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SPDX-License-Identifier: Unlicense |
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SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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<!-- | ||
SPDX-FileCopyrightText: 2022 KOLANICH | ||
SPDX-License-Identifier: Unlicense | ||
--> | ||
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# HuggingFace🤗 `safetensors` format | ||
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These are the samples of [`safetensors` format](https://github.com/huggingface/safetensors) used for serialization of models for HuggingFace Hub. |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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#!/usr/bin/env python3 | ||
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from pathlib import Path | ||
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import numpy as np | ||
import safetensors.numpy | ||
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import safetensors | ||
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__author__ = "KOLANICH" | ||
__copyright__ = "Public domain" | ||
__license__ = "Unlicense" | ||
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__reuse__ = """SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense | ||
""" | ||
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thisDir = Path(".").absolute() | ||
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ambigiousTypes = set("LPQlpq") # these letters result into the same arrays | ||
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def makeTypeCodes(): | ||
typeCodes = "".join( | ||
sorted(set("".join(np.typecodes[el] for el in ("Complex", "AllInteger", "AllFloat")))) | ||
) | ||
typeCodes = "".join(set(typeCodes) - ambigiousTypes) | ||
return typeCodes | ||
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def makeNumpyDict(typeCodes) -> dict: | ||
npDict = {} | ||
shapes = ( | ||
(8,), | ||
(2, 4), | ||
(4, 2), | ||
(2, 2, 2), | ||
) | ||
for t in typeCodes: | ||
a = np.array(range(-3, 5), dtype="<" + t) | ||
try: | ||
testDic = {t + "x".join(str(el) for el in shape): a.reshape(shape) for shape in shapes} | ||
safetensors.numpy.save(testDic) # testing if the type safetensors-serializeable | ||
except BaseException as ex: # pylint:disable=broad-except | ||
print(t, a.dtype, ex) | ||
else: | ||
npDict.update(testDic) | ||
return npDict | ||
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EXT = ".safetensors" | ||
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def dumpFile(name: str, data: bytes): | ||
fn = name + EXT | ||
(thisDir / fn).write_bytes(data) | ||
(thisDir / (fn + ".license")).write_text(__reuse__) | ||
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def main(): | ||
typeCodes = makeTypeCodes() | ||
npDict = makeNumpyDict(typeCodes) | ||
metaDict = {"test": "a"} | ||
dumpFile("overall", safetensors.numpy.save(npDict, metaDict)) | ||
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for k, v in npDict.items(): | ||
dumpFile(k, safetensors.numpy.save({k: v}, metaDict)) | ||
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if __name__ == "__main__": | ||
main() |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |
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SPDX-FileCopyrightText: Uncopyrightable | ||
SPDX-License-Identifier: Unlicense |