar": - return PolarFittingSeA(**params) - # elif fitting_type_ == 'global_polar': - # if descrpt_type_ == 'se_e2_a': - # return GlobalPolarFittingSeA(**params) - # else: - # raise RuntimeError('fitting global_polar only supports descrptors: loc_frame and se_e2_a') - else: - raise RuntimeError("unknown fitting type " + fitting_type_) - if not self.multi_task_mode: fitting_type = fitting_param.get("type", "ener") self.fitting_type = fitting_type - fitting_param.pop("type", None) fitting_param["descrpt"] = self.descrpt - self.fitting = fitting_net_init(fitting_type, descrpt_type, fitting_param) + if fitting_type == "ener": + fitting_param["spin"] = self.spin + self.fitting = Fitting(**fitting_param) else: self.fitting_dict = {} self.fitting_type_dict = {} @@ -196,11 +176,10 @@ def fitting_net_init(fitting_type_, descrpt_type_, params): item_fitting_param = fitting_param[item] item_fitting_type = item_fitting_param.get("type", "ener") self.fitting_type_dict[item] = item_fitting_type - item_fitting_param.pop("type", None) item_fitting_param["descrpt"] = self.descrpt - self.fitting_dict[item] = fitting_net_init( - item_fitting_type, descrpt_type, item_fitting_param - ) + if item_fitting_type == "ener": + item_fitting_param["spin"] = self.spin + self.fitting_dict[item] = Fitting(**item_fitting_param) # type embedding padding = False From 27bc41b63067f0d740fe2dc0da8884d9588b3bb2 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 18 May 2023 22:35:45 -0400 Subject: [PATCH 65/75] lmp: forward errors to error->one instead of error->all (#2539) Fix #2516. Signed-off-by: Jinzhe Zeng --- source/lmp/compute_deeptensor_atom.cpp | 9 ++++++--- source/lmp/fix_dplr.cpp | 22 +++++++++++++++++----- source/lmp/pair_deepmd.cpp | 12 ++++++------ 3 files changed, 29 insertions(+), 14 deletions(-) diff --git a/source/lmp/compute_deeptensor_atom.cpp b/source/lmp/compute_deeptensor_atom.cpp index 72c51cdf3a..89eb6fb38e 100644 --- a/source/lmp/compute_deeptensor_atom.cpp +++ b/source/lmp/compute_deeptensor_atom.cpp @@ -32,8 +32,11 @@ ComputeDeeptensorAtom::ComputeDeeptensorAtom(LAMMPS *lmp, int narg, char **arg) // initialize deeptensor int gpu_rank = dp.get_node_rank(); - std::string model_file_content = dp.get_file_content(model_file); - dt.init(model_file, gpu_rank); + try { + dt.init(model_file, gpu_rank); + } catch (deepmd_compat::deepmd_exception &e) { + error->one(FLERR, e.what()); + } sel_types = dt.sel_types(); std::sort(sel_types.begin(), sel_types.end()); @@ -128,7 +131,7 @@ void ComputeDeeptensorAtom::compute_peratom() { dt.compute(gtensor, force, virial, atensor, avirial, dcoord, dtype, dbox, nghost, lmp_list); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } // store the result in tensor diff --git a/source/lmp/fix_dplr.cpp b/source/lmp/fix_dplr.cpp index b786cb1794..8f049f033f 100644 --- a/source/lmp/fix_dplr.cpp +++ b/source/lmp/fix_dplr.cpp @@ -102,8 +102,12 @@ FixDPLR::FixDPLR(LAMMPS *lmp, int narg, char **arg) // dpt.init(model); // dtm.init("frozen_model.pb"); - dpt.init(model, 0, "dipole_charge"); - dtm.init(model, 0, "dipole_charge"); + try { + dpt.init(model, 0, "dipole_charge"); + dtm.init(model, 0, "dipole_charge"); + } catch (deepmd_compat::deepmd_exception &e) { + error->one(FLERR, e.what()); + } sel_type = dpt.sel_types(); sort(sel_type.begin(), sel_type.end()); @@ -271,7 +275,11 @@ void FixDPLR::pre_force(int vflag) { // declear output vector tensor; // compute - dpt.compute(tensor, dcoord, dtype, dbox, nghost, lmp_list); + try { + dpt.compute(tensor, dcoord, dtype, dbox, nghost, lmp_list); + } catch (deepmd_compat::deepmd_exception &e) { + error->one(FLERR, e.what()); + } // cout << "tensor of size " << tensor.size() << endl; // cout << "nghost " << nghost << endl; // cout << "nall " << dtype.size() << endl; @@ -434,8 +442,12 @@ void FixDPLR::post_force(int vflag) { // output vects vector dfcorr, dvcorr; // compute - dtm.compute(dfcorr, dvcorr, dcoord, dtype, dbox, valid_pairs, dfele, nghost, - lmp_list); + try { + dtm.compute(dfcorr, dvcorr, dcoord, dtype, dbox, valid_pairs, dfele, nghost, + lmp_list); + } catch (deepmd_compat::deepmd_exception &e) { + error->one(FLERR, e.what()); + } assert(dfcorr.size() == dcoord.size()); assert(dfcorr.size() == nall * 3); // backward communication of fcorr diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index d70e2a0c75..ccf95c0984 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -501,7 +501,7 @@ void PairDeepMD::compute(int eflag, int vflag) { deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox, nghost, lmp_list, ago, fparam, daparam); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } } else { dforce.resize((extend_inum + extend_nghost) * 3); @@ -510,7 +510,7 @@ void PairDeepMD::compute(int eflag, int vflag) { extend_dtype, dbox, extend_nghost, extend_lmp_list, ago, fparam, daparam); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } } } @@ -524,7 +524,7 @@ void PairDeepMD::compute(int eflag, int vflag) { dtype, dbox, nghost, lmp_list, ago, fparam, daparam); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } } else { dforce.resize((extend_inum + extend_nghost) * 3); @@ -533,7 +533,7 @@ void PairDeepMD::compute(int eflag, int vflag) { extend_dtype, dbox, extend_nghost, extend_lmp_list, ago, fparam, daparam); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } } if (eflag_atom) { @@ -574,7 +574,7 @@ void PairDeepMD::compute(int eflag, int vflag) { all_energy, all_force, all_virial, all_atom_energy, all_atom_virial, dcoord, dtype, dbox, nghost, lmp_list, ago, fparam, daparam); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } // deep_pot_model_devi.compute_avg (dener, all_energy); // deep_pot_model_devi.compute_avg (dforce, all_force); @@ -720,7 +720,7 @@ void PairDeepMD::compute(int eflag, int vflag) { try { deep_pot.compute(dener, dforce, dvirial, dcoord, dtype, dbox); } catch (deepmd_compat::deepmd_exception &e) { - error->all(FLERR, e.what()); + error->one(FLERR, e.what()); } } else { error->all(FLERR, "Serial version does not support model devi"); From 5f3bbbc1e18a622fafcfa1c6f7c59d28d0110378 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 18 May 2023 22:41:42 -0400 Subject: [PATCH 66/75] remove unmaintained dp config (#2540) This module is out-of-date, and no one maintains it. --------- Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- deepmd/entrypoints/__init__.py | 4 - deepmd/entrypoints/config.py | 365 --------------------------- deepmd/entrypoints/main.py | 14 - source/tests/test_argument_parser.py | 20 +- 4 files changed, 10 insertions(+), 393 deletions(-) delete mode 100644 deepmd/entrypoints/config.py diff --git a/deepmd/entrypoints/__init__.py b/deepmd/entrypoints/__init__.py index 2ff77d086c..fc690daf14 100644 --- a/deepmd/entrypoints/__init__.py +++ b/deepmd/entrypoints/__init__.py @@ -6,9 +6,6 @@ from .compress import ( compress, ) -from .config import ( - config, -) from .convert import ( convert, ) @@ -33,7 +30,6 @@ ) __all__ = [ - "config", "doc_train_input", "freeze", "test", diff --git a/deepmd/entrypoints/config.py b/deepmd/entrypoints/config.py deleted file mode 100644 index e1706169ce..0000000000 --- a/deepmd/entrypoints/config.py +++ /dev/null @@ -1,365 +0,0 @@ -#!/usr/bin/env python3 -"""Quickly create a configuration file for smooth model.""" - -import json -from pathlib import ( - Path, -) -from typing import ( - Any, - Dict, - List, - Tuple, -) - -import numpy as np -import yaml - -__all__ = ["config"] - - -DEFAULT_DATA: Dict[str, Any] = { - "use_smooth": True, - "sel_a": [], - "rcut_smth": -1, - "rcut": -1, - "filter_neuron": [20, 40, 80], - "filter_resnet_dt": False, - "axis_neuron": 8, - "fitting_neuron": [240, 240, 240], - "fitting_resnet_dt": True, - "coord_norm": True, - "type_fitting_net": False, - "systems": [], - "set_prefix": "set", - "stop_batch": -1, - "batch_size": -1, - "start_lr": 0.001, - "decay_steps": -1, - "decay_rate": 0.95, - "start_pref_e": 0.02, - "limit_pref_e": 1, - "start_pref_f": 1000, - "limit_pref_f": 1, - "start_pref_v": 0, - "limit_pref_v": 0, - "seed": 1, - "disp_file": "lcurve.out", - "disp_freq": 1000, - "numb_test": 10, - "save_freq": 10000, - "save_ckpt": "model.ckpt", - "disp_training": True, - "time_training": True, -} - - -def valid_dir(path: Path): - """Check if directory is a valid deepmd system directory. - - Parameters - ---------- - path : Path - path to directory - - Raises - ------ - OSError - if `type.raw` is missing on dir or `box.npy` or `coord.npy` are missing in one - of the sets subdirs - """ - if not (path / "type.raw").is_file(): - raise OSError - for ii in path.glob("set.*"): - if not (ii / "box.npy").is_file(): - raise OSError - if not (ii / "coord.npy").is_file(): - raise OSError - - -def load_systems(dirs: List[Path]) -> Tuple[List[np.ndarray], List[np.ndarray]]: - """Load systems to memory for disk. - - Parameters - ---------- - dirs : List[Path] - list of system directories paths - - Returns - ------- - Tuple[List[np.ndarray], List[np.ndarray]] - atoms types and structure cells formated as Nx9 array - """ - all_type = [] - all_box = [] - for d in dirs: - sys_type = np.loadtxt(d / "type.raw", dtype=int) - sys_box = np.vstack([np.load(s / "box.npy") for s in d.glob("set.*")]) - all_type.append(sys_type) - all_box.append(sys_box) - return all_type, all_box - - -def get_system_names() -> List[Path]: - """Get system directory paths from stdin. - - Returns - ------- - List[Path] - list of system directories paths - """ - dirs = input("Enter system path(s) (seperated by space, wild card supported): \n") - system_dirs = [] - for dir_str in dirs.split(): - found_dirs = Path.cwd().glob(dir_str) - for d in found_dirs: - valid_dir(d) - system_dirs.append(d) - - return system_dirs - - -def get_rcut() -> float: - """Get rcut from stdin from user. - - Returns - ------- - float - input rcut lenght converted to float - - Raises - ------ - ValueError - if rcut is smaller than 0.0 - """ - dv = 6.0 - rcut_input = input(f"Enter rcut (default {dv:.1f} A): \n") - try: - rcut = float(rcut_input) - except ValueError as e: - print(f"invalid rcut: {e} setting to default: {dv:.1f}") - rcut = dv - if rcut <= 0: - raise ValueError("rcut should be > 0") - return rcut - - -def get_batch_size_rule() -> int: - """Get minimal batch size from user from stdin. - - Returns - ------- - int - size of the batch - - Raises - ------ - ValueError - if batch size is <= 0 - """ - dv = 32 - matom_input = input( - f"Enter the minimal number of atoms in a batch (default {dv:d}: \n" - ) - try: - matom = int(matom_input) - except ValueError as e: - print(f"invalid batch size: {e} setting to default: {dv:d}") - matom = dv - if matom <= 0: - raise ValueError("the number should be > 0") - return matom - - -def get_stop_batch() -> int: - """Get stop batch from user from stdin. - - Returns - ------- - int - size of the batch - - Raises - ------ - ValueError - if stop batch is <= 0 - """ - dv = 1000000 - sb_input = input(f"Enter the stop batch (default {dv:d}): \n") - try: - sb = int(sb_input) - except ValueError as e: - print(f"invalid stop batch: {e} setting to default: {dv:d}") - sb = dv - if sb <= 0: - raise ValueError("the number should be > 0") - return sb - - -def get_ntypes(all_type: List[np.ndarray]) -> int: - """Count number of unique elements. - - Parameters - ---------- - all_type : List[np.ndarray] - list with arrays specifying elements of structures - - Returns - ------- - int - number of unique elements - """ - return len(np.unique(all_type)) - - -def get_max_density( - all_type: List[np.ndarray], all_box: List[np.ndarray] -) -> np.ndarray: - """Compute maximum density in suppliedd cells. - - Parameters - ---------- - all_type : List[np.ndarray] - list with arrays specifying elements of structures - all_box : List[np.ndarray] - list with arrays specifying cells for all structures - - Returns - ------- - float - maximum atom density in all supplies structures for each element individually - """ - ntypes = get_ntypes(all_type) - all_max = [] - for tt, bb in zip(all_type, all_box): - vv = np.reshape(bb, [-1, 3, 3]) - vv = np.linalg.det(vv) - min_v = np.min(vv) - type_count = [] - for ii in range(ntypes): - type_count.append(sum(tt == ii)) - max_den = type_count / min_v - all_max.append(max_den) - all_max = np.max(all_max, axis=0) - return all_max - - -def suggest_sel( - all_type: List[np.ndarray], - all_box: List[np.ndarray], - rcut: float, - ratio: float = 1.5, -) -> List[int]: - """Suggest selection parameter. - - Parameters - ---------- - all_type : List[np.ndarray] - list with arrays specifying elements of structures - all_box : List[np.ndarray] - list with arrays specifying cells for all structures - rcut : float - cutoff radius - ratio : float, optional - safety margin to add to estimated value, by default 1.5 - - Returns - ------- - List[int] - [description] - """ - max_den = get_max_density(all_type, all_box) - return [int(ii) for ii in max_den * 4.0 / 3.0 * np.pi * rcut**3 * ratio] - - -def suggest_batch_size(all_type: List[np.ndarray], min_atom: int) -> List[int]: - """Get suggestion for batch size. - - Parameters - ---------- - all_type : List[np.ndarray] - list with arrays specifying elements of structures - min_atom : int - minimal number of atoms in batch - - Returns - ------- - List[int] - suggested batch sizes for each system - """ - bs = [] - for ii in all_type: - natoms = len(ii) - tbs = min_atom // natoms - if (min_atom // natoms) * natoms != min_atom: - tbs += 1 - bs.append(tbs) - return bs - - -def suggest_decay(stop_batch: int) -> Tuple[int, float]: - """Suggest number of decay steps and decay rate. - - Parameters - ---------- - stop_batch : int - stop batch number - - Returns - ------- - Tuple[int, float] - number of decay steps and decay rate - """ - decay_steps = int(stop_batch // 200) - decay_rate = 0.95 - return decay_steps, decay_rate - - -def config(*, output: str, **kwargs): - """Auto config file generator. - - Parameters - ---------- - output : str - file to write config file - **kwargs - additional arguments - - Raises - ------ - RuntimeError - if user does not input any systems - ValueError - if output file is of wrong type - **kwargs - additional arguments - """ - all_sys = get_system_names() - if len(all_sys) == 0: - raise RuntimeError("no system specified") - rcut = get_rcut() - matom = get_batch_size_rule() - stop_batch = get_stop_batch() - - all_type, all_box = load_systems(all_sys) - sel = suggest_sel(all_type, all_box, rcut, ratio=1.5) - bs = suggest_batch_size(all_type, matom) - decay_steps, decay_rate = suggest_decay(stop_batch) - - jdata = DEFAULT_DATA.copy() - jdata["systems"] = [str(ii) for ii in all_sys] - jdata["sel_a"] = sel - jdata["rcut"] = rcut - jdata["rcut_smth"] = rcut - 0.2 - jdata["stop_batch"] = stop_batch - jdata["batch_size"] = bs - jdata["decay_steps"] = decay_steps - jdata["decay_rate"] = decay_rate - - with open(output, "w") as fp: - if output.endswith("json"): - json.dump(jdata, fp, indent=4) - elif output.endswith(("yml", "yaml")): - yaml.safe_dump(jdata, fp, default_flow_style=False) - else: - raise ValueError("output file must be of type json or yaml") diff --git a/deepmd/entrypoints/main.py b/deepmd/entrypoints/main.py index 778d4eb74d..587bdaace7 100644 --- a/deepmd/entrypoints/main.py +++ b/deepmd/entrypoints/main.py @@ -19,7 +19,6 @@ ) from deepmd.entrypoints import ( compress, - config, convert, doc_train_input, freeze, @@ -117,17 +116,6 @@ def main_parser() -> argparse.ArgumentParser: "means each process will output its own log", ) - # * config script ****************************************************************** - parser_cfig = subparsers.add_parser( - "config", - parents=[parser_log], - help="fast configuration of parameter file for smooth model", - formatter_class=argparse.ArgumentDefaultsHelpFormatter, - ) - parser_cfig.add_argument( - "-o", "--output", type=str, default="input.json", help="the output json file" - ) - # * transfer script **************************************************************** parser_transfer = subparsers.add_parser( "transfer", parents=[parser_log], help="pass parameters to another model" @@ -635,8 +623,6 @@ def main(args: Optional[List[str]] = None): train_dp(**dict_args) elif args.command == "freeze": freeze(**dict_args) - elif args.command == "config": - config(**dict_args) elif args.command == "test": test(**dict_args) elif args.command == "transfer": diff --git a/source/tests/test_argument_parser.py b/source/tests/test_argument_parser.py index 7b0c9c1205..e48a2da24b 100644 --- a/source/tests/test_argument_parser.py +++ b/source/tests/test_argument_parser.py @@ -210,8 +210,16 @@ def test_parser_log(self): "--log-path": dict(type=(str, type(None)), value="LOGFILE"), } - for parser in ("config", "transfer", "train", "freeze", "test", "compress"): - if parser in ("train"): + for parser in ( + "transfer", + "train", + "freeze", + "test", + "compress", + "doc-train-input", + "model-devi", + ): + if parser in ("train",): args = {**{"INPUT": dict(type=str, value="INFILE")}, **ARGS} else: args = ARGS @@ -229,14 +237,6 @@ def test_parser_mpi(self): args = ARGS self.run_test(command=parser, mapping=args) - def test_parser_config(self): - """Test config subparser.""" - ARGS = { - "--output": dict(type=str, value="OUTPUT"), - } - - self.run_test(command="config", mapping=ARGS) - def test_parser_transfer(self): """Test transfer subparser.""" ARGS = { From 65c0aebb4e5bbed7831b40f7ed996d7eac514d85 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 22 May 2023 04:48:24 -0400 Subject: [PATCH 67/75] docs: add train-energy-spin and train-fitting-dos to toctree (#2546) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- README.md | 2 ++ doc/model/index.md | 2 ++ doc/model/index.rst | 2 ++ 3 files changed, 6 insertions(+) diff --git a/README.md b/README.md index d37364f34e..4cb4fbb24a 100644 --- a/README.md +++ b/README.md @@ -103,7 +103,9 @@ A full [document](doc/train/train-input-auto.rst) on options in the training inp - [Descriptor `"hybrid"`](doc/model/train-hybrid.md) - [Descriptor `sel`](doc/model/sel.md) - [Fit energy](doc/model/train-energy.md) + - [Fit spin energy](doc/model/train-energy-spin.md) - [Fit `tensor` like `Dipole` and `Polarizability`](doc/model/train-fitting-tensor.md) +- [Fit electronic density of states (DOS)](doc/model/train-fitting-dos.md) - [Train a Deep Potential model using `type embedding` approach](doc/model/train-se-e2-a-tebd.md) - [Deep potential long-range](doc/model/dplr.md) - [Deep Potential - Range Correction (DPRc)](doc/model/dprc.md) diff --git a/doc/model/index.md b/doc/model/index.md index 343237eb92..c9c25c9812 100644 --- a/doc/model/index.md +++ b/doc/model/index.md @@ -9,7 +9,9 @@ - [Descriptor `"hybrid"`](train-hybrid.md) - [Descriptor `sel`](sel.md) - [Fit energy](train-energy.md) +- [Fit spin energy](train-energy-spin.md) - [Fit `tensor` like `Dipole` and `Polarizability`](train-fitting-tensor.md) +- [Fit electronic density of states (DOS)](train-fitting-dos.md) - [Train a Deep Potential model using `type embedding` approach](train-se-e2-a-tebd.md) - [Deep potential long-range](dplr.md) - [Deep Potential - Range Correction (DPRc)](dprc.md) diff --git a/doc/model/index.rst b/doc/model/index.rst index ca05a76e6d..6a01a3b015 100644 --- a/doc/model/index.rst +++ b/doc/model/index.rst @@ -12,7 +12,9 @@ Model train-hybrid sel train-energy + train-energy-spin train-fitting-tensor + train-fitting-dos train-se-e2-a-tebd train-se-a-mask dplr From 98c983d8434ba723a9a6d96cb3dac8d055ec7ac2 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 22 May 2023 04:48:35 -0400 Subject: [PATCH 68/75] c: pass errors for read_file_to_string (#2547) Signed-off-by: Jinzhe Zeng --- source/api_c/include/deepmd.hpp | 5 +++++ source/api_c/src/c_api.cc | 9 ++++++++- source/api_c/tests/test_read_file_to_string.cc | 10 ++++++++++ 3 files changed, 23 insertions(+), 1 deletion(-) diff --git a/source/api_c/include/deepmd.hpp b/source/api_c/include/deepmd.hpp index 7534e1cb3a..f9bccc8124 100644 --- a/source/api_c/include/deepmd.hpp +++ b/source/api_c/include/deepmd.hpp @@ -1962,6 +1962,11 @@ class DipoleChargeModifier { void inline read_file_to_string(std::string model, std::string &file_content) { int size; const char *c_file_content = DP_ReadFileToChar2(model.c_str(), &size); + if (size < 0) { + // negtive size indicates error + std::string error_message = std::string(c_file_content, -size); + throw deepmd::hpp::deepmd_exception(error_message); + } file_content = std::string(c_file_content, size); }; diff --git a/source/api_c/src/c_api.cc b/source/api_c/src/c_api.cc index 0f43ff2e4e..613af8c276 100644 --- a/source/api_c/src/c_api.cc +++ b/source/api_c/src/c_api.cc @@ -1289,7 +1289,14 @@ const char* DP_ReadFileToChar(const char* c_model) { const char* DP_ReadFileToChar2(const char* c_model, int* size) { std::string model(c_model); std::string file_content; - deepmd::read_file_to_string(model, file_content); + try { + deepmd::read_file_to_string(model, file_content); + } catch (deepmd::deepmd_exception& ex) { + // use negtive size to indicate error + std::string error_message = std::string(ex.what()); + *size = -error_message.size(); + return string_to_char(error_message); + } *size = file_content.size(); return string_to_char(file_content); } diff --git a/source/api_c/tests/test_read_file_to_string.cc b/source/api_c/tests/test_read_file_to_string.cc index fb27ad8b1d..eb9d40d872 100644 --- a/source/api_c/tests/test_read_file_to_string.cc +++ b/source/api_c/tests/test_read_file_to_string.cc @@ -23,3 +23,13 @@ TEST(TestReadFileToString, readfiletostring) { std::string expected_out_string = buffer.str(); EXPECT_STREQ(expected_out_string.c_str(), file_content.c_str()); } + +TEST(TestReadFileToString, readfiletostringerr) { + std::string file_content; + EXPECT_THROW( + { + deepmd::hpp::read_file_to_string( + "12345_no_such_file_do_not_create_this_file", file_content); + }, + deepmd::hpp::deepmd_exception); +} From 44b793f430a10d015d1f1c3477d6fee4f6f6b3bc Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 22 May 2023 05:00:11 -0400 Subject: [PATCH 69/75] use pypi lammps to test lammps plugin (#2548) It saves the time to build lammps --------- Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .github/workflows/test_cc.yml | 9 ++++++--- source/lmp/plugin/CMakeLists.txt | 3 ++- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/.github/workflows/test_cc.yml b/.github/workflows/test_cc.yml index 0c9b2ed487..37061658ab 100644 --- a/.github/workflows/test_cc.yml +++ b/.github/workflows/test_cc.yml @@ -11,18 +11,21 @@ jobs: - uses: actions/setup-python@v4 with: python-version: '3.11' + - name: Setup MPI + uses: mpi4py/setup-mpi@v1 + with: + mpi: mpich - run: python -m pip install tensorflow - run: source/install/test_cc_local.sh env: OMP_NUM_THREADS: 1 TF_INTRA_OP_PARALLELISM_THREADS: 1 TF_INTER_OP_PARALLELISM_THREADS: 1 - tensorflow_root: /usr/local + LMP_CXX11_ABI_0: 1 # test lammps - - run: source/install/build_lammps.sh - run: | python -m pip install -U pip - python -m pip install -e .[cpu,test] + python -m pip install -e .[cpu,test,lmp] env: DP_BUILD_TESTING: 1 - run: pytest --cov=deepmd source/lmp/tests diff --git a/source/lmp/plugin/CMakeLists.txt b/source/lmp/plugin/CMakeLists.txt index b76635e5f7..ce879764ee 100644 --- a/source/lmp/plugin/CMakeLists.txt +++ b/source/lmp/plugin/CMakeLists.txt @@ -64,7 +64,8 @@ if(DEFINED LAMMPS_SOURCE_ROOT OR DEFINED LAMMPS_VERSION) target_link_libraries(${libname} PUBLIC ${LIB_DEEPMD_C}) target_precompile_headers(${libname} PUBLIC [["deepmd.hpp"]]) remove_definitions(-D_GLIBCXX_USE_CXX11_ABI=${OP_CXX_ABI}) - if("$ENV{CIBUILDWHEEL}" STREQUAL "1") + if("$ENV{CIBUILDWHEEL}" STREQUAL "1" OR "$ENV{LMP_CXX11_ABI_0}" STREQUAL + "1") add_definitions(-D_GLIBCXX_USE_CXX11_ABI=0) endif() else() From 450455f4e6200aebad427ba2bc98b380ec38928b Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 22 May 2023 10:46:45 -0400 Subject: [PATCH 70/75] fix se_e3 tabulate op (#2552) Fix #2250. --------- Signed-off-by: Jinzhe Zeng --- source/lib/src/cuda/tabulate.cu | 28 +-------- source/lib/src/rocm/tabulate.hip.cu | 21 +------ source/lib/src/tabulate.cc | 50 +++------------- source/tests/test_model_compression_se_t.py | 66 ++++++++++++++------- 4 files changed, 55 insertions(+), 110 deletions(-) diff --git a/source/lib/src/cuda/tabulate.cu b/source/lib/src/cuda/tabulate.cu index 2e8c24cf99..5c3d360c25 100644 --- a/source/lib/src/cuda/tabulate.cu +++ b/source/lib/src/cuda/tabulate.cu @@ -337,20 +337,11 @@ __global__ void tabulate_fusion_se_t_fifth_order_polynomial( FPTYPE sum = (FPTYPE)0.; for (int ii = 0; ii < nnei_i; ii++) { - FPTYPE ago = __shfl_sync( - 0xffffffff, - em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + nnei_j - 1], 0); - int breakpoint = nnei_j - 1; - bool unloop = false; FPTYPE var[6]; int mark_table_idx = -1; for (int jj = 0; jj < nnei_j; jj++) { FPTYPE xx = em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE tmp = xx; - if (xx == ago) { - unloop = true; - breakpoint = jj; - } int table_idx = 0; locate_xx_se_t(xx, table_idx, lower, upper, -max, max, stride0, stride1); if (table_idx != mark_table_idx) { @@ -363,9 +354,8 @@ __global__ void tabulate_fusion_se_t_fifth_order_polynomial( (var[2] + (var[3] + (var[4] + var[5] * xx) * xx) * xx) * xx) * xx; - sum += (nnei_j - breakpoint) * tmp * res; + sum += tmp * res; mark_table_idx = table_idx; - if (unloop) break; } } out[block_idx * last_layer_size + thread_idx] = sum; @@ -399,16 +389,9 @@ __global__ void tabulate_fusion_se_t_grad_fifth_order_polynomial( __syncthreads(); for (int ii = 0; ii < nnei_i; ii++) { - FPTYPE ago = __shfl_sync( - 0xffffffff, - em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + nnei_j - 1], 0); - bool unloop = false; for (int jj = warp_idx; jj < nnei_j; jj += KTILE) { FPTYPE xx = em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE tmp = xx; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(xx, table_idx, lower, upper, -max, max, stride0, stride1); FPTYPE sum = (FPTYPE)0.; @@ -438,7 +421,6 @@ __global__ void tabulate_fusion_se_t_grad_fifth_order_polynomial( dy_dem[block_idx * nnei_i * nnei_j + ii * nnei_j + jj] = sum; dy_dem_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj] = Csub; } - if (unloop) break; } } } @@ -464,10 +446,6 @@ __global__ void tabulate_fusion_se_t_grad_grad_fifth_order_polynomial( FPTYPE sum = (FPTYPE)0.; for (int ii = 0; ii < nnei_i; ii++) { - FPTYPE ago = __shfl_sync( - 0xffffffff, - em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + nnei_j - 1], 0); - bool unloop = false; int mark_table_idx = -1; for (int jj = 0; ii < nnei_j; jj++) { FPTYPE xx = em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; @@ -476,9 +454,6 @@ __global__ void tabulate_fusion_se_t_grad_grad_fifth_order_polynomial( dz_dy_dem_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE dz_em = dz_dy_dem[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE var[6]; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(xx, table_idx, lower, upper, -max, max, stride0, stride1); @@ -498,7 +473,6 @@ __global__ void tabulate_fusion_se_t_grad_grad_fifth_order_polynomial( sum += (tmp * res_grad * dz_xx + dz_em * res); mark_table_idx = table_idx; - if (unloop) break; } } dz_dy[block_idx * last_layer_size + thread_idx] = sum; diff --git a/source/lib/src/rocm/tabulate.hip.cu b/source/lib/src/rocm/tabulate.hip.cu index 1ac1bca8f8..b356cb6f3e 100644 --- a/source/lib/src/rocm/tabulate.hip.cu +++ b/source/lib/src/rocm/tabulate.hip.cu @@ -312,17 +312,9 @@ __global__ void tabulate_fusion_se_t_fifth_order_polynomial( FPTYPE sum = (FPTYPE)0.; for (int ii = 0; ii < nnei_i; ii++) { - FPTYPE ago = - __shfl(em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + nnei_j - 1], 0); - int breakpoint = nnei_j - 1; - bool unloop = false; for (int jj = 0; jj < nnei_j; jj++) { FPTYPE xx = em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE tmp = xx; - if (xx == ago) { - unloop = true; - breakpoint = jj; - } int table_idx = 0; locate_xx_se_t(xx, table_idx, lower, upper, -max, max, stride0, stride1); FPTYPE var[6]; @@ -338,8 +330,7 @@ __global__ void tabulate_fusion_se_t_fifth_order_polynomial( (var[2] + (var[3] + (var[4] + var[5] * xx) * xx) * xx) * xx) * xx; - sum += (nnei_j - breakpoint) * tmp * res; - if (unloop) break; + sum += tmp * res; } } out[block_idx * last_layer_size + thread_idx] = sum; @@ -375,13 +366,9 @@ __global__ void tabulate_fusion_se_t_grad_fifth_order_polynomial( for (int ii = 0; ii < nnei_i; ii++) { FPTYPE ago = __shfl(em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + nnei_j - 1], 0); - bool unloop = false; for (int jj = warp_idx; jj < nnei_j; jj += KTILE) { FPTYPE xx = em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE tmp = xx; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(xx, table_idx, lower, upper, -max, max, stride0, stride1); FPTYPE sum = (FPTYPE)0.; @@ -417,7 +404,6 @@ __global__ void tabulate_fusion_se_t_grad_fifth_order_polynomial( dy_dem[block_idx * nnei_i * nnei_j + ii * nnei_j + jj] = sum; dy_dem_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj] = Csub; } - if (unloop) break; } } } @@ -445,7 +431,6 @@ __global__ void tabulate_fusion_se_t_grad_grad_fifth_order_polynomial( for (int ii = 0; ii < nnei_i; ii++) { FPTYPE ago = __shfl(em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + nnei_j - 1], 0); - bool unloop = false; for (int jj = 0; ii < nnei_j; jj++) { FPTYPE xx = em_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE tmp = xx; @@ -453,9 +438,6 @@ __global__ void tabulate_fusion_se_t_grad_grad_fifth_order_polynomial( dz_dy_dem_x[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE dz_em = dz_dy_dem[block_idx * nnei_i * nnei_j + ii * nnei_j + jj]; FPTYPE var[6]; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(xx, table_idx, lower, upper, -max, max, stride0, stride1); @@ -478,7 +460,6 @@ __global__ void tabulate_fusion_se_t_grad_grad_fifth_order_polynomial( xx; sum += (tmp * res_grad * dz_xx + dz_em * res); - if (unloop) break; } } dz_dy[block_idx * last_layer_size + thread_idx] = sum; diff --git a/source/lib/src/tabulate.cc b/source/lib/src/tabulate.cc index dcc17e07e9..67921d4cc7 100644 --- a/source/lib/src/tabulate.cc +++ b/source/lib/src/tabulate.cc @@ -322,14 +322,10 @@ void deepmd::tabulate_fusion_se_t_cpu(FPTYPE* out, #pragma omp parallel for for (int ii = 0; ii < nloc; ii++) { for (int jj = 0; jj < nnei_i; jj++) { - FPTYPE ago = em_x[ii * nnei_i * nnei_j + jj * nnei_j + nnei_j - 1]; - bool unloop = false; + // unloop not work as em_x is not sorted for (int kk = 0; kk < nnei_j; kk++) { FPTYPE xx = em_x[ii * nnei_i * nnei_j + jj * nnei_j + kk]; FPTYPE ll = xx; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(lower, upper, -_max, _max, stride0, stride1, xx, table_idx); @@ -342,13 +338,8 @@ void deepmd::tabulate_fusion_se_t_cpu(FPTYPE* out, FPTYPE a5 = table[table_idx * last_layer_size * 6 + 6 * mm + 5]; FPTYPE var = a0 + (a1 + (a2 + (a3 + (a4 + a5 * xx) * xx) * xx) * xx) * xx; - if (unloop) { - out[ii * last_layer_size + mm] += (nnei_j - kk) * var * ll; - } else { - out[ii * last_layer_size + mm] += var * ll; - } + out[ii * last_layer_size + mm] += var * ll; } - if (unloop) break; } } } @@ -380,15 +371,10 @@ void deepmd::tabulate_fusion_se_t_grad_cpu(FPTYPE* dy_dem_x, FPTYPE ll = (FPTYPE)0.; FPTYPE rr = (FPTYPE)0.; for (int jj = 0; jj < nnei_i; jj++) { - FPTYPE ago = em_x[ii * nnei_i * nnei_j + jj * nnei_j + nnei_j - 1]; - bool unloop = false; for (int kk = 0; kk < nnei_j; kk++) { // construct the dy/dx FPTYPE xx = em_x[ii * nnei_i * nnei_j + jj * nnei_j + kk]; ll = xx; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(lower, upper, -_max, _max, stride0, stride1, xx, table_idx); @@ -404,27 +390,15 @@ void deepmd::tabulate_fusion_se_t_grad_cpu(FPTYPE* dy_dem_x, FPTYPE res = a0 + (a1 + (a2 + (a3 + (a4 + a5 * xx) * xx) * xx) * xx) * xx; - if (unloop) { - grad += (a1 + ((FPTYPE)2. * a2 + - ((FPTYPE)3. * a3 + - ((FPTYPE)4. * a4 + (FPTYPE)5. * a5 * xx) * xx) * - xx) * - xx) * - ll * rr * (nnei_j - kk); - dy_dem[ii * nnei_i * nnei_j + jj * nnei_j + kk] += - res * rr * (nnei_j - kk); - } else { - grad += (a1 + ((FPTYPE)2. * a2 + - ((FPTYPE)3. * a3 + - ((FPTYPE)4. * a4 + (FPTYPE)5. * a5 * xx) * xx) * - xx) * - xx) * - ll * rr; - dy_dem[ii * nnei_i * nnei_j + jj * nnei_j + kk] += res * rr; - } + grad += (a1 + ((FPTYPE)2. * a2 + + ((FPTYPE)3. * a3 + + ((FPTYPE)4. * a4 + (FPTYPE)5. * a5 * xx) * xx) * + xx) * + xx) * + ll * rr; + dy_dem[ii * nnei_i * nnei_j + jj * nnei_j + kk] += res * rr; } dy_dem_x[ii * nnei_i * nnei_j + jj * nnei_j + kk] = grad; - if (unloop) break; } } } @@ -453,17 +427,12 @@ void deepmd::tabulate_fusion_se_t_grad_grad_cpu(FPTYPE* dz_dy, #pragma omp parallel for for (int ii = 0; ii < nloc; ii++) { for (int jj = 0; jj < nnei_i; jj++) { - FPTYPE ago = em_x[ii * nnei_i * nnei_j + jj * nnei_j + nnei_j - 1]; - bool unloop = false; for (int kk = 0; kk < nnei_j; kk++) { FPTYPE xx = em_x[ii * nnei_i * nnei_j + jj * nnei_j + kk]; FPTYPE tmp = xx; FPTYPE dz_em = dz_dy_dem[ii * nnei_i * nnei_j + jj * nnei_j + kk]; FPTYPE dz_xx = dz_dy_dem_x[ii * nnei_i * nnei_j + jj * nnei_j + kk]; - if (ago == xx) { - unloop = true; - } int table_idx = 0; locate_xx_se_t(lower, upper, -_max, _max, stride0, stride1, xx, table_idx); @@ -486,7 +455,6 @@ void deepmd::tabulate_fusion_se_t_grad_grad_cpu(FPTYPE* dz_dy, dz_dy[ii * last_layer_size + mm] += var * dz_em + dz_xx * var_grad * tmp; } - if (unloop) break; } } } diff --git a/source/tests/test_model_compression_se_t.py b/source/tests/test_model_compression_se_t.py index 6d93067c6c..0e33430158 100644 --- a/source/tests/test_model_compression_se_t.py +++ b/source/tests/test_model_compression_se_t.py @@ -74,6 +74,28 @@ def _init_models(): INPUT, FROZEN_MODEL, COMPRESSED_MODEL = _init_models() +def tearDownModule(): + _file_delete(INPUT) + _file_delete(FROZEN_MODEL) + _file_delete(COMPRESSED_MODEL) + _file_delete("out.json") + _file_delete("compress.json") + _file_delete("checkpoint") + _file_delete("model.ckpt.meta") + _file_delete("model.ckpt.index") + _file_delete("model.ckpt.data-00000-of-00001") + _file_delete("model.ckpt-100.meta") + _file_delete("model.ckpt-100.index") + _file_delete("model.ckpt-100.data-00000-of-00001") + _file_delete("model-compression/checkpoint") + _file_delete("model-compression/model.ckpt.meta") + _file_delete("model-compression/model.ckpt.index") + _file_delete("model-compression/model.ckpt.data-00000-of-00001") + _file_delete("model-compression") + _file_delete("input_v2_compat.json") + _file_delete("lcurve.out") + + class TestDeepPotAPBC(unittest.TestCase): @classmethod def setUpClass(self): @@ -444,28 +466,6 @@ def setUpClass(self): self.atype = [0, 1, 1, 0, 1, 1] self.box = np.array([13.0, 0.0, 0.0, 0.0, 13.0, 0.0, 0.0, 0.0, 13.0]) - @classmethod - def tearDownClass(self): - _file_delete(INPUT) - _file_delete(FROZEN_MODEL) - _file_delete(COMPRESSED_MODEL) - _file_delete("out.json") - _file_delete("compress.json") - _file_delete("checkpoint") - _file_delete("model.ckpt.meta") - _file_delete("model.ckpt.index") - _file_delete("model.ckpt.data-00000-of-00001") - _file_delete("model.ckpt-100.meta") - _file_delete("model.ckpt-100.index") - _file_delete("model.ckpt-100.data-00000-of-00001") - _file_delete("model-compression/checkpoint") - _file_delete("model-compression/model.ckpt.meta") - _file_delete("model-compression/model.ckpt.index") - _file_delete("model-compression/model.ckpt.data-00000-of-00001") - _file_delete("model-compression") - _file_delete("input_v2_compat.json") - _file_delete("lcurve.out") - def test_attrs(self): self.assertEqual(self.dp_original.get_ntypes(), 2) self.assertAlmostEqual(self.dp_original.get_rcut(), 6.0, places=default_places) @@ -558,3 +558,25 @@ def test_2frame_atm(self): np.testing.assert_almost_equal(av0, av1, default_places) np.testing.assert_almost_equal(ee0, ee1, default_places) np.testing.assert_almost_equal(vv0, vv1, default_places) + + +class TestDeepPotAPBC2(TestDeepPotAPBC): + @classmethod + def setUpClass(self): + self.dp_original = DeepPot(FROZEN_MODEL) + self.dp_compressed = DeepPot(COMPRESSED_MODEL) + self.coords = np.array( + [ + 0.0, + 0.0, + 0.0, + 2.0, + 0.0, + 0.0, + 0.0, + 2.0, + 0.0, + ] + ) + self.atype = [0, 0, 0] + self.box = np.array([13.0, 0.0, 0.0, 0.0, 13.0, 0.0, 0.0, 0.0, 13.0]) From 64b69b3a44b2852879e6586102ba88826dacdd81 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Mon, 22 May 2023 10:47:16 -0400 Subject: [PATCH 71/75] test lmp for linux wheel (#2550) Before #2422, it was linked with libpython.so, so it wasn't tested as the python in the image doesn't has a library. But now it isn't linked with libpython.so anymore, so we can test it. Signed-off-by: Jinzhe Zeng --- pyproject.toml | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 85c2bc306a..e83a13dc97 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -51,8 +51,10 @@ write_to = "deepmd/_version.py" [tool.cibuildwheel] test-command = [ "dp -h", + "dp_ipi", + "pytest {project}/source/tests/test_lammps.py" ] -test-extras = ["cpu"] +test-extras = ["cpu", "test", "lmp", "ipi"] build = ["cp310-*"] skip = ["*-win32", "*-manylinux_i686", "*-musllinux*"] # TODO: bump to "latest" tag when CUDA supports GCC 12 @@ -63,12 +65,6 @@ manylinux-aarch64-image = "quay.io/pypa/manylinux_2_28_aarch64:2022-11-19-1b19e8 environment = { PIP_PREFER_BINARY="1", DP_LAMMPS_VERSION="stable_23Jun2022_update4", DP_ENABLE_IPI="1" } before-all = ["brew install mpich"] repair-wheel-command = "delocate-wheel --require-archs {delocate_archs} -w {dest_dir} -v {wheel} --ignore-missing-dependencies" -test-extras = ["cpu", "test", "lmp", "ipi"] -test-command = [ - "dp -h", - "dp_ipi", - "pytest {project}/source/tests/test_lammps.py" -] [tool.cibuildwheel.linux] repair-wheel-command = "auditwheel repair --exclude libtensorflow_framework.so.2 --exclude libtensorflow_framework.so.1 --exclude libtensorflow_framework.so --exclude _pywrap_tensorflow_internal.so --exclude libtensorflow_cc.so.2 -w {dest_dir} {wheel}" @@ -81,7 +77,10 @@ before-all = [ [tool.cibuildwheel.windows] environment = { PIP_PREFER_BINARY="1" } - +test-extras = ["cpu"] +test-command = [ + "dp -h", +] # selectively turn of lintner warnings, always include reasoning why any warning should # be silenced From 42295ef215f88d70558098aa0947e0da2d226877 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Yifan=20Li=E6=9D=8E=E4=B8=80=E5=B8=86?= Date: Tue, 23 May 2023 22:43:50 -0400 Subject: [PATCH 72/75] Dplr unittest (#2545) Add unittest for lmp dplr --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- source/install/build_lammps.sh | 2 +- source/lmp/fix_dplr.cpp | 4 +- source/lmp/fix_dplr.h | 1 + source/lmp/tests/lrmodel.pbtxt | 65941 +++++++++++++++++++++++++++ source/lmp/tests/test_dplr.py | 239 + source/lmp/tests/write_lmp_data.py | 58 +- 6 files changed, 66238 insertions(+), 7 deletions(-) create mode 100644 source/lmp/tests/lrmodel.pbtxt create mode 100644 source/lmp/tests/test_dplr.py diff --git a/source/install/build_lammps.sh b/source/install/build_lammps.sh index 97a5175942..6fafd706fd 100755 --- a/source/install/build_lammps.sh +++ b/source/install/build_lammps.sh @@ -23,7 +23,7 @@ fi cd ${BUILD_TMP_DIR}/lammps-${LAMMPS_VERSION} mkdir -p ${BUILD_TMP_DIR}/lammps-${LAMMPS_VERSION}/build cd ${BUILD_TMP_DIR}/lammps-${LAMMPS_VERSION}/build -cmake -C ../cmake/presets/all_off.cmake -D PKG_PLUGIN=ON -D PKG_KSPACE=ON -DLAMMPS_EXCEPTIONS=yes -D BUILD_SHARED_LIBS=yes -D LAMMPS_INSTALL_RPATH=ON -D CMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -D CMAKE_INSTALL_LIBDIR=lib -D CMAKE_INSTALL_FULL_LIBDIR=${INSTALL_PREFIX}/lib ../cmake +cmake -C ../cmake/presets/all_off.cmake -D PKG_PLUGIN=ON -D PKG_KSPACE=ON -D PKG_MOLECULE=ON -DLAMMPS_EXCEPTIONS=yes -D BUILD_SHARED_LIBS=yes -D LAMMPS_INSTALL_RPATH=ON -D CMAKE_INSTALL_PREFIX=${INSTALL_PREFIX} -D CMAKE_INSTALL_LIBDIR=lib -D CMAKE_INSTALL_FULL_LIBDIR=${INSTALL_PREFIX}/lib ../cmake make -j${NPROC} make install diff --git a/source/lmp/fix_dplr.cpp b/source/lmp/fix_dplr.cpp index 8f049f033f..e66cb643f9 100644 --- a/source/lmp/fix_dplr.cpp +++ b/source/lmp/fix_dplr.cpp @@ -152,9 +152,11 @@ void FixDPLR::init() { // } } +void FixDPLR::setup_pre_force(int vflag) { pre_force(vflag); } + void FixDPLR::setup(int vflag) { // if (strstr(update->integrate_style,"verlet")) - // post_force(vflag); + post_force(vflag); // else { // error->all(FLERR, "respa is not supported by this fix"); // } diff --git a/source/lmp/fix_dplr.h b/source/lmp/fix_dplr.h index 226cbee088..953e9ad183 100644 --- a/source/lmp/fix_dplr.h +++ 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+ attr { + key: "axis" + value { + i: 0 + } + } +} +node { + name: "o_atom_virial" + op: "Reshape" + input: "add_14" + input: "o_atom_virial/shape" + attr { + key: "T" + value { + type: DT_DOUBLE + } + } + attr { + key: "Tshape" + value { + type: DT_INT32 + } + } +} +library { +} +versions { +} diff --git a/source/lmp/tests/test_dplr.py b/source/lmp/tests/test_dplr.py new file mode 100644 index 0000000000..b6398b77be --- /dev/null +++ b/source/lmp/tests/test_dplr.py @@ -0,0 +1,239 @@ +import os +import subprocess as sp +import sys +from pathlib import ( + Path, +) + +import numpy as np +import pytest +from lammps import ( + PyLammps, +) +from write_lmp_data import ( + write_lmp_data_full, +) + +pbtxt_file = Path(__file__).parent / "lrmodel.pbtxt" +pb_file = Path(__file__).parent / "lrmodel.pb" +dipole_pbtxt_file = Path(__file__).parent / "lrdipole.pbtxt" +dipole_pb_file = Path(__file__).parent / "lrdipole.pb" +data_file = Path(__file__).parent / "data.lmp" + +# this is as the same as python and c++ tests, test_deeppot_a.py +expected_e_sr = -28.27186179 +expected_f_sr = np.array( + [ + [0.17101694, -0.33151456, -0.48810198], + [-0.60326789, 1.05723576, -1.00398772], + [-0.45535577, -0.52665656, 0.56538784], + [0.07412830, 0.06141962, 0.08719303], + [0.25021427, 0.46746804, 0.10825434], + [0.56326416, -0.72795230, 0.73125450], + ] +) + +expected_v_sr = np.array( + [ + [ + -1.08360048, + 0.28561092, + 1.12787306, + -0.27800706, + -2.22370058, + -0.60250734, + 1.08392293, + -0.91343020, + -1.69211612, + ], + [ + -2.67885180, + 0.45057804, + -0.59798385, + -0.03229647, + -1.74227093, + 1.32518278, + -0.60602871, + 0.71486893, + -0.58607102, + ], + [ + 0.80158098, + -0.64019999, + -1.07255047, + 1.23622085, + 1.77181377, + -1.21983559, + -0.81543862, + 1.05632482, + 1.30333566, + ], + [ + 0.44888053, + 0.47838603, + -0.44712259, + -0.80436553, + 1.19194100, + 1.28550021, + -0.73434597, + -0.53774522, + 0.80885901, + ], + [ + 1.61424595, + -0.83680788, + 0.73008361, + 1.70236397, + 1.37033017, + -0.11448440, + 0.10876112, + -0.44403200, + 0.26187153, + ], + [ + 1.08938933, + 1.09903360, + -0.24784609, + -0.98731504, + 0.68084248, + -0.45950359, + 0.45558292, + 0.33836575, + -0.05030076, + ], + ] +).reshape(6, 9) + +expected_e_lr = -28.03317069 + +expected_e_kspace = 0.23869110 + +expected_f_lr = np.array( + [ + [0.11696108, -0.42944256, -0.40878673], + [-0.57239656, 1.17989674, -1.00201720], + [-0.33386296, -0.48158818, 0.40810781], + [0.05039098, 0.17663026, 0.14472650], + [0.08849454, 0.38712960, 0.06775784], + [0.65041292, -0.83262585, 0.79021177], + ] +) + +expected_WC = np.array( + [ + [1.21548264, 1.18751350, 1.02680021], + [0.99406312, 3.35460815, 1.31511552], + ] +) + +box = np.array([0, 20, 0, 20, 0, 20, 0, 0, 0]) +coord = np.array( + [ + [1.25545000, 1.27562200, 0.98873000], + [0.96101000, 3.25750000, 1.33494000], + [0.66417000, 1.31153700, 1.74354000], + [1.29187000, 0.33436000, 0.73085000], + [1.88885000, 3.51130000, 1.42444000], + [0.51617000, 4.04330000, 0.90904000], + [1.25545000, 1.27562200, 0.98873000], + [0.96101000, 3.25750000, 1.33494000], + ] +) +mol_list = np.array([1, 2, 1, 1, 2, 2, 1, 2]) +type_OH = np.array([1, 1, 2, 2, 2, 2, 3, 3]) +charge = np.array([6, 6, 1, 1, 1, 1, -8, -8]) +bond_list = (((1, 7), (2, 8)),) +mass_list = np.array([15.99940, 1.00794, 15.99940]) +beta = 0.4 +mesh = 10 + + +# https://github.com/lammps/lammps/blob/1e1311cf401c5fc2614b5d6d0ff3230642b76597/src/update.cpp#L193 +nktv2p = 1.6021765e6 + +sp.check_output( + "{} -m deepmd convert-from pbtxt -i {} -o {}".format( + sys.executable, + pbtxt_file.resolve(), + pb_file.resolve(), + ).split() +) + + +def setup_module(): + write_lmp_data_full( + box, coord, mol_list, type_OH, charge, data_file, bond_list, mass_list + ) + + +def teardown_module(): + os.remove(data_file) + + +def _lammps(data_file) -> PyLammps: + lammps = PyLammps() + lammps.units("metal") + lammps.boundary("p p p") + lammps.atom_style("full") + lammps.neighbor("0.2 bin") + lammps.neigh_modify("every 1 delay 0 check no exclude type 1 3") + lammps.read_data(data_file.resolve()) + lammps.timestep(0.0005) + lammps.fix("1 all nve") + return lammps + + +@pytest.fixture +def lammps(): + yield _lammps(data_file=data_file) + + +def test_pair_deepmd_sr(lammps): + lammps.pair_style(f"deepmd {pb_file.resolve()}") + lammps.pair_coeff("* *") + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e_sr) + for ii in range(6): + assert lammps.atoms[ii].force == pytest.approx(expected_f_sr[ii]) + lammps.run(1) + + +def test_pair_deepmd_sr_virial(lammps): + lammps.group("real_atom type 1 2") + lammps.pair_style(f"deepmd {pb_file.resolve()}") + lammps.pair_coeff("* *") + lammps.compute("virial real_atom centroid/stress/atom NULL pair") + for ii in range(9): + jj = [0, 4, 8, 3, 6, 7, 1, 2, 5][ii] + lammps.variable(f"virial{jj} atom c_virial[{ii+1}]") + lammps.dump( + "1 real_atom custom 1 dump id " + " ".join([f"v_virial{ii}" for ii in range(9)]) + ) + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e_sr) + for ii in range(6): + assert lammps.atoms[ii].force == pytest.approx(expected_f_sr[ii]) + for ii in range(9): + assert np.array( + lammps.variables[f"virial{ii}"].value[:6] + ) / nktv2p == pytest.approx(expected_v_sr[:, ii]) + + +def test_pair_deepmd_lr(lammps): + lammps.pair_style(f"deepmd {pb_file.resolve()}") + lammps.pair_coeff("* *") + lammps.bond_style("zero") + lammps.bond_coeff("*") + lammps.special_bonds("lj/coul 1 1 1 angle no") + lammps.kspace_style("pppm/dplr 1e-5") + lammps.kspace_modify(f"gewald {beta:.2f} diff ik mesh {mesh:d} {mesh:d} {mesh:d}") + lammps.fix(f"0 all dplr model {pb_file.resolve()} type_associate 1 3 bond_type 1") + lammps.fix_modify("0 virial yes") + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e_lr) + assert lammps.eval("elong") == pytest.approx(expected_e_kspace) + for ii in range(6): + assert lammps.atoms[ii].force == pytest.approx(expected_f_lr[ii]) + for ii in range(2): + assert lammps.atoms[6 + ii].position == pytest.approx(expected_WC[ii]) + lammps.run(1) diff --git a/source/lmp/tests/write_lmp_data.py b/source/lmp/tests/write_lmp_data.py index 96413da0fb..9f2dc6d0e1 100644 --- a/source/lmp/tests/write_lmp_data.py +++ b/source/lmp/tests/write_lmp_data.py @@ -10,13 +10,61 @@ def write_lmp_data(box, coord, type_list, file_name): f.write(comment_lmp_data + "\n") f.write("%d atoms\n" % (natom)) f.write("%d atom types\n" % (ntype)) - f.write(f"{box[0]:.1f} {box[1]:.1f} xlo xhi\n") - f.write(f"{box[2]:.1f} {box[3]:.1f} ylo yhi\n") - f.write(f"{box[4]:.1f} {box[5]:.1f} zlo zhi\n") - f.write(f"{box[6]:.1f} {box[7]:.1f} {box[8]:.1f} xy xz yz\n\nAtoms\n\n") + f.write(f"{box[0]:.8f} {box[1]:.8f} xlo xhi\n") + f.write(f"{box[2]:.8f} {box[3]:.8f} ylo yhi\n") + f.write(f"{box[4]:.8f} {box[5]:.8f} zlo zhi\n") + f.write(f"{box[6]:.8f} {box[7]:.8f} {box[8]:.8f} xy xz yz\n\nAtoms\n\n") for i in range(natom): f.write( - "%d %d %.2f %.2f %.2f\n" + "%d %d %.8f %.8f %.8f\n" % (i + 1, type_list[i], coord[i][0], coord[i][1], coord[i][2]) ) f.write("\n") + + +def write_lmp_data_full( + box, coord, mol_list, type_list, charge, file_name, bond_list, mass_list +): + natom = coord.shape[0] + ntype = np.unique(type_list).shape[0] + nbond_type = len(bond_list) + nbond_list = np.zeros(nbond_type, dtype="int") + for i in range(nbond_type): + nbond_list[i] = len(bond_list[i]) + with open(file_name, "w") as f: + f.write(comment_lmp_data + "\n") + f.write("%d atoms\n" % (natom)) + f.write("%d atom types\n" % (ntype)) + f.write("%d bonds\n" % (nbond_list.sum())) + f.write("%d bond types\n" % (nbond_type)) + f.write(f"{box[0]:.8f} {box[1]:.8f} xlo xhi\n") + f.write(f"{box[2]:.8f} {box[3]:.8f} ylo yhi\n") + f.write(f"{box[4]:.8f} {box[5]:.8f} zlo zhi\n") + f.write(f"{box[6]:.8f} {box[7]:.8f} {box[8]:.8f} xy xz yz\n") + f.write("\nMasses\n\n") + for i in range(3): + f.write(f"{i+1:d} {mass_list[i]:.6f}\n") + f.write("\nAtoms\n\n") + for i in range(natom): + f.write( + "%d %d %d %d %.8f %.8f %.8f\n" + % ( + i + 1, + mol_list[i], + type_list[i], + charge[i], + coord[i][0], + coord[i][1], + coord[i][2], + ) + ) + f.write("\nBonds\n\n") + bond_count = 0 + for i in range(nbond_type): + for j in range(nbond_list[i]): + bond_count += 1 + f.write( + "%d %d %d %d\n" + % (bond_count, i + 1, bond_list[i][j][0], bond_list[i][j][1]) + ) + f.write("\n") From 89543c9ca6362104b8f82fae73f0d3cdfdb00edc Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 24 May 2023 10:45:24 +0800 Subject: [PATCH 73/75] [pre-commit.ci] pre-commit autoupdate (#2554) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/charliermarsh/ruff-pre-commit: v0.0.267 → v0.0.269](https://github.com/charliermarsh/ruff-pre-commit/compare/v0.0.267...v0.0.269) - [github.com/pre-commit/mirrors-clang-format: v16.0.3 → v16.0.4](https://github.com/pre-commit/mirrors-clang-format/compare/v16.0.3...v16.0.4) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 2a6fad153a..1922ea33f8 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -26,7 +26,7 @@ repos: files: \.py$ - repo: https://github.com/charliermarsh/ruff-pre-commit # Ruff version. - rev: v0.0.267 + rev: v0.0.269 hooks: - id: ruff args: ["--fix"] @@ -43,7 +43,7 @@ repos: - id: blacken-docs # C++ - repo: https://github.com/pre-commit/mirrors-clang-format - rev: v16.0.3 + rev: v16.0.4 hooks: - id: clang-format exclude: ^source/3rdparty|source/lib/src/cuda/cudart/.+\.inc From 0510ab20bb0364e240a389231137a30dfcab9f22 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Tue, 23 May 2023 22:56:38 -0400 Subject: [PATCH 74/75] update package classifiers (#2558) Signed-off-by: Jinzhe Zeng --- pyproject.toml | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index e83a13dc97..e00dde9f56 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,8 +21,21 @@ authors = [ ] license = {file = "LICENSE"} classifiers = [ + "Natural Language :: English", + "Operating System :: POSIX :: Linux", + "Operating System :: Microsoft :: Windows", + "Development Status :: 5 - Production/Stable", + "Programming Language :: C", + "Programming Language :: C++", + "Programming Language :: Python :: 3 :: Only", + "Environment :: GPU :: NVIDIA CUDA :: 11.8", + "Intended Audience :: Science/Research", "Programming Language :: Python :: 3.7", "License :: OSI Approved :: GNU Lesser General Public License v3 (LGPLv3)", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + "Topic :: Scientific/Engineering :: Physics", + "Topic :: Scientific/Engineering :: Chemistry", + "Environment :: Console", ] dependencies = [ 'numpy', From 6e4d32f92cc0e3b5e79420997aab833523519ea9 Mon Sep 17 00:00:00 2001 From: Duo <50307526+iProzd@users.noreply.github.com> Date: Wed, 24 May 2023 13:10:13 +0800 Subject: [PATCH 75/75] Fix model-devi with mixed_type format (#2433) Fix model-devi with mixed_type format; Add UTs; Add detection of whether models support mixed_type inference. --------- Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jinzhe Zeng --- deepmd/infer/deep_pot.py | 14 + deepmd/infer/model_devi.py | 12 +- source/tests/infer/se_atten_no_atten_1.pbtxt | 13017 +++++++++++++++++ source/tests/infer/se_atten_no_atten_2.pbtxt | 13017 +++++++++++++++++ source/tests/test_model_devi.py | 16 + source/tests/test_model_devi_mix.py | 137 + 6 files changed, 26211 insertions(+), 2 deletions(-) create mode 100644 source/tests/infer/se_atten_no_atten_1.pbtxt create mode 100644 source/tests/infer/se_atten_no_atten_2.pbtxt create mode 100644 source/tests/test_model_devi_mix.py diff --git a/deepmd/infer/deep_pot.py b/deepmd/infer/deep_pot.py index d123da90b8..10fed52497 100644 --- a/deepmd/infer/deep_pot.py +++ b/deepmd/infer/deep_pot.py @@ -164,6 +164,16 @@ def __init__( except (ValueError, KeyError): self.modifier_type = None + try: + t_jdata = self._get_tensor("train_attr/training_script:0") + jdata = run_sess(self.sess, t_jdata).decode("UTF-8") + import json + + jdata = json.loads(jdata) + self.descriptor_type = jdata["model"]["descriptor"]["type"] + except (ValueError, KeyError): + self.descriptor_type = None + if self.modifier_type == "dipole_charge": t_mdl_name = self._get_tensor("modifier_attr/mdl_name:0") t_mdl_charge_map = self._get_tensor("modifier_attr/mdl_charge_map:0") @@ -243,6 +253,10 @@ def get_sel_type(self) -> List[int]: """Unsupported in this model.""" raise NotImplementedError("This model type does not support this attribute") + def get_descriptor_type(self) -> List[int]: + """Get the descriptor type of this model.""" + return self.descriptor_type + def get_dim_fparam(self) -> int: """Get the number (dimension) of frame parameters of this DP.""" return self.dfparam diff --git a/deepmd/infer/model_devi.py b/deepmd/infer/model_devi.py index e22606abc6..114fb14f30 100644 --- a/deepmd/infer/model_devi.py +++ b/deepmd/infer/model_devi.py @@ -143,6 +143,7 @@ def calc_model_devi( models, fname=None, frequency=1, + mixed_type=False, ): """Python interface to calculate model deviation. @@ -160,6 +161,8 @@ def calc_model_devi( File to dump results, default None frequency : int Steps between frames (if the system is given by molecular dynamics engine), default 1 + mixed_type : bool + Whether the input atype is in mixed_type format or not Returns ------- @@ -187,6 +190,7 @@ def calc_model_devi( coord, box, atype, + mixed_type=mixed_type, ) energies.append(ret[0] / natom) forces.append(ret[1]) @@ -246,6 +250,7 @@ def make_model_devi( for system in all_sys: # create data-system dp_data = DeepmdData(system, set_prefix, shuffle_test=False, type_map=tmap) + mixed_type = dp_data.mixed_type data_sets = [dp_data._load_set(set_name) for set_name in dp_data.dirs] nframes_tot = 0 @@ -253,10 +258,13 @@ def make_model_devi( for data in data_sets: coord = data["coord"] box = data["box"] - atype = data["type"][0] + if mixed_type: + atype = data["type"] + else: + atype = data["type"][0] if not dp_data.pbc: box = None - devi = calc_model_devi(coord, box, atype, dp_models) + devi = calc_model_devi(coord, box, atype, dp_models, mixed_type=mixed_type) nframes_tot += coord.shape[0] devis.append(devi) devis = np.vstack(devis) diff --git a/source/tests/infer/se_atten_no_atten_1.pbtxt b/source/tests/infer/se_atten_no_atten_1.pbtxt new file mode 100644 index 0000000000..3f1d6feb92 --- /dev/null +++ b/source/tests/infer/se_atten_no_atten_1.pbtxt @@ -0,0 +1,13017 @@ +node { + name: "train_attr/min_nbor_dist" + op: "Const" + attr { + key: "dtype" + value { + type: DT_DOUBLE + } + } + attr { + key: "value" + value { + tensor { + dtype: DT_DOUBLE + tensor_shape { + } + double_val: 0.8854385688525511 + } + } + } +} +node { + name: "train_attr/training_script" + op: "Const" + attr { + key: "dtype" + value { + type: DT_STRING + } + } + attr { + key: "value" + value { + tensor { + dtype: DT_STRING + tensor_shape { + } + string_val: "{\"model\":{\"type_map\":[\"O\",\"H\"],\"descriptor\":{\"type\":\"se_atten\",\"sel\":10,\"rcut_smth\":0.5,\"rcut\":6.0,\"neuron\":[2,4,8],\"resnet_dt\":false,\"axis_neuron\":4,\"seed\":1,\"attn\":128,\"attn_layer\":0,\"attn_dotr\":true,\"attn_mask\":false,\"activation_function\":\"tanh\",\"type_one_side\":false,\"precision\":\"default\",\"trainable\":true,\"exclude_types\":[],\"set_davg_zero\":true},\"fitting_net\":{\"neuron\":[10,10,10],\"resnet_dt\":true,\"seed\":1,\"type\":\"ener\",\"numb_fparam\":0,\"numb_aparam\":0,\"activation_function\":\"tanh\",\"precision\":\"default\",\"trainable\":true,\"rcond\":0.001,\"atom_ener\":[],\"use_aparam_as_mask\":false},\"data_stat_nbatch\":10,\"data_stat_protect\":0.01,\"data_bias_nsample\":10},\"learning_rate\":{\"type\":\"exp\",\"decay_steps\":5000,\"start_lr\":0.001,\"stop_lr\":3.51e-08,\"scale_by_worker\":\"linear\"},\"loss\":{\"type\":\"ener\",\"start_pref_e\":0.02,\"limit_pref_e\":1,\"start_pref_f\":1000,\"limit_pref_f\":1,\"start_pref_v\":0,\"limit_pref_v\":0,\"start_pref_ae\":0.0,\"limit_pref_ae\":0.0,\"start_pref_pf\":0.0,\"limit_pref_pf\":0.0,\"enable_atom_ener_coeff\":false},\"training\":{\"training_data\":{\"systems\":[\"../data/data_0/\",\"../data/data_1/\",\"../data/data_2/\"],\"batch_size\":\"auto\",\"set_prefix\":\"set\",\"auto_prob\":\"prob_sys_size\",\"sys_probs\":null},\"validation_data\":{\"systems\":[\"../data/data_3\"],\"batch_size\":1,\"numb_btch\":3,\"set_prefix\":\"set\",\"auto_prob\":\"prob_sys_size\",\"sys_probs\":null},\"numb_steps\":100,\"seed\":10,\"disp_file\":\"lcurve.out\",\"disp_freq\":100,\"save_freq\":100,\"save_ckpt\":\"model.ckpt\",\"disp_training\":true,\"time_training\":true,\"profiling\":false,\"profiling_file\":\"timeline.json\",\"enable_profiler\":false,\"tensorboard\":false,\"tensorboard_log_dir\":\"log\",\"tensorboard_freq\":1}}" 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"type_map.raw"), "w") as f: + f.write("O\nH") coord = np.load(os.path.join(self.data_dir, "set.000/coord.npy")) box = np.load(os.path.join(self.data_dir, "set.000/box.npy")) self.atype = np.loadtxt(os.path.join(self.data_dir, "type.raw")) @@ -69,6 +74,17 @@ def test_calc_model_devi(self): np.testing.assert_almost_equal(model_devi[0][1:8], model_devi[1][1:8], 6) self.assertTrue(os.path.isfile(self.output)) + def test_make_model_devi(self): + make_model_devi( + models=self.graph_dirs, + system=self.data_dir, + set_prefix="set", + output=self.output, + frequency=self.freq, + ) + x = np.loadtxt(self.output) + np.testing.assert_allclose(x, self.expect, 6) + def tearDown(self): for pb in self.graph_dirs: os.remove(pb) diff --git a/source/tests/test_model_devi_mix.py b/source/tests/test_model_devi_mix.py new file mode 100644 index 0000000000..4dcb34bd48 --- /dev/null +++ b/source/tests/test_model_devi_mix.py @@ -0,0 +1,137 @@ +import os +import sys +import unittest + +import numpy as np + +from deepmd.infer import ( + DeepPotential, + calc_model_devi, +) +from deepmd.infer.model_devi import ( + make_model_devi, +) + +sys.path.insert(0, os.path.abspath(os.path.dirname(__file__))) +from common import ( + del_data, + gen_data, + tests_path, +) +from packaging.version import parse as parse_version + +from deepmd.env import ( + tf, +) +from deepmd.utils.convert import ( + convert_pbtxt_to_pb, +) + + +@unittest.skipIf( + parse_version(tf.__version__) < parse_version("1.15"), + f"The current tf version {tf.__version__} is too low to run the new testing model.", +) +class TestMakeModelDeviMix(unittest.TestCase): + def setUp(self): + gen_data() + self.data_dir = "system" + with open(os.path.join(self.data_dir, "type_map.raw"), "w") as f: + f.write("O\nH") + coord = np.load(os.path.join(self.data_dir, "set.000/coord.npy")) + box = np.load(os.path.join(self.data_dir, "set.000/box.npy")) + self.atype = np.loadtxt(os.path.join(self.data_dir, "type.raw")) + self.mixed_atype = np.vstack([self.atype, self.atype]) + self.mixed_atype[1][0] = 1.0 + self.mixed_atype[1][-1] = 0.0 + self.coord = np.vstack([coord, coord]) + self.box = np.vstack([box, box]) + self.freq = 10 + + np.save(os.path.join(self.data_dir, "set.000/coord.npy"), self.coord) + np.save(os.path.join(self.data_dir, "set.000/box.npy"), self.box) + np.save( + os.path.join(self.data_dir, "set.000/real_atom_types.npy"), self.mixed_atype + ) + + self.pbtxts = [ + os.path.join(tests_path, "infer/se_atten_no_atten_1.pbtxt"), + os.path.join(tests_path, "infer/se_atten_no_atten_2.pbtxt"), + ] + self.graph_dirs = [pbtxt.replace("pbtxt", "pb") for pbtxt in self.pbtxts] + for pbtxt, pb in zip(self.pbtxts, self.graph_dirs): + convert_pbtxt_to_pb(pbtxt, pb) + self.graphs = [DeepPotential(pb) for pb in self.graph_dirs] + self.output = os.path.join(tests_path, "model_devi.out") + self.expect = np.array( + [ + [ + 0, + 1.83881698e-01, + 1.70085937e-04, + 6.76134909e-02, + 2.60789586e-01, + 8.95047307e-02, + 1.88914900e-01, + 2.194880e-01, + ], + [ + self.freq, + 2.01793650e-01, + 2.15067866e-04, + 7.92811595e-02, + 3.80715927e-01, + 1.88116279e-01, + 2.76809413e-01, + 2.045956e-01, + ], + ] + ) + + def test_calc_model_devi(self): + model_devi = calc_model_devi( + self.coord, + None, + self.atype, + self.graphs, + frequency=self.freq, + fname=self.output, + ) + self.assertAlmostEqual(model_devi[0][0], 0) + self.assertAlmostEqual(model_devi[1][0], self.freq) + np.testing.assert_almost_equal(model_devi[0][1:8], self.expect[0][1:8], 6) + np.testing.assert_almost_equal(model_devi[0][1:8], model_devi[1][1:8], 6) + self.assertTrue(os.path.isfile(self.output)) + + def test_calc_model_devi_mixed(self): + model_devi = calc_model_devi( + self.coord, + None, + self.mixed_atype, + self.graphs, + frequency=self.freq, + fname=self.output, + mixed_type=True, + ) + self.assertAlmostEqual(model_devi[0][0], 0) + self.assertAlmostEqual(model_devi[1][0], self.freq) + np.testing.assert_almost_equal(model_devi[0][1:8], self.expect[0][1:8], 6) + np.testing.assert_almost_equal(model_devi[1][1:8], self.expect[1][1:8], 6) + self.assertTrue(os.path.isfile(self.output)) + + def test_make_model_devi_mixed(self): + make_model_devi( + models=self.graph_dirs, + system=self.data_dir, + set_prefix="set", + output=self.output, + frequency=self.freq, + ) + x = np.loadtxt(self.output) + np.testing.assert_allclose(x, self.expect, 6) + + def tearDown(self): + for pb in self.graph_dirs: + os.remove(pb) + os.remove(self.output) + del_data()

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name: "o_dos" + op: "Sum" + input: "o_atom_dos" + input: "o_dos/reduction_indices" + attr { + key: "T" + value { + type: DT_DOUBLE + } + } + attr { + key: "Tidx" + value { + type: DT_INT32 + } + } + attr { + key: "keep_dims" + value { + b: false + } + } +} +library { +} +versions { +} diff --git a/source/tests/test_deepdos.py b/source/tests/test_deepdos.py new file mode 100644 index 0000000000..c8968c04d5 --- /dev/null +++ b/source/tests/test_deepdos.py @@ -0,0 +1,881 @@ +import os +import unittest + +import numpy as np +from common import ( + tests_path, +) + +from deepmd.env import ( + GLOBAL_NP_FLOAT_PRECISION, +) +from deepmd.infer import ( + DeepDOS, +) +from deepmd.utils.convert import ( + convert_pbtxt_to_pb, +) + +if GLOBAL_NP_FLOAT_PRECISION == np.float32: + default_places = 4 +else: + default_places = 10 + + +class TestDeepDOS(unittest.TestCase): + @classmethod + def setUpClass(cls): + convert_pbtxt_to_pb( + str(tests_path / os.path.join("infer", "deepdos.pbtxt")), "deepdos.pb" + ) + cls.dp = DeepDOS("deepdos.pb") + + def setUp(self): + self.coords = np.array( + [ + 2.288635, + 1.458305, + 3.706535, + 3.475085, + 3.504745, + 0.09779, + 1.573935, + 1.549525, + 1.131545, + 3.006885, + 4.479635, + 2.619155, + 5.152595, + 4.795225, + 2.359665, + 4.564595, + 2.294005, + 1.920635, + 0.271162, + 2.918505, + 3.850855, + 0.407016, + 4.924935, + 5.053735, + ] + ) + self.atype = [0, 0, 0, 0, 0, 0, 0, 0] + self.box = np.array( + [5.184978, 0.0, 0.0, 0.0, 5.184978, 0.0, 0.0, 0.0, 5.184978] + ) + + self.expected_dos = np.array( + [ + -1.39603429e-03, + -1.92390955e-03, + -2.93336246e-03, + -6.89005044e-03, + -7.84338945e-03, + -6.37879461e-03, + -1.10690045e-02, + -1.57944335e-02, + -1.41017668e-02, + -4.15140057e-03, + 7.71792797e-03, + 1.99412441e-02, + 5.10548794e-02, + 1.01076768e-01, + 1.56039938e-01, + 2.15395112e-01, + 3.02663312e-01, + 3.80252930e-01, + 4.75254195e-01, + 5.58468628e-01, + 6.54641167e-01, + 7.57292255e-01, + 8.32860223e-01, + 9.14471696e-01, + 9.88996826e-01, + 1.04753671e00, + 1.10007427e00, + 1.11869442e00, + 1.13010925e00, + 1.14578536e00, + 1.12353510e00, + 1.13633460e00, + 1.14922214e00, + 1.17046880e00, + 1.23263790e00, + 1.30740559e00, + 1.39474870e00, + 1.47573002e00, + 1.54402758e00, + 1.59417936e00, + 1.63017159e00, + 1.64617480e00, + 1.64632688e00, + 1.64807479e00, + 1.65193703e00, + 1.64721726e00, + 1.69176031e00, + 1.72309620e00, + 1.78413458e00, + 1.80906688e00, + 1.85785015e00, + 1.89456034e00, + 1.96632172e00, + 2.01793914e00, + 2.05232993e00, + 2.08347003e00, + 2.09469635e00, + 2.09994438e00, + 2.09880798e00, + 2.08695957e00, + 2.07824070e00, + 2.08276622e00, + 2.06380779e00, + 2.03929363e00, + 2.02880899e00, + 2.02322430e00, + 1.99222800e00, + 1.93997333e00, + 1.88114274e00, + 1.80893034e00, + 1.76219292e00, + 1.82217359e00, + 1.89333327e00, + 2.02360644e00, + 2.18544345e00, + 2.31464605e00, + 2.38889812e00, + 2.41743755e00, + 2.39244101e00, + 2.36446368e00, + 2.35240437e00, + 2.37677639e00, + 2.40832954e00, + 2.42714922e00, + 2.43265914e00, + 2.39769011e00, + 2.34234329e00, + 2.28782583e00, + 2.26373179e00, + 2.28309212e00, + 2.30357709e00, + 2.31154708e00, + 2.29570135e00, + 2.27557353e00, + 2.24059163e00, + 2.24075605e00, + 2.29794656e00, + 2.37066074e00, + 2.44316172e00, + 2.50178991e00, + 2.53515486e00, + 2.58569544e00, + 2.67054320e00, + 2.76630915e00, + 2.87856375e00, + 2.95530073e00, + 3.03032084e00, + 3.10891371e00, + 3.16266196e00, + 3.23966642e00, + 3.28899912e00, + 3.32381674e00, + 3.36746587e00, + 3.40019385e00, + 3.42817144e00, + 3.43598214e00, + 3.47668524e00, + 3.47685799e00, + 3.52705824e00, + 3.58318639e00, + 3.61960015e00, + 3.66636868e00, + 3.68055774e00, + 3.71591360e00, + 3.71871289e00, + 3.72753381e00, + 3.72466450e00, + 3.70633333e00, + 3.67081890e00, + 3.61239068e00, + 3.55272622e00, + 3.55024882e00, + 3.55061903e00, + 3.56265875e00, + 3.55682624e00, + 3.52874426e00, + 3.50783896e00, + 3.49618604e00, + 3.49037121e00, + 3.42867476e00, + 3.35788068e00, + 3.26222434e00, + 3.17601970e00, + 3.07729261e00, + 3.02038619e00, + 2.98073245e00, + 2.91513464e00, + 2.88749865e00, + 2.83922788e00, + 2.84838806e00, + 2.84492479e00, + 2.92385605e00, + 2.92999346e00, + 2.98952428e00, + 3.05588103e00, + 3.10640124e00, + 3.14875677e00, + 3.21675587e00, + 3.27913677e00, + 3.33546772e00, + 3.38229410e00, + 3.43984400e00, + 3.47070913e00, + 3.50738767e00, + 3.55720798e00, + 3.57609687e00, + 3.57008300e00, + 3.57885280e00, + 3.59893033e00, + 3.61423436e00, + 3.61980550e00, + 3.60556159e00, + 3.56494389e00, + 3.54140919e00, + 3.54576875e00, + 3.55583969e00, + 3.55858720e00, + 3.58428521e00, + 3.61107692e00, + 3.60119203e00, + 3.59449853e00, + 3.57238820e00, + 3.54789758e00, + 3.52535313e00, + 3.53170033e00, + 3.50967874e00, + 3.48335346e00, + 3.46534439e00, + 3.42071765e00, + 3.38548036e00, + 3.33026055e00, + 3.28560776e00, + 3.24771848e00, + 3.23164148e00, + 3.19545771e00, + 3.15457720e00, + 3.09675198e00, + 3.04579247e00, + 3.01345920e00, + 2.97670851e00, + 2.95000711e00, + 2.92729969e00, + 2.89379624e00, + 2.85327974e00, + 2.81009972e00, + 2.77506619e00, + 2.72497897e00, + 2.66778611e00, + 2.59606369e00, + 2.49898796e00, + 2.40319088e00, + 2.26655584e00, + 2.09713280e00, + 1.90081697e00, + 1.69550901e00, + 1.47054048e00, + 1.25949398e00, + 1.05075606e00, + 8.83294485e-01, + 7.30385473e-01, + 5.75582455e-01, + 4.56838769e-01, + 3.50334853e-01, + 2.63205822e-01, + 1.90607598e-01, + 1.40443324e-01, + 9.16355849e-02, + 7.32581544e-02, + 4.85474570e-02, + 2.66933884e-02, + 1.93280518e-02, + 1.02097760e-02, + -2.27192998e-03, + -1.34814976e-03, + 3.94898606e-03, + 6.28424522e-03, + -5.52494008e-03, + 3.76090091e-03, + -1.44064397e-03, + 2.79929602e-03, + -2.88968774e-03, + 6.90724081e-03, + -2.16453825e-03, + -2.19639041e-03, + 2.63994592e-05, + -4.49649270e-03, + 4.30308157e-03, + -3.19810785e-04, + 1.06598030e-03, + -2.42574160e-04, + ] + ) + + self.expected_ados_1 = np.array( + [ + 1.14175532e-03, + -4.19174936e-05, + -7.21885854e-04, + -2.80353452e-05, + 2.28109645e-03, + 9.71054959e-04, + -1.66136145e-03, + 2.41572074e-03, + 7.59108028e-04, + -1.09641315e-03, + 1.05930884e-03, + 1.22141915e-03, + 7.34257777e-04, + 6.65559142e-03, + 1.37987075e-02, + 2.09233653e-02, + 3.13229430e-02, + 3.90634675e-02, + 4.82889212e-02, + 5.64319923e-02, + 7.06793091e-02, + 7.92214066e-02, + 8.53724891e-02, + 9.83516640e-02, + 1.05937433e-01, + 1.14458508e-01, + 1.23284993e-01, + 1.25192022e-01, + 1.26194526e-01, + 1.31977531e-01, + 1.31374207e-01, + 1.35887189e-01, + 1.40204884e-01, + 1.47443044e-01, + 1.59154415e-01, + 1.67596384e-01, + 1.86427662e-01, + 1.93725971e-01, + 2.01287734e-01, + 2.05798493e-01, + 2.11383466e-01, + 2.10529975e-01, + 2.10948934e-01, + 2.13330547e-01, + 2.10421916e-01, + 2.18339681e-01, + 2.24446963e-01, + 2.33688117e-01, + 2.42512492e-01, + 2.43103645e-01, + 2.51145837e-01, + 2.61808994e-01, + 2.68780114e-01, + 2.77509173e-01, + 2.80643596e-01, + 2.80808795e-01, + 2.82641315e-01, + 2.78653415e-01, + 2.74870187e-01, + 2.70382936e-01, + 2.67680230e-01, + 2.60875725e-01, + 2.54114342e-01, + 2.49571462e-01, + 2.45246974e-01, + 2.37318488e-01, + 2.25764569e-01, + 2.17221817e-01, + 2.00175024e-01, + 1.95963933e-01, + 1.88586498e-01, + 2.05101813e-01, + 2.17773534e-01, + 2.46793989e-01, + 2.70504716e-01, + 2.95048730e-01, + 3.14788577e-01, + 3.26637275e-01, + 3.31674055e-01, + 3.34866098e-01, + 3.31791696e-01, + 3.25904579e-01, + 3.19175448e-01, + 3.14870863e-01, + 3.07347313e-01, + 2.99575478e-01, + 2.88188485e-01, + 2.80888515e-01, + 2.75463219e-01, + 2.75962192e-01, + 2.70914392e-01, + 2.72346524e-01, + 2.66575201e-01, + 2.63365725e-01, + 2.60849191e-01, + 2.61214581e-01, + 2.65058337e-01, + 2.72583484e-01, + 2.75791312e-01, + 2.87116593e-01, + 2.94439358e-01, + 3.07951705e-01, + 3.25241910e-01, + 3.45943998e-01, + 3.69523054e-01, + 3.85090178e-01, + 3.96255952e-01, + 4.07755591e-01, + 4.16952481e-01, + 4.26006603e-01, + 4.33746764e-01, + 4.33862772e-01, + 4.42475912e-01, + 4.47680196e-01, + 4.57403410e-01, + 4.59588233e-01, + 4.71249637e-01, + 4.74479663e-01, + 4.81876616e-01, + 4.88556769e-01, + 4.94491769e-01, + 5.02388004e-01, + 5.04097251e-01, + 5.05881204e-01, + 5.08035046e-01, + 5.01445276e-01, + 4.98505709e-01, + 4.89784972e-01, + 4.81614100e-01, + 4.74807751e-01, + 4.62217755e-01, + 4.60946050e-01, + 4.52659675e-01, + 4.53501336e-01, + 4.45706331e-01, + 4.41109113e-01, + 4.39381973e-01, + 4.36055545e-01, + 4.24106541e-01, + 4.12410809e-01, + 3.96092021e-01, + 3.77029550e-01, + 3.60284659e-01, + 3.37813440e-01, + 3.21487274e-01, + 3.15186497e-01, + 3.01281828e-01, + 2.88366497e-01, + 2.79570150e-01, + 2.78651476e-01, + 2.80986285e-01, + 2.90303718e-01, + 3.00018574e-01, + 3.13242081e-01, + 3.20862051e-01, + 3.37943988e-01, + 3.47843716e-01, + 3.64386614e-01, + 3.73867819e-01, + 3.85681914e-01, + 3.95934276e-01, + 4.10017107e-01, + 4.24607864e-01, + 4.36153253e-01, + 4.45913830e-01, + 4.53163893e-01, + 4.53782804e-01, + 4.55815014e-01, + 4.63449080e-01, + 4.68111779e-01, + 4.72112727e-01, + 4.66982304e-01, + 4.63444524e-01, + 4.58356047e-01, + 4.52449991e-01, + 4.52977039e-01, + 4.55984179e-01, + 4.64264003e-01, + 4.76869597e-01, + 4.76048872e-01, + 4.78388604e-01, + 4.77437466e-01, + 4.75562646e-01, + 4.61257457e-01, + 4.62749451e-01, + 4.53935193e-01, + 4.48675591e-01, + 4.42963669e-01, + 4.35824001e-01, + 4.29616948e-01, + 4.24494137e-01, + 4.17412473e-01, + 4.12379942e-01, + 4.09341508e-01, + 4.03414671e-01, + 3.96561009e-01, + 3.90786014e-01, + 3.83890764e-01, + 3.77173193e-01, + 3.70658765e-01, + 3.66654453e-01, + 3.63236154e-01, + 3.56207521e-01, + 3.50589368e-01, + 3.45146125e-01, + 3.40724451e-01, + 3.31700407e-01, + 3.24164395e-01, + 3.14654255e-01, + 3.02725442e-01, + 2.87242813e-01, + 2.66959043e-01, + 2.44904564e-01, + 2.17484655e-01, + 1.98557229e-01, + 1.69451750e-01, + 1.47235840e-01, + 1.20522212e-01, + 1.02667938e-01, + 8.70284577e-02, + 7.16080345e-02, + 5.96054705e-02, + 4.73006111e-02, + 3.84373330e-02, + 2.82578156e-02, + 2.13776086e-02, + 1.68435434e-02, + 9.78067568e-03, + 7.22150185e-03, + 4.92237110e-03, + 1.10008363e-03, + 2.62159776e-03, + 1.60340975e-03, + -1.43055047e-04, + 1.06168289e-03, + 2.64765256e-03, + 1.75308536e-03, + 1.03856602e-03, + -5.73130834e-04, + 1.30352570e-03, + 1.37962860e-04, + -1.85555443e-03, + 1.08196637e-04, + 1.28182817e-04, + 6.35661243e-04, + 1.73742133e-03, + -1.75466671e-04, + -9.39002066e-05, + -2.47114260e-04, + 2.22984128e-04, + ] + ) + + self.expected_ados_2 = np.array( + [ + 4.37750618e-04, + -2.84755141e-04, + -6.59853131e-04, + 6.73644688e-04, + 2.31276095e-03, + 2.18560151e-04, + -4.75346698e-04, + 2.79159285e-03, + 1.74560866e-03, + 1.28767705e-03, + 4.45638374e-03, + 8.08237458e-03, + 9.57354233e-03, + 1.64885909e-02, + 2.61870193e-02, + 3.41981514e-02, + 4.56264900e-02, + 5.55092972e-02, + 6.61801887e-02, + 7.55433635e-02, + 8.85846807e-02, + 9.65154491e-02, + 1.02489414e-01, + 1.13540271e-01, + 1.19991412e-01, + 1.24728643e-01, + 1.32181878e-01, + 1.31369680e-01, + 1.29978364e-01, + 1.33587586e-01, + 1.32928488e-01, + 1.36641235e-01, + 1.41997692e-01, + 1.50958132e-01, + 1.63882685e-01, + 1.73442577e-01, + 1.91027716e-01, + 1.99458087e-01, + 2.05133500e-01, + 2.07975486e-01, + 2.09271601e-01, + 2.06500962e-01, + 2.06228352e-01, + 2.06733416e-01, + 2.03140835e-01, + 2.11942604e-01, + 2.17377985e-01, + 2.27001797e-01, + 2.34500837e-01, + 2.35726174e-01, + 2.41983984e-01, + 2.52500402e-01, + 2.57267031e-01, + 2.65919955e-01, + 2.68827238e-01, + 2.69761516e-01, + 2.71938465e-01, + 2.69081037e-01, + 2.65898431e-01, + 2.63100707e-01, + 2.63516146e-01, + 2.58521749e-01, + 2.54745800e-01, + 2.52718934e-01, + 2.49673786e-01, + 2.42329581e-01, + 2.33873310e-01, + 2.28351106e-01, + 2.13443843e-01, + 2.11956908e-01, + 2.04826947e-01, + 2.16954076e-01, + 2.27877326e-01, + 2.53221319e-01, + 2.73915630e-01, + 2.93494715e-01, + 3.06248452e-01, + 3.12142890e-01, + 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4.44172680e-01, + 4.37940954e-01, + 4.37225087e-01, + 4.36772611e-01, + 4.34943950e-01, + 4.24801770e-01, + 4.16444551e-01, + 4.02852759e-01, + 3.85265358e-01, + 3.70971870e-01, + 3.52902426e-01, + 3.40187438e-01, + 3.38268743e-01, + 3.26935260e-01, + 3.15814985e-01, + 3.10516400e-01, + 3.08000461e-01, + 3.11578892e-01, + 3.17795720e-01, + 3.25833928e-01, + 3.35835206e-01, + 3.42402433e-01, + 3.57610079e-01, + 3.64845861e-01, + 3.78730173e-01, + 3.85307342e-01, + 3.94934826e-01, + 4.02440605e-01, + 4.13596747e-01, + 4.23561135e-01, + 4.32692247e-01, + 4.40203545e-01, + 4.45291010e-01, + 4.44589502e-01, + 4.44198817e-01, + 4.50512056e-01, + 4.56489469e-01, + 4.59647782e-01, + 4.53951937e-01, + 4.50391516e-01, + 4.45091152e-01, + 4.40331850e-01, + 4.41002923e-01, + 4.43363861e-01, + 4.49741329e-01, + 4.58385671e-01, + 4.55776649e-01, + 4.56814334e-01, + 4.56587814e-01, + 4.55485403e-01, + 4.43580785e-01, + 4.46749524e-01, + 4.41314541e-01, + 4.36978785e-01, + 4.31616813e-01, + 4.26233732e-01, + 4.21321668e-01, + 4.17067671e-01, + 4.10033599e-01, + 4.05599102e-01, + 4.01991787e-01, + 3.97867798e-01, + 3.91444255e-01, + 3.85723756e-01, + 3.79363913e-01, + 3.73115658e-01, + 3.66946552e-01, + 3.65185429e-01, + 3.62364934e-01, + 3.56512826e-01, + 3.50874076e-01, + 3.45818623e-01, + 3.41860046e-01, + 3.34184892e-01, + 3.27630577e-01, + 3.19886213e-01, + 3.10514928e-01, + 2.97272557e-01, + 2.80498862e-01, + 2.59844742e-01, + 2.34551682e-01, + 2.15879337e-01, + 1.88100845e-01, + 1.64389883e-01, + 1.36951746e-01, + 1.17093193e-01, + 9.96545109e-02, + 8.40434593e-02, + 6.93282879e-02, + 5.50489160e-02, + 4.56236402e-02, + 3.49793068e-02, + 2.56817776e-02, + 2.06901055e-02, + 1.29793255e-02, + 9.12834860e-03, + 7.23339850e-03, + 2.85341899e-03, + 2.99081369e-03, + 1.94257419e-03, + 2.47909563e-04, + 4.33900286e-04, + 1.65883835e-03, + 1.81092419e-03, + 5.21943727e-04, + -3.44130907e-04, + 8.94826999e-04, + 4.91047864e-04, + -1.82618130e-03, + 4.20399394e-04, + -4.10782601e-04, + 6.59204079e-04, + 1.97465107e-03, + -4.62844767e-04, + -1.49835051e-04, + -5.06931628e-04, + 5.76254430e-04, + ] + ) + + @classmethod + def tearDownClass(cls): + os.remove("deepdos.pb") + cls.dp = None + + def test_attrs(self): + self.assertEqual(self.dp.get_ntypes(), 1) + self.assertAlmostEqual(self.dp.get_rcut(), 5.0, places=default_places) + self.assertEqual(self.dp.get_type_map(), ["Si"]) + self.assertEqual(self.dp.get_numb_dos(), 250) + + def test_1frame_atomic(self): + dd = self.dp.eval(self.coords, self.box, self.atype, atomic=True) + # check shape of the returns + nframes = 1 + natoms = len(self.atype) + numb_dos = 250 + self.assertEqual(dd[0].shape, (nframes, numb_dos)) + self.assertEqual(dd[1].shape, (nframes, natoms, numb_dos)) + # check values + ados_list = dd[1].ravel().reshape(natoms, numb_dos) + + np.testing.assert_almost_equal(ados_list[0], self.expected_ados_1, 4) + np.testing.assert_almost_equal(ados_list[1], self.expected_ados_2, 4) + np.testing.assert_almost_equal(dd[0].ravel(), self.expected_dos, 4) + + def test_2frame_atomic(self): + coords2 = np.concatenate((self.coords, self.coords)) + box2 = np.concatenate((self.box, self.box)) + dd = self.dp.eval(coords2, box2, self.atype, atomic=True) + # check shape of the returns + nframes = 2 + natoms = len(self.atype) + numb_dos = 250 + self.assertEqual(dd[0].shape, (nframes, numb_dos)) + self.assertEqual(dd[1].shape, (nframes, natoms, numb_dos)) + # check values + expected_ados1 = np.concatenate((self.expected_ados_1, self.expected_ados_1)) + expected_ados2 = np.concatenate((self.expected_ados_2, self.expected_ados_2)) + expected_total = np.concatenate((self.expected_dos, self.expected_dos)) + + self.ados_list = dd[1].ravel().reshape(nframes, natoms, numb_dos) + + np.testing.assert_almost_equal( + self.ados_list[:, 0, :].reshape(-1), expected_ados1, 4 + ) + np.testing.assert_almost_equal( + self.ados_list[:, 1, :].reshape(-1), expected_ados2, 4 + ) + np.testing.assert_almost_equal(dd[0].ravel(), expected_total, 4) diff --git a/source/tests/test_fitting_dos.py b/source/tests/test_fitting_dos.py new file mode 100644 index 0000000000..7e4c5f4c07 --- /dev/null +++ b/source/tests/test_fitting_dos.py @@ -0,0 +1,207 @@ +import numpy as np +from common import ( + DataSystem, + gen_data, + j_loader, +) + +from deepmd.common import ( + j_must_have, +) +from deepmd.descriptor import ( + DescrptSeA, +) +from deepmd.env import ( + tf, +) +from deepmd.fit import ( + DOSFitting, +) + +GLOBAL_ENER_FLOAT_PRECISION = tf.float64 +GLOBAL_TF_FLOAT_PRECISION = tf.float64 +GLOBAL_NP_FLOAT_PRECISION = np.float64 + + +class TestModel(tf.test.TestCase): + def setUp(self): + gen_data() + + def test_fitting(self): + jfile = "train_dos.json" + jdata = j_loader(jfile) + + systems = j_must_have(jdata["training"], "systems") + set_pfx = j_must_have(jdata["training"], "set_prefix") + batch_size = j_must_have(jdata["training"], "batch_size") + test_size = j_must_have(jdata["training"], "numb_test") + batch_size = 1 + test_size = 1 + stop_batch = j_must_have(jdata["training"], "stop_batch") + rcut = j_must_have(jdata["model"]["descriptor"], "rcut") + sel = j_must_have(jdata["model"]["descriptor"], "sel") + ntypes = len(sel) + + data = DataSystem(systems, set_pfx, batch_size, test_size, rcut, run_opt=None) + + test_data = data.get_test() + numb_test = 1 + numb_dos = 100 + + jdata["model"]["fitting_net"]["numb_dos"] = numb_dos + + jdata["model"]["descriptor"]["neuron"] = [5, 5, 5] + jdata["model"]["descriptor"]["axis_neuron"] = 2 + + jdata["model"]["descriptor"].pop("type", None) + descrpt = DescrptSeA(**jdata["model"]["descriptor"], uniform_seed=True) + + jdata["model"]["fitting_net"].pop("type", None) + jdata["model"]["fitting_net"]["descrpt"] = descrpt + fitting = DOSFitting(**jdata["model"]["fitting_net"], uniform_seed=True) + + # model._compute_dstats([test_data['coord']], [test_data['box']], [test_data['type']], [test_data['natoms_vec']], [test_data['default_mesh']]) + input_data = { + "coord": [test_data["coord"]], + "box": [test_data["box"]], + "type": [test_data["type"]], + "natoms_vec": [test_data["natoms_vec"]], + "default_mesh": [test_data["default_mesh"]], + } + + t_prop_c = tf.placeholder(tf.float32, [5], name="t_prop_c") + + t_atom_dos = tf.placeholder( + GLOBAL_TF_FLOAT_PRECISION, [None], name="t_atom_dos" + ) + t_coord = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None], name="i_coord") + t_type = tf.placeholder(tf.int32, [None], name="i_type") + t_natoms = tf.placeholder(tf.int32, [ntypes + 2], name="i_natoms") + t_box = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None, 9], name="i_box") + t_mesh = tf.placeholder(tf.int32, [None], name="i_mesh") + is_training = tf.placeholder(tf.bool) + t_fparam = None + + dout = np.array( + [ + 0.0005722682145569174, + -0.00020202686217742682, + -0.00020202686217742682, + 7.13250554992363e-05, + -0.0014770058171250015, + 0.000521468690207748, + -0.001143865186937176, + 0.0004038453384193948, + 0.0005617335409639567, + -0.00019831394075147532, + 0.00048086740718842236, + -0.0001693584775806112, + -0.0001693584775806112, + 5.966987137476082e-05, + -0.0012342029581315136, + 0.00043492340851472783, + -0.0009566016612537016, + 0.00033706767041080107, + 0.00047065988464132244, + -0.0001657950398095401, + 0.0003647849239740657, + -0.00013744939018250384, + -0.00013744939018250384, + 5.1825826955234744e-05, + -0.00096004206555711, + 0.00036185565262332876, + -0.0007267433909643961, + 0.0002738914365542745, + 0.00038019365906978136, + -0.00014322754331896057, + 0.0004675256930823109, + -0.00017634410399626168, + -0.00017634410399626168, + 6.652672908755666e-05, + -0.0012328062885292486, + 0.00046500213384094614, + -0.0009328887521346069, + 0.0003518668613172834, + 0.0004877847509912577, + -0.00018396318824508986, + 0.0005154794374703516, + -0.00019422534512034776, + -0.00019422534512034776, + 7.318151797939947e-05, + -0.0013576642997136488, + 0.0005115548790018505, + -0.0010275333676074971, + 0.00038716440070070385, + 0.0005376426714609369, + -0.00020257810468163985, + 0.0004482204892297628, + -0.00016887749501640607, + -0.00016887749501640607, + 6.364643102775375e-05, + -0.001181345877677835, + 0.0004452029242063362, + -0.0008941636427724908, + 0.0003369586197174627, + 0.0004677878512312651, + -0.00017625260641095753, + ] + ) + + atype = np.array([0, 0, 1, 1, 1, 1], dtype=np.int32) + + dout = dout.reshape([-1, 10]) + atype = atype.reshape([-1]) + + natoms = 6 + tmp_dos = np.zeros([numb_test, numb_dos]) + tmp_atom_dos = np.zeros([numb_test, natoms * numb_dos]) + test_data["dos"] = tmp_dos + test_data["atom_dos"] = tmp_atom_dos + + atom_dos = fitting.build( + tf.convert_to_tensor(dout), + t_natoms, + { + "atype": tf.convert_to_tensor(atype), + }, + reuse=False, + suffix="se_a_dos_fit_", + ) + + feed_dict_test = { + t_prop_c: test_data["prop_c"], + t_atom_dos: np.reshape(test_data["atom_dos"][:numb_test, :], [-1]), + t_coord: np.reshape(test_data["coord"][:numb_test, :], [-1]), + t_box: test_data["box"][:numb_test, :], + t_type: np.reshape(test_data["type"][:numb_test, :], [-1]), + t_natoms: test_data["natoms_vec"], + t_mesh: test_data["default_mesh"], + is_training: False, + } + + sess = self.test_session().__enter__() + sess.run(tf.global_variables_initializer()) + [pred_atom_dos] = sess.run([atom_dos], feed_dict=feed_dict_test) + + pred_atom_dos = pred_atom_dos.reshape(-1, numb_dos) + + ref_atom_dos_1 = [ + -0.32495014, + -0.87979356, + -0.26630668, + -0.32495882, + -0.87979767, + -0.2663072, + ] + ref_atom_dos_2 = [ + -0.26630917, + 0.21549911, + -0.87979638, + -0.26630564, + 0.21550413, + -0.87979585, + ] + places = 4 + + np.testing.assert_almost_equal(pred_atom_dos[:, 0], ref_atom_dos_1, places) + np.testing.assert_almost_equal(pred_atom_dos[:, 50], ref_atom_dos_2, places) diff --git a/source/tests/test_model_dos.py b/source/tests/test_model_dos.py new file mode 100644 index 0000000000..a6c880046e --- /dev/null +++ b/source/tests/test_model_dos.py @@ -0,0 +1,335 @@ +import numpy as np +from common import ( + DataSystem, + del_data, + gen_data, + j_loader, +) + +from deepmd.common import ( + j_must_have, +) +from deepmd.descriptor import ( + DescrptSeA, +) +from deepmd.env import ( + tf, +) +from deepmd.fit import ( + DOSFitting, +) +from deepmd.model import ( + DOSModel, +) + +GLOBAL_ENER_FLOAT_PRECISION = tf.float64 +GLOBAL_TF_FLOAT_PRECISION = tf.float64 +GLOBAL_NP_FLOAT_PRECISION = np.float64 + + +class TestModel(tf.test.TestCase): + def setUp(self): + gen_data() + + def tearDown(self): + del_data() + + def test_model(self): + jfile = "train_dos.json" + jdata = j_loader(jfile) + + systems = j_must_have(jdata["training"], "systems") + set_pfx = j_must_have(jdata["training"], "set_prefix") + batch_size = j_must_have(jdata["training"], "batch_size") + test_size = j_must_have(jdata["training"], "numb_test") + batch_size = 1 + test_size = 1 + stop_batch = j_must_have(jdata["training"], "stop_batch") + rcut = j_must_have(jdata["model"]["descriptor"], "rcut") + + data = DataSystem(systems, set_pfx, batch_size, test_size, rcut, run_opt=None) + + test_data = data.get_test() + numb_test = 1 + numb_dos = 100 + natoms = test_data["type"].shape[1] + test_data["atom_dos"] = np.zeros([numb_test, natoms * numb_dos]) + test_data["dos"] = np.zeros([numb_test, numb_dos]) + + jdata["model"]["fitting_net"]["numb_dos"] = numb_dos + jdata["model"]["descriptor"]["neuron"] = [5, 5, 5] + jdata["model"]["descriptor"]["axis_neuron"] = 2 + + jdata["model"]["descriptor"].pop("type", None) + descrpt = DescrptSeA(**jdata["model"]["descriptor"], uniform_seed=True) + + jdata["model"]["fitting_net"].pop("type", None) + jdata["model"]["fitting_net"]["descrpt"] = descrpt + fitting = DOSFitting(**jdata["model"]["fitting_net"], uniform_seed=True) + model = DOSModel(descrpt, fitting) + + input_data = { + "coord": [test_data["coord"]], + "box": [test_data["box"]], + "type": [test_data["type"]], + "natoms_vec": [test_data["natoms_vec"]], + "default_mesh": [test_data["default_mesh"]], + } + model._compute_input_stat(input_data) + + t_prop_c = tf.placeholder(tf.float32, [5], name="t_prop_c") + t_atom_dos = tf.placeholder( + GLOBAL_TF_FLOAT_PRECISION, [None], name="t_atom_dos" + ) + t_dos = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None], name="t_dos") + t_coord = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None], name="i_coord") + t_type = tf.placeholder(tf.int32, [None], name="i_type") + t_natoms = tf.placeholder(tf.int32, [model.ntypes + 2], name="i_natoms") + t_box = tf.placeholder(GLOBAL_TF_FLOAT_PRECISION, [None, 9], name="i_box") + t_mesh = tf.placeholder(tf.int32, [None], name="i_mesh") + is_training = tf.placeholder(tf.bool) + t_fparam = None + + model_pred = model.build( + t_coord, + t_type, + t_natoms, + t_box, + t_mesh, + t_fparam, + suffix="se_a_dos", + reuse=False, + ) + dos = model_pred["dos"] + atom_dos = model_pred["atom_dos"] + + feed_dict_test = { + t_prop_c: test_data["prop_c"], + t_dos: np.reshape(test_data["dos"][:numb_test, :], [-1]), + t_atom_dos: np.reshape(test_data["atom_dos"][:numb_test, :], [-1]), + t_coord: np.reshape(test_data["coord"][:numb_test, :], [-1]), + t_box: test_data["box"][:numb_test, :], + t_type: np.reshape(test_data["type"][:numb_test, :], [-1]), + t_natoms: test_data["natoms_vec"], + t_mesh: test_data["default_mesh"], + is_training: False, + } + + sess = self.test_session().__enter__() + sess.run(tf.global_variables_initializer()) + [pred_dos, pred_atom_dos] = sess.run([dos, atom_dos], feed_dict=feed_dict_test) + + ref_dos = np.array( + [ + -2.98834333, + -0.63166985, + -3.37199568, + -1.88397887, + 0.87560992, + 4.85426159, + -1.22677731, + -0.60918118, + 8.80472675, + -1.12006829, + -3.72653765, + -3.03698828, + 3.50906891, + 5.55140795, + -3.34920924, + -4.43507641, + -6.1729281, + -8.34865917, + 0.14371788, + -4.38078479, + -6.43141133, + 4.07791938, + 7.14102837, + -0.52347718, + 0.82663796, + -1.64225631, + -4.63088421, + 3.3910594, + -9.09682274, + 1.61104204, + 4.45900773, + -2.44688559, + -2.83298183, + -2.00733658, + 7.33444256, + 7.09187373, + -1.97065392, + 0.01623084, + -7.48861264, + -1.17790161, + 2.77126775, + -2.55552037, + 3.3518257, + -0.09316856, + -1.94521413, + 0.50089251, + -2.75763233, + -1.94382637, + 1.30562041, + 5.08351043, + -1.90604837, + -0.80030045, + -4.87093267, + 4.18009666, + -2.9011435, + 2.58497143, + 4.47495176, + -0.9639419, + 8.15692179, + 0.48758731, + -0.62264663, + -1.70677258, + -5.51641378, + 3.98621565, + 0.57749944, + 2.9658081, + -4.10467591, + -7.14827888, + 0.02838605, + -2.48630333, + -4.82178216, + -0.7444178, + 2.48224802, + -1.54683936, + 0.46969412, + -0.0960347, + -2.08290541, + 6.357031, + -3.49716615, + 3.28959028, + 7.83932727, + 1.51457023, + -4.14575033, + 0.02007839, + 4.20953773, + 3.66456664, + -4.67441496, + -0.13296372, + -3.77145766, + 1.49368976, + -2.53627817, + -3.14188618, + 0.24991722, + 0.8770123, + 0.16635733, + -3.15391098, + -3.7733242, + -2.25134676, + 1.00975552, + 1.38717682, + ] + ) + + ref_ados_1 = np.array( + [ + -0.33019322, + -0.76332506, + -0.32665648, + -0.76601747, + -1.16441856, + -0.13627609, + -1.15916671, + -0.13280604, + 2.60139518, + 0.44470952, + -0.48316771, + -1.15926141, + 2.59680457, + 0.46049936, + -0.29459777, + -0.76433726, + -0.52091744, + -1.39903065, + -0.49890317, + -1.15747878, + 0.66585524, + 0.81804842, + 1.38592217, + -0.18025826, + -0.2964021, + -0.74953328, + -0.7427461, + 3.27935087, + -1.09340192, + 0.1462458, + -0.51982728, + -1.40236941, + 0.73902497, + 0.79969456, + 0.50726592, + 0.11403234, + 0.64964525, + 0.8084967, + -1.27543102, + -0.00571457, + 0.7748912, + -1.42492251, + 1.38371838, + -0.17366078, + -0.76119888, + -1.26083707, + -1.48263244, + -0.85698727, + -0.7374573, + 3.28274006, + -0.27029769, + -1.00478711, + -0.67481511, + -0.07978058, + -1.09001574, + 0.14173437, + 1.4092343, + -0.31785424, + 0.40551362, + -0.71900495, + 0.7269307, + 0.79545851, + -1.88407155, + 1.83983772, + -1.78413438, + -0.74852344, + 0.50059876, + 0.1165872, + -0.2139368, + -1.44989426, + -1.96651281, + -0.6031689, + -1.28106632, + -0.01107711, + 0.48796663, + 0.76500912, + 0.21308153, + -0.85297893, + 0.76139868, + -1.44547292, + 1.68105021, + -0.30655702, + -1.93123, + -0.34294737, + -0.77352498, + -1.26982082, + -0.5562998, + -0.22048683, + -0.48641512, + 0.01124872, + -1.49597963, + -0.86647985, + 1.17310075, + 0.59402879, + -0.705076, + 0.72991794, + -0.27728806, + -1.00542829, + -0.16289102, + 0.29464248, + ] + ) + + places = 4 + np.testing.assert_almost_equal(pred_dos, ref_dos, places) + np.testing.assert_almost_equal(np.sum(pred_atom_dos, axis=0), ref_dos, places) + np.testing.assert_almost_equal(pred_atom_dos[0], ref_ados_1, places) diff --git a/source/tests/train_dos.json b/source/tests/train_dos.json new file mode 100644 index 0000000000..cab1e6e452 --- /dev/null +++ b/source/tests/train_dos.json @@ -0,0 +1,72 @@ +{ + "model": { + "descriptor": { + "type": "se_a", + "sel": [ + 60, + 60 + ], + "rcut_smth": 4.80, + "rcut": 5.00, + "neuron": [ + 25, + 50, + 100 + ], + "resnet_dt": false, + "axis_neuron": 6, + "seed": 1 + }, + "fitting_net": { + "type": "dos", + "numb_dos": 100, + "neuron": [ + 100, + 100, + 100 + ], + "resnet_dt": true, + "numb_fparam": 0, + "seed": 1 + } + }, + + "loss": { + "type": "dos", + "start_pref_dos": 0.0, + "limit_pref_dos": 0.0, + "start_pref_cdf": 0.0, + "limit_pref_cdf": 0.0, + "start_pref_ados": 1.0, + "limit_pref_ados": 1.0, + "start_pref_acdf": 0.0, + "limit_pref_acdf": 0.0 + }, + + "learning_rate": { + "type": "exp", + "start_lr": 0.001, + "stop_lr": 1e-8 + }, + + "training": { + "systems": [ + "system/" + ], + "set_prefix": "set", + "stop_batch": 100000, + "batch_size": 1, + "seed": 1, + "disp_file": "lcurve.out", + "disp_freq": 100, + "numb_test": 0, + "save_freq": 1000, + "save_ckpt": "model.ckpt", + "disp_training": true, + "time_training": true, + "profiling": false, + "profiling_file": "timeline.json" + }, + + "_comment": "that's all" +} From 00deb3e90c65da2bbc9549c06b37a29d32e1faf3 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Fri, 14 Apr 2023 21:39:03 -0400 Subject: [PATCH 22/75] docs: add links to documentation in LAMMPS input (#2453) Closes #2425. It takes work to explain everything in the comment. So, instead, I add a link to the documentation. --------- Signed-off-by: Jinzhe Zeng Co-authored-by: Han Wang <92130845+wanghan-iapcm@users.noreply.github.com> --- examples/water/lmp/in.lammps | 2 ++ examples/water/lmp/in.plugin.lammps | 2 ++ 2 files changed, 4 insertions(+) diff --git a/examples/water/lmp/in.lammps b/examples/water/lmp/in.lammps index f38db5836b..ea3b5d52cd 100644 --- a/examples/water/lmp/in.lammps +++ b/examples/water/lmp/in.lammps @@ -11,7 +11,9 @@ read_data water.lmp mass 1 16 mass 2 2 +# See https://deepmd.rtfd.io/lammps/ for usage pair_style deepmd frozen_model.pb +# If atom names (O H in this example) are not set in the pair_coeff command, the type_map defined by the training parameter will be used by default. pair_coeff * * O H velocity all create 330.0 23456789 diff --git a/examples/water/lmp/in.plugin.lammps b/examples/water/lmp/in.plugin.lammps index 40b40dbc03..366ee7f379 100644 --- a/examples/water/lmp/in.plugin.lammps +++ b/examples/water/lmp/in.plugin.lammps @@ -14,7 +14,9 @@ mass 2 2 # load the deepmd plugin plugin load libdeepmd_lmp.so +# See https://deepmd.rtfd.io/lammps/ for usage pair_style deepmd frozen_model.pb +# If atom names (O H in this example) are not set in the pair_coeff command, the type_map defined by the training parameter will be used by default. pair_coeff * * O H velocity all create 330.0 23456789 From 69e712c78feaf591aab49cc21bc886c484b76af7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Yifan=20Li=E6=9D=8E=E4=B8=80=E5=B8=86?= Date: Mon, 17 Apr 2023 00:31:22 -0400 Subject: [PATCH 23/75] Fix dplr error (#2436) DPLR is broken due to the change of coeff(int narg, char **arg) function. The current coeff function requires that the number of types in LAMMPS no more than that in model. In dplr, however, there might be more types in LAMMPS than in the model. This check should be bypassed. --------- Signed-off-by: Jinzhe Zeng Co-authored-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- source/api_cc/include/common.h | 18 + source/api_cc/src/DeepPot.cc | 133 +++---- source/api_cc/src/DeepTensor.cc | 57 ++- source/api_cc/src/common.cc | 71 ++++ source/lmp/compute_deeptensor_atom.h | 6 +- source/lmp/pair_deepmd.cpp | 15 +- source/lmp/pppm_dplr.h | 6 +- source/lmp/tests/data.lmp | 16 - source/lmp/tests/data_type_map.lmp | 16 - source/lmp/tests/test_lammps.py | 28 ++ source/lmp/tests/test_lammps_3types.py | 460 +++++++++++++++++++++++++ source/lmp/tests/write_lmp_data.py | 22 ++ 12 files changed, 711 insertions(+), 137 deletions(-) delete mode 100644 source/lmp/tests/data.lmp delete mode 100644 source/lmp/tests/data_type_map.lmp create mode 100644 source/lmp/tests/test_lammps_3types.py create mode 100644 source/lmp/tests/write_lmp_data.py diff --git a/source/api_cc/include/common.h b/source/api_cc/include/common.h index c28b264ce4..51b0b1dc85 100644 --- a/source/api_cc/include/common.h +++ b/source/api_cc/include/common.h @@ -62,6 +62,24 @@ void select_real_atoms(std::vector& fwd_map, const int& nghost, const int& ntypes); +template +void select_real_atoms_coord(std::vector& dcoord, + std::vector& datype, + std::vector& aparam, + int& nghost_real, + std::vector& fwd_map, + std::vector& bkw_map, + int& nall_real, + int& nloc_real, + const std::vector& dcoord_, + const std::vector& datype_, + const std::vector& aparam_, + const int& nghost, + const int& ntypes, + const int& nframes, + const int& daparam, + const int& nall); + template void select_map(std::vector& out, const std::vector& in, diff --git a/source/api_cc/src/DeepPot.cc b/source/api_cc/src/DeepPot.cc index 04ee5ab708..a7b3a51164 100644 --- a/source/api_cc/src/DeepPot.cc +++ b/source/api_cc/src/DeepPot.cc @@ -692,29 +692,20 @@ void DeepPot::compute(ENERGYVTYPE& dener, const std::vector& aparam__) { int nall = datype_.size(); int nframes = dcoord_.size() / nall / 3; - std::vector dcoord, dforce, aparam; - std::vector datype, fwd_map, bkw_map; - int nghost_real; - select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, nghost, - ntypes); - // resize to nall_real - dcoord.resize(nframes * bkw_map.size() * 3); - datype.resize(bkw_map.size()); - // fwd map - select_map(dcoord, dcoord_, fwd_map, 3, nframes, bkw_map.size(), - nall); - select_map(datype, datype_, fwd_map, 1); std::vector fparam; std::vector aparam_; validate_fparam_aparam(nframes, nall - nghost, fparam_, aparam__); tile_fparam_aparam(fparam, nframes, dfparam, fparam_); tile_fparam_aparam(aparam_, nframes, (nall - nghost) * daparam, aparam__); - // aparam - if (daparam > 0) { - aparam.resize(nframes * (bkw_map.size() - nghost_real)); - select_map(aparam, aparam_, fwd_map, daparam, nframes, - bkw_map.size() - nghost_real, nall - nghost); - } + + // select real atoms + std::vector dcoord, dforce, aparam; + std::vector datype, fwd_map, bkw_map; + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, + nghost, ntypes, nframes, daparam, nall); + // internal nlist if (ago == 0) { nlist_data.copy_from_nlist(lmp_list); @@ -980,23 +971,11 @@ void DeepPot::compute(ENERGYVTYPE& dener, // select real atoms std::vector dcoord, dforce, aparam, datom_energy, datom_virial; std::vector datype, fwd_map, bkw_map; - int nghost_real; - select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, nghost, - ntypes); - // resize to nall_real - int nall_real = bkw_map.size(); - int nloc_real = nall_real - nghost_real; - dcoord.resize(nframes * nall_real * 3); - datype.resize(nall_real); - // fwd map - select_map(dcoord, dcoord_, fwd_map, 3, nframes, nall_real, nall); - select_map(datype, datype_, fwd_map, 1); - // aparam - if (daparam > 0) { - aparam.resize(nframes * nloc_real); - select_map(aparam, aparam_, fwd_map, daparam, nframes, nloc_real, - nall - nghost); - } + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, + nghost, ntypes, nframes, daparam, nall); + if (ago == 0) { atommap = deepmd::AtomMap(datype.begin(), datype.begin() + nloc_real); assert(nloc_real == atommap.get_type().size()); @@ -1496,44 +1475,59 @@ void DeepPotModelDevi::compute(std::vector& all_energy, const InputNlist& lmp_list, const int& ago, const std::vector& fparam, - const std::vector& aparam) { + const std::vector& aparam_) { if (numb_models == 0) return; int nall = dcoord_.size() / 3; + int nframes = 1; int nloc = nall - nghost; - validate_fparam_aparam(nloc, fparam, aparam); + validate_fparam_aparam(nloc, fparam, aparam_); std::vector> input_tensors; + // select real atoms + std::vector dcoord, dforce, aparam, datom_energy, datom_virial; + std::vector datype, fwd_map, bkw_map; + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, + nghost, ntypes, nframes, daparam, nall); + // agp == 0 means that the LAMMPS nbor list has been updated if (ago == 0) { - atommap = AtomMap(datype_.begin(), datype_.begin() + nloc); + atommap = AtomMap(datype.begin(), datype.begin() + nloc_real); assert(nloc == atommap.get_type().size()); nlist_data.copy_from_nlist(lmp_list); + nlist_data.shuffle_exclude_empty(fwd_map); nlist_data.shuffle(atommap); nlist_data.make_inlist(nlist); } int ret; if (dtype == tensorflow::DT_DOUBLE) { - ret = session_input_tensors(input_tensors, dcoord_, ntypes, datype_, + ret = session_input_tensors(input_tensors, dcoord, ntypes, datype, dbox, nlist, fparam, aparam, atommap, - nghost, ago); + nghost_real, ago); } else { - ret = session_input_tensors(input_tensors, dcoord_, ntypes, datype_, + ret = session_input_tensors(input_tensors, dcoord, ntypes, datype, dbox, nlist, fparam, aparam, atommap, - nghost, ago); + nghost_real, ago); } all_energy.resize(numb_models); all_force.resize(numb_models); all_virial.resize(numb_models); assert(nloc == ret); for (unsigned ii = 0; ii < numb_models; ++ii) { + std::vector dforce; if (dtype == tensorflow::DT_DOUBLE) { - run_model(all_energy[ii], all_force[ii], all_virial[ii], - sessions[ii], input_tensors, atommap, 1, nghost); + run_model(all_energy[ii], dforce, all_virial[ii], sessions[ii], + input_tensors, atommap, 1, nghost_real); } else { - run_model(all_energy[ii], all_force[ii], all_virial[ii], - sessions[ii], input_tensors, atommap, 1, nghost); + run_model(all_energy[ii], dforce, all_virial[ii], sessions[ii], + input_tensors, atommap, 1, nghost_real); } + // bkw map + all_force[ii].resize(nframes * fwd_map.size() * 3); + select_map(all_force[ii], dforce, bkw_map, 3, nframes, + fwd_map.size(), nall_real); } } @@ -1577,31 +1571,41 @@ void DeepPotModelDevi::compute( const InputNlist& lmp_list, const int& ago, const std::vector& fparam, - const std::vector& aparam) { + const std::vector& aparam_) { if (numb_models == 0) return; + int nframes = 1; int nall = dcoord_.size() / 3; int nloc = nall - nghost; - validate_fparam_aparam(nloc, fparam, aparam); + validate_fparam_aparam(nloc, fparam, aparam_); std::vector> input_tensors; + // select real atoms + std::vector dcoord, dforce, aparam, datom_energy, datom_virial; + std::vector datype, fwd_map, bkw_map; + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, + nghost, ntypes, nframes, daparam, nall); // agp == 0 means that the LAMMPS nbor list has been updated + if (ago == 0) { - atommap = AtomMap(datype_.begin(), datype_.begin() + nloc); + atommap = AtomMap(datype.begin(), datype.begin() + nloc_real); assert(nloc == atommap.get_type().size()); nlist_data.copy_from_nlist(lmp_list); + nlist_data.shuffle_exclude_empty(fwd_map); nlist_data.shuffle(atommap); nlist_data.make_inlist(nlist); } int ret; if (dtype == tensorflow::DT_DOUBLE) { - ret = session_input_tensors(input_tensors, dcoord_, ntypes, datype_, + ret = session_input_tensors(input_tensors, dcoord, ntypes, datype, dbox, nlist, fparam, aparam, atommap, - nghost, ago); + nghost_real, ago); } else { - ret = session_input_tensors(input_tensors, dcoord_, ntypes, datype_, + ret = session_input_tensors(input_tensors, dcoord, ntypes, datype, dbox, nlist, fparam, aparam, atommap, - nghost, ago); + nghost_real, ago); } all_energy.resize(numb_models); @@ -1611,15 +1615,26 @@ void DeepPotModelDevi::compute( all_atom_virial.resize(numb_models); assert(nloc == ret); for (unsigned ii = 0; ii < numb_models; ++ii) { + std::vector dforce, datom_energy, datom_virial; if (dtype == tensorflow::DT_DOUBLE) { - run_model(all_energy[ii], all_force[ii], all_virial[ii], - all_atom_energy[ii], all_atom_virial[ii], sessions[ii], - input_tensors, atommap, 1, nghost); + run_model(all_energy[ii], dforce, all_virial[ii], datom_energy, + datom_virial, sessions[ii], input_tensors, atommap, 1, + nghost_real); } else { - run_model(all_energy[ii], all_force[ii], all_virial[ii], - all_atom_energy[ii], all_atom_virial[ii], sessions[ii], - input_tensors, atommap, 1, nghost); + run_model(all_energy[ii], dforce, all_virial[ii], datom_energy, + datom_virial, sessions[ii], input_tensors, atommap, 1, + nghost_real); } + // bkw map + all_force[ii].resize(nframes * fwd_map.size() * 3); + all_atom_energy[ii].resize(nframes * fwd_map.size()); + all_atom_virial[ii].resize(nframes * fwd_map.size() * 9); + select_map(all_force[ii], dforce, bkw_map, 3, nframes, + fwd_map.size(), nall_real); + select_map(all_atom_energy[ii], datom_energy, bkw_map, 1, + nframes, fwd_map.size(), nall_real); + select_map(all_atom_virial[ii], datom_virial, bkw_map, 9, + nframes, fwd_map.size(), nall_real); } } diff --git a/source/api_cc/src/DeepTensor.cc b/source/api_cc/src/DeepTensor.cc index 89fceb1562..be01373d5f 100644 --- a/source/api_cc/src/DeepTensor.cc +++ b/source/api_cc/src/DeepTensor.cc @@ -307,17 +307,13 @@ void DeepTensor::compute(std::vector &dtensor_, const std::vector &dcoord_, const std::vector &datype_, const std::vector &dbox) { - std::vector dcoord; + int nall = datype_.size(); + std::vector dcoord, aparam, aparam_; std::vector datype, fwd_map, bkw_map; - int nghost_real; - select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, 0, ntypes); - assert(nghost_real == 0); - // resize to nall_real - dcoord.resize(bkw_map.size() * 3); - datype.resize(bkw_map.size()); - // fwd map - select_map(dcoord, dcoord_, fwd_map, 3); - select_map(datype, datype_, fwd_map, 1); + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, 0, + ntypes, 1, 0, nall); compute_inner(dtensor_, dcoord, datype, dbox); } @@ -338,17 +334,13 @@ void DeepTensor::compute(std::vector &dtensor_, const std::vector &dbox, const int nghost, const InputNlist &lmp_list) { - std::vector dcoord; + int nall = datype_.size(); + std::vector dcoord, dforce, datom_virial, aparam, aparam_; std::vector datype, fwd_map, bkw_map; - int nghost_real; - select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, nghost, - ntypes); - // resize to nall_real - dcoord.resize(bkw_map.size() * 3); - datype.resize(bkw_map.size()); - // fwd map - select_map(dcoord, dcoord_, fwd_map, 3); - select_map(datype, datype_, fwd_map, 1); + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, + nghost, ntypes, 1, 0, nall); // internal nlist NeighborListData nlist_data; nlist_data.copy_from_nlist(lmp_list); @@ -439,10 +431,13 @@ void DeepTensor::compute(std::vector &dglobal_tensor_, const std::vector &dcoord_, const std::vector &datype_, const std::vector &dbox) { - std::vector dcoord, dforce, datom_virial; + int nall = datype_.size(); + std::vector dcoord, dforce, datom_virial, aparam, aparam_; std::vector datype, fwd_map, bkw_map; - int nghost_real; - select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, 0, ntypes); + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, 0, + ntypes, 1, 0, nall); assert(nghost_real == 0); // resize to nall_real dcoord.resize(bkw_map.size() * 3); @@ -495,17 +490,13 @@ void DeepTensor::compute(std::vector &dglobal_tensor_, const std::vector &dbox, const int nghost, const InputNlist &lmp_list) { - std::vector dcoord, dforce, datom_virial; + int nall = datype_.size(); + std::vector dcoord, dforce, datom_virial, aparam, aparam_; std::vector datype, fwd_map, bkw_map; - int nghost_real; - select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, nghost, - ntypes); - // resize to nall_real - dcoord.resize(bkw_map.size() * 3); - datype.resize(bkw_map.size()); - // fwd map - select_map(dcoord, dcoord_, fwd_map, 3); - select_map(datype, datype_, fwd_map, 1); + int nghost_real, nall_real, nloc_real; + select_real_atoms_coord(dcoord, datype, aparam, nghost_real, fwd_map, bkw_map, + nall_real, nloc_real, dcoord_, datype_, aparam_, + nghost, ntypes, 1, 0, nall); // internal nlist NeighborListData nlist_data; nlist_data.copy_from_nlist(lmp_list); diff --git a/source/api_cc/src/common.cc b/source/api_cc/src/common.cc index 701fb1c54a..380a2910f6 100644 --- a/source/api_cc/src/common.cc +++ b/source/api_cc/src/common.cc @@ -147,6 +147,77 @@ template void deepmd::select_real_atoms( const int& nghost, const int& ntypes); +template +void deepmd::select_real_atoms_coord(std::vector& dcoord, + std::vector& datype, + std::vector& aparam, + int& nghost_real, + std::vector& fwd_map, + std::vector& bkw_map, + int& nall_real, + int& nloc_real, + const std::vector& dcoord_, + const std::vector& datype_, + const std::vector& aparam_, + const int& nghost, + const int& ntypes, + const int& nframes, + const int& daparam, + const int& nall) { + select_real_atoms(fwd_map, bkw_map, nghost_real, dcoord_, datype_, nghost, + ntypes); + // resize to nall_real + nall_real = bkw_map.size(); + nloc_real = nall_real - nghost_real; + dcoord.resize(nframes * nall_real * 3); + datype.resize(nall_real); + // fwd map + select_map(dcoord, dcoord_, fwd_map, 3, nframes, nall_real, nall); + select_map(datype, datype_, fwd_map, 1); + // aparam + if (daparam > 0) { + aparam.resize(nframes * nloc_real); + select_map(aparam, aparam_, fwd_map, daparam, nframes, nloc_real, + nall - nghost); + } +} + +template void deepmd::select_real_atoms_coord( + std::vector& dcoord, + std::vector& datype, + std::vector& aparam, + int& nghost_real, + std::vector& fwd_map, + std::vector& bkw_map, + int& nall_real, + int& nloc_real, + const std::vector& dcoord_, + const std::vector& datype_, + const std::vector& aparam_, + const int& nghost, + const int& ntypes, + const int& nframes, + const int& daparam, + const int& nall); + +template void deepmd::select_real_atoms_coord( + std::vector& dcoord, + std::vector& datype, + std::vector& aparam, + int& nghost_real, + std::vector& fwd_map, + std::vector& bkw_map, + int& nall_real, + int& nloc_real, + const std::vector& dcoord_, + const std::vector& datype_, + const std::vector& aparam_, + const int& nghost, + const int& ntypes, + const int& nframes, + const int& daparam, + const int& nall); + void deepmd::NeighborListData::copy_from_nlist(const InputNlist& inlist) { int inum = inlist.inum; ilist.resize(inum); diff --git a/source/lmp/compute_deeptensor_atom.h b/source/lmp/compute_deeptensor_atom.h index 0209f5f0dc..f5f8126b93 100644 --- a/source/lmp/compute_deeptensor_atom.h +++ b/source/lmp/compute_deeptensor_atom.h @@ -1,7 +1,7 @@ #ifdef COMPUTE_CLASS - -ComputeStyle(deeptensor / atom, ComputeDeeptensorAtom) - +// clang-format off +ComputeStyle(deeptensor/atom, ComputeDeeptensorAtom) +// clang-format on #else #ifndef LMP_COMPUTE_DEEPTENSOR_ATOM_H diff --git a/source/lmp/pair_deepmd.cpp b/source/lmp/pair_deepmd.cpp index 8433db28ee..2d46543de7 100644 --- a/source/lmp/pair_deepmd.cpp +++ b/source/lmp/pair_deepmd.cpp @@ -1152,8 +1152,8 @@ void PairDeepMD::coeff(int narg, char **arg) { } } if (narg <= 2) { - type_idx_map.resize(numb_types); - for (int ii = 0; ii < numb_types; ++ii) { + type_idx_map.resize(n); + for (int ii = 0; ii < n; ++ii) { type_idx_map[ii] = ii; } } else { @@ -1190,11 +1190,12 @@ void PairDeepMD::coeff(int narg, char **arg) { iarg += 1; } numb_types = type_idx_map.size(); - } - if (numb_types < n) { - error->all(FLERR, - "number of types assigned by pair_coeff or in the model is less " - "than the number of types in the system"); + if (numb_types < n) { + type_idx_map.resize(n); + for (int ii = numb_types; ii < n; ++ii) { + type_idx_map[ii] = -1; + } + } } for (int i = ilo; i <= ihi; i++) { for (int j = MAX(jlo, i); j <= jhi; j++) { diff --git a/source/lmp/pppm_dplr.h b/source/lmp/pppm_dplr.h index b027d493b9..da2cb98699 100644 --- a/source/lmp/pppm_dplr.h +++ b/source/lmp/pppm_dplr.h @@ -1,7 +1,7 @@ #ifdef KSPACE_CLASS - -KSpaceStyle(pppm / dplr, PPPMDPLR) - +// clang-format off +KSpaceStyle(pppm/dplr, PPPMDPLR) +// clang-format on #else #ifndef LMP_PPPM_DPLR_H diff --git a/source/lmp/tests/data.lmp b/source/lmp/tests/data.lmp deleted file mode 100644 index 1c5104d44d..0000000000 --- a/source/lmp/tests/data.lmp +++ /dev/null @@ -1,16 +0,0 @@ -# the first line must be comment -6 atoms -2 atom types -0.0 13.0 xlo xhi -0.0 13.0 ylo yhi -0.0 13.0 zlo zhi -0.0 0.0 0.0 xy xz yz - -Atoms - -1 1 12.83 2.56 2.18 -2 2 12.09 2.87 2.74 -3 2 0.25 3.32 1.68 -4 1 3.36 3.00 1.81 -5 2 3.51 2.51 2.60 -6 2 4.27 3.22 1.56 diff --git a/source/lmp/tests/data_type_map.lmp b/source/lmp/tests/data_type_map.lmp deleted file mode 100644 index be6739ca6c..0000000000 --- a/source/lmp/tests/data_type_map.lmp +++ /dev/null @@ -1,16 +0,0 @@ -# the first line must be comment -6 atoms -2 atom types -0.0 13.0 xlo xhi -0.0 13.0 ylo yhi -0.0 13.0 zlo zhi -0.0 0.0 0.0 xy xz yz - -Atoms - -1 2 12.83 2.56 2.18 -2 1 12.09 2.87 2.74 -3 1 0.25 3.32 1.68 -4 2 3.36 3.00 1.81 -5 1 3.51 2.51 2.60 -6 1 4.27 3.22 1.56 diff --git a/source/lmp/tests/test_lammps.py b/source/lmp/tests/test_lammps.py index d5d53f6a75..f5cb7bac14 100644 --- a/source/lmp/tests/test_lammps.py +++ b/source/lmp/tests/test_lammps.py @@ -1,3 +1,4 @@ +import os import subprocess as sp import sys from pathlib import ( @@ -9,6 +10,9 @@ from lammps import ( PyLammps, ) +from write_lmp_data import ( + write_lmp_data, +) pbtxt_file = Path(__file__).parent.parent.parent / "tests" / "infer" / "deeppot.pbtxt" pbtxt_file2 = ( @@ -196,6 +200,20 @@ ] ).reshape(6, 9) +box = np.array([0, 13, 0, 13, 0, 13, 0, 0, 0]) +coord = np.array( + [ + [12.83, 2.56, 2.18], + [12.09, 2.87, 2.74], + [0.25, 3.32, 1.68], + [3.36, 3.00, 1.81], + [3.51, 2.51, 2.60], + [4.27, 3.22, 1.56], + ] +) +type_OH = np.array([1, 2, 2, 1, 2, 2]) +type_HO = np.array([2, 1, 1, 2, 1, 1]) + # https://github.com/lammps/lammps/blob/1e1311cf401c5fc2614b5d6d0ff3230642b76597/src/update.cpp#L193 nktv2p = 1.6021765e6 @@ -215,6 +233,16 @@ ) +def setup_module(): + write_lmp_data(box, coord, type_OH, data_file) + write_lmp_data(box, coord, type_HO, data_type_map_file) + + +def teardown_module(): + os.remove(data_file) + os.remove(data_type_map_file) + + def _lammps(data_file) -> PyLammps: lammps = PyLammps() lammps.units("metal") diff --git a/source/lmp/tests/test_lammps_3types.py b/source/lmp/tests/test_lammps_3types.py new file mode 100644 index 0000000000..24ef0fae38 --- /dev/null +++ b/source/lmp/tests/test_lammps_3types.py @@ -0,0 +1,460 @@ +import os +import subprocess as sp +import sys +from pathlib import ( + Path, +) + +import numpy as np +import pytest +from lammps import ( + PyLammps, +) +from write_lmp_data import ( + write_lmp_data, +) + +pbtxt_file = Path(__file__).parent.parent.parent / "tests" / "infer" / "deeppot.pbtxt" +pbtxt_file2 = ( + Path(__file__).parent.parent.parent / "tests" / "infer" / "deeppot-1.pbtxt" +) +pb_file = Path(__file__).parent / "graph.pb" +pb_file2 = Path(__file__).parent / "graph2.pb" +system_file = Path(__file__).parent.parent.parent / "tests" +data_file = Path(__file__).parent / "data.lmp" +data_type_map_file = Path(__file__).parent / "data_type_map.lmp" +md_file = Path(__file__).parent / "md.out" + +# this is as the same as python and c++ tests, test_deeppot_a.py +expected_ae = np.array( + [ + -9.275780747115504710e01, + -1.863501786584258468e02, + -1.863392472863538103e02, + -9.279281325486221021e01, + -1.863671545232153903e02, + -1.863619822847602165e02, + 0, + ] +) +expected_e = np.sum(expected_ae) +expected_f = np.array( + [ + -3.034045420701179663e-01, + 8.405844663871177014e-01, + 7.696947487118485642e-02, + 7.662001266663505117e-01, + -1.880601391333554251e-01, + -6.183333871091722944e-01, + -5.036172391059643427e-01, + -6.529525836149027151e-01, + 5.432962643022043459e-01, + 6.382357912332115024e-01, + -1.748518296794561167e-01, + 3.457363524891907125e-01, + 1.286482986991941552e-03, + 3.757251165286925043e-01, + -5.972588700887541124e-01, + -5.987006197104716154e-01, + -2.004450304880958100e-01, + 2.495901655353461868e-01, + 0, + 0, + 0, + ] +).reshape(7, 3) + +expected_f2 = np.array( + [ + [-0.6454949, 1.72457783, 0.18897958], + [1.68936514, -0.36995299, -1.36044464], + [-1.09902692, -1.35487928, 1.17416702], + [1.68426111, -0.50835585, 0.98340415], + [0.05771758, 1.12515818, -1.77561531], + [-1.686822, -0.61654789, 0.78950921], + [0, 0, 0], + ] +) + +expected_v = np.array( + [ + -2.912234126853306959e-01, + -3.800610846612756388e-02, + 2.776624987489437202e-01, + -5.053761003913598976e-02, + -3.152373041953385746e-01, + 1.060894290092162379e-01, + 2.826389131596073745e-01, + 1.039129970665329250e-01, + -2.584378792325942586e-01, + -3.121722367954994914e-01, + 8.483275876786681990e-02, + 2.524662342344257682e-01, + 4.142176771106586414e-02, + -3.820285230785245428e-02, + -2.727311173065460545e-02, + 2.668859789777112135e-01, + -6.448243569420382404e-02, + -2.121731470426218846e-01, + -8.624335220278558922e-02, + -1.809695356746038597e-01, + 1.529875294531883312e-01, + -1.283658185172031341e-01, + -1.992682279795223999e-01, + 1.409924999632362341e-01, + 1.398322735274434292e-01, + 1.804318474574856390e-01, + -1.470309318999652726e-01, + -2.593983661598450730e-01, + -4.236536279233147489e-02, + 3.386387920184946720e-02, + -4.174017537818433543e-02, + -1.003500282164128260e-01, + 1.525690815194478966e-01, + 3.398976109910181037e-02, + 1.522253908435125536e-01, + -2.349125581341701963e-01, + 9.515545977581392825e-04, + -1.643218849228543846e-02, + 1.993234765412972564e-02, + 6.027265332209678569e-04, + -9.563256398907417355e-02, + 1.510815124001868293e-01, + -7.738094816888557714e-03, + 1.502832772532304295e-01, + -2.380965783745832010e-01, + -2.309456719810296654e-01, + -6.666961081213038098e-02, + 7.955566551234216632e-02, + -8.099093777937517447e-02, + -3.386641099800401927e-02, + 4.447884755740908608e-02, + 1.008593228579038742e-01, + 4.556718179228393811e-02, + -6.078081273849572641e-02, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + ] +).reshape(7, 9) +expected_v2 = np.array( + [ + [ + -0.70008436, + -0.06399891, + 0.63678391, + -0.07642171, + -0.70580035, + 0.20506145, + 0.64098364, + 0.20305781, + -0.57906794, + ], + [ + -0.6372635, + 0.14315552, + 0.51952246, + 0.04604049, + -0.06003681, + -0.02688702, + 0.54489318, + -0.10951559, + -0.43730539, + ], + [ + -0.25090748, + -0.37466262, + 0.34085833, + -0.26690852, + -0.37676917, + 0.29080825, + 0.31600481, + 0.37558276, + -0.33251064, + ], + [ + -0.80195614, + -0.10273138, + 0.06935364, + -0.10429256, + -0.29693811, + 0.45643496, + 0.07247872, + 0.45604679, + -0.71048816, + ], + [ + -0.03840668, + -0.07680205, + 0.10940472, + -0.02374189, + -0.27610266, + 0.4336071, + 0.02465248, + 0.4290638, + -0.67496763, + ], + [ + -0.61475065, + -0.21163135, + 0.26652929, + -0.26134659, + -0.11560267, + 0.15415902, + 0.34343952, + 0.1589482, + -0.21370642, + ], + [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + ], + ] +).reshape(7, 9) + +box = np.array([0, 13, 0, 13, 0, 13, 0, 0, 0]) +coord = np.array( + [ + [12.83, 2.56, 2.18], + [12.09, 2.87, 2.74], + [0.25, 3.32, 1.68], + [3.36, 3.00, 1.81], + [3.51, 2.51, 2.60], + [4.27, 3.22, 1.56], + [3.46, 3.00, 1.81], + ] +) +type_OH = np.array([1, 2, 2, 1, 2, 2, 3]) +type_HO = np.array([2, 1, 1, 2, 1, 1, 3]) + +# https://github.com/lammps/lammps/blob/1e1311cf401c5fc2614b5d6d0ff3230642b76597/src/update.cpp#L193 +nktv2p = 1.6021765e6 + +sp.check_output( + "{} -m deepmd convert-from pbtxt -i {} -o {}".format( + sys.executable, + pbtxt_file.resolve(), + pb_file.resolve(), + ).split() +) +sp.check_output( + "{} -m deepmd convert-from pbtxt -i {} -o {}".format( + sys.executable, + pbtxt_file2.resolve(), + pb_file2.resolve(), + ).split() +) + + +def setup_module(): + write_lmp_data(box, coord, type_OH, data_file) + write_lmp_data(box, coord, type_HO, data_type_map_file) + + +def teardown_module(): + os.remove(data_file) + os.remove(data_type_map_file) + + +def _lammps(data_file) -> PyLammps: + lammps = PyLammps() + lammps.units("metal") + lammps.boundary("p p p") + lammps.atom_style("atomic") + lammps.neighbor("2.0 bin") + lammps.neigh_modify("every 10 delay 0 check no") + lammps.read_data(data_file.resolve()) + lammps.mass("1 16") + lammps.mass("2 2") + lammps.mass("3 16") + lammps.timestep(0.0005) + lammps.fix("1 all nve") + return lammps + + +@pytest.fixture +def lammps(): + yield _lammps(data_file=data_file) + + +@pytest.fixture +def lammps_type_map(): + yield _lammps(data_file=data_type_map_file) + + +def test_pair_deepmd(lammps): + lammps.pair_style(f"deepmd {pb_file.resolve()}") + lammps.pair_coeff("* *") + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps.atoms[ii].force == pytest.approx(expected_f[ii]) + lammps.run(1) + + +def test_pair_deepmd_virial(lammps): + lammps.pair_style(f"deepmd {pb_file.resolve()}") + lammps.pair_coeff("* *") + lammps.compute("virial all centroid/stress/atom NULL pair") + for ii in range(9): + jj = [0, 4, 8, 3, 6, 7, 1, 2, 5][ii] + lammps.variable(f"virial{jj} atom c_virial[{ii+1}]") + lammps.dump( + "1 all custom 1 dump id " + " ".join([f"v_virial{ii}" for ii in range(9)]) + ) + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps.atoms[ii].force == pytest.approx(expected_f[ii]) + for ii in range(9): + assert np.array( + lammps.variables[f"virial{ii}"].value + ) / nktv2p == pytest.approx(expected_v[:, ii]) + + +def test_pair_deepmd_model_devi(lammps): + lammps.pair_style( + "deepmd {} {} out_file {} out_freq 1 atomic".format( + pb_file.resolve(), pb_file2.resolve(), md_file.resolve() + ) + ) + lammps.pair_coeff("* *") + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps.atoms[ii].force == pytest.approx(expected_f[ii]) + # load model devi + md = np.loadtxt(md_file.resolve()) + expected_md_f = np.linalg.norm(np.std([expected_f, expected_f2], axis=0), axis=1) + assert md[7:] == pytest.approx(expected_md_f) + assert md[4] == pytest.approx(np.max(expected_md_f)) + assert md[5] == pytest.approx(np.min(expected_md_f)) + assert md[6] == pytest.approx(np.mean(expected_md_f)) + expected_md_v = ( + np.std([np.sum(expected_v, axis=0), np.sum(expected_v2, axis=0)], axis=0) / 7 + ) + assert md[1] == pytest.approx(np.max(expected_md_v)) + assert md[2] == pytest.approx(np.min(expected_md_v)) + assert md[3] == pytest.approx(np.sqrt(np.mean(np.square(expected_md_v)))) + + +def test_pair_deepmd_model_devi_virial(lammps): + lammps.pair_style( + "deepmd {} {} out_file {} out_freq 1 atomic".format( + pb_file.resolve(), pb_file2.resolve(), md_file.resolve() + ) + ) + lammps.pair_coeff("* *") + lammps.compute("virial all centroid/stress/atom NULL pair") + for ii in range(9): + jj = [0, 4, 8, 3, 6, 7, 1, 2, 5][ii] + lammps.variable(f"virial{jj} atom c_virial[{ii+1}]") + lammps.dump( + "1 all custom 1 dump id " + " ".join([f"v_virial{ii}" for ii in range(9)]) + ) + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps.atoms[ii].force == pytest.approx(expected_f[ii]) + for ii in range(9): + assert np.array( + lammps.variables[f"virial{ii}"].value + ) / nktv2p == pytest.approx(expected_v[:, ii]) + # load model devi + md = np.loadtxt(md_file.resolve()) + expected_md_f = np.linalg.norm(np.std([expected_f, expected_f2], axis=0), axis=1) + assert md[7:] == pytest.approx(expected_md_f) + assert md[4] == pytest.approx(np.max(expected_md_f)) + assert md[5] == pytest.approx(np.min(expected_md_f)) + assert md[6] == pytest.approx(np.mean(expected_md_f)) + expected_md_v = ( + np.std([np.sum(expected_v, axis=0), np.sum(expected_v2, axis=0)], axis=0) / 7 + ) + assert md[1] == pytest.approx(np.max(expected_md_v)) + assert md[2] == pytest.approx(np.min(expected_md_v)) + assert md[3] == pytest.approx(np.sqrt(np.mean(np.square(expected_md_v)))) + + +def test_pair_deepmd_model_devi_atomic_relative(lammps): + relative = 1.0 + lammps.pair_style( + "deepmd {} {} out_file {} out_freq 1 atomic relative {}".format( + pb_file.resolve(), pb_file2.resolve(), md_file.resolve(), relative + ) + ) + lammps.pair_coeff("* *") + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps.atoms[ii].force == pytest.approx(expected_f[ii]) + # load model devi + md = np.loadtxt(md_file.resolve()) + norm = np.linalg.norm(np.mean([expected_f, expected_f2], axis=0), axis=1) + expected_md_f = np.linalg.norm(np.std([expected_f, expected_f2], axis=0), axis=1) + expected_md_f /= norm + relative + assert md[7:] == pytest.approx(expected_md_f) + assert md[4] == pytest.approx(np.max(expected_md_f)) + assert md[5] == pytest.approx(np.min(expected_md_f)) + assert md[6] == pytest.approx(np.mean(expected_md_f)) + expected_md_v = ( + np.std([np.sum(expected_v, axis=0), np.sum(expected_v2, axis=0)], axis=0) / 7 + ) + assert md[1] == pytest.approx(np.max(expected_md_v)) + assert md[2] == pytest.approx(np.min(expected_md_v)) + assert md[3] == pytest.approx(np.sqrt(np.mean(np.square(expected_md_v)))) + + +def test_pair_deepmd_model_devi_atomic_relative_v(lammps): + relative = 1.0 + lammps.pair_style( + "deepmd {} {} out_file {} out_freq 1 atomic relative_v {}".format( + pb_file.resolve(), pb_file2.resolve(), md_file.resolve(), relative + ) + ) + lammps.pair_coeff("* *") + lammps.run(0) + assert lammps.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps.atoms[ii].force == pytest.approx(expected_f[ii]) + md = np.loadtxt(md_file.resolve()) + expected_md_f = np.linalg.norm(np.std([expected_f, expected_f2], axis=0), axis=1) + assert md[7:] == pytest.approx(expected_md_f) + assert md[4] == pytest.approx(np.max(expected_md_f)) + assert md[5] == pytest.approx(np.min(expected_md_f)) + assert md[6] == pytest.approx(np.mean(expected_md_f)) + expected_md_v = ( + np.std([np.sum(expected_v, axis=0), np.sum(expected_v2, axis=0)], axis=0) / 7 + ) + norm = ( + np.abs( + np.mean([np.sum(expected_v, axis=0), np.sum(expected_v2, axis=0)], axis=0) + ) + / 7 + ) + expected_md_v /= norm + relative + assert md[1] == pytest.approx(np.max(expected_md_v)) + assert md[2] == pytest.approx(np.min(expected_md_v)) + assert md[3] == pytest.approx(np.sqrt(np.mean(np.square(expected_md_v)))) + + +def test_pair_deepmd_type_map(lammps_type_map): + lammps_type_map.pair_style(f"deepmd {pb_file.resolve()}") + lammps_type_map.pair_coeff("* * H O") + lammps_type_map.run(0) + assert lammps_type_map.eval("pe") == pytest.approx(expected_e) + for ii in range(7): + assert lammps_type_map.atoms[ii].force == pytest.approx(expected_f[ii]) + lammps_type_map.run(1) diff --git a/source/lmp/tests/write_lmp_data.py b/source/lmp/tests/write_lmp_data.py new file mode 100644 index 0000000000..96413da0fb --- /dev/null +++ b/source/lmp/tests/write_lmp_data.py @@ -0,0 +1,22 @@ +import numpy as np + +comment_lmp_data = "# the first line must be comment" + + +def write_lmp_data(box, coord, type_list, file_name): + natom = coord.shape[0] + ntype = np.unique(type_list).shape[0] + with open(file_name, "w") as f: + f.write(comment_lmp_data + "\n") + f.write("%d atoms\n" % (natom)) + f.write("%d atom types\n" % (ntype)) + f.write(f"{box[0]:.1f} {box[1]:.1f} xlo xhi\n") + f.write(f"{box[2]:.1f} {box[3]:.1f} ylo yhi\n") + f.write(f"{box[4]:.1f} {box[5]:.1f} zlo zhi\n") + f.write(f"{box[6]:.1f} {box[7]:.1f} {box[8]:.1f} xy xz yz\n\nAtoms\n\n") + for i in range(natom): + f.write( + "%d %d %.2f %.2f %.2f\n" + % (i + 1, type_list[i], coord[i][0], coord[i][1], coord[i][2]) + ) + f.write("\n") From 9a3ac969cc9bcf7ec958f82b48799add160cfaf3 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 19 Apr 2023 08:56:41 -0400 Subject: [PATCH 24/75] fix the header of "lr" (#2462) xref: #2348 --------- Signed-off-by: Jinzhe Zeng --- deepmd/train/trainer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deepmd/train/trainer.py b/deepmd/train/trainer.py index a459d296ba..16722c5eb0 100644 --- a/deepmd/train/trainer.py +++ b/deepmd/train/trainer.py @@ -1161,7 +1161,7 @@ def print_header(fp, train_results, valid_results, multi_task_mode=False): prop_fmt = " %11s" for k in train_results.keys(): print_str += prop_fmt % (k + "_trn") - print_str += " %8s\n" % (k + "_lr") + print_str += " %8s\n" % "lr" else: for fitting_key in train_results: if valid_results[fitting_key] is not None: From cdb9c39d3618dee56fe83ae5107a439113ebfbd7 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Wed, 19 Apr 2023 23:04:13 -0400 Subject: [PATCH 25/75] disable Findtensorflow caches for skbuild (#2464) ... as TF directories may be changed due to PEP-517. --- source/cmake/Findtensorflow.cmake | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/source/cmake/Findtensorflow.cmake b/source/cmake/Findtensorflow.cmake index bcb40d4b2e..f9ba0184a6 100644 --- a/source/cmake/Findtensorflow.cmake +++ b/source/cmake/Findtensorflow.cmake @@ -7,6 +7,17 @@ # # Target: TensorFlow::tensorflow_framework TensorFlow::tensorflow_cc +if(SKBUILD) + # clean cmake caches for skbuild, as TF directories may be changed due to + # PEP-517 + set(TensorFlowFramework_LIBRARY_tensorflow_framework + "TensorFlowFramework_LIBRARY_tensorflow_framework-NOTFOUND") + set(TensorFlow_LIBRARY_tensorflow_cc + "TensorFlow_LIBRARY_tensorflow_cc-NOTFOUND") + set(TensorFlow_INCLUDE_DIRS "TensorFlow_INCLUDE_DIRS-NOTFOUND") + set(TensorFlow_INCLUDE_DIRS_GOOGLE "TensorFlow_INCLUDE_DIRS_GOOGLE-NOTFOUND") +endif(SKBUILD) + if(BUILD_CPP_IF AND INSTALL_TENSORFLOW) # Here we try to install libtensorflow_cc using conda install. From 05d5a360eb501af17299541237cd326c26f19bd5 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 20 Apr 2023 11:04:37 +0800 Subject: [PATCH 26/75] [pre-commit.ci] pre-commit autoupdate (#2463) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/pre-commit/mirrors-clang-format: v16.0.0 → v16.0.1](https://github.com/pre-commit/mirrors-clang-format/compare/v16.0.0...v16.0.1) Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index f054641a48..07090582f3 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -43,7 +43,7 @@ repos: - id: blacken-docs # C++ - repo: https://github.com/pre-commit/mirrors-clang-format - rev: v16.0.0 + rev: v16.0.1 hooks: - id: clang-format exclude: ^source/3rdparty|source/lib/src/cuda/cudart/.+\.inc From 1a9b9c9c55d25a8cc2b32845848f3152378fd676 Mon Sep 17 00:00:00 2001 From: Jinzhe Zeng Date: Thu, 20 Apr 2023 01:32:25 -0400 Subject: [PATCH 27/75] fix nopbc in finetune, DeepTensor test, and DipoleChargeModifier (#2461) Signed-off-by: Jinzhe Zeng --- deepmd/entrypoints/test.py | 15 ++++++++++----- deepmd/fit/ener.py | 5 ++++- deepmd/infer/data_modifier.py | 9 ++++++++- deepmd/utils/data.py | 4 ++-- 4 files changed, 24 insertions(+), 9 deletions(-) diff --git a/deepmd/entrypoints/test.py b/deepmd/entrypoints/test.py index 52b98aba3c..3c7d10c0d3 100644 --- a/deepmd/entrypoints/test.py +++ b/deepmd/entrypoints/test.py @@ -608,7 +608,7 @@ def print_dos_sys_avg(avg: Dict[str, float]): log.info(f"DOS RMSE/Natoms : {avg['rmse_dosa']:e} Occupation/eV") -def run_test(dp: "DeepTensor", test_data: dict, numb_test: int): +def run_test(dp: "DeepTensor", test_data: dict, numb_test: int, test_sys: DeepmdData): """Run tests. Parameters @@ -619,6 +619,8 @@ def run_test(dp: "DeepTensor", test_data: dict, numb_test: int): dictionary with test data numb_test : int munber of tests to do + test_sys : DeepmdData + test system Returns ------- @@ -629,7 +631,10 @@ def run_test(dp: "DeepTensor", test_data: dict, numb_test: int): numb_test = min(nframes, numb_test) coord = test_data["coord"][:numb_test].reshape([numb_test, -1]) - box = test_data["box"][:numb_test] + if test_sys.pbc: + box = test_data["box"][:numb_test] + else: + box = None atype = test_data["type"][0] prediction = dp.eval(coord, box, atype) @@ -664,7 +669,7 @@ def test_wfc( "wfc", 12, atomic=True, must=True, high_prec=False, type_sel=dp.get_sel_type() ) test_data = data.get_test() - wfc, numb_test, _ = run_test(dp, test_data, numb_test) + wfc, numb_test, _ = run_test(dp, test_data, numb_test, data) rmse_f = rmse(wfc - test_data["wfc"][:numb_test]) log.info("# number of test data : {numb_test:d} ") @@ -736,7 +741,7 @@ def test_polar( ) test_data = data.get_test() - polar, numb_test, atype = run_test(dp, test_data, numb_test) + polar, numb_test, atype = run_test(dp, test_data, numb_test, data) sel_type = dp.get_sel_type() sel_natoms = 0 @@ -826,7 +831,7 @@ def test_dipole( type_sel=dp.get_sel_type(), ) test_data = data.get_test() - dipole, numb_test, atype = run_test(dp, test_data, numb_test) + dipole, numb_test, atype = run_test(dp, test_data, numb_test, data) sel_type = dp.get_sel_type() sel_natoms = 0 diff --git a/deepmd/fit/ener.py b/deepmd/fit/ener.py index c9f70117f7..6b403f6e5d 100644 --- a/deepmd/fit/ener.py +++ b/deepmd/fit/ener.py @@ -784,7 +784,10 @@ def change_energy_bias( ) if bias_shift == "delta": coord = test_data["coord"][:numb_test].reshape([numb_test, -1]) - box = test_data["box"][:numb_test] + if sys.pbc: + box = test_data["box"][:numb_test] + else: + box = None ret = dp.eval(coord, box, atype, mixed_type=mixed_type) energy_predict.append(ret[0].reshape([numb_test, 1])) type_numbs = np.concatenate(type_numbs) diff --git a/deepmd/infer/data_modifier.py b/deepmd/infer/data_modifier.py index 49d81ee774..2da80c572b 100644 --- a/deepmd/infer/data_modifier.py +++ b/deepmd/infer/data_modifier.py @@ -21,6 +21,9 @@ from deepmd.infer.ewald_recp import ( EwaldRecp, ) +from deepmd.utils.data import ( + DeepmdData, +) from deepmd.utils.sess import ( run_sess, ) @@ -397,7 +400,7 @@ def _extend_system(self, coord, box, atype, charge): return all_coord, all_charge, dipole - def modify_data(self, data: dict) -> None: + def modify_data(self, data: dict, data_sys: DeepmdData) -> None: """Modify data. Parameters @@ -414,6 +417,8 @@ def modify_data(self, data: dict) -> None: - energy energy - force force - virial virial + data_sys : DeepmdData + The data system. """ if ( "find_energy" not in data @@ -424,6 +429,8 @@ def modify_data(self, data: dict) -> None: get_nframes = None coord = data["coord"][:get_nframes, :] + if not data_sys.pbc: + raise RuntimeError("Open systems (nopbc) are not supported") box = data["box"][:get_nframes, :] atype = data["type"][:get_nframes, :] atype = atype[0] diff --git a/deepmd/utils/data.py b/deepmd/utils/data.py index 66870e85b2..ba94e1bf04 100644 --- a/deepmd/utils/data.py +++ b/deepmd/utils/data.py @@ -258,7 +258,7 @@ def get_batch(self, batch_size: int) -> dict: self.set_count += 1 set_size = self.batch_set["coord"].shape[0] if self.modifier is not None: - self.modifier.modify_data(self.batch_set) + self.modifier.modify_data(self.batch_set, self) iterator_1 = self.iterator + batch_size if iterator_1 >= set_size: iterator_1 = set_size @@ -289,7 +289,7 @@ def get_test(self, ntests: int = -1) -> dict: idx = np.arange(ntests_) ret = self._get_subdata(self.test_set, idx=idx) if self.modifier is not None: - self.modifier.modify_data(ret) + self.modifier.modify_data(ret, self) return ret def get_ntypes(self) -> int: From edb4e6951f3300b8669e73fb34832f90c02c25f3 Mon Sep 17 00:00:00 2001 From: Harvey Que <103566763+Q-Query@users.noreply.github.com> Date: Fri, 21 Apr 2023 13:02:33 +0800 Subject: [PATCH 28/75] Create DeePMD-kit_Quick_Start_Tutorial_EN.ipynb (#2459) Create DeePMD-kit_Quick_Start_Tutorial_EN.ipynb with Open in Bohrium logo. It has been ensured that the Bohrium Notebook can be run with just one click. --------- Signed-off-by: Jinzhe Zeng Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jinzhe Zeng --- README.md | 8 +- doc/conf.py | 3 +- doc/getting-started/data.md | 1 - doc/getting-started/freeze.md | 1 - doc/getting-started/index.rst | 8 +- doc/getting-started/lammps.md | 1 - doc/getting-started/quick_start.ipynb | 1299 +++++++++++++++++++++++++ doc/getting-started/test.md | 1 - doc/getting-started/training.md | 1 - setup.py | 2 +- 10 files changed, 1305 insertions(+), 20 deletions(-) delete mode 120000 doc/getting-started/data.md delete mode 120000 doc/getting-started/freeze.md delete mode 120000 doc/getting-started/lammps.md create mode 100644 doc/getting-started/quick_start.ipynb delete mode 120000 doc/getting-started/test.md delete mode 120000 doc/getting-started/training.md diff --git a/README.md b/README.md index f837191d78..0903d5f996 100644 --- a/README.md +++ b/README.md @@ -70,13 +70,7 @@ One may manually install DeePMD-kit by following the instructions on [installing # Use DeePMD-kit -A quick start on using DeePMD-kit can be found as follows: - -- [Prepare data with dpdata](doc/data/dpdata.md) -- [Training a model](doc/train/training.md) -- [Freeze a model](doc/freeze/freeze.md) -- [Test a model](doc/test/test.md) -- [Run MD with LAMMPS](doc/third-party/lammps.md) +A quick start on using DeePMD-kit can be found [here](doc/getting-started/quick_start.ipynb). A full [document](doc/train/train-input-auto.rst) on options in the training input script is available. diff --git a/doc/conf.py b/doc/conf.py index 1216914b29..d0c2b3e4a4 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -175,7 +175,7 @@ def setup(app): "deepmodeling_sphinx", "dargs.sphinx", "sphinx_rtd_theme", - "myst_parser", + "myst_nb", "sphinx.ext.autosummary", "sphinx.ext.mathjax", "sphinx.ext.viewcode", @@ -239,6 +239,7 @@ def setup(app): # myst_heading_anchors = 4 +nb_execution_mode = "off" # Add any paths that contain templates here, relative to this directory. templates_path = ["_templates"] diff --git a/doc/getting-started/data.md b/doc/getting-started/data.md deleted file mode 120000 index 917d9dc750..0000000000 --- a/doc/getting-started/data.md +++ /dev/null @@ -1 +0,0 @@ -../data/dpdata.md \ No newline at end of file diff --git a/doc/getting-started/freeze.md b/doc/getting-started/freeze.md deleted file mode 120000 index fdcca573e1..0000000000 --- a/doc/getting-started/freeze.md +++ /dev/null @@ -1 +0,0 @@ -../freeze/freeze.md \ No newline at end of file diff --git a/doc/getting-started/index.rst b/doc/getting-started/index.rst index 2a94ec3bf3..708d6b4710 100644 --- a/doc/getting-started/index.rst +++ b/doc/getting-started/index.rst @@ -4,12 +4,8 @@ Getting Started In this text, we will call the deep neural network that is used to represent the interatomic interactions (Deep Potential) the model. The typical procedure of using DeePMD-kit is .. toctree:: - :maxdepth: 1 + :maxdepth: 2 :numbered: install - data - training - freeze - test - lammps + quick_start diff --git a/doc/getting-started/lammps.md b/doc/getting-started/lammps.md deleted file mode 120000 index 4e077c20d1..0000000000 --- a/doc/getting-started/lammps.md +++ /dev/null @@ -1 +0,0 @@ -../third-party/lammps.md \ No newline at end of file diff --git a/doc/getting-started/quick_start.ipynb b/doc/getting-started/quick_start.ipynb new file mode 100644 index 0000000000..e743b5cf5c --- /dev/null +++ b/doc/getting-started/quick_start.ipynb @@ -0,0 +1,1299 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "b22f597d-ec17-4ab9-8933-28e92af2438d", + "metadata": {}, + "source": [ + "# DeePMD-kit Quick Start Tutorial\n", + "\n", + "\"Open" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "85b62e3d-dfae-402f-96a5-5672367d2d17", + "metadata": {}, + "source": [ + "**DeePMD-kit is a deep learning package for many-body potential energy representation and molecular dynamics.**\n", + "\n", + "> This tutorial can be directly run on **Bohrium Notebook**, you can click the `Open in Bohrium` button above to quickly run this document in Bohrium.\n", + ">\n", + "> After opening Bohrium Notebook, click the button `connect`, and choose `deepmd-kit:2.2.1-cuda11.6-notebook` as image and `c4_m8_cpu` as computing resources. Wait a minute and you can get started.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "f4416190-479c-4b2f-9e08-33690bc4941d", + "metadata": {}, + "source": [ + "## Task\n", + "\n", + "> **Mastering the paradigm cycle of using DeePMD-kit to establish deep potential molecular dynamics models, and following a complete case to learn how to apply it to molecular dynamics tasks.**\n", + "\n", + "By the end of this tutorial, you will be able to:\n", + "\n", + "* Prepare the formataive dataset and running scripts for training with DeePMD-kit;\n", + "* Train, freeze, and test DeePMD-kit models;\n", + "* Use DeePMD-kit in LAMMPS for calculations;\n", + "\n", + "Work through this tutorial. It will take you 20 minutes, max!" + ] + }, + { + "cell_type": "markdown", + "id": "8e6587cb-ba6e-42ba-a139-0595fc7f79d7", + "metadata": {}, + "source": [ + "## Table of contents\n", + "\n", + "* Get tutorial data via git\n", + "* General Introduction\n", + "* Data preparation\n", + "* Prepare input script\n", + "* Train a model\n", + "* Freeze a model\n", + "* Test a model\n", + "* Run MD with LAMMPS" + ] + }, + { + "cell_type": "markdown", + "id": "adc6bbb1-a51b-421d-88f6-eb8eef79f432", + "metadata": {}, + "source": [ + "## Get tutorial data via git" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "f493fdb7-7844-4152-8b8e-a4d9d1da58ff", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'colombo-academy-tutorials'...\n", + "remote: Enumerating objects: 7164, done.\u001b[K\n", + "remote: Counting objects: 100% (174/174), done.\u001b[K\n", + "remote: Compressing objects: 100% (138/138), done.\u001b[K\n", + "remote: Total 7164 (delta 78), reused 71 (delta 32), pack-reused 6990\u001b[K\n", + "Receiving objects: 100% (7164/7164), 45.31 MiB | 3.85 MiB/s, done.\n", + "Resolving deltas: 100% (3378/3378), done.\n", + "Updating files: 100% (185/185), done.\n" + ] + } + ], + "source": [ + "! if ! [ -e colombo-academy-tutorials ];then git clone https://gitee.com/deepmodeling/colombo-academy-tutorials.git;fi;" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "f98ce5f8-fb36-4e00-962f-028011801a53", + "metadata": {}, + "source": [ + "## General Introduction\n", + "This tutorial will introduce you to the basic usage of the DeePMD-kit, taking a gas phase methane molecule as an example. [DeePMD-kit's documentation](https://docs.deepmodeling.org/projects/deepmd/ \n", + ") is recommended as the complete reference.\n", + "\n", + "The DP model is generated using the DeePMD-kit package (v2.1.5). The training data is converted into the format of DeePMD-kit using a tool named dpdata (v0.2.14). \n", + "\n", + "Details of dpdata can be found in [the dpdata documentation](https://docs.deepmodeling.com/projects/dpdata). \n", + "\n", + "We've prepared initial data for $CH_4$ for you, and put them in the folder `colombo-academy-tutorials/DeePMD-kit/00.data`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cfbbb9cc-2d7a-40f6-b384-46c698b77162", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "prefix_path = os.getcwd()" + ] + }, + { + "cell_type": "markdown", + "id": "209c5dd7-983a-468e-9406-652ade04be91", + "metadata": {}, + "source": [ + "Folder `abacus_md` is obtained by performing ab-initio molecular dynamics with ABACUS. Detailed instructions on ABACUS can be found in its [document](https://abacus.deepmodeling.com/en/latest/). " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "533a4436-803b-45dd-91a3-2813d118df18", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['C_ONCV_PBE-1.2.upf',\n", + " 'C_gga_6au_100Ry_2s2p1d.orb',\n", + " 'H_ONCV_PBE-1.2.upf',\n", + " 'H_gga_6au_100Ry_2s1p.orb',\n", + " 'INPUT',\n", + " 'KPT',\n", + " 'OUT.ABACUS',\n", + " 'STRU']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.chdir(\n", + " os.path.join(prefix_path, \"colombo-academy-tutorials\", \"DeePMD-kit\", \"00.data\")\n", + ")\n", + "os.listdir(\"abacus_md\")" + ] + }, + { + "cell_type": "markdown", + "id": "f630966f-379f-4140-8ce9-4df19f7c1cc6", + "metadata": {}, + "source": [ + "## Data preparation\n", + "\n", + "The training data utilized by DeePMD-kit comprises essential information such as atom type, simulation box, atom coordinate, atom force, system energy, and virial. A snapshot of a molecular system that includes this data is called a `frame`. Multiple frames with the same number of atoms and atom types make up a `system` of data. For instance, a molecular dynamics trajectory can be converted into a system of data, with each time step corresponding to a frame in the system.\n", + "\n", + "To simplify the process of converting data generated by popular simulation software like CP2K, Gaussian, Quantum-Espresso, ABACUS, and LAMMPS into the compressed format of DeePMD-kit, we offer a convenient tool called `dpdata`.\n" + ] + }, + { + "cell_type": "markdown", + "id": "f971d1d5-a90d-499f-92f2-b3c31f3e70ab", + "metadata": {}, + "source": [ + "Next, the data from AIMD is splited randomly as training and validation data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "647bf5c0-4df1-4510-8444-51774295adc7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# the data contains 201 frames\n", + "# the training data contains 161 frames\n", + "# the validation data contains 40 frames\n" + ] + } + ], + "source": [ + "import dpdata\n", + "import numpy as np\n", + "\n", + "# load data of abacus/md format\n", + "data = dpdata.LabeledSystem(\"abacus_md\", fmt=\"abacus/md\")\n", + "print(\"# the data contains %d frames\" % len(data))\n", + "\n", + "# random choose 40 index for validation_data\n", + "index_validation = np.random.choice(201, size=40, replace=False)\n", + "\n", + "# other indexes are training_data\n", + "index_training = list(set(range(201)) - set(index_validation))\n", + "data_training = data.sub_system(index_training)\n", + "data_validation = data.sub_system(index_validation)\n", + "\n", + "# all training data put into directory:\"training_data\"\n", + "data_training.to_deepmd_npy(\"training_data\")\n", + "\n", + "# all validation data put into directory:\"validation_data\"\n", + "data_validation.to_deepmd_npy(\"validation_data\")\n", + "\n", + "print(\"# the training data contains %d frames\" % len(data_training))\n", + "print(\"# the validation data contains %d frames\" % len(data_validation))" + ] + }, + { + "cell_type": "markdown", + "id": "98719865-ab3d-4440-8c14-78a1c253c3a6", + "metadata": {}, + "source": [ + "As you can see, 161 frames are picked as training data, and the other 40 frames are validation dat." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "a999f41b-e343-4dc2-8499-84fee6e52221", + "metadata": {}, + "source": [ + "The DeePMD-kit adopts a compressed data format. All training data should first be converted into this format and can then be used by DeePMD-kit. The data format is explained in detail in the DeePMD-kit manual that can be found in [the DeePMD-kit Data Introduction](../data/index.md)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e5befaf5-c464-4e8f-8544-a2634f5fd1d2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[01;34mtraining_data\u001b[00m\n", + "├── \u001b[01;34mset.000\u001b[00m\n", + "│   ├── box.npy\n", + "│   ├── coord.npy\n", + "│   ├── energy.npy\n", + "│   ├── force.npy\n", + "│   └── virial.npy\n", + "├── type.raw\n", + "└── type_map.raw\n", + "\n", + "1 directory, 7 files\n" + ] + } + ], + "source": [ + "! tree training_data" + ] + }, + { + "cell_type": "markdown", + "id": "99770e51-4d9e-44db-bb93-1c7061c8862c", + "metadata": {}, + "source": [ + "Let's have a look at `type.raw`:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a686585c-3e5b-4a5c-9cc7-4db7759b74b2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "0\n", + "0\n", + "0\n", + "1\n" + ] + } + ], + "source": [ + "! cat training_data/type.raw" + ] + }, + { + "cell_type": "markdown", + "id": "b5357cc5-9cdd-4c52-a611-a84cee739fb0", + "metadata": {}, + "source": [ + "This tells us there are 5 atoms in this example, 4 atoms represented by type \"0\", and 1 atom represented by type \"1\".\n", + "Sometimes one needs to map the integer types to atom name. The mapping can be given by the file `type_map.raw`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6216f02d-3a21-481f-99da-3f23b438a7c0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H\n", + "C\n" + ] + } + ], + "source": [ + "! cat training_data/type_map.raw" + ] + }, + { + "cell_type": "markdown", + "id": "1196aa0f-22c5-4b96-8640-c82068fa7828", + "metadata": {}, + "source": [ + "This tells us the type \"0\" is named by \"H\", and the type \"1\" is named by \"C\".\n", + "\n", + "More detailed doc about Data conversion can be found [here](../data/data-conv.md)." + ] + }, + { + "cell_type": "markdown", + "id": "ac6c969b-10cb-49f0-9b84-7dc9ffa38c61", + "metadata": {}, + "source": [ + "## Prepare input script \n", + "Once the data preparation is done, we can go on with training. Now go to the training directory" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f0b2fa6b-81c2-41ec-b29e-37ff1f6e3b31", + "metadata": {}, + "outputs": [], + "source": [ + "os.chdir(\n", + " os.path.join(prefix_path, \"colombo-academy-tutorials\", \"DeePMD-kit\", \"01.train\")\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "0a4c680a-abcf-40b9-b00e-fa4615aa91b9", + "metadata": {}, + "source": [ + "DeePMD-kit requires a `json` format file to specify parameters for training. \n", + "\n", + "In the model section, the parameters of embedding and fitting networks are specified.\n", + "```json\n", + "\"model\":{\n", + " \"type_map\": [\"H\", \"C\"], \n", + " \"descriptor\":{\n", + " \"type\": \"se_e2_a\", \n", + " \"rcut\": 6.00, \n", + " \"rcut_smth\": 0.50, \n", + " \"sel\": \"auto\", \n", + " \"neuron\": [25, 50, 100], \n", + " \"resnet_dt\": false,\n", + " \"axis_neuron\": 16, \n", + " \"seed\": 1,\n", + " \"_comment\": \"that's all\"\n", + " },\n", + " \"fitting_net\":{\n", + " \"neuron\": [240, 240, 240], \n", + " \"resnet_dt\": true,\n", + " \"seed\": 1,\n", + " \"_comment\": \"that's all\"\n", + " },\n", + " \"_comment\": \"that's all\"'\n", + "},\n", + "```\n", + "The explanation for some of the parameters is as follows:\n", + "\n", + "| Parameter | Expiation |\n", + "| ------------------------ | ------------------------------------------------------------ |\n", + "| type_map | *the* *name* *of* *each* *type* *of* *atom* |\n", + "| descriptor > type | *the* *type* *of* *descriptor* |\n", + "| descriptor > rcut | *cut-off* *radius* |\n", + "| descriptor > rcut_smth | *where* *the* *smoothing* *starts* |\n", + "| descriptor > sel | *the* *maximum* *number* *of* *type* *i* *atoms* *in* *the* *cut-off* *radius* |\n", + "| descriptor > neuron | *size* *of* *the* *embedding* *neural* *network* |\n", + "| descriptor > axis_neuron | *the* *size* *of* *the* *submatrix* *of* *G* *(embedding* *matrix)* |\n", + "| fitting_net > neuron | *size* *of* *the* *fitting* *neural* *network* |\n", + "\n", + "The `se_e2_a` descriptor is used to train the DP model. The item neurons set the size of the descriptors and fitting network to [25, 50, 100] and [240, 240, 240], respectively. The components in local environment to smoothly go to zero from 0.5 to 6 Å.\n", + "\n", + "The following are the parameters that specify the learning rate and loss function.\n", + "```json\n", + " \"learning_rate\" :{\n", + " \"type\": \"exp\",\n", + " \"decay_steps\": 50,\n", + " \"start_lr\": 0.001, \n", + " \"stop_lr\": 3.51e-8,\n", + " \"_comment\": \"that's all\"\n", + " },\n", + " \"loss\" :{\n", + " \"type\": \"ener\",\n", + " \"start_pref_e\": 0.02,\n", + " \"limit_pref_e\": 1,\n", + " \"start_pref_f\": 1000,\n", + " \"limit_pref_f\": 1,\n", + " \"start_pref_v\": 0,\n", + " \"limit_pref_v\": 0,\n", + " \"_comment\": \"that's all\"\n", + " },\n", + "```\n", + "In the loss function, `pref_e` increases from 0.02 to 1, and `pref_f` decreases from 1000 to 1 progressively, which means that the force term dominates at the beginning, while energy and virial terms become important at the end. This strategy is very effective and reduces the total training time. `pref_v` is set to 0 , indicating that no virial data are included in the training process. The starting learning rate, stop learning rate, and decay steps are set to 0.001, 3.51e-8, and 50, respectively. The model is trained for 10000 steps.\n", + "\n", + "The training parameters are given in the following\n", + "```json\n", + " \"training\" : {\n", + " \"training_data\": {\n", + " \"systems\": [\"../00.data/training_data\"], \n", + " \"batch_size\": \"auto\", \n", + " \"_comment\": \"that's all\"\n", + " },\n", + " \"validation_data\":{\n", + " \"systems\": [\"../00.data/validation_data/\"],\n", + " \"batch_size\": \"auto\", \n", + " \"numb_btch\": 1,\n", + " \"_comment\": \"that's all\"\n", + " },\n", + " \"numb_steps\": 10000, \n", + " \"seed\": 10,\n", + " \"disp_file\": \"lcurve.out\",\n", + " \"disp_freq\": 200,\n", + " \"save_freq\": 10000,\n", + " },\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "7b0edb0f-df47-4e6c-8c37-5f32c4bd6b39", + "metadata": {}, + "source": [ + "More detailed docs about Data conversion can be found [here](https://docs.deepmodeling.org/projects/deepmd/en/master/data/data-conv.html)." + ] + }, + { + "cell_type": "markdown", + "id": "bafe20b8-3bde-403c-ae42-b68ba5f29703", + "metadata": {}, + "source": [ + "## Train a model\n", + "After the training script is prepared, we can start the training with DeePMD-kit by simply running" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e04a05a3-ccac-474b-bc24-58fbf20b9ffe", + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/compat/v2_compat.py:107: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "non-resource variables are not supported in the long term\n", + "WARNING:root:To get the best performance, it is recommended to adjust the number of threads by setting the environment variables OMP_NUM_THREADS, TF_INTRA_OP_PARALLELISM_THREADS, and TF_INTER_OP_PARALLELISM_THREADS. See https://deepmd.rtfd.io/parallelism/ for more information.\n", + "WARNING:root:Environment variable KMP_BLOCKTIME is empty. Use the default value 0\n", + "WARNING:root:Environment variable KMP_AFFINITY is empty. Use the default value granularity=fine,verbose,compact,1,0\n", + "/opt/deepmd-kit-2.2.1/lib/python3.10/importlib/__init__.py:169: UserWarning: The NumPy module was reloaded (imported a second time). This can in some cases result in small but subtle issues and is discouraged.\n", + " _bootstrap._exec(spec, module)\n", + "DEEPMD INFO Calculate neighbor statistics... (add --skip-neighbor-stat to skip this step)\n", + "2023-04-20 23:35:59.335932: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64\n", + "2023-04-20 23:35:59.335979: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n", + "OMP: Info #155: KMP_AFFINITY: Initial OS proc set respected: 0-7\n", + "OMP: Info #216: KMP_AFFINITY: decoding x2APIC ids.\n", + "OMP: Info #216: KMP_AFFINITY: cpuid leaf 11 not supported.\n", + "OMP: Info #216: KMP_AFFINITY: decoding legacy APIC ids.\n", + "OMP: Info #157: KMP_AFFINITY: 8 available OS procs\n", + "OMP: Info #158: KMP_AFFINITY: Uniform topology\n", + "OMP: Info #287: KMP_AFFINITY: topology layer \"LL cache\" is equivalent to \"socket\".\n", + "OMP: Info #192: KMP_AFFINITY: 1 socket x 4 cores/socket x 2 threads/core (4 total cores)\n", + "OMP: Info #218: KMP_AFFINITY: OS proc to physical thread map:\n", + "OMP: Info #172: KMP_AFFINITY: OS proc 0 maps to socket 0 core 0 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 1 maps to socket 0 core 0 thread 1 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 2 maps to socket 0 core 1 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 3 maps to socket 0 core 1 thread 1 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 4 maps to socket 0 core 2 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 5 maps to socket 0 core 2 thread 1 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 6 maps to socket 0 core 3 thread 0 \n", + "OMP: Info #172: KMP_AFFINITY: OS proc 7 maps to socket 0 core 3 thread 1 \n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 140 thread 1 bound to OS proc set 2\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 142 thread 2 bound to OS proc set 4\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 144 thread 4 bound to OS proc set 1\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 143 thread 3 bound to OS proc set 6\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 145 thread 5 bound to OS proc set 3\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 146 thread 6 bound to OS proc set 5\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 147 thread 7 bound to OS proc set 7\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 148 thread 8 bound to OS proc set 0\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 139 thread 9 bound to OS proc set 2\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 149 thread 10 bound to OS proc set 4\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 150 thread 11 bound to OS proc set 6\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 151 thread 12 bound to OS proc set 1\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 152 thread 13 bound to OS proc set 3\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 153 thread 14 bound to OS proc set 5\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 154 thread 15 bound to OS proc set 7\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 155 thread 16 bound to OS proc set 0\n", + "DEEPMD INFO training data with min nbor dist: 1.045920568611028\n", + "DEEPMD INFO training data with max nbor size: [4 1]\n", + "DEEPMD INFO _____ _____ __ __ _____ _ _ _ \n", + "DEEPMD INFO | __ \\ | __ \\ | \\/ || __ \\ | | (_)| | \n", + "DEEPMD INFO | | | | ___ ___ | |__) || \\ / || | | | ______ | | __ _ | |_ \n", + "DEEPMD INFO | | | | / _ \\ / _ \\| ___/ | |\\/| || | | ||______|| |/ /| || __|\n", + "DEEPMD INFO | |__| || __/| __/| | | | | || |__| | | < | || |_ \n", + "DEEPMD INFO |_____/ \\___| \\___||_| |_| |_||_____/ |_|\\_\\|_| \\__|\n", + "DEEPMD INFO Please read and cite:\n", + "DEEPMD INFO Wang, Zhang, Han and E, Comput.Phys.Comm. 228, 178-184 (2018)\n", + "DEEPMD INFO installed to: /home/conda/feedstock_root/build_artifacts/deepmd-kit_1678943793317/work/_skbuild/linux-x86_64-3.10/cmake-install\n", + "DEEPMD INFO source : v2.2.1\n", + "DEEPMD INFO source brach: HEAD\n", + "DEEPMD INFO source commit: 3ac8c4c7\n", + "DEEPMD INFO source commit at: 2023-03-16 12:33:24 +0800\n", + "DEEPMD INFO build float prec: double\n", + "DEEPMD INFO build variant: cuda\n", + "DEEPMD INFO build with tf inc: /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/include;/opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/../../../../include\n", + "DEEPMD INFO build with tf lib: \n", + "DEEPMD INFO ---Summary of the training---------------------------------------\n", + "DEEPMD INFO running on: bohrium-14076-1013950\n", + "DEEPMD INFO computing device: cpu:0\n", + "DEEPMD INFO CUDA_VISIBLE_DEVICES: unset\n", + "DEEPMD INFO Count of visible GPU: 0\n", + "DEEPMD INFO num_intra_threads: 0\n", + "DEEPMD INFO num_inter_threads: 0\n", + "DEEPMD INFO -----------------------------------------------------------------\n", + "DEEPMD INFO ---Summary of DataSystem: training -----------------------------------------------\n", + "DEEPMD INFO found 1 system(s):\n", + "DEEPMD INFO system natoms bch_sz n_bch prob pbc\n", + "DEEPMD INFO ../00.data/training_data 5 7 23 1.000 T\n", + "DEEPMD INFO --------------------------------------------------------------------------------------\n", + "DEEPMD INFO ---Summary of DataSystem: validation -----------------------------------------------\n", + "DEEPMD INFO found 1 system(s):\n", + "DEEPMD INFO system natoms bch_sz n_bch prob pbc\n", + "DEEPMD INFO ../00.data/validation_data 5 7 5 1.000 T\n", + "DEEPMD INFO --------------------------------------------------------------------------------------\n", + "DEEPMD INFO training without frame parameter\n", + "DEEPMD INFO data stating... (this step may take long time)\n", + "OMP: Info #254: KMP_AFFINITY: pid 118 tid 118 thread 0 bound to OS proc set 0\n", + "DEEPMD INFO built lr\n", + "DEEPMD INFO built network\n", + "DEEPMD INFO built training\n", + "WARNING:root:To get the best performance, it is recommended to adjust the number of threads by setting the environment variables OMP_NUM_THREADS, TF_INTRA_OP_PARALLELISM_THREADS, and TF_INTER_OP_PARALLELISM_THREADS. See https://deepmd.rtfd.io/parallelism/ for more information.\n", + "DEEPMD INFO initialize model from scratch\n", + "DEEPMD INFO start training at lr 1.00e-03 (== 1.00e-03), decay_step 50, decay_rate 0.950006, final lr will be 3.51e-08\n", + "DEEPMD INFO batch 200 training time 6.10 s, testing time 0.02 s\n", + "DEEPMD INFO batch 400 training time 4.83 s, testing time 0.02 s\n", + "DEEPMD INFO batch 600 training time 4.84 s, testing time 0.02 s\n", + "DEEPMD INFO batch 800 training time 4.85 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1000 training time 4.85 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 1200 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1400 training time 5.39 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1600 training time 4.84 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1800 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO batch 2000 training time 4.84 s, testing time 0.02 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0.02 s\n", + "DEEPMD INFO batch 4600 training time 4.92 s, testing time 0.02 s\n", + "DEEPMD INFO batch 4800 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO batch 5000 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 5200 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 5400 training time 4.88 s, testing time 0.02 s\n", + "DEEPMD INFO batch 5600 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 5800 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 6000 training time 4.90 s, testing time 0.02 s\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/training/saver.py:1066: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use standard file APIs to delete files with this prefix.\n", + "WARNING:tensorflow:From /opt/deepmd-kit-2.2.1/lib/python3.10/site-packages/tensorflow/python/training/saver.py:1066: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use standard file APIs to delete files with this prefix.\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 6200 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO batch 6400 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 6600 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO batch 6800 training time 4.84 s, testing time 0.02 s\n", + "DEEPMD INFO batch 7000 training time 4.93 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 7200 training time 4.89 s, testing time 0.02 s\n", + "DEEPMD INFO batch 7400 training time 4.88 s, testing time 0.02 s\n", + "DEEPMD INFO batch 7600 training time 4.88 s, testing time 0.02 s\n", + "DEEPMD INFO batch 7800 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 8000 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 8200 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 8400 training time 4.85 s, testing time 0.02 s\n", + "DEEPMD INFO batch 8600 training time 4.86 s, testing time 0.02 s\n", + "DEEPMD INFO batch 8800 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 9000 training time 4.83 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 9200 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 9400 training time 4.95 s, testing time 0.02 s\n", + "DEEPMD INFO batch 9600 training time 4.89 s, testing time 0.02 s\n", + "DEEPMD INFO batch 9800 training time 4.87 s, testing time 0.02 s\n", + "DEEPMD INFO batch 10000 training time 4.88 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO average training time: 0.0244 s/batch (exclude first 200 batches)\n", + "DEEPMD INFO finished training\n", + "DEEPMD INFO wall time: 256.669 s\n" + ] + } + ], + "source": [ + "! dp train input.json" + ] + }, + { + "cell_type": "markdown", + "id": "c10e0a81-ef33-49ab-ae2d-83fbd35985ac", + "metadata": { + "tags": [] + }, + "source": [ + "On the screen, you will see the information of the data system(s)\n", + "```\n", + "DEEPMD INFO -----------------------------------------------------------------\n", + "DEEPMD INFO ---Summary of DataSystem: training ----------------------------------\n", + "DEEPMD INFO found 1 system(s):\n", + "DEEPMD INFO system natoms bch_sz n_bch prob pbc\n", + "DEEPMD INFO ../00.data/training_data 5 7 23 1.000 T\n", + "DEEPMD INFO -------------------------------------------------------------------------\n", + "DEEPMD INFO ---Summary of DataSystem: validation ----------------------------------\n", + "DEEPMD INFO found 1 system(s):\n", + "DEEPMD INFO system natoms bch_sz n_bch prob pbc\n", + "DEEPMD INFO ../00.data/validation_data 5 7 5 1.000 T\n", + "DEEPMD INFO -------------------------------------------------------------------------\n", + "```\n", + "and the starting and final learning rate of this training\n", + "```\n", + "DEEPMD INFO start training at lr 1.00e-03 (== 1.00e-03), decay_step 50, decay_rate 0.950006, final lr will be 3.51e-08\n", + "```\n", + "If everything works fine, you will see, on the screen, information printed every 1000 steps, like\n", + "```\n", + "DEEPMD INFO batch 200 training time 6.04 s, testing time 0.02 s\n", + "DEEPMD INFO batch 400 training time 4.80 s, testing time 0.02 s\n", + "DEEPMD INFO batch 600 training time 4.80 s, testing time 0.02 s\n", + "DEEPMD INFO batch 800 training time 4.78 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1000 training time 4.77 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "DEEPMD INFO batch 1200 training time 4.47 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1400 training time 4.49 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1600 training time 4.45 s, testing time 0.02 s\n", + "DEEPMD INFO batch 1800 training time 4.44 s, testing time 0.02 s\n", + "DEEPMD INFO batch 2000 training time 4.46 s, testing time 0.02 s\n", + "DEEPMD INFO saved checkpoint model.ckpt\n", + "```\n", + "They present the training and testing time counts. At the end of the 1000th batch, the model is saved in Tensorflow's checkpoint file `model.ckpt`. At the same time, the training and testing errors are presented in file `lcurve.out`. \n", + "\n", + "The file contains 8 columns, form left to right, are the training step, the validation loss, training loss, root mean square (RMS) validation error of energy, RMS training error of energy, RMS validation error of force, RMS training error of force and the learning rate. The RMS error (RMSE) of the energy is normalized by number of atoms in the system. \n", + "```\n", + "head -n 2 lcurve.out\n", + "# step rmse_val rmse_trn rmse_e_val rmse_e_trn rmse_f_val rmse_f_trn lr\n", + " 0 2.02e+01 1.51e+01 1.37e-01 1.41e-01 6.40e-01 4.79e-01 1.0e-03\n", + "```\n", + "and\n", + "```\n", + "$ tail -n 2 lcurve.out\n", + " 9800 2.45e-02 4.02e-02 3.20e-04 3.88e-04 2.40e-02 3.94e-02 4.3e-08\n", + " 10000 4.60e-02 3.76e-02 8.65e-04 5.35e-04 4.52e-02 3.69e-02 3.5e-08\n", + "```\n", + "Volumes 4, 5 and 6, 7 present energy and force training and testing errors, respectively. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4aabcec8-9058-4582-863d-00550bb05187", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# step rmse_val rmse_trn rmse_e_val rmse_e_trn rmse_f_val rmse_f_trn lr\n", + " 0 2.06e+01 1.94e+01 1.34e-01 1.35e-01 6.51e-01 6.14e-01 1.0e-03\n", + " 9800 5.49e-02 4.00e-02 7.55e-04 7.28e-04 5.37e-02 3.91e-02 4.3e-08\n", + " 10000 6.56e-02 6.37e-02 1.13e-03 1.54e-03 6.44e-02 6.25e-02 3.5e-08\n" + ] + } + ], + "source": [ + "! head -n 2 lcurve.out && tail -n 2 lcurve.out" + ] + }, + { + "cell_type": "markdown", + "id": "34f3de74-9b9c-4143-94c6-1b91adbfb8d4", + "metadata": {}, + "source": [ + "The loss function can be visualized to monitor the training process." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a7444fb4-a869-4b44-a1e3-2d74679189ed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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