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Add OGBG dataset preprocessing #840

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2 changes: 1 addition & 1 deletion hessian/model_debugger.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion hessian/model_debugger_callback.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion hessian/precondition.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion hessian/test_model_debugger.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion hessian/test_precondition.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/__init__.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/base_callback.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/callbacks.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/checkpoint.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/__init__.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/autoaugment.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/criteo_terabyte_dataset.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/data_selectors.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/data_utils.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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209 changes: 132 additions & 77 deletions init2winit/dataset_lib/datasets.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
Expand Down Expand Up @@ -31,6 +31,7 @@
from init2winit.dataset_lib import nanodo_fineweb_edu
from init2winit.dataset_lib import nqm_noise
from init2winit.dataset_lib import ogbg_molpcba
from init2winit.dataset_lib import ogbg_molpcba_preprocessed
from init2winit.dataset_lib import proteins
from init2winit.dataset_lib import small_image_datasets
from init2winit.dataset_lib import translate_wmt
Expand All @@ -42,90 +43,145 @@
'Dataset', ('getter', 'hparams', 'meta_data', 'fake_batch_getter'))

_ALL_DATASETS = {
'mnist':
_Dataset(small_image_datasets.get_mnist,
small_image_datasets.MNIST_HPARAMS,
small_image_datasets.MNIST_METADATA, None),
'mnist_autoencoder':
_Dataset(small_image_datasets.get_mnist_autoencoder,
small_image_datasets.MNIST_AUTOENCODER_HPARAMS,
small_image_datasets.MNIST_AUTOENCODER_METADATA, None),
'fashion_mnist':
_Dataset(small_image_datasets.get_fashion_mnist,
small_image_datasets.FASHION_MNIST_HPARAMS,
small_image_datasets.FASHION_MNIST_METADATA, None),
'cifar10':
_Dataset(small_image_datasets.get_cifar10,
small_image_datasets.CIFAR10_DEFAULT_HPARAMS,
small_image_datasets.CIFAR10_METADATA, None),
'cifar100':
_Dataset(small_image_datasets.get_cifar100,
small_image_datasets.CIFAR100_DEFAULT_HPARAMS,
small_image_datasets.CIFAR100_METADATA, None),
'criteo1tb':
_Dataset(criteo_terabyte_dataset.get_criteo1tb,
criteo_terabyte_dataset.CRITEO1TB_DEFAULT_HPARAMS,
criteo_terabyte_dataset.CRITEO1TB_METADATA,
criteo_terabyte_dataset.get_fake_batch),
'fake':
_Dataset(fake_dataset.get_fake, fake_dataset.DEFAULT_HPARAMS,
fake_dataset.METADATA, fake_dataset.get_fake_batch),
'fastmri':
_Dataset(fastmri_dataset.get_fastmri, fastmri_dataset.DEFAULT_HPARAMS,
fastmri_dataset.METADATA, fastmri_dataset.get_fake_batch),
'mnist': _Dataset(
small_image_datasets.get_mnist,
small_image_datasets.MNIST_HPARAMS,
small_image_datasets.MNIST_METADATA,
None,
),
'mnist_autoencoder': _Dataset(
small_image_datasets.get_mnist_autoencoder,
small_image_datasets.MNIST_AUTOENCODER_HPARAMS,
small_image_datasets.MNIST_AUTOENCODER_METADATA,
None,
),
'fashion_mnist': _Dataset(
small_image_datasets.get_fashion_mnist,
small_image_datasets.FASHION_MNIST_HPARAMS,
small_image_datasets.FASHION_MNIST_METADATA,
None,
),
'cifar10': _Dataset(
small_image_datasets.get_cifar10,
small_image_datasets.CIFAR10_DEFAULT_HPARAMS,
small_image_datasets.CIFAR10_METADATA,
None,
),
'cifar100': _Dataset(
small_image_datasets.get_cifar100,
small_image_datasets.CIFAR100_DEFAULT_HPARAMS,
small_image_datasets.CIFAR100_METADATA,
None,
),
'criteo1tb': _Dataset(
criteo_terabyte_dataset.get_criteo1tb,
criteo_terabyte_dataset.CRITEO1TB_DEFAULT_HPARAMS,
criteo_terabyte_dataset.CRITEO1TB_METADATA,
criteo_terabyte_dataset.get_fake_batch,
),
'fake': _Dataset(
fake_dataset.get_fake,
fake_dataset.DEFAULT_HPARAMS,
fake_dataset.METADATA,
fake_dataset.get_fake_batch,
),
'fastmri': _Dataset(
fastmri_dataset.get_fastmri,
fastmri_dataset.DEFAULT_HPARAMS,
fastmri_dataset.METADATA,
fastmri_dataset.get_fake_batch,
),
'fineweb_edu_10B': _Dataset(
fineweb_edu_10b.get_fineweb_edu,
fineweb_edu_10b.DEFAULT_HPARAMS,
fineweb_edu_10b.METADATA, None),
'imagenet':
_Dataset(imagenet_dataset.get_imagenet,
imagenet_dataset.DEFAULT_HPARAMS, imagenet_dataset.METADATA,
imagenet_dataset.get_fake_batch),
'translate_wmt':
_Dataset(translate_wmt.get_translate_wmt, translate_wmt.DEFAULT_HPARAMS,
translate_wmt.METADATA, translate_wmt.get_fake_batch),
'librispeech':
_Dataset(librispeech.get_librispeech, librispeech.DEFAULT_HPARAMS,
librispeech.METADATA, librispeech.get_fake_batch),
'lm1b_v2':
_Dataset(lm1b_v2.get_lm1b, lm1b_v2.DEFAULT_HPARAMS, lm1b_v2.METADATA,
None),
'mlperf_imagenet':
_Dataset(mlperf_imagenet_dataset.get_mlperf_imagenet,
mlperf_imagenet_dataset.DEFAULT_HPARAMS,
mlperf_imagenet_dataset.METADATA,
mlperf_imagenet_dataset.get_fake_batch),
'svhn_no_extra':
_Dataset(small_image_datasets.get_svhn_no_extra,
small_image_datasets.SVHN_NO_EXTRA_DEFAULT_HPARAMS,
small_image_datasets.SVHN_NO_EXTRA_METADATA, None),
fineweb_edu_10b.METADATA,
None,
),
'imagenet': _Dataset(
imagenet_dataset.get_imagenet,
imagenet_dataset.DEFAULT_HPARAMS,
imagenet_dataset.METADATA,
imagenet_dataset.get_fake_batch,
),
'translate_wmt': _Dataset(
translate_wmt.get_translate_wmt,
translate_wmt.DEFAULT_HPARAMS,
translate_wmt.METADATA,
translate_wmt.get_fake_batch,
),
'librispeech': _Dataset(
librispeech.get_librispeech,
librispeech.DEFAULT_HPARAMS,
librispeech.METADATA,
librispeech.get_fake_batch,
),
'lm1b_v2': _Dataset(
lm1b_v2.get_lm1b, lm1b_v2.DEFAULT_HPARAMS, lm1b_v2.METADATA, None
),
'mlperf_imagenet': _Dataset(
mlperf_imagenet_dataset.get_mlperf_imagenet,
mlperf_imagenet_dataset.DEFAULT_HPARAMS,
mlperf_imagenet_dataset.METADATA,
mlperf_imagenet_dataset.get_fake_batch,
),
'svhn_no_extra': _Dataset(
small_image_datasets.get_svhn_no_extra,
small_image_datasets.SVHN_NO_EXTRA_DEFAULT_HPARAMS,
small_image_datasets.SVHN_NO_EXTRA_METADATA,
None,
),
'c4': _Dataset(
nanodo_c4.get_dataset,
nanodo_c4.DEFAULT_HPARAMS,
nanodo_c4.METADATA, None),
nanodo_c4.METADATA,
None,
),
'fineweb_edu': _Dataset(
nanodo_fineweb_edu.get_dataset,
nanodo_fineweb_edu.DEFAULT_HPARAMS,
nanodo_fineweb_edu.METADATA, None),
'nqm_noise':
_Dataset(nqm_noise.get_nqm_noise, nqm_noise.NQM_HPARAMS,
nqm_noise.NQM_METADATA, None),
'ogbg_molpcba':
_Dataset(ogbg_molpcba.get_ogbg_molpcba, ogbg_molpcba.DEFAULT_HPARAMS,
ogbg_molpcba.METADATA, ogbg_molpcba.get_fake_batch),
'uniref50':
_Dataset(proteins.get_uniref, proteins.DEFAULT_HPARAMS,
proteins.METADATA, None),
'wikitext2':
_Dataset(wikitext2.get_wikitext2, wikitext2.DEFAULT_HPARAMS,
wikitext2.METADATA, None),
'wikitext103':
_Dataset(wikitext103.get_wikitext103, wikitext103.DEFAULT_HPARAMS,
wikitext2.METADATA, None),
'wikitext103_spm':
_Dataset(wikitext103_spm.get_wikitext103,
wikitext103_spm.DEFAULT_HPARAMS,
wikitext103_spm.METADATA, None),
nanodo_fineweb_edu.METADATA,
None,
),
'nqm_noise': _Dataset(
nqm_noise.get_nqm_noise,
nqm_noise.NQM_HPARAMS,
nqm_noise.NQM_METADATA,
None,
),
'ogbg_molpcba': _Dataset(
ogbg_molpcba.get_ogbg_molpcba,
ogbg_molpcba.DEFAULT_HPARAMS,
ogbg_molpcba.METADATA,
ogbg_molpcba.get_fake_batch,
),
'ogbg_molpcba_preprocessed': _Dataset(
ogbg_molpcba_preprocessed.get_ogbg_molpcba_preprocessed,
ogbg_molpcba_preprocessed.DEFAULT_HPARAMS,
ogbg_molpcba_preprocessed.METADATA,
# Reuse logic for fake batch if needed, or None
ogbg_molpcba.get_fake_batch,
),
'uniref50': _Dataset(
proteins.get_uniref, proteins.DEFAULT_HPARAMS, proteins.METADATA, None
),
'wikitext2': _Dataset(
wikitext2.get_wikitext2,
wikitext2.DEFAULT_HPARAMS,
wikitext2.METADATA,
None,
),
'wikitext103': _Dataset(
wikitext103.get_wikitext103,
wikitext103.DEFAULT_HPARAMS,
wikitext2.METADATA,
None,
),
'wikitext103_spm': _Dataset(
wikitext103_spm.get_wikitext103,
wikitext103_spm.DEFAULT_HPARAMS,
wikitext103_spm.METADATA,
None,
),
}


Expand Down Expand Up @@ -238,4 +294,3 @@ def get_data_selector(selector_name: Optional[str]):
'Unrecognized selector: {}'.format(selector_name)) from None

return selector

2 changes: 1 addition & 1 deletion init2winit/dataset_lib/fake_dataset.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/fastmri_dataset.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/fineweb_edu_10b.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/fineweb_edu_10b_input_pipeline.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/image_preprocessing.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/imagenet_dataset.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/imagenet_preprocessing.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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2 changes: 1 addition & 1 deletion init2winit/dataset_lib/librispeech.py
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# coding=utf-8
# Copyright 2025 The init2winit Authors.
# Copyright 2026 The init2winit Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
Expand Down
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