From a26cbe9bfa6cf4ccb1063285914b45226325b35c Mon Sep 17 00:00:00 2001 From: James Fulton Date: Wed, 22 Nov 2023 11:13:25 +0000 Subject: [PATCH 1/4] update reqs #minor --- requirements.txt | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index 65dc78b..3b2fad3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ nowcasting_utils ocf_datapipes>=1.2.44 -pvnet>=2.1.16 +pvnet>=2.4.0 ocf_ml_metrics numpy pandas @@ -8,7 +8,7 @@ matplotlib xarray ipykernel h5netcdf -torch>=2.0 +torch>=2.1.1 lightning>=2.0.1 torchdata pytest From 800667cea9c5f6c23e8753d05db30af5e2722b14 Mon Sep 17 00:00:00 2001 From: James Fulton Date: Wed, 22 Nov 2023 11:26:29 +0000 Subject: [PATCH 2/4] update to torch datapipes --- pvnet_summation/data/datamodule.py | 54 +++++++++++++++++++----------- tests/conftest.py | 2 +- tests/data/test_datamodule.py | 4 +-- 3 files changed, 37 insertions(+), 23 deletions(-) diff --git a/pvnet_summation/data/datamodule.py b/pvnet_summation/data/datamodule.py index c8a92a3..787cbe1 100644 --- a/pvnet_summation/data/datamodule.py +++ b/pvnet_summation/data/datamodule.py @@ -5,8 +5,10 @@ from ocf_datapipes.load import OpenGSP from ocf_datapipes.training.pvnet import normalize_gsp from ocf_datapipes.utils.consts import BatchKey -from torchdata.dataloader2 import DataLoader2, MultiProcessingReadingService -from torchdata.datapipes.iter import FileLister, IterDataPipe, Zipper +from torch.utils.data import DataLoader +from torch.utils.data.datapipes._decorator import functional_datapipe +from torch.utils.data.datapipes.datapipe import IterDataPipe +from torch.utils.data.datapipes.iter import FileLister, Zipper # https://github.com/pytorch/pytorch/issues/973 torch.multiprocessing.set_sharing_strategy("file_system") @@ -127,7 +129,7 @@ def __init__( gsp_zarr_path: str, batch_size=16, num_workers=0, - prefetch_factor=2, + prefetch_factor=None, ): """Datamodule for training pvnet_summation. @@ -143,10 +145,19 @@ def __init__( self.batch_size = batch_size self.batch_dir = batch_dir - self.readingservice_config = dict( + self._common_dataloader_kwargs = dict( + shuffle=False, # shuffled in datapipe step + batch_size=None, # batched in datapipe step + sampler=None, + batch_sampler=None, num_workers=num_workers, - multiprocessing_context="spawn", - worker_prefetch_cnt=prefetch_factor, + collate_fn=None, + pin_memory=False, + drop_last=False, + timeout=0, + worker_init_fn=None, + prefetch_factor=prefetch_factor, + persistent_workers=False, ) def _get_premade_batches_datapipe(self, subdir, shuffle=False, add_filename=False): @@ -218,17 +229,14 @@ def train_dataloader(self, shuffle=True, add_filename=False): datapipe = self._get_premade_batches_datapipe( "train", shuffle=shuffle, add_filename=add_filename ) - - rs = MultiProcessingReadingService(**self.readingservice_config) - return DataLoader2(datapipe, reading_service=rs) + return DataLoader(datapipe, **self._common_dataloader_kwargs) def val_dataloader(self, shuffle=False, add_filename=False): """Construct val dataloader""" datapipe = self._get_premade_batches_datapipe( "val", shuffle=shuffle, add_filename=add_filename ) - rs = MultiProcessingReadingService(**self.readingservice_config) - return DataLoader2(datapipe, reading_service=rs) + return DataLoader(datapipe, **self._common_dataloader_kwargs) def test_dataloader(self): """Construct test dataloader""" @@ -243,7 +251,7 @@ def __init__( batch_dir: str, batch_size=16, num_workers=0, - prefetch_factor=2, + prefetch_factor=None, ): """Datamodule for loading pre-saved PVNet predictions to train pvnet_summation. @@ -257,10 +265,19 @@ def __init__( self.batch_size = batch_size self.batch_dir = batch_dir - self.readingservice_config = dict( + self._common_dataloader_kwargs = dict( + shuffle=False, # shuffled in datapipe step + batch_size=None, # batched in datapipe step + sampler=None, + batch_sampler=None, num_workers=num_workers, - multiprocessing_context="spawn", - worker_prefetch_cnt=prefetch_factor, + collate_fn=None, + pin_memory=False, + drop_last=False, + timeout=0, + worker_init_fn=None, + prefetch_factor=prefetch_factor, + persistent_workers=False, ) def _get_premade_batches_datapipe(self, subdir, shuffle=False): @@ -290,9 +307,7 @@ def train_dataloader(self, shuffle=True): "train", shuffle=shuffle, ) - - rs = MultiProcessingReadingService(**self.readingservice_config) - return DataLoader2(datapipe, reading_service=rs) + return DataLoader(datapipe, **self._common_dataloader_kwargs) def val_dataloader(self, shuffle=False): """Construct val dataloader""" @@ -300,8 +315,7 @@ def val_dataloader(self, shuffle=False): "val", shuffle=shuffle, ) - rs = MultiProcessingReadingService(**self.readingservice_config) - return DataLoader2(datapipe, reading_service=rs) + return DataLoader(datapipe, **self._common_dataloader_kwargs) def test_dataloader(self): """Construct test dataloader""" diff --git a/tests/conftest.py b/tests/conftest.py index a3343e7..c63a9d0 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -92,7 +92,7 @@ def sample_datamodule(sample_data): gsp_zarr_path=gsp_zarr_dir, batch_size=2, num_workers=0, - prefetch_factor=2, + prefetch_factor=None, ) return dm diff --git a/tests/data/test_datamodule.py b/tests/data/test_datamodule.py index 9aa2c27..540133d 100644 --- a/tests/data/test_datamodule.py +++ b/tests/data/test_datamodule.py @@ -10,7 +10,7 @@ def test_init(sample_data): gsp_zarr_path=gsp_zarr_dir, batch_size=2, num_workers=0, - prefetch_factor=2, + prefetch_factor=None, ) @@ -22,7 +22,7 @@ def test_iter(sample_data): gsp_zarr_path=gsp_zarr_dir, batch_size=2, num_workers=0, - prefetch_factor=2, + prefetch_factor=None, ) batch = next(iter(dm.train_dataloader())) From 800370e96a43082120d4fda212db5c09c62161fe Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 22 Nov 2023 11:30:29 +0000 Subject: [PATCH 3/4] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pvnet_summation/data/datamodule.py | 1 - 1 file changed, 1 deletion(-) diff --git a/pvnet_summation/data/datamodule.py b/pvnet_summation/data/datamodule.py index 787cbe1..799a3e2 100644 --- a/pvnet_summation/data/datamodule.py +++ b/pvnet_summation/data/datamodule.py @@ -6,7 +6,6 @@ from ocf_datapipes.training.pvnet import normalize_gsp from ocf_datapipes.utils.consts import BatchKey from torch.utils.data import DataLoader -from torch.utils.data.datapipes._decorator import functional_datapipe from torch.utils.data.datapipes.datapipe import IterDataPipe from torch.utils.data.datapipes.iter import FileLister, Zipper From cf0dbb0a4f42a3d02a5e77a991e1c9b051cad30e Mon Sep 17 00:00:00 2001 From: James Fulton Date: Wed, 22 Nov 2023 17:17:30 +0000 Subject: [PATCH 4/4] update to pvnet v2.4 --- pvnet_summation/models/base_model.py | 2 +- tests/conftest.py | 3 ++- tests/data/sample_batches/train/000000.pt | Bin 3057047 -> 3868332 bytes 3 files changed, 3 insertions(+), 2 deletions(-) diff --git a/pvnet_summation/models/base_model.py b/pvnet_summation/models/base_model.py index c467fcd..dc09875 100644 --- a/pvnet_summation/models/base_model.py +++ b/pvnet_summation/models/base_model.py @@ -267,4 +267,4 @@ def configure_optimizers(self): if self.lr is not None: # Use learning rate found by learning rate finder callback self._optimizer.lr = self.lr - return self._optimizer(self.parameters()) + return self._optimizer(self) diff --git a/tests/conftest.py b/tests/conftest.py index c63a9d0..f22a0f2 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -106,9 +106,10 @@ def sample_batch(sample_datamodule): @pytest.fixture() def model_kwargs(): + # These kwargs define the pvnet model which the summation model uses kwargs = dict( model_name="openclimatefix/pvnet_v2", - model_version="898630f3f8cd4e8506525d813dd61c6d8de86144", + model_version="805ca9b2ee3120592b0b70b7c75a454e2b4e4bec", ) return kwargs diff --git a/tests/data/sample_batches/train/000000.pt b/tests/data/sample_batches/train/000000.pt index e904fc8ce0bd9d5e82b1cde6478b2cf162d31f37..6e9998112fad476d33b2cdbc9aeb127182ab7557 100644 GIT binary patch literal 3868332 zcmeF)XSkhJwKo1F1X3UYDbfxqAP`!p0!p$L5Sngj8w*8h0tBQzWFz1KML7vw5UePu zAc_?WiV9f^5i5d-9Yy6>B6>V}C?bgPU%$C?=RaBR4kGWl-Y;&hYh3erX1T{b%6xV{ zjKSJ>V43k_#!Q?z=KuI_r7D5$*(ojvZXX3VtN zC(SY4-sOm)*>eYuI%9G(c3|rKX53)2%c~@%J$}w%Lr0xB@1#=>d)?NPoAJ}89WbFsX~K%m>Gh8EPi&H!x<}z{G*&2gVJo zF|fu^GkMxxXTNQ)v#0E}lZmlI&GP5Zo_*5s#~(F&=-3|5$@`o#=crSTnzQS%vxg=( zD{MU2Oc`pX4mK;!9Xqh%{AQ)W<~al7de1A(Z&n^`R+-!5H#eMiJ?YdVk3VV&sZ|T9 zt(w*5P8>L3sCjOW2_g%c)q8BlE@;*`e=htrhnlqpo3(qGtIcozZLnEq_KBySaPk>F zubpz#^b<}!e(2aEPC4a>GkB*s@|06Cd*1M_$tTVkUTvN~FlK)9g4u`7K55QTv*%4d z>O>Edn{^9`Bb)UOSgz-pd8p|&FM|f>&a<7Ii)8@_r!nA7IS+%wj6A>8fvyavSt?%Qhi<>bp*sva^u@yteaTR><6twRhxnZN&CJ23HHm6TZezW^vv&Z7&!#TEXvuE%4Ekn&qhmWtZpm~`*TF?v(AAk8! 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