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feat: dataset dataloader

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This commit is contained in:
Laureηt 2023-01-27 18:45:20 +01:00
parent c0d5765da6
commit 9b0a8bc1af
Signed by: Laurent
SSH key fingerprint: SHA256:kZEpW8cMJ54PDeCvOhzreNr4FSh6R13CMGH/POoO8DI
6 changed files with 942 additions and 11 deletions
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5
.vscode/launch.json vendored
View file

@ -5,12 +5,9 @@
"name": "Python: Current File", "name": "Python: Current File",
"type": "python", "type": "python",
"request": "launch", "request": "launch",
"program": "${workspaceFolder}/src/main.py", "program": "${file}",
"console": "integratedTerminal", "console": "integratedTerminal",
"justMyCode": true, "justMyCode": true,
"env": {
"PYGAME_HIDE_SUPPORT_PROMPT": "hide"
}
} }
] ]
} }

10
flake.nix
View file

@ -10,7 +10,13 @@
flake-utils.lib.eachDefaultSystem (system: flake-utils.lib.eachDefaultSystem (system:
let pkgs = nixpkgs.legacyPackages.${system}; let pkgs = nixpkgs.legacyPackages.${system};
in { in {
devShell = devShell = pkgs.mkShell {
pkgs.mkShell { buildInputs = with pkgs; [ poetry python3 ]; }; buildInputs = with pkgs; [
poetry
python3
python310Packages.numpy
python310Packages.datasets
];
};
}); });
} }

846
poetry.lock generated
View file

@ -1,5 +1,63 @@
# This file is automatically @generated by Poetry and should not be changed by hand. # This file is automatically @generated by Poetry and should not be changed by hand.
[[package]]
name = "aiohttp"
version = "3.7.4.post0"
description = "Async http client/server framework (asyncio)"
category = "main"
optional = false
python-versions = ">=3.6"
files = [
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{file = "aiohttp-3.7.4.post0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:547da6cacac20666422d4882cfcd51298d45f7ccb60a04ec27424d2f36ba3eaf"},
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{file = "aiohttp-3.7.4.post0-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:64322071e046020e8797117b3658b9c2f80e3267daec409b350b6a7a05041213"},
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{file = "aiohttp-3.7.4.post0-cp38-cp38-win32.whl", hash = "sha256:515dfef7f869a0feb2afee66b957cc7bbe9ad0cdee45aec7fdc623f4ecd4fb16"},
{file = "aiohttp-3.7.4.post0-cp38-cp38-win_amd64.whl", hash = "sha256:114b281e4d68302a324dd33abb04778e8557d88947875cbf4e842c2c01a030c5"},
{file = "aiohttp-3.7.4.post0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:7b18b97cf8ee5452fa5f4e3af95d01d84d86d32c5e2bfa260cf041749d66360b"},
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{file = "aiohttp-3.7.4.post0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:bdb230b4943891321e06fc7def63c7aace16095be7d9cf3b1e01be2f10fba439"},
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{file = "aiohttp-3.7.4.post0-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:17c073de315745a1510393a96e680d20af8e67e324f70b42accbd4cb3315c9fb"},
{file = "aiohttp-3.7.4.post0-cp39-cp39-win32.whl", hash = "sha256:932bb1ea39a54e9ea27fc9232163059a0b8855256f4052e776357ad9add6f1c9"},
{file = "aiohttp-3.7.4.post0-cp39-cp39-win_amd64.whl", hash = "sha256:02f46fc0e3c5ac58b80d4d56eb0a7c7d97fcef69ace9326289fb9f1955e65cfe"},
{file = "aiohttp-3.7.4.post0.tar.gz", hash = "sha256:493d3299ebe5f5a7c66b9819eacdcfbbaaf1a8e84911ddffcdc48888497afecf"},
]
[package.dependencies]
async-timeout = ">=3.0,<4.0"
attrs = ">=17.3.0"
chardet = ">=2.0,<5.0"
multidict = ">=4.5,<7.0"
typing-extensions = ">=3.6.5"
yarl = ">=1.0,<2.0"
[package.extras]
speedups = ["aiodns", "brotlipy", "cchardet"]
[[package]] [[package]]
name = "albumentations" name = "albumentations"
version = "1.3.0" version = "1.3.0"
@ -55,6 +113,37 @@ six = "*"
[package.extras] [package.extras]
test = ["astroid", "pytest"] test = ["astroid", "pytest"]
[[package]]
name = "async-timeout"
version = "3.0.1"
description = "Timeout context manager for asyncio programs"
category = "main"
optional = false
python-versions = ">=3.5.3"
files = [
{file = "async-timeout-3.0.1.tar.gz", hash = "sha256:0c3c816a028d47f659d6ff5c745cb2acf1f966da1fe5c19c77a70282b25f4c5f"},
{file = "async_timeout-3.0.1-py3-none-any.whl", hash = "sha256:4291ca197d287d274d0b6cb5d6f8f8f82d434ed288f962539ff18cc9012f9ea3"},
]
[[package]]
name = "attrs"
version = "22.2.0"
description = "Classes Without Boilerplate"
category = "main"
optional = false
python-versions = ">=3.6"
files = [
{file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
{file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
]
[package.extras]
cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
dev = ["attrs[docs,tests]"]
docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
tests = ["attrs[tests-no-zope]", "zope.interface"]
tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
[[package]] [[package]]
name = "backcall" name = "backcall"
version = "0.2.0" version = "0.2.0"
@ -126,6 +215,18 @@ d = ["aiohttp (>=3.7.4)"]
jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"] jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
uvloop = ["uvloop (>=0.15.2)"] uvloop = ["uvloop (>=0.15.2)"]
[[package]]
name = "certifi"
version = "2022.12.7"
description = "Python package for providing Mozilla's CA Bundle."
category = "main"
optional = false
python-versions = ">=3.6"
files = [
{file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
{file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
]
[[package]] [[package]]
name = "cffi" name = "cffi"
version = "1.15.1" version = "1.15.1"
@ -215,6 +316,116 @@ files = [
{file = "cfgv-3.3.1.tar.gz", hash = "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736"}, {file = "cfgv-3.3.1.tar.gz", hash = "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736"},
] ]
[[package]]
name = "chardet"
version = "4.0.0"
description = "Universal encoding detector for Python 2 and 3"
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
files = [
{file = "chardet-4.0.0-py2.py3-none-any.whl", hash = "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"},
{file = "chardet-4.0.0.tar.gz", hash = "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa"},
]
[[package]]
name = "charset-normalizer"
version = "3.0.1"
description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
category = "main"
optional = false
python-versions = "*"
files = [
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name = "colorama" name = "colorama"
version = "0.4.6" version = "0.4.6"
description = "Cross-platform colored terminal text." description = "Cross-platform colored terminal text."
category = "dev" category = "main"
optional = false optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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python-versions = ">=3.7.0"
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huggingface-hub = ">=0.2.0,<1.0.0"
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numpy = ">=1.17"
packaging = "*"
pandas = "*"
pyarrow = ">=6.0.0"
pyyaml = ">=5.1"
requests = ">=2.19.0"
responses = "<0.19"
tqdm = ">=4.62.1"
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audio = ["librosa"]
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s3 = ["s3fs"]
tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"]
tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
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torch = ["torch"]
vision = ["Pillow (>=6.2.1)"]
[[package]] [[package]]
name = "debugpy" name = "debugpy"
version = "1.6.6" version = "1.6.6"
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@ -433,7 +702,7 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
name = "filelock" name = "filelock"
version = "3.9.0" version = "3.9.0"
description = "A platform independent file lock." description = "A platform independent file lock."
category = "dev" category = "main"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
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unicode = ["unicodedata2 (>=14.0.0)"] unicode = ["unicodedata2 (>=14.0.0)"]
woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"] woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
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requests = {version = "*", optional = true, markers = "extra == \"http\""}
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adl = ["adlfs"]
arrow = ["pyarrow (>=1)"]
dask = ["dask", "distributed"]
dropbox = ["dropbox", "dropboxdrivefs", "requests"]
entrypoints = ["importlib-metadata"]
fuse = ["fusepy"]
gcs = ["gcsfs"]
git = ["pygit2"]
github = ["requests"]
gs = ["gcsfs"]
gui = ["panel"]
hdfs = ["pyarrow (>=1)"]
http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
libarchive = ["libarchive-c"]
oci = ["ocifs"]
s3 = ["s3fs"]
sftp = ["paramiko"]
smb = ["smbprotocol"]
ssh = ["paramiko"]
tqdm = ["tqdm"]
[[package]] [[package]]
name = "gitdb" name = "gitdb"
version = "4.0.10" version = "4.0.10"
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gitdb = ">=4.0.1,<5" gitdb = ">=4.0.1,<5"
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version = "0.12.0"
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[package.dependencies]
idna = ">=2.0"
multidict = ">=4.0"
[[package]] [[package]]
name = "zipp" name = "zipp"
version = "3.11.0" version = "3.11.0"
@ -2211,4 +3047,4 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools"
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = ">=3.8.1,<4.0" python-versions = ">=3.8.1,<4.0"
content-hash = "9b43d6c6edd8d6ec87f5a867989c1a51e9deece47db456a34c4e08de4631b3fa" content-hash = "1b9564fc0ddc0f25340c3afb66a1eb968b526da498e953310a724923ccfc0af7"

1
pyproject.toml
View file

@ -13,6 +13,7 @@ albumentations = "^1.3.0"
python = ">=3.8.1,<4.0" python = ">=3.8.1,<4.0"
rich = "^12.6.0" rich = "^12.6.0"
torch = "^1.13.1" torch = "^1.13.1"
datasets = "^2.9.0"
[tool.poetry.group.notebooks] [tool.poetry.group.notebooks]
optional = true optional = true

86
src/dataset.py Normal file
View file

@ -0,0 +1,86 @@
"""Dataset class AI or NOT HuggingFace competition."""
import pathlib
from typing import Optional
import datasets
import pandas as pd
_VERSION = "1.0.0"
_GIT_COMMIT_REVISION = "b843a82bd712648b2fe0dc043cf8a04475491d38"
_BASE_URLS = {
"train": f"https://huggingface.co/datasets/competitions/aiornot/resolve/{_GIT_COMMIT_REVISION}/train.zip",
"test": f"https://huggingface.co/datasets/competitions/aiornot/resolve/{_GIT_COMMIT_REVISION}/test.zip",
"csv": f"https://huggingface.co/datasets/competitions/aiornot/resolve/{_GIT_COMMIT_REVISION}/train.csv",
}
_HOMEPAGE = "https://huggingface.co/spaces/competitions/aiornot"
_DESCRIPTION = """
The dataset consists of approximately 31000 images, some of which have been generated by ai.
Your task is to build a model that can identify ai generated images.
Please use the community tab for discussion and questions.
"""
_NAMES = [
"AI",
"NOT",
]
class aiornot(datasets.GeneratorBasedBuilder):
"""Food-101 Images dataset."""
def _info(self):
return datasets.DatasetInfo(
description=_DESCRIPTION,
version=_VERSION,
features=datasets.Features(
{
"image": datasets.Image(),
"label": datasets.ClassLabel(names=_NAMES),
}
),
supervised_keys=("image", "label"),
homepage=_HOMEPAGE,
task_templates=[datasets.tasks.ImageClassification(image_column="image", label_column="label")],
)
def _split_generators(self, dl_manager):
train_path = pathlib.Path(dl_manager.download_and_extract(_BASE_URLS["train"]))
test_path = pathlib.Path(dl_manager.download_and_extract(_BASE_URLS["test"]))
csv_path = pathlib.Path(dl_manager.download(_BASE_URLS["csv"]))
return [
datasets.SplitGenerator(
name=datasets.Split.TRAIN,
gen_kwargs={
"data_dir": train_path,
"csv_file": csv_path,
},
),
datasets.SplitGenerator(
name=datasets.Split.TEST,
gen_kwargs={
"data_dir": test_path,
},
),
]
def _generate_examples(self, data_dir: pathlib.Path, csv_file: Optional[pathlib.Path] = None):
"""Generate images and labels for splits."""
if csv_file is not None:
df = pd.read_csv(csv_file)
for index, row in df.iterrows():
yield index, {
"image": str(data_dir / row["image"]),
"label": row["label"],
}
else:
rglob = pathlib.Path(data_dir).rglob("*.jpg")
for index, filepath in enumerate(rglob):
yield index, {
"image": str(filepath),
"label": -1,
}

5
src/tests/dataset.py Normal file
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@ -0,0 +1,5 @@
import datasets
dataset = datasets.load_dataset("src/dataset.py")
print(dataset)