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Add instancenorm and alpha_dropout implementations #180

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Oct 27, 2022
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codecov bot commented Oct 26, 2022

Codecov Report

Base: 88.88% // Head: 88.81% // Decreases project coverage by -0.06% ⚠️

Coverage data is based on head (a759abd) compared to base (c769ccd).
Patch has no changes to coverable lines.

Additional details and impacted files
@@            Coverage Diff             @@
##             main     #180      +/-   ##
==========================================
- Coverage   88.88%   88.81%   -0.07%     
==========================================
  Files          19       19              
  Lines        1278     1279       +1     
==========================================
  Hits         1136     1136              
- Misses        142      143       +1     
Impacted Files Coverage Δ
src/layers/normalize.jl 98.43% <0.00%> (-0.78%) ⬇️

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@avik-pal avik-pal merged commit 2aeae0d into main Oct 27, 2022
@avik-pal avik-pal deleted the ap/luxlib_parity branch October 27, 2022 03:05
avik-pal added a commit that referenced this pull request Nov 3, 2024
avik-pal added a commit that referenced this pull request Nov 3, 2024
* perf: cleanup the benchmarking script

* perf: add benchmarks for Zygote

* perf: try reclaiming memory

* fix: incorrect system parameters

* perf: temporarily disable non-dense benchmarks

[skip tests]

* ci(benchmark): allow proceed on failure

[skip tests]

* perf: update polyalg selection for matmul and matmuladd

* test: ensure no additional allocations for matmul

* fix: typo in AMDGPU batched matmul

* perf: restore running all benchmarks

* docs: add link to benchmarks

* ci: fix benchmarks config

* test: run allocs test only on CPU

* fix: mixed-precision use Octavian if possible

* feat: add traits to fuse activation functions

[skip ci]

* perf: selective vectorization of operations bias_add/activation

* perf: fused bias activation for certain operations

* perf: optimize batchnorm implementation

* perf: don't fuse tanh

* perf: run specific benchmarks

* perf: be conservative while fusing activation functions

* refactor: qualify CPU functions with `_cpu`

* perf: restore running all benchmarks

* fix(tracker): expand custom Tracker AD for wrapper types

* fix: subtyping correction

* test: ignore tests for batched_vec (not our code)

* perf: faster version of groupnorm

* ci: run downstream testing only on pull requests

* refactor: remove unnecessary forced inlining

* refactor: move PartialFunctions into a module

* refactor: move utilities into Utils

* refactor: move device agnostic functions to `DeviceAgnostic`

* test: separate out the testing project file

* refactor: move internal functions into separate modules

* test: separate out the testing project file

* fix: incorrect internal calls

* refactor: remove unnecessary turbo loop

* perf: don't rely on compile time branch removal for KA

* perf: static ndrange kernel launches

* perf: let it autotune

* refactor: use multiple dispatch for cleaner kernels

* refactor: disable cpu codegen for kernels

* fix: nicer information for fallback mixed-precision matmul

* fix: allow zero-sized arrays in bias_activation

* fix: don't restrict bias_act to number

* fix: don't restrict traits/ext/utils to number

* fix: more aggressive type specialization

* chore: update version

* fix: broken qa tests

* fix: use `fmap_with_path` to correctly identify all internal states

* chore: apply formatting suggestion

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix: don't error on detecting arrays with undefined entries

* refactor: move ChainRulesCore into an extension

* fix: skip enzyme tests if it is a pre-release

* chore: bump version for release

* fix: decide internal operation based on unwrapped arrays

* fix: avoid wrappers for SVector using `insert_batch_dim`

* fix: enzyme forward mode with octavian

* feat: swap Enzyme forward rules along with reverse

* test: simple enzyme forward test to check no crash

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* feat: add `unsafe_free!`

* feat: add DeviceIterator (and support parallel Device DataLoader)

* test: basic tests for free-ing data

* refactor: simplify parallel dataloader

* test: DataLoader aggressive freeing

* docs: add docstrings for `DeviceIterator`

* refactor: deprecate "Explicit" in favor of "Lux"

* chore: add deprecation for the single arg outputsize

* fix: remove old uses of Explicit

* fix!: remove deprecations

* chore: add exports for abstract layers

* refactor: move Functors and Setfield into ext

* fix!: remove hacky version of outputsize

* feat: add `AbstractLuxWrapperLayer`

* refactor: cleanup extension usage

* test: update test to new API

* test: extension loading errors

* feat: support functors for WrappedLayer

* test: LuxWrappedLayer tested

* test: don't qualify unnecessarily

* refactor: cleanup internal functions

* fix!: remove default slow handling of outputsize

* fix: update removed API

* test: update old tests

* fix!: remove unused `inputsize`

* fix: add fmap_with_path support

* chore: fix formatting

* feat: default call for wrapper layers

* fix: remove hacky usage of module getproperty rrules

* fix: accidental dual usage of `ofeltype_array`

* feat: auto-training mode and strict checks

* chore: bump compat for LuxCore to 1, (keep existing compat) (#147)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>

* feat: extend the layernorm API

* test: more detailed layernorm testing

* chore: bump version for release

* fix!: remove deprecations for 1.0 release

* chore!: remove Reexport of NNlib (will be done via Lux)

* perf: add NNlib to benchmarks deps

* fix: remove unused explicit imports

* chore: update to using LuxCore@1.0

* fix!: remove dropout branching based on size

* fix!: change the default layernorm dims

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* feat: add enzyme reverse rules for `fused_dense!`

* test: add tests for the enzyme fused_dense rules

* fix: typo in reverse rule

* test: run tests with more activations

* feat: instancenorm with running statistics

* fix: fixes for testing

* fix: modify the dropout testing

* fix: windows testing for dropout

* chore(deps): bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7 (#19)

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* test: add tests comparing the fused op with unfused op

* fix: improve load times by moving CRC to ext

* fix: remove UnrolledUtilities dep

* fix: remove UnrolledUtilities dep

* chore: bump minimum MLDataDevices version

* fix: dropout tests are no longer broken

* chore: accidentally left deprecations file

* fix: missing enzyme rules for matmuladd! (CUDA support)

* test: incorrect condition

* test: incorrect function name

* fix: zero out shadows

* fix: enzyme reverse bias needs a check on Const

* chore: bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* feat: better test integration in test_gradients

* feat: add test_gradients macro

* chore: apply formatting suggestion

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix: update to use test_gradients macro

* fix: bias needs to add accum gradients

* chore: bump `EnzymeCore` version

* CompatHelper: bump compat for EnzymeCore in [weakdeps] to 0.8, (keep existing compat)

* chore: bump version for release

---------

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>
Co-authored-by: Avik Pal <avikpal@mit.edu>

* chore: install latest enzyme version

* chore: update Enzyme version

* chore: bump minimum versions

* ci: update buildkite settings

* feat: wider support for batched_matmul

* perf: benchmark fallback batched_matmul

* feat: slow fallback conv impl

* feat: parallel fallback batchedmm

* ci(buildkite): add GPU testing for Metal and oneAPI

* test: check for FP64 support

* fix: convert element type before broadcasting

* fix: dispatch for NNlib conv

* ci(buildkite): disable testing for Metal and oneAPI

* chore: bump version

* feat: update minimum version of Enzyme to 0.13

* feat: support within_gradient for Enzyme

* refactor: rename within_gradient to within_autodiff

* fix: update forward rules to new API

* fix: use known on the return type

* fix: forward enzyme rules

* fix: broken enzyme tests

* feat: support runtime activity for enzyme

* fix: check was accidentally broken

* chore(deps): bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* fix: rollback custom gelu implementation

* feat: XLADevice via Reactant

* chore: apply suggestions from code review

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* chore: bump version

* feat: more extensive testing of XLA backend

* fix: incorrect function call

* test: rename

* test: incorrect env var

* fix: copy to XLA in main thread

* fix: don't support pre-moving the data

* fix: urgent patch for reactant breakage

* chore: bump crate-ci/typos from 1.24.6 to 1.25.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

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updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
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* chore(deps): bump crate-ci/typos from 1.24.6 to 1.25.0 (#41)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.24.6 to 1.25.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.6 to 1.25.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.6 to 1.26.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* ci: run on `1.10` and `1` (#57)

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1` (#81)

* ci: run on 1.10 and 1

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1` (#43)

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1`

* test: mark truncated normal on Metal as unbroken

* ci: run buildkite on `1.10` and `1`

* chore: bump peter-evans/create-pull-request from 6 to 7 (#40)

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
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- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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* ci: run tests only on `1.10` for now (#172)

* fix: relax cublaslt types (#173)

* docs: add Flux.jl to the README (#83)

After FluxML/Flux.jl#2492 also Flux relies on MLDataDevices.

* chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#58)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#44)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#174)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* chore: bump compat for GPUArrays in [weakdeps] to 11, (keep existing compat) (#86)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>

* chore: bump version for release

* chore: bump compat for GPUArrays in [weakdeps] to 11, (keep existing compat) (#46)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>

* chore: bump compat for GPUArraysCore to 0.2, (keep existing compat) (#47)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>
Co-authored-by: Avik Pal <avikpal@mit.edu>

* chore: bump version for release

* feat: add fallbacks for unknown objects (#87)

* feat: add fallbacks for unknown objects

* feat: handle RNGs and undef arrays gracefully

* test: RNG movement

* test: functions and closures

* refactor: move `JuliaSIMD` deps to extensions (#175)

* fix: remove LV.vmap! usage

* fix: remove LV handling for bias_activation

* fix: remove LV usage in dropout

* refactor: move LV and octavian behind an extension

* docs: add docs for loading packages

* refactor: move SLEEFPirates to an ext

* fix: enzyme rules for batched matmul

* fix: patch more enzyme issues

* feat: add a preference to disable loop vectorization

* fix: incorrect dispatch called

* fix: enzyme segfault bypass

* feat: define isleaf (#84)

* isleaf

* exclude

* add tests and docs

* more tests

* import functors

* fix test

* chore: reduce min compat

* chore: run formatter

* chore: bump version for release

* fix: handle bitstypes and wrapped arrays in isleaf (#88)

* bitstype and wrapped arrays

* fixes

* fix import

* bound

* cleanup

* chore: fix min version of LinearAlgebra

* chore: run formatter

---------

Co-authored-by: Avik Pal <avik.pal.2017@gmail.com>
Co-authored-by: Avik Pal <avikpal@mit.edu>

* fix: task switching in AMDGPU complex batched_matmul (#178)

* ci(buildkite): add downstream testing for NeuralOperators

* perf: restore old batched_mul

* fix: disable threading for certain devices

* revert: "perf: restore old batched_mul"

This reverts commit a8c0f3b4615f96a8773577e16fac61ba310d8123.

* fix: correctly handle adjoints of wrapped arrays (#90)

* fix: correctly handle adjoints of wrapped arrays

* fix: use fast paths for adapt

* fix: adapt ranges to JuliaGPU/Adapt.jl#86

* chore(deps): bump crate-ci/typos from 1.25.0 to 1.26.8 (#44)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.26.0 to 1.26.8 (#49)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.26.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.26.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.26.0 to 1.26.8 (#60)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.26.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.26.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: missing import; fixes #179 (#180)

* chore: bump crate-ci/typos from 1.26.0 to 1.26.8 (#93)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.26.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.26.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* ci: merge LuxCUDA testing scripts

* ci: merge LuxCore testing scripts

* ci: merge WeightInitializers testing scripts

* ci: add WI to pipeline launch

* ci: add MLDataDevices to pipeline launch

* ci: change 1.10 to "lts"

* test: LuxCore test fixes

* ci: soft fail MLDataDevices

* ci: add a central downstream testing

* ci: partially migrate LuxLib CI

* ci: remove name field

* ci: minor fixes to build scripts

* ci: move LuxTestUtils CI scripts

* ci: update LuxLib workflow

* ci: update LuxLib workflows

* ci: split out downstream testing

* ci: fix certain pipelines

* ci: minor tweaks

* fix: workflows

* test: use local LuxCUDA for tests

* fix: use develop

* docs: update

* fix: add dev packages

* docs: dev required packages

* perf: merge the benchmarks

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>
Co-authored-by: Christopher Rackauckas <accounts@chrisrackauckas.com>
Co-authored-by: Carlo Lucibello <carlo.lucibello@gmail.com>
avik-pal added a commit that referenced this pull request Nov 3, 2024
* perf: cleanup the benchmarking script

* perf: add benchmarks for Zygote

* perf: try reclaiming memory

* fix: incorrect system parameters

* perf: temporarily disable non-dense benchmarks

[skip tests]

* ci(benchmark): allow proceed on failure

[skip tests]

* perf: update polyalg selection for matmul and matmuladd

* test: ensure no additional allocations for matmul

* fix: typo in AMDGPU batched matmul

* perf: restore running all benchmarks

* docs: add link to benchmarks

* ci: fix benchmarks config

* test: run allocs test only on CPU

* fix: mixed-precision use Octavian if possible

* feat: add traits to fuse activation functions

[skip ci]

* perf: selective vectorization of operations bias_add/activation

* perf: fused bias activation for certain operations

* perf: optimize batchnorm implementation

* perf: don't fuse tanh

* perf: run specific benchmarks

* perf: be conservative while fusing activation functions

* refactor: qualify CPU functions with `_cpu`

* perf: restore running all benchmarks

* fix(tracker): expand custom Tracker AD for wrapper types

* fix: subtyping correction

* test: ignore tests for batched_vec (not our code)

* perf: faster version of groupnorm

* ci: run downstream testing only on pull requests

* refactor: remove unnecessary forced inlining

* refactor: move PartialFunctions into a module

* refactor: move utilities into Utils

* refactor: move device agnostic functions to `DeviceAgnostic`

* test: separate out the testing project file

* refactor: move internal functions into separate modules

* test: separate out the testing project file

* fix: incorrect internal calls

* refactor: remove unnecessary turbo loop

* perf: don't rely on compile time branch removal for KA

* perf: static ndrange kernel launches

* perf: let it autotune

* refactor: use multiple dispatch for cleaner kernels

* refactor: disable cpu codegen for kernels

* fix: nicer information for fallback mixed-precision matmul

* fix: allow zero-sized arrays in bias_activation

* fix: don't restrict bias_act to number

* fix: don't restrict traits/ext/utils to number

* fix: more aggressive type specialization

* chore: update version

* fix: broken qa tests

* fix: use `fmap_with_path` to correctly identify all internal states

* chore: apply formatting suggestion

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix: don't error on detecting arrays with undefined entries

* refactor: move ChainRulesCore into an extension

* fix: skip enzyme tests if it is a pre-release

* chore: bump version for release

* fix: decide internal operation based on unwrapped arrays

* fix: avoid wrappers for SVector using `insert_batch_dim`

* fix: enzyme forward mode with octavian

* feat: swap Enzyme forward rules along with reverse

* test: simple enzyme forward test to check no crash

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.23.6 to 1.24.1

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.23.6 to 1.24.1.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.23.6...v1.24.1)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* feat: add `unsafe_free!`

* feat: add DeviceIterator (and support parallel Device DataLoader)

* test: basic tests for free-ing data

* refactor: simplify parallel dataloader

* test: DataLoader aggressive freeing

* docs: add docstrings for `DeviceIterator`

* refactor: deprecate "Explicit" in favor of "Lux"

* chore: add deprecation for the single arg outputsize

* fix: remove old uses of Explicit

* fix!: remove deprecations

* chore: add exports for abstract layers

* refactor: move Functors and Setfield into ext

* fix!: remove hacky version of outputsize

* feat: add `AbstractLuxWrapperLayer`

* refactor: cleanup extension usage

* test: update test to new API

* test: extension loading errors

* feat: support functors for WrappedLayer

* test: LuxWrappedLayer tested

* test: don't qualify unnecessarily

* refactor: cleanup internal functions

* fix!: remove default slow handling of outputsize

* fix: update removed API

* test: update old tests

* fix!: remove unused `inputsize`

* fix: add fmap_with_path support

* chore: fix formatting

* feat: default call for wrapper layers

* fix: remove hacky usage of module getproperty rrules

* fix: accidental dual usage of `ofeltype_array`

* feat: auto-training mode and strict checks

* chore: bump compat for LuxCore to 1, (keep existing compat) (#147)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>

* feat: extend the layernorm API

* test: more detailed layernorm testing

* chore: bump version for release

* fix!: remove deprecations for 1.0 release

* chore!: remove Reexport of NNlib (will be done via Lux)

* perf: add NNlib to benchmarks deps

* fix: remove unused explicit imports

* chore: update to using LuxCore@1.0

* fix!: remove dropout branching based on size

* fix!: change the default layernorm dims

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.1 to 1.24.3

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.1 to 1.24.3.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.1...v1.24.3)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* feat: add enzyme reverse rules for `fused_dense!`

* test: add tests for the enzyme fused_dense rules

* fix: typo in reverse rule

* test: run tests with more activations

* feat: instancenorm with running statistics

* fix: fixes for testing

* fix: modify the dropout testing

* fix: windows testing for dropout

* chore(deps): bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7 (#19)

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump peter-evans/create-pull-request from 6 to 7

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.5

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.5.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.5)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* test: add tests comparing the fused op with unfused op

* fix: improve load times by moving CRC to ext

* fix: remove UnrolledUtilities dep

* fix: remove UnrolledUtilities dep

* chore: bump minimum MLDataDevices version

* fix: dropout tests are no longer broken

* chore: accidentally left deprecations file

* fix: missing enzyme rules for matmuladd! (CUDA support)

* test: incorrect condition

* test: incorrect function name

* fix: zero out shadows

* fix: enzyme reverse bias needs a check on Const

* chore: bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* feat: better test integration in test_gradients

* feat: add test_gradients macro

* chore: apply formatting suggestion

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* fix: update to use test_gradients macro

* fix: bias needs to add accum gradients

* chore: bump `EnzymeCore` version

* CompatHelper: bump compat for EnzymeCore in [weakdeps] to 0.8, (keep existing compat)

* chore: bump version for release

---------

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>
Co-authored-by: Avik Pal <avikpal@mit.edu>

* chore: install latest enzyme version

* chore: update Enzyme version

* chore: bump minimum versions

* ci: update buildkite settings

* feat: wider support for batched_matmul

* perf: benchmark fallback batched_matmul

* feat: slow fallback conv impl

* feat: parallel fallback batchedmm

* ci(buildkite): add GPU testing for Metal and oneAPI

* test: check for FP64 support

* fix: convert element type before broadcasting

* fix: dispatch for NNlib conv

* ci(buildkite): disable testing for Metal and oneAPI

* chore: bump version

* feat: update minimum version of Enzyme to 0.13

* feat: support within_gradient for Enzyme

* refactor: rename within_gradient to within_autodiff

* fix: update forward rules to new API

* fix: use known on the return type

* fix: forward enzyme rules

* fix: broken enzyme tests

* feat: support runtime activity for enzyme

* fix: check was accidentally broken

* chore(deps): bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.3 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.3 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.3...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.5 to 1.24.6

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.5 to 1.24.6.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.5...v1.24.6)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* fix: rollback custom gelu implementation

* feat: XLADevice via Reactant

* chore: apply suggestions from code review

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* chore: bump version

* feat: more extensive testing of XLA backend

* fix: incorrect function call

* test: rename

* test: incorrect env var

* fix: copy to XLA in main thread

* fix: don't support pre-moving the data

* fix: urgent patch for reactant breakage

* chore: bump crate-ci/typos from 1.24.6 to 1.25.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore(deps): bump crate-ci/typos from 1.24.6 to 1.25.0 (#41)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.24.6 to 1.25.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.6 to 1.25.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.25.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.25.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* chore: bump crate-ci/typos from 1.24.6 to 1.26.0

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.24.6 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.24.6...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* ci: run on `1.10` and `1` (#57)

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1` (#81)

* ci: run on 1.10 and 1

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1` (#43)

* ci: run on `1.10` and `1`

* ci: run on `1.10` and `1`

* test: mark truncated normal on Metal as unbroken

* ci: run buildkite on `1.10` and `1`

* chore: bump peter-evans/create-pull-request from 6 to 7 (#40)

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 7.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v7)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* ci: run tests only on `1.10` for now (#172)

* fix: relax cublaslt types (#173)

* docs: add Flux.jl to the README (#83)

After FluxML/Flux.jl#2492 also Flux relies on MLDataDevices.

* chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#58)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#44)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#174)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.0.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.0)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump compat for GPUArrays in [weakdeps] to 11, (keep existing compat) (#86)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>

* chore: bump version for release

* chore: bump compat for GPUArrays in [weakdeps] to 11, (keep existing compat) (#46)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>

* chore: bump compat for GPUArraysCore to 0.2, (keep existing compat) (#47)

Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>
Co-authored-by: Avik Pal <avikpal@mit.edu>

* chore: bump version for release

* feat: add fallbacks for unknown objects (#87)

* feat: add fallbacks for unknown objects

* feat: handle RNGs and undef arrays gracefully

* test: RNG movement

* test: functions and closures

* refactor: move `JuliaSIMD` deps to extensions (#175)

* fix: remove LV.vmap! usage

* fix: remove LV handling for bias_activation

* fix: remove LV usage in dropout

* refactor: move LV and octavian behind an extension

* docs: add docs for loading packages

* refactor: move SLEEFPirates to an ext

* fix: enzyme rules for batched matmul

* fix: patch more enzyme issues

* feat: add a preference to disable loop vectorization

* fix: incorrect dispatch called

* fix: enzyme segfault bypass

* feat: define isleaf (#84)

* isleaf

* exclude

* add tests and docs

* more tests

* import functors

* fix test

* chore: reduce min compat

* chore: run formatter

* chore: bump version for release

* fix: handle bitstypes and wrapped arrays in isleaf (#88)

* bitstype and wrapped arrays

* fixes

* fix import

* bound

* cleanup

* chore: fix min version of LinearAlgebra

* chore: run formatter

---------

Co-authored-by: Avik Pal <avik.pal.2017@gmail.com>
Co-authored-by: Avik Pal <avikpal@mit.edu>

* fix: task switching in AMDGPU complex batched_matmul (#178)

* ci(buildkite): add downstream testing for NeuralOperators

* perf: restore old batched_mul

* fix: disable threading for certain devices

* revert: "perf: restore old batched_mul"

This reverts commit a8c0f3b4615f96a8773577e16fac61ba310d8123.

* fix: correctly handle adjoints of wrapped arrays (#90)

* fix: correctly handle adjoints of wrapped arrays

* fix: use fast paths for adapt

* fix: adapt ranges to JuliaGPU/Adapt.jl#86

* chore(deps): bump crate-ci/typos from 1.25.0 to 1.26.8 (#44)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.25.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.25.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.26.0 to 1.26.8 (#49)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.26.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.26.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump crate-ci/typos from 1.26.0 to 1.26.8 (#60)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.26.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.26.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: missing import; fixes #179 (#180)

* chore: bump crate-ci/typos from 1.26.0 to 1.26.8 (#93)

Bumps [crate-ci/typos](https://github.com/crate-ci/typos) from 1.26.0 to 1.26.8.
- [Release notes](https://github.com/crate-ci/typos/releases)
- [Changelog](https://github.com/crate-ci/typos/blob/master/CHANGELOG.md)
- [Commits](crate-ci/typos@v1.26.0...v1.26.8)

---
updated-dependencies:
- dependency-name: crate-ci/typos
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* ci: merge LuxCUDA testing scripts

* ci: merge LuxCore testing scripts

* ci: merge WeightInitializers testing scripts

* ci: add WI to pipeline launch

* ci: add MLDataDevices to pipeline launch

* ci: change 1.10 to "lts"

* test: LuxCore test fixes

* ci: soft fail MLDataDevices

* ci: add a central downstream testing

* ci: partially migrate LuxLib CI

* ci: remove name field

* ci: minor fixes to build scripts

* ci: move LuxTestUtils CI scripts

* ci: update LuxLib workflow

* ci: update LuxLib workflows

* ci: split out downstream testing

* ci: fix certain pipelines

* ci: minor tweaks

* fix: workflows

* test: use local LuxCUDA for tests

* fix: use develop

* docs: update

* fix: add dev packages

* docs: dev required packages

* perf: merge the benchmarks

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: CompatHelper Julia <compathelper_noreply@julialang.org>
Co-authored-by: Christopher Rackauckas <accounts@chrisrackauckas.com>
Co-authored-by: Carlo Lucibello <carlo.lucibello@gmail.com>
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