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.gitignore DELETED
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- # Byte-compiled / optimized / DLL files
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- __pycache__/
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- *.py[cod]
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- *$py.class
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-
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- # C extensions
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- *.so
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-
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- # Distribution / packaging
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- .Python
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- build/
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- develop-eggs/
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- dist/
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- downloads/
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- eggs/
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- .eggs/
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- lib/
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- lib64/
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- parts/
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- sdist/
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- var/
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- wheels/
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- share/python-wheels/
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- *.egg-info/
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- .installed.cfg
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- *.egg
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- MANIFEST
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-
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- # PyInstaller
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- # Usually these files are written by a python script from a template
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- # before PyInstaller builds the exe, so as to inject date/other infos into it.
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- *.manifest
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- *.spec
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-
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- # Installer logs
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- pip-log.txt
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- pip-delete-this-directory.txt
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-
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- # Unit test / coverage reports
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- htmlcov/
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- .tox/
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- .nox/
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- .coverage
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- .coverage.*
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- .cache
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- nosetests.xml
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- coverage.xml
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- *.cover
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- *.py,cover
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- .hypothesis/
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- .pytest_cache/
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- cover/
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-
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- # Translations
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- *.mo
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- *.pot
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-
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- # Django stuff:
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- *.log
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- local_settings.py
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- db.sqlite3
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- db.sqlite3-journal
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-
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- # Flask stuff:
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- instance/
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- .webassets-cache
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-
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- # Scrapy stuff:
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- .scrapy
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-
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- # Sphinx documentation
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- docs/_build/
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-
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- # PyBuilder
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- .pybuilder/
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- target/
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-
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- # Jupyter Notebook
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- .ipynb_checkpoints
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-
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- # IPython
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- profile_default/
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- ipython_config.py
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-
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- # pyenv
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- # For a library or package, you might want to ignore these files since the code is
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- # intended to run in multiple environments; otherwise, check them in:
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- # .python-version
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-
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- # pipenv
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- # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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- # However, in case of collaboration, if having platform-specific dependencies or dependencies
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- # having no cross-platform support, pipenv may install dependencies that don't work, or not
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- # install all needed dependencies.
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- #Pipfile.lock
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-
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- # poetry
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- # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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- # This is especially recommended for binary packages to ensure reproducibility, and is more
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- # commonly ignored for libraries.
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- # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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- #poetry.lock
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-
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- # pdm
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- # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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- #pdm.lock
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- # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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- # in version control.
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- # https://pdm.fming.dev/#use-with-ide
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- .pdm.toml
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-
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- # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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- __pypackages__/
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-
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- # Celery stuff
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- celerybeat-schedule
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- celerybeat.pid
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-
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- # SageMath parsed files
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- *.sage.py
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-
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- # Environments
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- .env
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- .venv
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- env/
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- venv/
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- ENV/
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- env.bak/
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- venv.bak/
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-
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- # Spyder project settings
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- .spyderproject
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- # Rope project settings
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- # mkdocs documentation
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-
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- # mypy
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- .dmypy.json
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- dmypy.json
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- # Pyre type checker
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- .pyre/
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- # pytype static type analyzer
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- # Cython debug symbols
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- cython_debug/
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- # PyCharm
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- # JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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- # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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- # and can be added to the global gitignore or merged into this file. For a more nuclear
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- # option (not recommended) you can uncomment the following to ignore the entire idea folder.
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- .idea/
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
A-MNIST.py DELETED
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- """Augmented MNIST Data Set"""
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-
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-
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- import struct
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-
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- import numpy as np
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-
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- import datasets
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- from datasets.tasks import ImageClassification
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-
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- _DESCRIPTION = """\
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- The dataset is built on top of MNIST.
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- It consists from 130K of images in 10 classes - 120K training and 10K test samples.
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- The training set was augmented with additional 60K images.
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- """
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-
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- _URLS = {
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- "train_images": "data/train-images-idx3-ubyte.gz",
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- "train_labels": "data/train-labels-idx1-ubyte.gz",
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- "test_images": "data/t10k-images-idx3-ubyte.gz",
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- "test_labels": "data/t10k-labels-idx1-ubyte.gz",
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- }
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-
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-
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- class AMNIST(datasets.GeneratorBasedBuilder):
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- """A-MNIST Data Set"""
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-
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- BUILDER_CONFIGS = [
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- datasets.BuilderConfig(
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- name="amnist",
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- version=datasets.Version("1.1.0"),
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- description=_DESCRIPTION,
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- )
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- ]
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-
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- def _info(self):
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- return datasets.DatasetInfo(
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- description=_DESCRIPTION,
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- features=datasets.Features(
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- {
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- "image": datasets.Image(),
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- "label": datasets.features.ClassLabel(names=["0", "1", "2", "3", "4", "5", "6", "7", "8", "9"]),
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- }
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- ),
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- supervised_keys=("image", "label"),
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- task_templates=[
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- ImageClassification(
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- image_column="image",
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- label_column="label",
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- )
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- ],
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- )
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-
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- def _split_generators(self, dl_manager):
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- urls_to_download = _URLS
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- downloaded_files = dl_manager.download_and_extract(urls_to_download)
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- return [
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- datasets.SplitGenerator(
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- name=datasets.Split.TRAIN,
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- gen_kwargs={
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- "filepath": [downloaded_files["train_images"],
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- downloaded_files["train_labels"]],
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- "split": "train",
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- },
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- ),
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- datasets.SplitGenerator(
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- name=datasets.Split.TEST,
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- gen_kwargs={
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- "filepath": [downloaded_files["test_images"],
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- downloaded_files["test_labels"]],
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- "split": "test",
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- },
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- ),
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- ]
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-
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- def _generate_examples(self, filepath, split):
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- """This function returns the examples in the raw form."""
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- # Images
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- with open(filepath[0], "rb") as f:
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- # First 16 bytes contain some metadata
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- _ = f.read(4)
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- size = struct.unpack(">I", f.read(4))[0]
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- _ = f.read(8)
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- images = np.frombuffer(f.read(), dtype=np.uint8).reshape(size, 28, 28)
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-
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- # Labels
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- with open(filepath[1], "rb") as f:
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- # First 8 bytes contain some metadata
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- _ = f.read(8)
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- labels = np.frombuffer(f.read(), dtype=np.uint8)
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-
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- for idx in range(size):
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- yield idx, {"image": images[idx], "label": str(labels[idx])}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README.md DELETED
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- ---
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- license: mit
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- task_categories:
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- - image-classification
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- size_categories:
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- - 100K<n<1M
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- ---
 
 
 
 
 
 
 
 
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data/train-images-idx3-ubyte.gz → amnist/a-mnist-train.parquet RENAMED
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data/t10k-images-idx3-ubyte.gz DELETED
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data/train-labels-idx1-ubyte.gz DELETED
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