├── numbin ├── py.typed ├── __init__.py ├── msg_ext.py └── codec.py ├── test ├── codec_test.py └── msg_ext_test.py ├── Makefile ├── .github └── workflows │ ├── python-publish.yml │ └── python-check.yml ├── pyproject.toml ├── .gitignore ├── benchmark └── bench.py ├── README.md ├── LICENSE └── uv.lock /numbin/py.typed: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /numbin/__init__.py: -------------------------------------------------------------------------------- 1 | """NumBin is a binary serialization format for numerical data.""" 2 | 3 | from .codec import NumBin, dump, dumps, load, loads 4 | 5 | __all__ = ["NumBin", "dump", "dumps", "load", "loads"] 6 | -------------------------------------------------------------------------------- /test/codec_test.py: -------------------------------------------------------------------------------- 1 | from io import BytesIO 2 | 3 | import numpy as np 4 | import pytest 5 | 6 | import numbin as nb 7 | 8 | 9 | @pytest.fixture 10 | def array(): 11 | return np.random.rand(3, 5) 12 | 13 | 14 | def test_num_in_memory(array): 15 | b = nb.dumps(array) 16 | assert isinstance(b, bytes) 17 | assert np.array_equal(array, nb.loads(b)) 18 | 19 | 20 | def test_num_in_file(array): 21 | fp = BytesIO() 22 | nb.dump(array, fp) 23 | fp.seek(0) 24 | assert np.array_equal(array, nb.load(fp)) 25 | -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- 1 | PY_SOURCE=numbin test benchmark 2 | 3 | .PHONY: test doc 4 | 5 | build: clean 6 | @uv build 7 | 8 | publish: build 9 | @uv publish 10 | 11 | clean: 12 | @-rm -rf build/ dist/ .eggs/ site/ *.egg-info .pytest_cache .mypy_cache 13 | @-find . -name '*.pyc' -type f -exec rm -rf {} + 14 | @-find . -name '__pycache__' -exec rm -rf {} + 15 | 16 | dev: 17 | @uv sync --all-extras --group dev 18 | 19 | lint: 20 | @uv run -- ruff check ${PY_SOURCE} 21 | @uv run -- ruff format --check ${PY_SOURCE} 22 | 23 | format: 24 | @uv run -- ruff check --fix ${PY_SOURCE} 25 | @uv run -- ruff format ${PY_SOURCE} 26 | 27 | install: 28 | @uv sync --extra msgpack 29 | 30 | test: dev 31 | @uv run -- pytest test -vv -s 32 | 33 | bench: install 34 | @uv run benchmark/bench.py 35 | -------------------------------------------------------------------------------- /.github/workflows/python-publish.yml: -------------------------------------------------------------------------------- 1 | # This workflow will upload a Python Package using Twine when a release is created 2 | # For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries 3 | 4 | # This workflow uses actions that are not certified by GitHub. 5 | # They are provided by a third-party and are governed by 6 | # separate terms of service, privacy policy, and support 7 | # documentation. 8 | 9 | name: Upload Python Package 10 | 11 | on: 12 | release: 13 | types: [published] 14 | # Allows you to run this workflow manually from the Actions tab 15 | workflow_dispatch: 16 | 17 | jobs: 18 | deploy: 19 | runs-on: ubuntu-latest 20 | permissions: 21 | id-token: write 22 | steps: 23 | - uses: actions/checkout@v5 24 | - name: Install uv 25 | uses: astral-sh/setup-uv@v6 26 | with: 27 | enable-cache: true 28 | ignore-nothing-to-cache: true 29 | - name: Publish to PyPI 30 | run: make publish 31 | -------------------------------------------------------------------------------- /test/msg_ext_test.py: -------------------------------------------------------------------------------- 1 | from io import BytesIO 2 | 3 | import numpy as np 4 | import pytest 5 | 6 | from numbin.msg_ext import NumBinMessage 7 | 8 | 9 | @pytest.fixture 10 | def data(): 11 | return { 12 | "tensor": np.random.rand( 13 | 5, 14 | 3, 15 | 2, 16 | ), 17 | "category": 1000, 18 | "threshold": 0.7, 19 | "tags": ("cat", "dog"), 20 | } 21 | 22 | 23 | @pytest.fixture 24 | def nbm(): 25 | return NumBinMessage() 26 | 27 | 28 | def is_equal(x, y): 29 | if isinstance(x, np.ndarray): 30 | return isinstance(y, np.ndarray) and np.array_equal(x, y) 31 | if isinstance(x, dict): 32 | return len(x) == len(y) and all(is_equal(x[k], y[k]) for k in x) 33 | return x == y 34 | 35 | 36 | def test_data_in_memory(nbm, data): 37 | b = nbm.dumps(data) 38 | assert isinstance(b, bytes) 39 | assert is_equal(data, nbm.loads(b)) 40 | 41 | 42 | def test_data_in_file(nbm, data): 43 | fp = BytesIO() 44 | nbm.dump(data, fp) 45 | fp.seek(0) 46 | assert is_equal(data, nbm.load(fp)) 47 | -------------------------------------------------------------------------------- /numbin/msg_ext.py: -------------------------------------------------------------------------------- 1 | """Extend msgpack to support NumPy ndarray.""" 2 | 3 | from typing import IO, Any 4 | 5 | import msgpack 6 | import numpy as np 7 | 8 | from .codec import NumBin 9 | 10 | EXT_CODE = 111 11 | _nb = NumBin() 12 | 13 | 14 | def ext_hook(code, data): 15 | """Msgapck hook to handle NumPy ndarray.""" 16 | if code == EXT_CODE: 17 | return _nb.loads(data) 18 | return msgpack.ExtType(code, data) 19 | 20 | 21 | def _encode(obj): 22 | if isinstance(obj, np.ndarray): 23 | return msgpack.ExtType(EXT_CODE, _nb.dumps(obj)) 24 | raise TypeError(f"unknown type: {type(obj)}") 25 | 26 | 27 | class NumBinMessage(NumBin): 28 | """Binary serialization as an extension of MsgPack. 29 | 30 | It supports msgpack built-in type and NumPy ndarray. 31 | 32 | This requires extra dependencies: `pip install numbin[msgpack]` 33 | """ 34 | 35 | def dump(self, obj, fp: IO[bytes]): 36 | """Serialize to binary and write to the file.""" 37 | return super().dump(obj, fp) 38 | 39 | def load(self, fp: IO[bytes]) -> Any: 40 | """Read binary from the file and deserialize to NumPy array.""" 41 | return super().load(fp) 42 | 43 | def dumps(self, obj: Any) -> bytes: 44 | """Serialize to binary.""" 45 | return msgpack.packb(obj, default=_encode) 46 | 47 | def loads(self, buf: bytes): 48 | """Deserialize binary data to NumPy array.""" 49 | return msgpack.unpackb(buf, ext_hook=ext_hook, use_list=False) 50 | 51 | 52 | # alias 53 | _nbm = NumBinMessage() 54 | loads = _nbm.loads 55 | load = _nbm.load 56 | dumps = _nbm.dumps 57 | dump = _nbm.dump 58 | -------------------------------------------------------------------------------- /.github/workflows/python-check.yml: -------------------------------------------------------------------------------- 1 | # This workflow will install Python dependencies, run tests and lint with a single version of Python 2 | # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions 3 | 4 | name: Python Lint & Test 5 | 6 | on: 7 | push: 8 | branches: [ "master" ] 9 | paths: 10 | - '.github/workflows/python-check.yml' 11 | - 'numbin/**' 12 | - 'test/**' 13 | pull_request: 14 | branches: [ "master" ] 15 | paths: 16 | - '.github/workflows/python-check.yml' 17 | - 'numbin/**' 18 | - 'test/**' 19 | # Allows you to run this workflow manually from the Actions tab 20 | workflow_dispatch: 21 | 22 | permissions: 23 | contents: read 24 | 25 | concurrency: 26 | group: ${{ github.ref }}-${{ github.workflow }} 27 | cancel-in-progress: true 28 | 29 | jobs: 30 | lint: 31 | runs-on: ubuntu-latest 32 | steps: 33 | - uses: actions/checkout@v4 34 | - name: Install uv 35 | uses: astral-sh/setup-uv@v6 36 | with: 37 | enable-cache: true 38 | ignore-nothing-to-cache: true 39 | - name: Lint 40 | run: make lint 41 | test: 42 | runs-on: ${{ matrix.os }} 43 | strategy: 44 | matrix: 45 | python-version: ["3.10", "3.11", "3.12", "3.13", "3.14", "3.14t"] 46 | os: [ubuntu-latest , macos-15-intel, macos-14, windows-latest] 47 | steps: 48 | - uses: actions/checkout@v4 49 | - name: Install uv 50 | uses: astral-sh/setup-uv@v6 51 | with: 52 | enable-cache: true 53 | ignore-nothing-to-cache: true 54 | python-version: ${{ matrix.python-version }} 55 | - name: Test 56 | env: 57 | PYTEST_ADDOPTS: -s 58 | run: make test 59 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [project] 2 | name = "numbin" 3 | version = "0.5.1" 4 | description = "an efficient binary serialization format for numerical data" 5 | authors = [ 6 | {name = "Keming", email = "kemingy94@gmail.com"}, 7 | ] 8 | dependencies = [ 9 | "numpy>=1.21.1", 10 | ] 11 | requires-python = ">=3.10" 12 | readme = "README.md" 13 | license = {text = "Apache-2.0"} 14 | keywords = ["machine learning", "deep learning", "serialization"] 15 | classifiers = [ 16 | "Intended Audience :: Developers", 17 | "Intended Audience :: Science/Research", 18 | "License :: OSI Approved :: Apache Software License", 19 | "Programming Language :: Python :: 3 :: Only", 20 | "Programming Language :: Python :: 3.10", 21 | "Programming Language :: Python :: 3.11", 22 | "Programming Language :: Python :: 3.12", 23 | "Programming Language :: Python :: 3.13", 24 | "Programming Language :: Python :: 3.14", 25 | "Programming Language :: Python :: Free Threading", 26 | "Programming Language :: Python :: Implementation :: CPython", 27 | "Topic :: Scientific/Engineering :: Artificial Intelligence", 28 | "Topic :: Software Development :: Libraries :: Python Modules", 29 | ] 30 | 31 | [project.urls] 32 | homepage = "https://mosecorg.github.io/numbin" 33 | documentation = "https://mosecorg.github.io/numbin" 34 | repository = "https://github.com/mosecorg/numbin" 35 | changelog = "https://github.com/mosecorg/numbin/releases" 36 | 37 | [build-system] 38 | requires = ["pdm-backend"] 39 | build-backend = "pdm.backend" 40 | 41 | [project.optional-dependencies] 42 | msgpack = ["msgpack>=1.0.4"] 43 | 44 | [dependency-groups] 45 | dev = [ 46 | "ruff>=0.14.2", 47 | "pytest>=7.1", 48 | ] 49 | bench = [ 50 | "msgpack>=1.0.4", 51 | "safetensors", 52 | "msgpack-numpy", 53 | ] 54 | 55 | [tool] 56 | 57 | [tool.pdm] 58 | distribution = true 59 | 60 | [tool.ruff] 61 | target-version = "py310" 62 | [tool.ruff.lint] 63 | select = ["E", "F", "G", "B", "I", "SIM", "TID", "PL", "RUF", "D"] 64 | ignore = ["E501", "D203", "D213"] 65 | [tool.ruff.lint.isort] 66 | known-first-party = ["numbin"] 67 | [tool.ruff.lint.pylint] 68 | max-args = 10 69 | [tool.ruff.lint.per-file-ignores] 70 | "test/*" = ["D"] 71 | "benchmark/*" = ["D"] 72 | [tool.ruff.lint.pydocstyle] 73 | convention = "google" 74 | -------------------------------------------------------------------------------- /numbin/codec.py: -------------------------------------------------------------------------------- 1 | """Serde for NumPy ndarray.""" 2 | 3 | import struct 4 | from io import BytesIO 5 | from typing import IO 6 | 7 | import numpy as np 8 | 9 | NP_TYPE = [ 10 | "bool", 11 | "int8", 12 | "int16", 13 | "int32", 14 | "int64", 15 | "uint8", 16 | "uint16", 17 | "uint32", 18 | "uint64", 19 | "float16", 20 | "float32", 21 | "float64", 22 | "float128", 23 | "complex64", 24 | "complex128", 25 | "complex256", 26 | ] 27 | TYPE_TO_INDEX = dict((t, i) for (i, t) in enumerate(NP_TYPE, start=1)) 28 | INDEX_TO_TYPE = dict((i, t) for (i, t) in enumerate(NP_TYPE, start=1)) 29 | BYTE_ORDER = "<" 30 | DIM_FORMAT = "H" 31 | SHAPE_FORMAT = "H" 32 | INDEX_FORMAT = "H" 33 | INDEX_DIM_SIZE = 4 34 | SHAPE_SIZE = 2 35 | 36 | 37 | class NumBin: 38 | """Binary serialization for numerical data. 39 | 40 | It only supports NumPy ndarray type. 41 | """ 42 | 43 | def dump(self, array: np.ndarray, fp: IO[bytes]): 44 | """Serialize NumPy array to binary and write to the file.""" 45 | fp.write(self.dumps(array)) 46 | 47 | def load(self, fp: IO[bytes]) -> np.ndarray: 48 | """Read binary from the file and deserialize to NumPy array.""" 49 | return self.loads(fp.read()) 50 | 51 | def dumps(self, array: np.ndarray) -> bytes: 52 | """Serialize NumPy array to binary. 53 | 54 | | index_type | dim | shape | data | 55 | """ 56 | shape = array.shape 57 | index = TYPE_TO_INDEX[array.dtype.name] 58 | binary = array.tobytes() 59 | data = BytesIO() 60 | data.write(struct.pack(f"{BYTE_ORDER}{INDEX_FORMAT}", index)) 61 | data.write(struct.pack(f"{BYTE_ORDER}{DIM_FORMAT}", len(shape))) 62 | for size in shape: 63 | data.write(struct.pack(f"{BYTE_ORDER}{SHAPE_FORMAT}", size)) 64 | data.write(binary) 65 | return data.getvalue() 66 | 67 | def loads(self, binary) -> np.ndarray: 68 | """Deserialize binary to NumPy array.""" 69 | left, right = 0, INDEX_DIM_SIZE 70 | view = memoryview(binary) 71 | index, dim = struct.unpack( 72 | f"{BYTE_ORDER}{INDEX_FORMAT}{DIM_FORMAT}", view[left:right] 73 | ) 74 | left += right 75 | right += dim * SHAPE_SIZE 76 | shape = struct.unpack(f"{BYTE_ORDER}{dim * SHAPE_FORMAT}", view[left:right]) 77 | array = np.frombuffer(view[right:], dtype=INDEX_TO_TYPE[index]) 78 | array.resize(shape) 79 | return array 80 | 81 | 82 | # alias 83 | _nb = NumBin() 84 | loads = _nb.loads 85 | load = _nb.load 86 | dumps = _nb.dumps 87 | dump = _nb.dump 88 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | wheelhouse/ 15 | downloads/ 16 | eggs/ 17 | .eggs/ 18 | lib/ 19 | lib64/ 20 | parts/ 21 | sdist/ 22 | var/ 23 | wheels/ 24 | pip-wheel-metadata/ 25 | share/python-wheels/ 26 | *.egg-info/ 27 | .installed.cfg 28 | *.egg 29 | MANIFEST 30 | 31 | # PyInstaller 32 | # Usually these files are written by a python script from a template 33 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 34 | *.manifest 35 | *.spec 36 | 37 | # Installer logs 38 | pip-log.txt 39 | pip-delete-this-directory.txt 40 | 41 | # Unit test / coverage reports 42 | htmlcov/ 43 | .tox/ 44 | .nox/ 45 | .coverage 46 | .coverage.* 47 | .cache 48 | nosetests.xml 49 | coverage.xml 50 | *.cover 51 | *.py,cover 52 | .hypothesis/ 53 | .pytest_cache/ 54 | 55 | # Translations 56 | *.mo 57 | *.pot 58 | 59 | # Django stuff: 60 | *.log 61 | local_settings.py 62 | db.sqlite3 63 | db.sqlite3-journal 64 | 65 | # Flask stuff: 66 | instance/ 67 | .webassets-cache 68 | 69 | # Scrapy stuff: 70 | .scrapy 71 | 72 | # Sphinx documentation 73 | docs/_build/ 74 | 75 | # PyBuilder 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | .python-version 87 | 88 | # pipenv 89 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 90 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 91 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 92 | # install all needed dependencies. 93 | #Pipfile.lock 94 | 95 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 96 | __pypackages__/ 97 | 98 | # Celery stuff 99 | celerybeat-schedule 100 | celerybeat.pid 101 | 102 | # SageMath parsed files 103 | *.sage.py 104 | 105 | # Environments 106 | .env 107 | .venv 108 | env/ 109 | venv/ 110 | ENV/ 111 | env.bak/ 112 | venv.bak/ 113 | 114 | # Spyder project settings 115 | .spyderproject 116 | .spyproject 117 | 118 | # Rope project settings 119 | .ropeproject 120 | 121 | # mkdocs documentation 122 | /site 123 | 124 | # mypy 125 | .mypy_cache/ 126 | .dmypy.json 127 | dmypy.json 128 | 129 | # Pyre type checker 130 | .pyre/ 131 | 132 | # Added by cargo 133 | debug/ 134 | target/ 135 | **/*.rs.bk 136 | *.pdb 137 | 138 | # IDE 139 | .vscode/* 140 | .idea/* 141 | 142 | # binary 143 | *.bin 144 | -------------------------------------------------------------------------------- /benchmark/bench.py: -------------------------------------------------------------------------------- 1 | from __future__ import annotations 2 | 3 | import gc 4 | import pickle 5 | import traceback 6 | from dataclasses import dataclass 7 | from io import BytesIO 8 | from time import perf_counter 9 | 10 | import msgpack 11 | import msgpack_numpy 12 | import numpy as np 13 | from safetensors.numpy import load as st_load 14 | from safetensors.numpy import save as st_save 15 | 16 | from numbin import NumBin 17 | from numbin.msg_ext import NumBinMessage 18 | 19 | nb = NumBin() 20 | nbm = NumBinMessage() 21 | 22 | 23 | @dataclass(frozen=True) 24 | class Data: 25 | arr: np.ndarray | dict 26 | msg: str 27 | epoch: int 28 | 29 | 30 | def generate_data(): 31 | return ( 32 | Data( 33 | {"msg": "long message" * 1000, "vec": np.random.rand(1024)}, 34 | "long message with 1024 vector", 35 | 10000, 36 | ), 37 | Data( 38 | { 39 | "int": 233, 40 | "float": 3.14, 41 | "vec": np.random.rand(1024), 42 | "matrix": np.random.rand(64, 1024), 43 | }, 44 | "int, float, vector and matrix", 45 | 100, 46 | ), 47 | ) 48 | 49 | 50 | def generate_np_data(): 51 | return ( 52 | Data(np.random.rand(1), "scalar", 10000), 53 | Data(np.random.rand(1024), "vector", 10000), 54 | Data(np.random.rand(64, 1024), "matrix", 1000), 55 | Data(np.random.rand(3, 1024, 1024), "image", 100), 56 | Data(np.random.rand(64, 3, 1024, 1024), "batch of images", 5), 57 | ) 58 | 59 | 60 | def pickle_serde(data: Data): 61 | pickle.loads( 62 | pickle.dumps(data.arr, fix_imports=False, protocol=pickle.HIGHEST_PROTOCOL), 63 | fix_imports=False, 64 | ) 65 | 66 | 67 | def safets_serde(data: Data): 68 | st_load(st_save({"": data.arr}))[""] 69 | 70 | 71 | def numbin_serde(data: Data): 72 | nb.loads(nb.dumps(data.arr)) 73 | 74 | 75 | def nbmsg_serde(data: Data): 76 | nbm.loads(nbm.dumps(data.arr)) 77 | 78 | 79 | def numpy_serde(data: Data): 80 | fp = BytesIO() 81 | np.save(fp, data.arr, allow_pickle=False, fix_imports=False) 82 | fp.seek(0) 83 | np.load(fp, allow_pickle=False, fix_imports=False) 84 | 85 | 86 | def msg_np_serde(data: Data): 87 | msgpack.unpackb( 88 | msgpack.packb(data.arr, default=msgpack_numpy.encode), 89 | object_hook=msgpack_numpy.decode, 90 | ) 91 | 92 | 93 | def time_record(func, data: Data, threshold=1): 94 | res = [] 95 | total_sec = 0 96 | while total_sec < threshold: 97 | for _ in range(data.epoch): 98 | t0 = perf_counter() 99 | try: 100 | func(data) 101 | except Exception: 102 | print(traceback.format_exc()) 103 | finally: 104 | res.append(perf_counter() - t0) 105 | total_sec += res[-1] 106 | return res 107 | 108 | 109 | def display_result(func, data): 110 | gc_flag = gc.isenabled() 111 | gc.disable() 112 | try: 113 | t = time_record(func, data) 114 | finally: 115 | if gc_flag: 116 | gc.enable() 117 | size = data.arr.size if isinstance(data.arr, np.ndarray) else "" 118 | print( 119 | f"{func.__name__}\tsize: {size:9}\ttimes: " 120 | f"min({np.min(t):.5})\tmid({np.median(t):.5})\tmax({np.max(t):.5})\t" 121 | f"95%({np.percentile(t, 0.95):.5})\tStd.({np.std(t):.5})", 122 | ) 123 | 124 | 125 | def benchmark(): 126 | print(">>> benchmark for numpy array") 127 | for data in generate_np_data(): 128 | print("=" * 120) 129 | for func in [ 130 | pickle_serde, 131 | numbin_serde, 132 | numpy_serde, 133 | safets_serde, 134 | msg_np_serde, 135 | ]: 136 | display_result(func, data) 137 | 138 | print(">>> benchmark for normal data mixed with numpy array") 139 | for data in generate_data(): 140 | print("=" * 120) 141 | for func in [pickle_serde, nbmsg_serde]: 142 | display_result(func, data) 143 | 144 | 145 | if __name__ == "__main__": 146 | benchmark() 147 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # NumBin 2 | 3 |

4 | 5 | PyPI version 6 | 7 | 8 | Python Version 9 | 10 | 11 | License 12 | 13 | 14 | Check status 15 | 16 |

17 | 18 | An efficient binary serialization format for numerical data. 19 | 20 | ## Install 21 | 22 | ```sh 23 | pip install numbin 24 | ``` 25 | 26 | ## Usage 27 | 28 | Work with pure NumPy data: 29 | 30 | ```python 31 | import numbin as nb 32 | import numpy as np 33 | 34 | 35 | arr = np.random.rand(5, 3) 36 | 37 | # in memory 38 | binary = nb.dumps(arr) 39 | print(nb.loads(binary)) 40 | 41 | # file 42 | with open("num.bin", "wb") as f: 43 | nb.dump(arr, f) 44 | 45 | with open("num.bin", "rb") as f: 46 | print(nb.load(f)) 47 | ``` 48 | 49 | Work with complex data: 50 | 51 | ```python 52 | from numbin.msg_ext import NumBinMessage 53 | 54 | 55 | nbm = NumBinMessage() 56 | data = {"tensor": arr, "labels": ["dog", "cat"], "safe": True} 57 | 58 | # in memory 59 | binary = nbm.dumps(data) 60 | print(nbm.loads(binary)) 61 | 62 | # file 63 | with open("data.bin", "wb") as f: 64 | nbm.dump(data, f) 65 | 66 | with open("data.bin", "rb") as f: 67 | print(nbm.load(f)) 68 | ``` 69 | 70 | ## Benchmark 71 | 72 | The code can be found in [bench.py](benchmark/bench.py) 73 | 74 | Tested with Intel(R) Core(TM) i7-13700K Python 3.11.0. 75 | 76 | ```shell 77 | pip install .[bench] 78 | python benchmark/bench.py 79 | ``` 80 | 81 | ```console 82 | >>> benchmark for numpy array 83 | ======================================================================================================================== 84 | pickle_serde size: 1 times: min(3.33e-06) mid(3.782e-06) max(5.6893e-05) 95%(3.491e-06) Std.(2.1728e-07) 85 | numbin_serde size: 1 times: min(9.9101e-07) mid(1.106e-06) max(0.00016518) 95%(1.032e-06) Std.(1.9601e-07) 86 | numpy_serde size: 1 times: min(4.9589e-05) mid(5.2873e-05) max(0.0010263) 95%(5.0937e-05) Std.(7.0191e-06) 87 | safets_serde size: 1 times: min(3.558e-06) mid(4.141e-06) max(0.00016262) 95%(3.841e-06) Std.(3.9577e-07) 88 | msg_np_serde size: 1 times: min(1.743e-06) mid(1.937e-06) max(3.4253e-05) 95%(1.83e-06) Std.(1.3042e-07) 89 | ======================================================================================================================== 90 | pickle_serde size: 1024 times: min(3.555e-06) mid(4.158e-06) max(9.9592e-05) 95%(3.813e-06) Std.(5.7795e-07) 91 | numbin_serde size: 1024 times: min(1.204e-06) mid(1.355e-06) max(2.9116e-05) 95%(1.256e-06) Std.(1.668e-07) 92 | numpy_serde size: 1024 times: min(5.0394e-05) mid(5.4297e-05) max(0.00019953) 95%(5.2156e-05) Std.(2.0507e-06) 93 | safets_serde size: 1024 times: min(4.08e-06) mid(4.667e-06) max(4.5634e-05) 95%(4.342e-06) Std.(2.6851e-07) 94 | msg_np_serde size: 1024 times: min(2.081e-06) mid(2.339e-06) max(3.0831e-05) 95%(2.194e-06) Std.(2.1181e-07) 95 | ======================================================================================================================== 96 | pickle_serde size: 65536 times: min(1.9884e-05) mid(2.1078e-05) max(9.3203e-05) 95%(2.024e-05) Std.(1.2878e-06) 97 | numbin_serde size: 65536 times: min(1.6847e-05) mid(1.7845e-05) max(5.5421e-05) 95%(1.7083e-05) Std.(1.0197e-06) 98 | numpy_serde size: 65536 times: min(0.00010117) mid(0.00010785) max(0.00022275) 95%(0.00010237) Std.(4.3429e-06) 99 | safets_serde size: 65536 times: min(4.0613e-05) mid(4.2319e-05) max(0.00010681) 95%(4.0948e-05) Std.(2.1643e-06) 100 | msg_np_serde size: 65536 times: min(2.4801e-05) mid(2.6234e-05) max(7.0627e-05) 95%(2.5042e-05) Std.(1.2072e-06) 101 | ======================================================================================================================== 102 | pickle_serde size: 3145728 times: min(0.0077576) mid(0.0080867) max(0.016288) 95%(0.0077705) Std.(0.00068357) 103 | numbin_serde size: 3145728 times: min(0.0093903) mid(0.013968) max(0.014586) 95%(0.013006) Std.(0.00054932) 104 | numpy_serde size: 3145728 times: min(0.016239) mid(0.017057) max(0.017629) 95%(0.01627) Std.(0.00038771) 105 | safets_serde size: 3145728 times: min(0.01532) mid(0.016254) max(0.022971) 95%(0.015348) Std.(0.00083347) 106 | msg_np_serde size: 3145728 times: min(0.016298) mid(0.021077) max(0.021851) 95%(0.019673) Std.(0.00062183) 107 | ======================================================================================================================== 108 | pickle_serde size: 201326592 times: min(0.89339) mid(0.89483) max(0.89901) 95%(0.89343) Std.(0.0020278) 109 | numbin_serde size: 201326592 times: min(0.87285) mid(0.87507) max(0.87934) 95%(0.87292) Std.(0.0021327) 110 | numpy_serde size: 201326592 times: min(0.76402) mid(0.76939) max(0.8509) 95%(0.76415) Std.(0.032678) 111 | safets_serde size: 201326592 times: min(1.7488) mid(1.7555) max(1.8294) 95%(1.7489) Std.(0.030627) 112 | msg_np_serde size: 201326592 times: min(1.3325) mid(1.3386) max(1.343) 95%(1.3325) Std.(0.004391) 113 | ``` 114 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. Definitions. 8 | 9 | "License" shall mean the terms and conditions for use, reproduction, 10 | and distribution as defined by Sections 1 through 9 of this document. 11 | 12 | "Licensor" shall mean the copyright owner or entity authorized by 13 | the copyright owner that is granting the License. 14 | 15 | "Legal Entity" shall mean the union of the acting entity and all 16 | other entities that control, are controlled by, or are under common 17 | control with that entity. For the purposes of this definition, 18 | "control" means (i) the power, direct or indirect, to cause the 19 | direction or management of such entity, whether by contract or 20 | otherwise, or (ii) ownership of fifty percent (50%) or more of the 21 | outstanding shares, or (iii) beneficial ownership of such entity. 22 | 23 | "You" (or "Your") shall mean an individual or Legal Entity 24 | exercising permissions granted by this License. 25 | 26 | "Source" form shall mean the preferred form for making modifications, 27 | including but not limited to software source code, documentation 28 | source, and configuration files. 29 | 30 | "Object" form shall mean any form resulting from mechanical 31 | transformation or translation of a Source form, including but 32 | not limited to compiled object code, generated documentation, 33 | and conversions to other media types. 34 | 35 | "Work" shall mean the work of authorship, whether in Source or 36 | Object form, made available under the License, as indicated by a 37 | copyright notice that is included in or attached to the work 38 | (an example is provided in the Appendix below). 39 | 40 | "Derivative Works" shall mean any work, whether in Source or Object 41 | form, that is based on (or derived from) the Work and for which the 42 | editorial revisions, annotations, elaborations, or other modifications 43 | represent, as a whole, an original work of authorship. For the purposes 44 | of this License, Derivative Works shall not include works that remain 45 | separable from, or merely link (or bind by name) to the interfaces of, 46 | the Work and Derivative Works thereof. 47 | 48 | "Contribution" shall mean any work of authorship, including 49 | the original version of the Work and any modifications or additions 50 | to that Work or Derivative Works thereof, that is intentionally 51 | submitted to Licensor for inclusion in the Work by the copyright owner 52 | or by an individual or Legal Entity authorized to submit on behalf of 53 | the copyright owner. For the purposes of this definition, "submitted" 54 | means any form of electronic, verbal, or written communication sent 55 | to the Licensor or its representatives, including but not limited to 56 | communication on electronic mailing lists, source code control systems, 57 | and issue tracking systems that are managed by, or on behalf of, the 58 | Licensor for the purpose of discussing and improving the Work, but 59 | excluding communication that is conspicuously marked or otherwise 60 | designated in writing by the copyright owner as "Not a Contribution." 61 | 62 | "Contributor" shall mean Licensor and any individual or Legal Entity 63 | on behalf of whom a Contribution has been received by Licensor and 64 | subsequently incorporated within the Work. 65 | 66 | 2. Grant of Copyright License. Subject to the terms and conditions of 67 | this License, each Contributor hereby grants to You a perpetual, 68 | worldwide, non-exclusive, no-charge, royalty-free, irrevocable 69 | copyright license to reproduce, prepare Derivative Works of, 70 | publicly display, publicly perform, sublicense, and distribute the 71 | Work and such Derivative Works in Source or Object form. 72 | 73 | 3. Grant of Patent License. Subject to the terms and conditions of 74 | this License, each Contributor hereby grants to You a perpetual, 75 | worldwide, non-exclusive, no-charge, royalty-free, irrevocable 76 | (except as stated in this section) patent license to make, have made, 77 | use, offer to sell, sell, import, and otherwise transfer the Work, 78 | where such license applies only to those patent claims licensable 79 | by such Contributor that are necessarily infringed by their 80 | Contribution(s) alone or by combination of their Contribution(s) 81 | with the Work to which such Contribution(s) was submitted. If You 82 | institute patent litigation against any entity (including a 83 | cross-claim or counterclaim in a lawsuit) alleging that the Work 84 | or a Contribution incorporated within the Work constitutes direct 85 | or contributory patent infringement, then any patent licenses 86 | granted to You under this License for that Work shall terminate 87 | as of the date such litigation is filed. 88 | 89 | 4. Redistribution. You may reproduce and distribute copies of the 90 | Work or Derivative Works thereof in any medium, with or without 91 | modifications, and in Source or Object form, provided that You 92 | meet the following conditions: 93 | 94 | (a) You must give any other recipients of the Work or 95 | Derivative Works a copy of this License; and 96 | 97 | (b) You must cause any modified files to carry prominent notices 98 | stating that You changed the files; and 99 | 100 | (c) You must retain, in the Source form of any Derivative Works 101 | that You distribute, all copyright, patent, trademark, and 102 | attribution notices from the Source form of the Work, 103 | excluding those notices that do not pertain to any part of 104 | the Derivative Works; and 105 | 106 | (d) If the Work includes a "NOTICE" text file as part of its 107 | distribution, then any Derivative Works that You distribute must 108 | include a readable copy of the attribution notices contained 109 | within such NOTICE file, excluding those notices that do not 110 | pertain to any part of the Derivative Works, in at least one 111 | of the following places: within a NOTICE text file distributed 112 | as part of the Derivative Works; within the Source form or 113 | documentation, if provided along with the Derivative Works; or, 114 | within a display generated by the Derivative Works, if and 115 | wherever such third-party notices normally appear. The contents 116 | of the NOTICE file are for informational purposes only and 117 | do not modify the License. You may add Your own attribution 118 | notices within Derivative Works that You distribute, alongside 119 | or as an addendum to the NOTICE text from the Work, provided 120 | that such additional attribution notices cannot be construed 121 | as modifying the License. 122 | 123 | You may add Your own copyright statement to Your modifications and 124 | may provide additional or different license terms and conditions 125 | for use, reproduction, or distribution of Your modifications, or 126 | for any such Derivative Works as a whole, provided Your use, 127 | reproduction, and distribution of the Work otherwise complies with 128 | the conditions stated in this License. 129 | 130 | 5. Submission of Contributions. Unless You explicitly state otherwise, 131 | any Contribution intentionally submitted for inclusion in the Work 132 | by You to the Licensor shall be under the terms and conditions of 133 | this License, without any additional terms or conditions. 134 | Notwithstanding the above, nothing herein shall supersede or modify 135 | the terms of any separate license agreement you may have executed 136 | with Licensor regarding such Contributions. 137 | 138 | 6. Trademarks. This License does not grant permission to use the trade 139 | names, trademarks, service marks, or product names of the Licensor, 140 | except as required for reasonable and customary use in describing the 141 | origin of the Work and reproducing the content of the NOTICE file. 142 | 143 | 7. Disclaimer of Warranty. Unless required by applicable law or 144 | agreed to in writing, Licensor provides the Work (and each 145 | Contributor provides its Contributions) on an "AS IS" BASIS, 146 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or 147 | implied, including, without limitation, any warranties or conditions 148 | of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A 149 | PARTICULAR PURPOSE. You are solely responsible for determining the 150 | appropriateness of using or redistributing the Work and assume any 151 | risks associated with Your exercise of permissions under this License. 152 | 153 | 8. Limitation of Liability. In no event and under no legal theory, 154 | whether in tort (including negligence), contract, or otherwise, 155 | unless required by applicable law (such as deliberate and grossly 156 | negligent acts) or agreed to in writing, shall any Contributor be 157 | liable to You for damages, including any direct, indirect, special, 158 | incidental, or consequential damages of any character arising as a 159 | result of this License or out of the use or inability to use the 160 | Work (including but not limited to damages for loss of goodwill, 161 | work stoppage, computer failure or malfunction, or any and all 162 | other commercial damages or losses), even if such Contributor 163 | has been advised of the possibility of such damages. 164 | 165 | 9. Accepting Warranty or Additional Liability. While redistributing 166 | the Work or Derivative Works thereof, You may choose to offer, 167 | and charge a fee for, acceptance of support, warranty, indemnity, 168 | or other liability obligations and/or rights consistent with this 169 | License. However, in accepting such obligations, You may act only 170 | on Your own behalf and on Your sole responsibility, not on behalf 171 | of any other Contributor, and only if You agree to indemnify, 172 | defend, and hold each Contributor harmless for any liability 173 | incurred by, or claims asserted against, such Contributor by reason 174 | of your accepting any such warranty or additional liability. 175 | 176 | END OF TERMS AND CONDITIONS 177 | 178 | APPENDIX: How to apply the Apache License to your work. 179 | 180 | To apply the Apache License to your work, attach the following 181 | boilerplate notice, with the fields enclosed by brackets "[]" 182 | replaced with your own identifying information. (Don't include 183 | the brackets!) The text should be enclosed in the appropriate 184 | comment syntax for the file format. We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [2022] [mosec maintainers] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /uv.lock: -------------------------------------------------------------------------------- 1 | version = 1 2 | revision = 3 3 | requires-python = ">=3.10" 4 | resolution-markers = [ 5 | "python_full_version >= '3.11'", 6 | "python_full_version < '3.11'", 7 | ] 8 | 9 | [[package]] 10 | name = "colorama" 11 | version = "0.4.6" 12 | source = { registry = "https://pypi.org/simple" } 13 | sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } 14 | wheels = [ 15 | { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, 16 | ] 17 | 18 | [[package]] 19 | name = "exceptiongroup" 20 | version = "1.3.0" 21 | source = { registry = "https://pypi.org/simple" } 22 | dependencies = [ 23 | { name = "typing-extensions", marker = "python_full_version < '3.11'" }, 24 | ] 25 | sdist = { url = "https://files.pythonhosted.org/packages/0b/9f/a65090624ecf468cdca03533906e7c69ed7588582240cfe7cc9e770b50eb/exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88", size = 29749, upload-time = "2025-05-10T17:42:51.123Z" } 26 | wheels = [ 27 | { url = "https://files.pythonhosted.org/packages/36/f4/c6e662dade71f56cd2f3735141b265c3c79293c109549c1e6933b0651ffc/exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", size = 16674, upload-time = "2025-05-10T17:42:49.33Z" }, 28 | ] 29 | 30 | [[package]] 31 | name = "iniconfig" 32 | version = "2.3.0" 33 | source = { registry = "https://pypi.org/simple" } 34 | sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" } 35 | wheels = [ 36 | { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, 37 | ] 38 | 39 | [[package]] 40 | name = "msgpack" 41 | version = "1.1.2" 42 | source = { registry = "https://pypi.org/simple" } 43 | sdist = { url = "https://files.pythonhosted.org/packages/4d/f2/bfb55a6236ed8725a96b0aa3acbd0ec17588e6a2c3b62a93eb513ed8783f/msgpack-1.1.2.tar.gz", hash = "sha256:3b60763c1373dd60f398488069bcdc703cd08a711477b5d480eecc9f9626f47e", size = 173581, upload-time = "2025-10-08T09:15:56.596Z" } 44 | wheels = [ 45 | { url = "https://files.pythonhosted.org/packages/f5/a2/3b68a9e769db68668b25c6108444a35f9bd163bb848c0650d516761a59c0/msgpack-1.1.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2", size = 81318, upload-time = "2025-10-08T09:14:38.722Z" }, 46 | { url = "https://files.pythonhosted.org/packages/5b/e1/2b720cc341325c00be44e1ed59e7cfeae2678329fbf5aa68f5bda57fe728/msgpack-1.1.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a605409040f2da88676e9c9e5853b3449ba8011973616189ea5ee55ddbc5bc87", size = 83786, upload-time = "2025-10-08T09:14:40.082Z" }, 47 | { url = "https://files.pythonhosted.org/packages/71/e5/c2241de64bfceac456b140737812a2ab310b10538a7b34a1d393b748e095/msgpack-1.1.2-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8b696e83c9f1532b4af884045ba7f3aa741a63b2bc22617293a2c6a7c645f251", size = 398240, upload-time = "2025-10-08T09:14:41.151Z" }, 48 | { url = "https://files.pythonhosted.org/packages/b7/09/2a06956383c0fdebaef5aa9246e2356776f12ea6f2a44bd1368abf0e46c4/msgpack-1.1.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:365c0bbe981a27d8932da71af63ef86acc59ed5c01ad929e09a0b88c6294e28a", size = 406070, upload-time = "2025-10-08T09:14:42.821Z" }, 49 | { url = "https://files.pythonhosted.org/packages/0e/74/2957703f0e1ef20637d6aead4fbb314330c26f39aa046b348c7edcf6ca6b/msgpack-1.1.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:41d1a5d875680166d3ac5c38573896453bbbea7092936d2e107214daf43b1d4f", size = 393403, upload-time = "2025-10-08T09:14:44.38Z" }, 50 | { url = "https://files.pythonhosted.org/packages/a5/09/3bfc12aa90f77b37322fc33e7a8a7c29ba7c8edeadfa27664451801b9860/msgpack-1.1.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:354e81bcdebaab427c3df4281187edc765d5d76bfb3a7c125af9da7a27e8458f", size = 398947, upload-time = "2025-10-08T09:14:45.56Z" }, 51 | { url = "https://files.pythonhosted.org/packages/4b/4f/05fcebd3b4977cb3d840f7ef6b77c51f8582086de5e642f3fefee35c86fc/msgpack-1.1.2-cp310-cp310-win32.whl", hash = "sha256:e64c8d2f5e5d5fda7b842f55dec6133260ea8f53c4257d64494c534f306bf7a9", size = 64769, upload-time = "2025-10-08T09:14:47.334Z" }, 52 | { url = "https://files.pythonhosted.org/packages/d0/3e/b4547e3a34210956382eed1c85935fff7e0f9b98be3106b3745d7dec9c5e/msgpack-1.1.2-cp310-cp310-win_amd64.whl", hash = "sha256:db6192777d943bdaaafb6ba66d44bf65aa0e9c5616fa1d2da9bb08828c6b39aa", size = 71293, upload-time = "2025-10-08T09:14:48.665Z" }, 53 | { url = "https://files.pythonhosted.org/packages/2c/97/560d11202bcd537abca693fd85d81cebe2107ba17301de42b01ac1677b69/msgpack-1.1.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:2e86a607e558d22985d856948c12a3fa7b42efad264dca8a3ebbcfa2735d786c", size = 82271, upload-time = "2025-10-08T09:14:49.967Z" }, 54 | { url = "https://files.pythonhosted.org/packages/83/04/28a41024ccbd67467380b6fb440ae916c1e4f25e2cd4c63abe6835ac566e/msgpack-1.1.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:283ae72fc89da59aa004ba147e8fc2f766647b1251500182fac0350d8af299c0", size = 84914, upload-time = "2025-10-08T09:14:50.958Z" }, 55 | { url = "https://files.pythonhosted.org/packages/71/46/b817349db6886d79e57a966346cf0902a426375aadc1e8e7a86a75e22f19/msgpack-1.1.2-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61c8aa3bd513d87c72ed0b37b53dd5c5a0f58f2ff9f26e1555d3bd7948fb7296", size = 416962, upload-time = "2025-10-08T09:14:51.997Z" }, 56 | { url = "https://files.pythonhosted.org/packages/da/e0/6cc2e852837cd6086fe7d8406af4294e66827a60a4cf60b86575a4a65ca8/msgpack-1.1.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:454e29e186285d2ebe65be34629fa0e8605202c60fbc7c4c650ccd41870896ef", size = 426183, upload-time = "2025-10-08T09:14:53.477Z" }, 57 | { url = "https://files.pythonhosted.org/packages/25/98/6a19f030b3d2ea906696cedd1eb251708e50a5891d0978b012cb6107234c/msgpack-1.1.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:7bc8813f88417599564fafa59fd6f95be417179f76b40325b500b3c98409757c", size = 411454, upload-time = "2025-10-08T09:14:54.648Z" }, 58 | { url = "https://files.pythonhosted.org/packages/b7/cd/9098fcb6adb32187a70b7ecaabf6339da50553351558f37600e53a4a2a23/msgpack-1.1.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:bafca952dc13907bdfdedfc6a5f579bf4f292bdd506fadb38389afa3ac5b208e", size = 422341, upload-time = "2025-10-08T09:14:56.328Z" }, 59 | { url = "https://files.pythonhosted.org/packages/e6/ae/270cecbcf36c1dc85ec086b33a51a4d7d08fc4f404bdbc15b582255d05ff/msgpack-1.1.2-cp311-cp311-win32.whl", hash = "sha256:602b6740e95ffc55bfb078172d279de3773d7b7db1f703b2f1323566b878b90e", size = 64747, upload-time = "2025-10-08T09:14:57.882Z" }, 60 | { url = "https://files.pythonhosted.org/packages/2a/79/309d0e637f6f37e83c711f547308b91af02b72d2326ddd860b966080ef29/msgpack-1.1.2-cp311-cp311-win_amd64.whl", hash = "sha256:d198d275222dc54244bf3327eb8cbe00307d220241d9cec4d306d49a44e85f68", size = 71633, upload-time = "2025-10-08T09:14:59.177Z" }, 61 | { url = "https://files.pythonhosted.org/packages/73/4d/7c4e2b3d9b1106cd0aa6cb56cc57c6267f59fa8bfab7d91df5adc802c847/msgpack-1.1.2-cp311-cp311-win_arm64.whl", hash = "sha256:86f8136dfa5c116365a8a651a7d7484b65b13339731dd6faebb9a0242151c406", size = 64755, upload-time = "2025-10-08T09:15:00.48Z" }, 62 | { url = "https://files.pythonhosted.org/packages/ad/bd/8b0d01c756203fbab65d265859749860682ccd2a59594609aeec3a144efa/msgpack-1.1.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:70a0dff9d1f8da25179ffcf880e10cf1aad55fdb63cd59c9a49a1b82290062aa", size = 81939, upload-time = "2025-10-08T09:15:01.472Z" }, 63 | { url = "https://files.pythonhosted.org/packages/34/68/ba4f155f793a74c1483d4bdef136e1023f7bcba557f0db4ef3db3c665cf1/msgpack-1.1.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:446abdd8b94b55c800ac34b102dffd2f6aa0ce643c55dfc017ad89347db3dbdb", size = 85064, upload-time = "2025-10-08T09:15:03.764Z" }, 64 | { url = "https://files.pythonhosted.org/packages/f2/60/a064b0345fc36c4c3d2c743c82d9100c40388d77f0b48b2f04d6041dbec1/msgpack-1.1.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c63eea553c69ab05b6747901b97d620bb2a690633c77f23feb0c6a947a8a7b8f", size = 417131, upload-time = "2025-10-08T09:15:05.136Z" }, 65 | { url = "https://files.pythonhosted.org/packages/65/92/a5100f7185a800a5d29f8d14041f61475b9de465ffcc0f3b9fba606e4505/msgpack-1.1.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:372839311ccf6bdaf39b00b61288e0557916c3729529b301c52c2d88842add42", size = 427556, upload-time = "2025-10-08T09:15:06.837Z" }, 66 | { url = "https://files.pythonhosted.org/packages/f5/87/ffe21d1bf7d9991354ad93949286f643b2bb6ddbeab66373922b44c3b8cc/msgpack-1.1.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2929af52106ca73fcb28576218476ffbb531a036c2adbcf54a3664de124303e9", size = 404920, upload-time = "2025-10-08T09:15:08.179Z" }, 67 | { url = "https://files.pythonhosted.org/packages/ff/41/8543ed2b8604f7c0d89ce066f42007faac1eaa7d79a81555f206a5cdb889/msgpack-1.1.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:be52a8fc79e45b0364210eef5234a7cf8d330836d0a64dfbb878efa903d84620", size = 415013, upload-time = "2025-10-08T09:15:09.83Z" }, 68 | { url = "https://files.pythonhosted.org/packages/41/0d/2ddfaa8b7e1cee6c490d46cb0a39742b19e2481600a7a0e96537e9c22f43/msgpack-1.1.2-cp312-cp312-win32.whl", hash = "sha256:1fff3d825d7859ac888b0fbda39a42d59193543920eda9d9bea44d958a878029", size = 65096, upload-time = "2025-10-08T09:15:11.11Z" }, 69 | { url = "https://files.pythonhosted.org/packages/8c/ec/d431eb7941fb55a31dd6ca3404d41fbb52d99172df2e7707754488390910/msgpack-1.1.2-cp312-cp312-win_amd64.whl", hash = "sha256:1de460f0403172cff81169a30b9a92b260cb809c4cb7e2fc79ae8d0510c78b6b", size = 72708, upload-time = "2025-10-08T09:15:12.554Z" }, 70 | { url = "https://files.pythonhosted.org/packages/c5/31/5b1a1f70eb0e87d1678e9624908f86317787b536060641d6798e3cf70ace/msgpack-1.1.2-cp312-cp312-win_arm64.whl", hash = "sha256:be5980f3ee0e6bd44f3a9e9dea01054f175b50c3e6cdb692bc9424c0bbb8bf69", size = 64119, upload-time = "2025-10-08T09:15:13.589Z" }, 71 | { url = "https://files.pythonhosted.org/packages/6b/31/b46518ecc604d7edf3a4f94cb3bf021fc62aa301f0cb849936968164ef23/msgpack-1.1.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf", size = 81212, upload-time = "2025-10-08T09:15:14.552Z" }, 72 | { url = "https://files.pythonhosted.org/packages/92/dc/c385f38f2c2433333345a82926c6bfa5ecfff3ef787201614317b58dd8be/msgpack-1.1.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7", size = 84315, upload-time = "2025-10-08T09:15:15.543Z" }, 73 | { url = "https://files.pythonhosted.org/packages/d3/68/93180dce57f684a61a88a45ed13047558ded2be46f03acb8dec6d7c513af/msgpack-1.1.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1fdf7d83102bf09e7ce3357de96c59b627395352a4024f6e2458501f158bf999", size = 412721, upload-time = "2025-10-08T09:15:16.567Z" }, 74 | { url = "https://files.pythonhosted.org/packages/5d/ba/459f18c16f2b3fc1a1ca871f72f07d70c07bf768ad0a507a698b8052ac58/msgpack-1.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e", size = 424657, upload-time = "2025-10-08T09:15:17.825Z" }, 75 | { url = "https://files.pythonhosted.org/packages/38/f8/4398c46863b093252fe67368b44edc6c13b17f4e6b0e4929dbf0bdb13f23/msgpack-1.1.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:fffee09044073e69f2bad787071aeec727183e7580443dfeb8556cbf1978d162", size = 402668, upload-time = "2025-10-08T09:15:19.003Z" }, 76 | { url = "https://files.pythonhosted.org/packages/28/ce/698c1eff75626e4124b4d78e21cca0b4cc90043afb80a507626ea354ab52/msgpack-1.1.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5928604de9b032bc17f5099496417f113c45bc6bc21b5c6920caf34b3c428794", size = 419040, upload-time = "2025-10-08T09:15:20.183Z" }, 77 | { url = "https://files.pythonhosted.org/packages/67/32/f3cd1667028424fa7001d82e10ee35386eea1408b93d399b09fb0aa7875f/msgpack-1.1.2-cp313-cp313-win32.whl", hash = "sha256:a7787d353595c7c7e145e2331abf8b7ff1e6673a6b974ded96e6d4ec09f00c8c", size = 65037, upload-time = "2025-10-08T09:15:21.416Z" }, 78 | { url = "https://files.pythonhosted.org/packages/74/07/1ed8277f8653c40ebc65985180b007879f6a836c525b3885dcc6448ae6cb/msgpack-1.1.2-cp313-cp313-win_amd64.whl", hash = "sha256:a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9", size = 72631, upload-time = "2025-10-08T09:15:22.431Z" }, 79 | { url = "https://files.pythonhosted.org/packages/e5/db/0314e4e2db56ebcf450f277904ffd84a7988b9e5da8d0d61ab2d057df2b6/msgpack-1.1.2-cp313-cp313-win_arm64.whl", hash = "sha256:e69b39f8c0aa5ec24b57737ebee40be647035158f14ed4b40e6f150077e21a84", size = 64118, upload-time = "2025-10-08T09:15:23.402Z" }, 80 | { url = "https://files.pythonhosted.org/packages/22/71/201105712d0a2ff07b7873ed3c220292fb2ea5120603c00c4b634bcdafb3/msgpack-1.1.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:e23ce8d5f7aa6ea6d2a2b326b4ba46c985dbb204523759984430db7114f8aa00", size = 81127, upload-time = "2025-10-08T09:15:24.408Z" }, 81 | { url = "https://files.pythonhosted.org/packages/1b/9f/38ff9e57a2eade7bf9dfee5eae17f39fc0e998658050279cbb14d97d36d9/msgpack-1.1.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:6c15b7d74c939ebe620dd8e559384be806204d73b4f9356320632d783d1f7939", size = 84981, upload-time = "2025-10-08T09:15:25.812Z" }, 82 | { url = "https://files.pythonhosted.org/packages/8e/a9/3536e385167b88c2cc8f4424c49e28d49a6fc35206d4a8060f136e71f94c/msgpack-1.1.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:99e2cb7b9031568a2a5c73aa077180f93dd2e95b4f8d3b8e14a73ae94a9e667e", size = 411885, upload-time = "2025-10-08T09:15:27.22Z" }, 83 | { url = "https://files.pythonhosted.org/packages/2f/40/dc34d1a8d5f1e51fc64640b62b191684da52ca469da9cd74e84936ffa4a6/msgpack-1.1.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:180759d89a057eab503cf62eeec0aa61c4ea1200dee709f3a8e9397dbb3b6931", size = 419658, upload-time = "2025-10-08T09:15:28.4Z" }, 84 | { url = "https://files.pythonhosted.org/packages/3b/ef/2b92e286366500a09a67e03496ee8b8ba00562797a52f3c117aa2b29514b/msgpack-1.1.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:04fb995247a6e83830b62f0b07bf36540c213f6eac8e851166d8d86d83cbd014", size = 403290, upload-time = "2025-10-08T09:15:29.764Z" }, 85 | { url = "https://files.pythonhosted.org/packages/78/90/e0ea7990abea5764e4655b8177aa7c63cdfa89945b6e7641055800f6c16b/msgpack-1.1.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:8e22ab046fa7ede9e36eeb4cfad44d46450f37bb05d5ec482b02868f451c95e2", size = 415234, upload-time = "2025-10-08T09:15:31.022Z" }, 86 | { url = "https://files.pythonhosted.org/packages/72/4e/9390aed5db983a2310818cd7d3ec0aecad45e1f7007e0cda79c79507bb0d/msgpack-1.1.2-cp314-cp314-win32.whl", hash = "sha256:80a0ff7d4abf5fecb995fcf235d4064b9a9a8a40a3ab80999e6ac1e30b702717", size = 66391, upload-time = "2025-10-08T09:15:32.265Z" }, 87 | { url = "https://files.pythonhosted.org/packages/6e/f1/abd09c2ae91228c5f3998dbd7f41353def9eac64253de3c8105efa2082f7/msgpack-1.1.2-cp314-cp314-win_amd64.whl", hash = "sha256:9ade919fac6a3e7260b7f64cea89df6bec59104987cbea34d34a2fa15d74310b", size = 73787, upload-time = "2025-10-08T09:15:33.219Z" }, 88 | { url = "https://files.pythonhosted.org/packages/6a/b0/9d9f667ab48b16ad4115c1935d94023b82b3198064cb84a123e97f7466c1/msgpack-1.1.2-cp314-cp314-win_arm64.whl", hash = "sha256:59415c6076b1e30e563eb732e23b994a61c159cec44deaf584e5cc1dd662f2af", size = 66453, upload-time = "2025-10-08T09:15:34.225Z" }, 89 | { url = "https://files.pythonhosted.org/packages/16/67/93f80545eb1792b61a217fa7f06d5e5cb9e0055bed867f43e2b8e012e137/msgpack-1.1.2-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:897c478140877e5307760b0ea66e0932738879e7aa68144d9b78ea4c8302a84a", size = 85264, upload-time = "2025-10-08T09:15:35.61Z" }, 90 | { url = "https://files.pythonhosted.org/packages/87/1c/33c8a24959cf193966ef11a6f6a2995a65eb066bd681fd085afd519a57ce/msgpack-1.1.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a668204fa43e6d02f89dbe79a30b0d67238d9ec4c5bd8a940fc3a004a47b721b", size = 89076, upload-time = "2025-10-08T09:15:36.619Z" }, 91 | { url = "https://files.pythonhosted.org/packages/fc/6b/62e85ff7193663fbea5c0254ef32f0c77134b4059f8da89b958beb7696f3/msgpack-1.1.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5559d03930d3aa0f3aacb4c42c776af1a2ace2611871c84a75afe436695e6245", size = 435242, upload-time = "2025-10-08T09:15:37.647Z" }, 92 | { url = "https://files.pythonhosted.org/packages/c1/47/5c74ecb4cc277cf09f64e913947871682ffa82b3b93c8dad68083112f412/msgpack-1.1.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:70c5a7a9fea7f036b716191c29047374c10721c389c21e9ffafad04df8c52c90", size = 432509, upload-time = "2025-10-08T09:15:38.794Z" }, 93 | { url = "https://files.pythonhosted.org/packages/24/a4/e98ccdb56dc4e98c929a3f150de1799831c0a800583cde9fa022fa90602d/msgpack-1.1.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f2cb069d8b981abc72b41aea1c580ce92d57c673ec61af4c500153a626cb9e20", size = 415957, upload-time = "2025-10-08T09:15:40.238Z" }, 94 | { url = "https://files.pythonhosted.org/packages/da/28/6951f7fb67bc0a4e184a6b38ab71a92d9ba58080b27a77d3e2fb0be5998f/msgpack-1.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:d62ce1f483f355f61adb5433ebfd8868c5f078d1a52d042b0a998682b4fa8c27", size = 422910, upload-time = "2025-10-08T09:15:41.505Z" }, 95 | { url = "https://files.pythonhosted.org/packages/f0/03/42106dcded51f0a0b5284d3ce30a671e7bd3f7318d122b2ead66ad289fed/msgpack-1.1.2-cp314-cp314t-win32.whl", hash = "sha256:1d1418482b1ee984625d88aa9585db570180c286d942da463533b238b98b812b", size = 75197, upload-time = "2025-10-08T09:15:42.954Z" }, 96 | { url = "https://files.pythonhosted.org/packages/15/86/d0071e94987f8db59d4eeb386ddc64d0bb9b10820a8d82bcd3e53eeb2da6/msgpack-1.1.2-cp314-cp314t-win_amd64.whl", hash = "sha256:5a46bf7e831d09470ad92dff02b8b1ac92175ca36b087f904a0519857c6be3ff", size = 85772, upload-time = "2025-10-08T09:15:43.954Z" }, 97 | { url = "https://files.pythonhosted.org/packages/81/f2/08ace4142eb281c12701fc3b93a10795e4d4dc7f753911d836675050f886/msgpack-1.1.2-cp314-cp314t-win_arm64.whl", hash = "sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46", size = 70868, upload-time = "2025-10-08T09:15:44.959Z" }, 98 | ] 99 | 100 | [[package]] 101 | name = "msgpack-numpy" 102 | version = "0.4.8" 103 | source = { registry = "https://pypi.org/simple" } 104 | dependencies = [ 105 | { name = "msgpack" }, 106 | { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, 107 | { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, 108 | ] 109 | sdist = { url = "https://files.pythonhosted.org/packages/08/94/61e8aee142733ebfdc400a05bdac6e1763c4514bba3b42743d223f388450/msgpack-numpy-0.4.8.tar.gz", hash = "sha256:c667d3180513422f9c7545be5eec5d296dcbb357e06f72ed39cc683797556e69", size = 10923, upload-time = "2022-06-09T03:43:08.739Z" } 110 | wheels = [ 111 | { url = "https://files.pythonhosted.org/packages/9b/5d/f25ac7d4fb77cbd53ddc6d05d833c6bf52b12770a44fa9a447eed470ca9a/msgpack_numpy-0.4.8-py2.py3-none-any.whl", hash = "sha256:773c19d4dfbae1b3c7b791083e2caf66983bb19b40901646f61d8731554ae3da", size = 6919, upload-time = "2022-06-09T03:43:06.82Z" }, 112 | ] 113 | 114 | [[package]] 115 | name = "numbin" 116 | version = "0.5.1" 117 | source = { editable = "." } 118 | dependencies = [ 119 | { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, 120 | { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, 121 | ] 122 | 123 | [package.optional-dependencies] 124 | msgpack = [ 125 | { name = "msgpack" }, 126 | ] 127 | 128 | [package.dev-dependencies] 129 | bench = [ 130 | { name = "msgpack" }, 131 | { name = "msgpack-numpy" }, 132 | { name = "safetensors" }, 133 | ] 134 | dev = [ 135 | { name = "pytest" }, 136 | { name = "ruff" }, 137 | ] 138 | 139 | [package.metadata] 140 | requires-dist = [ 141 | { name = "msgpack", marker = "extra == 'msgpack'", specifier = ">=1.0.4" }, 142 | { name = "numpy", specifier = ">=1.21.1" }, 143 | ] 144 | provides-extras = ["msgpack"] 145 | 146 | [package.metadata.requires-dev] 147 | bench = [ 148 | { name = "msgpack", specifier = ">=1.0.4" }, 149 | { name = "msgpack-numpy" }, 150 | { name = "safetensors" }, 151 | ] 152 | dev = [ 153 | { name = "pytest", specifier = ">=7.1" }, 154 | { name = "ruff", specifier = ">=0.14.2" }, 155 | ] 156 | 157 | [[package]] 158 | name = "numpy" 159 | version = "2.2.6" 160 | source = { registry = "https://pypi.org/simple" } 161 | resolution-markers = [ 162 | "python_full_version < '3.11'", 163 | ] 164 | sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440, upload-time = "2025-05-17T22:38:04.611Z" } 165 | wheels = [ 166 | { url = "https://files.pythonhosted.org/packages/9a/3e/ed6db5be21ce87955c0cbd3009f2803f59fa08df21b5df06862e2d8e2bdd/numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb", size = 21165245, upload-time = "2025-05-17T21:27:58.555Z" }, 167 | { url = "https://files.pythonhosted.org/packages/22/c2/4b9221495b2a132cc9d2eb862e21d42a009f5a60e45fc44b00118c174bff/numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90", size = 14360048, upload-time = "2025-05-17T21:28:21.406Z" }, 168 | { url = "https://files.pythonhosted.org/packages/fd/77/dc2fcfc66943c6410e2bf598062f5959372735ffda175b39906d54f02349/numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163", size = 5340542, upload-time = "2025-05-17T21:28:30.931Z" }, 169 | { url = "https://files.pythonhosted.org/packages/7a/4f/1cb5fdc353a5f5cc7feb692db9b8ec2c3d6405453f982435efc52561df58/numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf", size = 6878301, upload-time = "2025-05-17T21:28:41.613Z" }, 170 | { url = "https://files.pythonhosted.org/packages/eb/17/96a3acd228cec142fcb8723bd3cc39c2a474f7dcf0a5d16731980bcafa95/numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83", size = 14297320, upload-time = "2025-05-17T21:29:02.78Z" }, 171 | { url = "https://files.pythonhosted.org/packages/b4/63/3de6a34ad7ad6646ac7d2f55ebc6ad439dbbf9c4370017c50cf403fb19b5/numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915", size = 16801050, upload-time = "2025-05-17T21:29:27.675Z" }, 172 | { url = "https://files.pythonhosted.org/packages/07/b6/89d837eddef52b3d0cec5c6ba0456c1bf1b9ef6a6672fc2b7873c3ec4e2e/numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680", size = 15807034, upload-time = "2025-05-17T21:29:51.102Z" }, 173 | { url = "https://files.pythonhosted.org/packages/01/c8/dc6ae86e3c61cfec1f178e5c9f7858584049b6093f843bca541f94120920/numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289", size = 18614185, upload-time = "2025-05-17T21:30:18.703Z" }, 174 | { url = "https://files.pythonhosted.org/packages/5b/c5/0064b1b7e7c89137b471ccec1fd2282fceaae0ab3a9550f2568782d80357/numpy-2.2.6-cp310-cp310-win32.whl", hash = "sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d", size = 6527149, upload-time = "2025-05-17T21:30:29.788Z" }, 175 | { url = "https://files.pythonhosted.org/packages/a3/dd/4b822569d6b96c39d1215dbae0582fd99954dcbcf0c1a13c61783feaca3f/numpy-2.2.6-cp310-cp310-win_amd64.whl", hash = "sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3", size = 12904620, upload-time = "2025-05-17T21:30:48.994Z" }, 176 | { url = "https://files.pythonhosted.org/packages/da/a8/4f83e2aa666a9fbf56d6118faaaf5f1974d456b1823fda0a176eff722839/numpy-2.2.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae", size = 21176963, upload-time = "2025-05-17T21:31:19.36Z" }, 177 | { url = "https://files.pythonhosted.org/packages/b3/2b/64e1affc7972decb74c9e29e5649fac940514910960ba25cd9af4488b66c/numpy-2.2.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a", size = 14406743, upload-time = "2025-05-17T21:31:41.087Z" }, 178 | { url = "https://files.pythonhosted.org/packages/4a/9f/0121e375000b5e50ffdd8b25bf78d8e1a5aa4cca3f185d41265198c7b834/numpy-2.2.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42", size = 5352616, upload-time = "2025-05-17T21:31:50.072Z" }, 179 | { url = "https://files.pythonhosted.org/packages/31/0d/b48c405c91693635fbe2dcd7bc84a33a602add5f63286e024d3b6741411c/numpy-2.2.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491", size = 6889579, upload-time = "2025-05-17T21:32:01.712Z" }, 180 | { url = "https://files.pythonhosted.org/packages/52/b8/7f0554d49b565d0171eab6e99001846882000883998e7b7d9f0d98b1f934/numpy-2.2.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a", size = 14312005, upload-time = "2025-05-17T21:32:23.332Z" }, 181 | { url = "https://files.pythonhosted.org/packages/b3/dd/2238b898e51bd6d389b7389ffb20d7f4c10066d80351187ec8e303a5a475/numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf", size = 16821570, upload-time = "2025-05-17T21:32:47.991Z" }, 182 | { url = "https://files.pythonhosted.org/packages/83/6c/44d0325722cf644f191042bf47eedad61c1e6df2432ed65cbe28509d404e/numpy-2.2.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1", size = 15818548, upload-time = "2025-05-17T21:33:11.728Z" }, 183 | { url = "https://files.pythonhosted.org/packages/ae/9d/81e8216030ce66be25279098789b665d49ff19eef08bfa8cb96d4957f422/numpy-2.2.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab", size = 18620521, upload-time = "2025-05-17T21:33:39.139Z" }, 184 | { url = "https://files.pythonhosted.org/packages/6a/fd/e19617b9530b031db51b0926eed5345ce8ddc669bb3bc0044b23e275ebe8/numpy-2.2.6-cp311-cp311-win32.whl", hash = "sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47", size = 6525866, upload-time = "2025-05-17T21:33:50.273Z" }, 185 | { url = "https://files.pythonhosted.org/packages/31/0a/f354fb7176b81747d870f7991dc763e157a934c717b67b58456bc63da3df/numpy-2.2.6-cp311-cp311-win_amd64.whl", hash = "sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303", size = 12907455, upload-time = "2025-05-17T21:34:09.135Z" }, 186 | { url = "https://files.pythonhosted.org/packages/82/5d/c00588b6cf18e1da539b45d3598d3557084990dcc4331960c15ee776ee41/numpy-2.2.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff", size = 20875348, upload-time = "2025-05-17T21:34:39.648Z" }, 187 | { url = "https://files.pythonhosted.org/packages/66/ee/560deadcdde6c2f90200450d5938f63a34b37e27ebff162810f716f6a230/numpy-2.2.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c", size = 14119362, upload-time = "2025-05-17T21:35:01.241Z" }, 188 | { url = "https://files.pythonhosted.org/packages/3c/65/4baa99f1c53b30adf0acd9a5519078871ddde8d2339dc5a7fde80d9d87da/numpy-2.2.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3", size = 5084103, upload-time = "2025-05-17T21:35:10.622Z" }, 189 | { url = "https://files.pythonhosted.org/packages/cc/89/e5a34c071a0570cc40c9a54eb472d113eea6d002e9ae12bb3a8407fb912e/numpy-2.2.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282", size = 6625382, upload-time = "2025-05-17T21:35:21.414Z" }, 190 | { url = "https://files.pythonhosted.org/packages/f8/35/8c80729f1ff76b3921d5c9487c7ac3de9b2a103b1cd05e905b3090513510/numpy-2.2.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87", size = 14018462, upload-time = "2025-05-17T21:35:42.174Z" }, 191 | { url = "https://files.pythonhosted.org/packages/8c/3d/1e1db36cfd41f895d266b103df00ca5b3cbe965184df824dec5c08c6b803/numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249", size = 16527618, upload-time = "2025-05-17T21:36:06.711Z" }, 192 | { url = "https://files.pythonhosted.org/packages/61/c6/03ed30992602c85aa3cd95b9070a514f8b3c33e31124694438d88809ae36/numpy-2.2.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49", size = 15505511, upload-time = "2025-05-17T21:36:29.965Z" }, 193 | { url = "https://files.pythonhosted.org/packages/b7/25/5761d832a81df431e260719ec45de696414266613c9ee268394dd5ad8236/numpy-2.2.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de", size = 18313783, upload-time = "2025-05-17T21:36:56.883Z" }, 194 | { url = "https://files.pythonhosted.org/packages/57/0a/72d5a3527c5ebffcd47bde9162c39fae1f90138c961e5296491ce778e682/numpy-2.2.6-cp312-cp312-win32.whl", hash = "sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4", size = 6246506, upload-time = "2025-05-17T21:37:07.368Z" }, 195 | { url = "https://files.pythonhosted.org/packages/36/fa/8c9210162ca1b88529ab76b41ba02d433fd54fecaf6feb70ef9f124683f1/numpy-2.2.6-cp312-cp312-win_amd64.whl", hash = "sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2", size = 12614190, upload-time = "2025-05-17T21:37:26.213Z" }, 196 | { url = "https://files.pythonhosted.org/packages/f9/5c/6657823f4f594f72b5471f1db1ab12e26e890bb2e41897522d134d2a3e81/numpy-2.2.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84", size = 20867828, upload-time = "2025-05-17T21:37:56.699Z" }, 197 | { url = "https://files.pythonhosted.org/packages/dc/9e/14520dc3dadf3c803473bd07e9b2bd1b69bc583cb2497b47000fed2fa92f/numpy-2.2.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b", size = 14143006, upload-time = "2025-05-17T21:38:18.291Z" }, 198 | { url = "https://files.pythonhosted.org/packages/4f/06/7e96c57d90bebdce9918412087fc22ca9851cceaf5567a45c1f404480e9e/numpy-2.2.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d", size = 5076765, upload-time = "2025-05-17T21:38:27.319Z" }, 199 | { url = "https://files.pythonhosted.org/packages/73/ed/63d920c23b4289fdac96ddbdd6132e9427790977d5457cd132f18e76eae0/numpy-2.2.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566", size = 6617736, upload-time = "2025-05-17T21:38:38.141Z" }, 200 | { url = "https://files.pythonhosted.org/packages/85/c5/e19c8f99d83fd377ec8c7e0cf627a8049746da54afc24ef0a0cb73d5dfb5/numpy-2.2.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f", size = 14010719, upload-time = "2025-05-17T21:38:58.433Z" }, 201 | { url = "https://files.pythonhosted.org/packages/19/49/4df9123aafa7b539317bf6d342cb6d227e49f7a35b99c287a6109b13dd93/numpy-2.2.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f", size = 16526072, upload-time = "2025-05-17T21:39:22.638Z" }, 202 | { url = "https://files.pythonhosted.org/packages/b2/6c/04b5f47f4f32f7c2b0e7260442a8cbcf8168b0e1a41ff1495da42f42a14f/numpy-2.2.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868", size = 15503213, upload-time = "2025-05-17T21:39:45.865Z" }, 203 | { url = "https://files.pythonhosted.org/packages/17/0a/5cd92e352c1307640d5b6fec1b2ffb06cd0dabe7d7b8227f97933d378422/numpy-2.2.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d", size = 18316632, upload-time = "2025-05-17T21:40:13.331Z" }, 204 | { url = "https://files.pythonhosted.org/packages/f0/3b/5cba2b1d88760ef86596ad0f3d484b1cbff7c115ae2429678465057c5155/numpy-2.2.6-cp313-cp313-win32.whl", hash = "sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd", size = 6244532, upload-time = "2025-05-17T21:43:46.099Z" }, 205 | { url = "https://files.pythonhosted.org/packages/cb/3b/d58c12eafcb298d4e6d0d40216866ab15f59e55d148a5658bb3132311fcf/numpy-2.2.6-cp313-cp313-win_amd64.whl", hash = "sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c", size = 12610885, upload-time = "2025-05-17T21:44:05.145Z" }, 206 | { url = "https://files.pythonhosted.org/packages/6b/9e/4bf918b818e516322db999ac25d00c75788ddfd2d2ade4fa66f1f38097e1/numpy-2.2.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6", size = 20963467, upload-time = "2025-05-17T21:40:44Z" }, 207 | { url = "https://files.pythonhosted.org/packages/61/66/d2de6b291507517ff2e438e13ff7b1e2cdbdb7cb40b3ed475377aece69f9/numpy-2.2.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda", size = 14225144, upload-time = "2025-05-17T21:41:05.695Z" }, 208 | { url = "https://files.pythonhosted.org/packages/e4/25/480387655407ead912e28ba3a820bc69af9adf13bcbe40b299d454ec011f/numpy-2.2.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40", size = 5200217, upload-time = "2025-05-17T21:41:15.903Z" }, 209 | { url = "https://files.pythonhosted.org/packages/aa/4a/6e313b5108f53dcbf3aca0c0f3e9c92f4c10ce57a0a721851f9785872895/numpy-2.2.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8", size = 6712014, upload-time = "2025-05-17T21:41:27.321Z" }, 210 | { url = "https://files.pythonhosted.org/packages/b7/30/172c2d5c4be71fdf476e9de553443cf8e25feddbe185e0bd88b096915bcc/numpy-2.2.6-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f", size = 14077935, upload-time = "2025-05-17T21:41:49.738Z" }, 211 | { url = "https://files.pythonhosted.org/packages/12/fb/9e743f8d4e4d3c710902cf87af3512082ae3d43b945d5d16563f26ec251d/numpy-2.2.6-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa", size = 16600122, upload-time = "2025-05-17T21:42:14.046Z" }, 212 | { url = "https://files.pythonhosted.org/packages/12/75/ee20da0e58d3a66f204f38916757e01e33a9737d0b22373b3eb5a27358f9/numpy-2.2.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571", size = 15586143, upload-time = "2025-05-17T21:42:37.464Z" }, 213 | { url = "https://files.pythonhosted.org/packages/76/95/bef5b37f29fc5e739947e9ce5179ad402875633308504a52d188302319c8/numpy-2.2.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1", size = 18385260, upload-time = "2025-05-17T21:43:05.189Z" }, 214 | { url = "https://files.pythonhosted.org/packages/09/04/f2f83279d287407cf36a7a8053a5abe7be3622a4363337338f2585e4afda/numpy-2.2.6-cp313-cp313t-win32.whl", hash = "sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff", size = 6377225, upload-time = "2025-05-17T21:43:16.254Z" }, 215 | { url = "https://files.pythonhosted.org/packages/67/0e/35082d13c09c02c011cf21570543d202ad929d961c02a147493cb0c2bdf5/numpy-2.2.6-cp313-cp313t-win_amd64.whl", hash = "sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06", size = 12771374, upload-time = "2025-05-17T21:43:35.479Z" }, 216 | { url = "https://files.pythonhosted.org/packages/9e/3b/d94a75f4dbf1ef5d321523ecac21ef23a3cd2ac8b78ae2aac40873590229/numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d", size = 21040391, upload-time = "2025-05-17T21:44:35.948Z" }, 217 | { url = "https://files.pythonhosted.org/packages/17/f4/09b2fa1b58f0fb4f7c7963a1649c64c4d315752240377ed74d9cd878f7b5/numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db", size = 6786754, upload-time = "2025-05-17T21:44:47.446Z" }, 218 | { url = "https://files.pythonhosted.org/packages/af/30/feba75f143bdc868a1cc3f44ccfa6c4b9ec522b36458e738cd00f67b573f/numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543", size = 16643476, upload-time = "2025-05-17T21:45:11.871Z" }, 219 | { url = "https://files.pythonhosted.org/packages/37/48/ac2a9584402fb6c0cd5b5d1a91dcf176b15760130dd386bbafdbfe3640bf/numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00", size = 12812666, upload-time = "2025-05-17T21:45:31.426Z" }, 220 | ] 221 | 222 | [[package]] 223 | name = "numpy" 224 | version = "2.3.4" 225 | source = { registry = "https://pypi.org/simple" } 226 | resolution-markers = [ 227 | "python_full_version >= '3.11'", 228 | ] 229 | sdist = { url = "https://files.pythonhosted.org/packages/b5/f4/098d2270d52b41f1bd7db9fc288aaa0400cb48c2a3e2af6fa365d9720947/numpy-2.3.4.tar.gz", hash = "sha256:a7d018bfedb375a8d979ac758b120ba846a7fe764911a64465fd87b8729f4a6a", size = 20582187, upload-time = "2025-10-15T16:18:11.77Z" } 230 | wheels = [ 231 | { url = "https://files.pythonhosted.org/packages/60/e7/0e07379944aa8afb49a556a2b54587b828eb41dc9adc56fb7615b678ca53/numpy-2.3.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e78aecd2800b32e8347ce49316d3eaf04aed849cd5b38e0af39f829a4e59f5eb", size = 21259519, upload-time = "2025-10-15T16:15:19.012Z" }, 232 | { url = "https://files.pythonhosted.org/packages/d0/cb/5a69293561e8819b09e34ed9e873b9a82b5f2ade23dce4c51dc507f6cfe1/numpy-2.3.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7fd09cc5d65bda1e79432859c40978010622112e9194e581e3415a3eccc7f43f", size = 14452796, upload-time = "2025-10-15T16:15:23.094Z" }, 233 | { url = "https://files.pythonhosted.org/packages/e4/04/ff11611200acd602a1e5129e36cfd25bf01ad8e5cf927baf2e90236eb02e/numpy-2.3.4-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:1b219560ae2c1de48ead517d085bc2d05b9433f8e49d0955c82e8cd37bd7bf36", size = 5381639, upload-time = "2025-10-15T16:15:25.572Z" }, 234 | { url = "https://files.pythonhosted.org/packages/ea/77/e95c757a6fe7a48d28a009267408e8aa382630cc1ad1db7451b3bc21dbb4/numpy-2.3.4-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:bafa7d87d4c99752d07815ed7a2c0964f8ab311eb8168f41b910bd01d15b6032", size = 6914296, upload-time = "2025-10-15T16:15:27.079Z" }, 235 | { url = "https://files.pythonhosted.org/packages/a3/d2/137c7b6841c942124eae921279e5c41b1c34bab0e6fc60c7348e69afd165/numpy-2.3.4-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:36dc13af226aeab72b7abad501d370d606326a0029b9f435eacb3b8c94b8a8b7", size = 14591904, upload-time = "2025-10-15T16:15:29.044Z" }, 236 | { url = "https://files.pythonhosted.org/packages/bb/32/67e3b0f07b0aba57a078c4ab777a9e8e6bc62f24fb53a2337f75f9691699/numpy-2.3.4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7b2f9a18b5ff9824a6af80de4f37f4ec3c2aab05ef08f51c77a093f5b89adda", size = 16939602, upload-time = "2025-10-15T16:15:31.106Z" }, 237 | { url = "https://files.pythonhosted.org/packages/95/22/9639c30e32c93c4cee3ccdb4b09c2d0fbff4dcd06d36b357da06146530fb/numpy-2.3.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:9984bd645a8db6ca15d850ff996856d8762c51a2239225288f08f9050ca240a0", size = 16372661, upload-time = "2025-10-15T16:15:33.546Z" }, 238 | { url = "https://files.pythonhosted.org/packages/12/e9/a685079529be2b0156ae0c11b13d6be647743095bb51d46589e95be88086/numpy-2.3.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:64c5825affc76942973a70acf438a8ab618dbd692b84cd5ec40a0a0509edc09a", size = 18884682, upload-time = "2025-10-15T16:15:36.105Z" }, 239 | { url = "https://files.pythonhosted.org/packages/cf/85/f6f00d019b0cc741e64b4e00ce865a57b6bed945d1bbeb1ccadbc647959b/numpy-2.3.4-cp311-cp311-win32.whl", hash = "sha256:ed759bf7a70342f7817d88376eb7142fab9fef8320d6019ef87fae05a99874e1", size = 6570076, upload-time = "2025-10-15T16:15:38.225Z" }, 240 | { url = "https://files.pythonhosted.org/packages/7d/10/f8850982021cb90e2ec31990291f9e830ce7d94eef432b15066e7cbe0bec/numpy-2.3.4-cp311-cp311-win_amd64.whl", hash = "sha256:faba246fb30ea2a526c2e9645f61612341de1a83fb1e0c5edf4ddda5a9c10996", size = 13089358, upload-time = "2025-10-15T16:15:40.404Z" }, 241 | { url = "https://files.pythonhosted.org/packages/d1/ad/afdd8351385edf0b3445f9e24210a9c3971ef4de8fd85155462fc4321d79/numpy-2.3.4-cp311-cp311-win_arm64.whl", hash = "sha256:4c01835e718bcebe80394fd0ac66c07cbb90147ebbdad3dcecd3f25de2ae7e2c", size = 10462292, upload-time = "2025-10-15T16:15:42.896Z" }, 242 | { url = "https://files.pythonhosted.org/packages/96/7a/02420400b736f84317e759291b8edaeee9dc921f72b045475a9cbdb26b17/numpy-2.3.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ef1b5a3e808bc40827b5fa2c8196151a4c5abe110e1726949d7abddfe5c7ae11", size = 20957727, upload-time = "2025-10-15T16:15:44.9Z" }, 243 | { url = "https://files.pythonhosted.org/packages/18/90/a014805d627aa5750f6f0e878172afb6454552da929144b3c07fcae1bb13/numpy-2.3.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c2f91f496a87235c6aaf6d3f3d89b17dba64996abadccb289f48456cff931ca9", size = 14187262, upload-time = "2025-10-15T16:15:47.761Z" }, 244 | { url = "https://files.pythonhosted.org/packages/c7/e4/0a94b09abe89e500dc748e7515f21a13e30c5c3fe3396e6d4ac108c25fca/numpy-2.3.4-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:f77e5b3d3da652b474cc80a14084927a5e86a5eccf54ca8ca5cbd697bf7f2667", size = 5115992, upload-time = "2025-10-15T16:15:50.144Z" }, 245 | { url = "https://files.pythonhosted.org/packages/88/dd/db77c75b055c6157cbd4f9c92c4458daef0dd9cbe6d8d2fe7f803cb64c37/numpy-2.3.4-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:8ab1c5f5ee40d6e01cbe96de5863e39b215a4d24e7d007cad56c7184fdf4aeef", size = 6648672, upload-time = "2025-10-15T16:15:52.442Z" }, 246 | { url = "https://files.pythonhosted.org/packages/e1/e6/e31b0d713719610e406c0ea3ae0d90760465b086da8783e2fd835ad59027/numpy-2.3.4-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:77b84453f3adcb994ddbd0d1c5d11db2d6bda1a2b7fd5ac5bd4649d6f5dc682e", size = 14284156, upload-time = "2025-10-15T16:15:54.351Z" }, 247 | { url = "https://files.pythonhosted.org/packages/f9/58/30a85127bfee6f108282107caf8e06a1f0cc997cb6b52cdee699276fcce4/numpy-2.3.4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4121c5beb58a7f9e6dfdee612cb24f4df5cd4db6e8261d7f4d7450a997a65d6a", size = 16641271, upload-time = "2025-10-15T16:15:56.67Z" }, 248 | { url = "https://files.pythonhosted.org/packages/06/f2/2e06a0f2adf23e3ae29283ad96959267938d0efd20a2e25353b70065bfec/numpy-2.3.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:65611ecbb00ac9846efe04db15cbe6186f562f6bb7e5e05f077e53a599225d16", size = 16059531, upload-time = "2025-10-15T16:15:59.412Z" }, 249 | { url = "https://files.pythonhosted.org/packages/b0/e7/b106253c7c0d5dc352b9c8fab91afd76a93950998167fa3e5afe4ef3a18f/numpy-2.3.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:dabc42f9c6577bcc13001b8810d300fe814b4cfbe8a92c873f269484594f9786", size = 18578983, upload-time = "2025-10-15T16:16:01.804Z" }, 250 | { url = "https://files.pythonhosted.org/packages/73/e3/04ecc41e71462276ee867ccbef26a4448638eadecf1bc56772c9ed6d0255/numpy-2.3.4-cp312-cp312-win32.whl", hash = "sha256:a49d797192a8d950ca59ee2d0337a4d804f713bb5c3c50e8db26d49666e351dc", size = 6291380, upload-time = "2025-10-15T16:16:03.938Z" }, 251 | { url = "https://files.pythonhosted.org/packages/3d/a8/566578b10d8d0e9955b1b6cd5db4e9d4592dd0026a941ff7994cedda030a/numpy-2.3.4-cp312-cp312-win_amd64.whl", hash = "sha256:985f1e46358f06c2a09921e8921e2c98168ed4ae12ccd6e5e87a4f1857923f32", size = 12787999, upload-time = "2025-10-15T16:16:05.801Z" }, 252 | { url = "https://files.pythonhosted.org/packages/58/22/9c903a957d0a8071b607f5b1bff0761d6e608b9a965945411f867d515db1/numpy-2.3.4-cp312-cp312-win_arm64.whl", hash = "sha256:4635239814149e06e2cb9db3dd584b2fa64316c96f10656983b8026a82e6e4db", size = 10197412, upload-time = "2025-10-15T16:16:07.854Z" }, 253 | { url = "https://files.pythonhosted.org/packages/57/7e/b72610cc91edf138bc588df5150957a4937221ca6058b825b4725c27be62/numpy-2.3.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c090d4860032b857d94144d1a9976b8e36709e40386db289aaf6672de2a81966", size = 20950335, upload-time = "2025-10-15T16:16:10.304Z" }, 254 | { url = "https://files.pythonhosted.org/packages/3e/46/bdd3370dcea2f95ef14af79dbf81e6927102ddf1cc54adc0024d61252fd9/numpy-2.3.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a13fc473b6db0be619e45f11f9e81260f7302f8d180c49a22b6e6120022596b3", size = 14179878, upload-time = "2025-10-15T16:16:12.595Z" }, 255 | { url = "https://files.pythonhosted.org/packages/ac/01/5a67cb785bda60f45415d09c2bc245433f1c68dd82eef9c9002c508b5a65/numpy-2.3.4-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:3634093d0b428e6c32c3a69b78e554f0cd20ee420dcad5a9f3b2a63762ce4197", size = 5108673, upload-time = "2025-10-15T16:16:14.877Z" }, 256 | { url = "https://files.pythonhosted.org/packages/c2/cd/8428e23a9fcebd33988f4cb61208fda832800ca03781f471f3727a820704/numpy-2.3.4-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:043885b4f7e6e232d7df4f51ffdef8c36320ee9d5f227b380ea636722c7ed12e", size = 6641438, upload-time = "2025-10-15T16:16:16.805Z" }, 257 | { url = "https://files.pythonhosted.org/packages/3e/d1/913fe563820f3c6b079f992458f7331278dcd7ba8427e8e745af37ddb44f/numpy-2.3.4-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4ee6a571d1e4f0ea6d5f22d6e5fbd6ed1dc2b18542848e1e7301bd190500c9d7", size = 14281290, upload-time = "2025-10-15T16:16:18.764Z" }, 258 | { url = "https://files.pythonhosted.org/packages/9e/7e/7d306ff7cb143e6d975cfa7eb98a93e73495c4deabb7d1b5ecf09ea0fd69/numpy-2.3.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fc8a63918b04b8571789688b2780ab2b4a33ab44bfe8ccea36d3eba51228c953", size = 16636543, upload-time = "2025-10-15T16:16:21.072Z" }, 259 | { url = "https://files.pythonhosted.org/packages/47/6a/8cfc486237e56ccfb0db234945552a557ca266f022d281a2f577b98e955c/numpy-2.3.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:40cc556d5abbc54aabe2b1ae287042d7bdb80c08edede19f0c0afb36ae586f37", size = 16056117, upload-time = "2025-10-15T16:16:23.369Z" }, 260 | { url = "https://files.pythonhosted.org/packages/b1/0e/42cb5e69ea901e06ce24bfcc4b5664a56f950a70efdcf221f30d9615f3f3/numpy-2.3.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ecb63014bb7f4ce653f8be7f1df8cbc6093a5a2811211770f6606cc92b5a78fd", size = 18577788, upload-time = "2025-10-15T16:16:27.496Z" }, 261 | { url = "https://files.pythonhosted.org/packages/86/92/41c3d5157d3177559ef0a35da50f0cda7fa071f4ba2306dd36818591a5bc/numpy-2.3.4-cp313-cp313-win32.whl", hash = "sha256:e8370eb6925bb8c1c4264fec52b0384b44f675f191df91cbe0140ec9f0955646", size = 6282620, upload-time = "2025-10-15T16:16:29.811Z" }, 262 | { url = "https://files.pythonhosted.org/packages/09/97/fd421e8bc50766665ad35536c2bb4ef916533ba1fdd053a62d96cc7c8b95/numpy-2.3.4-cp313-cp313-win_amd64.whl", hash = "sha256:56209416e81a7893036eea03abcb91c130643eb14233b2515c90dcac963fe99d", size = 12784672, upload-time = "2025-10-15T16:16:31.589Z" }, 263 | { url = "https://files.pythonhosted.org/packages/ad/df/5474fb2f74970ca8eb978093969b125a84cc3d30e47f82191f981f13a8a0/numpy-2.3.4-cp313-cp313-win_arm64.whl", hash = "sha256:a700a4031bc0fd6936e78a752eefb79092cecad2599ea9c8039c548bc097f9bc", size = 10196702, upload-time = "2025-10-15T16:16:33.902Z" }, 264 | { url = "https://files.pythonhosted.org/packages/11/83/66ac031464ec1767ea3ed48ce40f615eb441072945e98693bec0bcd056cc/numpy-2.3.4-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:86966db35c4040fdca64f0816a1c1dd8dbd027d90fca5a57e00e1ca4cd41b879", size = 21049003, upload-time = "2025-10-15T16:16:36.101Z" }, 265 | { url = "https://files.pythonhosted.org/packages/5f/99/5b14e0e686e61371659a1d5bebd04596b1d72227ce36eed121bb0aeab798/numpy-2.3.4-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:838f045478638b26c375ee96ea89464d38428c69170360b23a1a50fa4baa3562", size = 14302980, upload-time = "2025-10-15T16:16:39.124Z" }, 266 | { url = "https://files.pythonhosted.org/packages/2c/44/e9486649cd087d9fc6920e3fc3ac2aba10838d10804b1e179fb7cbc4e634/numpy-2.3.4-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:d7315ed1dab0286adca467377c8381cd748f3dc92235f22a7dfc42745644a96a", size = 5231472, upload-time = "2025-10-15T16:16:41.168Z" }, 267 | { url = "https://files.pythonhosted.org/packages/3e/51/902b24fa8887e5fe2063fd61b1895a476d0bbf46811ab0c7fdf4bd127345/numpy-2.3.4-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:84f01a4d18b2cc4ade1814a08e5f3c907b079c847051d720fad15ce37aa930b6", size = 6739342, upload-time = "2025-10-15T16:16:43.777Z" }, 268 | { url = "https://files.pythonhosted.org/packages/34/f1/4de9586d05b1962acdcdb1dc4af6646361a643f8c864cef7c852bf509740/numpy-2.3.4-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:817e719a868f0dacde4abdfc5c1910b301877970195db9ab6a5e2c4bd5b121f7", size = 14354338, upload-time = "2025-10-15T16:16:46.081Z" }, 269 | { url = "https://files.pythonhosted.org/packages/1f/06/1c16103b425de7969d5a76bdf5ada0804b476fed05d5f9e17b777f1cbefd/numpy-2.3.4-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:85e071da78d92a214212cacea81c6da557cab307f2c34b5f85b628e94803f9c0", size = 16702392, upload-time = "2025-10-15T16:16:48.455Z" }, 270 | { url = "https://files.pythonhosted.org/packages/34/b2/65f4dc1b89b5322093572b6e55161bb42e3e0487067af73627f795cc9d47/numpy-2.3.4-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:2ec646892819370cf3558f518797f16597b4e4669894a2ba712caccc9da53f1f", size = 16134998, upload-time = "2025-10-15T16:16:51.114Z" }, 271 | { url = "https://files.pythonhosted.org/packages/d4/11/94ec578896cdb973aaf56425d6c7f2aff4186a5c00fac15ff2ec46998b46/numpy-2.3.4-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:035796aaaddfe2f9664b9a9372f089cfc88bd795a67bd1bfe15e6e770934cf64", size = 18651574, upload-time = "2025-10-15T16:16:53.429Z" }, 272 | { url = "https://files.pythonhosted.org/packages/62/b7/7efa763ab33dbccf56dade36938a77345ce8e8192d6b39e470ca25ff3cd0/numpy-2.3.4-cp313-cp313t-win32.whl", hash = "sha256:fea80f4f4cf83b54c3a051f2f727870ee51e22f0248d3114b8e755d160b38cfb", size = 6413135, upload-time = "2025-10-15T16:16:55.992Z" }, 273 | { url = "https://files.pythonhosted.org/packages/43/70/aba4c38e8400abcc2f345e13d972fb36c26409b3e644366db7649015f291/numpy-2.3.4-cp313-cp313t-win_amd64.whl", hash = "sha256:15eea9f306b98e0be91eb344a94c0e630689ef302e10c2ce5f7e11905c704f9c", size = 12928582, upload-time = "2025-10-15T16:16:57.943Z" }, 274 | { url = "https://files.pythonhosted.org/packages/67/63/871fad5f0073fc00fbbdd7232962ea1ac40eeaae2bba66c76214f7954236/numpy-2.3.4-cp313-cp313t-win_arm64.whl", hash = "sha256:b6c231c9c2fadbae4011ca5e7e83e12dc4a5072f1a1d85a0a7b3ed754d145a40", size = 10266691, upload-time = "2025-10-15T16:17:00.048Z" }, 275 | { url = "https://files.pythonhosted.org/packages/72/71/ae6170143c115732470ae3a2d01512870dd16e0953f8a6dc89525696069b/numpy-2.3.4-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:81c3e6d8c97295a7360d367f9f8553973651b76907988bb6066376bc2252f24e", size = 20955580, upload-time = "2025-10-15T16:17:02.509Z" }, 276 | { url = "https://files.pythonhosted.org/packages/af/39/4be9222ffd6ca8a30eda033d5f753276a9c3426c397bb137d8e19dedd200/numpy-2.3.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:7c26b0b2bf58009ed1f38a641f3db4be8d960a417ca96d14e5b06df1506d41ff", size = 14188056, upload-time = "2025-10-15T16:17:04.873Z" }, 277 | { url = "https://files.pythonhosted.org/packages/6c/3d/d85f6700d0a4aa4f9491030e1021c2b2b7421b2b38d01acd16734a2bfdc7/numpy-2.3.4-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:62b2198c438058a20b6704351b35a1d7db881812d8512d67a69c9de1f18ca05f", size = 5116555, upload-time = "2025-10-15T16:17:07.499Z" }, 278 | { url = "https://files.pythonhosted.org/packages/bf/04/82c1467d86f47eee8a19a464c92f90a9bb68ccf14a54c5224d7031241ffb/numpy-2.3.4-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:9d729d60f8d53a7361707f4b68a9663c968882dd4f09e0d58c044c8bf5faee7b", size = 6643581, upload-time = "2025-10-15T16:17:09.774Z" }, 279 | { url = "https://files.pythonhosted.org/packages/0c/d3/c79841741b837e293f48bd7db89d0ac7a4f2503b382b78a790ef1dc778a5/numpy-2.3.4-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bd0c630cf256b0a7fd9d0a11c9413b42fef5101219ce6ed5a09624f5a65392c7", size = 14299186, upload-time = "2025-10-15T16:17:11.937Z" }, 280 | { url = "https://files.pythonhosted.org/packages/e8/7e/4a14a769741fbf237eec5a12a2cbc7a4c4e061852b6533bcb9e9a796c908/numpy-2.3.4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d5e081bc082825f8b139f9e9fe42942cb4054524598aaeb177ff476cc76d09d2", size = 16638601, upload-time = "2025-10-15T16:17:14.391Z" }, 281 | { url = "https://files.pythonhosted.org/packages/93/87/1c1de269f002ff0a41173fe01dcc925f4ecff59264cd8f96cf3b60d12c9b/numpy-2.3.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:15fb27364ed84114438fff8aaf998c9e19adbeba08c0b75409f8c452a8692c52", size = 16074219, upload-time = "2025-10-15T16:17:17.058Z" }, 282 | { url = "https://files.pythonhosted.org/packages/cd/28/18f72ee77408e40a76d691001ae599e712ca2a47ddd2c4f695b16c65f077/numpy-2.3.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:85d9fb2d8cd998c84d13a79a09cc0c1091648e848e4e6249b0ccd7f6b487fa26", size = 18576702, upload-time = "2025-10-15T16:17:19.379Z" }, 283 | { url = "https://files.pythonhosted.org/packages/c3/76/95650169b465ececa8cf4b2e8f6df255d4bf662775e797ade2025cc51ae6/numpy-2.3.4-cp314-cp314-win32.whl", hash = "sha256:e73d63fd04e3a9d6bc187f5455d81abfad05660b212c8804bf3b407e984cd2bc", size = 6337136, upload-time = "2025-10-15T16:17:22.886Z" }, 284 | { url = "https://files.pythonhosted.org/packages/dc/89/a231a5c43ede5d6f77ba4a91e915a87dea4aeea76560ba4d2bf185c683f0/numpy-2.3.4-cp314-cp314-win_amd64.whl", hash = "sha256:3da3491cee49cf16157e70f607c03a217ea6647b1cea4819c4f48e53d49139b9", size = 12920542, upload-time = "2025-10-15T16:17:24.783Z" }, 285 | { url = "https://files.pythonhosted.org/packages/0d/0c/ae9434a888f717c5ed2ff2393b3f344f0ff6f1c793519fa0c540461dc530/numpy-2.3.4-cp314-cp314-win_arm64.whl", hash = "sha256:6d9cd732068e8288dbe2717177320723ccec4fb064123f0caf9bbd90ab5be868", size = 10480213, upload-time = "2025-10-15T16:17:26.935Z" }, 286 | { url = "https://files.pythonhosted.org/packages/83/4b/c4a5f0841f92536f6b9592694a5b5f68c9ab37b775ff342649eadf9055d3/numpy-2.3.4-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:22758999b256b595cf0b1d102b133bb61866ba5ceecf15f759623b64c020c9ec", size = 21052280, upload-time = "2025-10-15T16:17:29.638Z" }, 287 | { url = "https://files.pythonhosted.org/packages/3e/80/90308845fc93b984d2cc96d83e2324ce8ad1fd6efea81b324cba4b673854/numpy-2.3.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:9cb177bc55b010b19798dc5497d540dea67fd13a8d9e882b2dae71de0cf09eb3", size = 14302930, upload-time = "2025-10-15T16:17:32.384Z" }, 288 | { url = "https://files.pythonhosted.org/packages/3d/4e/07439f22f2a3b247cec4d63a713faae55e1141a36e77fb212881f7cda3fb/numpy-2.3.4-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:0f2bcc76f1e05e5ab58893407c63d90b2029908fa41f9f1cc51eecce936c3365", size = 5231504, upload-time = "2025-10-15T16:17:34.515Z" }, 289 | { url = "https://files.pythonhosted.org/packages/ab/de/1e11f2547e2fe3d00482b19721855348b94ada8359aef5d40dd57bfae9df/numpy-2.3.4-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:8dc20bde86802df2ed8397a08d793da0ad7a5fd4ea3ac85d757bf5dd4ad7c252", size = 6739405, upload-time = "2025-10-15T16:17:36.128Z" }, 290 | { url = "https://files.pythonhosted.org/packages/3b/40/8cd57393a26cebe2e923005db5134a946c62fa56a1087dc7c478f3e30837/numpy-2.3.4-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e199c087e2aa71c8f9ce1cb7a8e10677dc12457e7cc1be4798632da37c3e86e", size = 14354866, upload-time = "2025-10-15T16:17:38.884Z" }, 291 | { url = "https://files.pythonhosted.org/packages/93/39/5b3510f023f96874ee6fea2e40dfa99313a00bf3ab779f3c92978f34aace/numpy-2.3.4-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:85597b2d25ddf655495e2363fe044b0ae999b75bc4d630dc0d886484b03a5eb0", size = 16703296, upload-time = "2025-10-15T16:17:41.564Z" }, 292 | { url = "https://files.pythonhosted.org/packages/41/0d/19bb163617c8045209c1996c4e427bccbc4bbff1e2c711f39203c8ddbb4a/numpy-2.3.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:04a69abe45b49c5955923cf2c407843d1c85013b424ae8a560bba16c92fe44a0", size = 16136046, upload-time = "2025-10-15T16:17:43.901Z" }, 293 | { url = "https://files.pythonhosted.org/packages/e2/c1/6dba12fdf68b02a21ac411c9df19afa66bed2540f467150ca64d246b463d/numpy-2.3.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e1708fac43ef8b419c975926ce1eaf793b0c13b7356cfab6ab0dc34c0a02ac0f", size = 18652691, upload-time = "2025-10-15T16:17:46.247Z" }, 294 | { url = "https://files.pythonhosted.org/packages/f8/73/f85056701dbbbb910c51d846c58d29fd46b30eecd2b6ba760fc8b8a1641b/numpy-2.3.4-cp314-cp314t-win32.whl", hash = "sha256:863e3b5f4d9915aaf1b8ec79ae560ad21f0b8d5e3adc31e73126491bb86dee1d", size = 6485782, upload-time = "2025-10-15T16:17:48.872Z" }, 295 | { url = "https://files.pythonhosted.org/packages/17/90/28fa6f9865181cb817c2471ee65678afa8a7e2a1fb16141473d5fa6bacc3/numpy-2.3.4-cp314-cp314t-win_amd64.whl", hash = "sha256:962064de37b9aef801d33bc579690f8bfe6c5e70e29b61783f60bcba838a14d6", size = 13113301, upload-time = "2025-10-15T16:17:50.938Z" }, 296 | { url = "https://files.pythonhosted.org/packages/54/23/08c002201a8e7e1f9afba93b97deceb813252d9cfd0d3351caed123dcf97/numpy-2.3.4-cp314-cp314t-win_arm64.whl", hash = "sha256:8b5a9a39c45d852b62693d9b3f3e0fe052541f804296ff401a72a1b60edafb29", size = 10547532, upload-time = "2025-10-15T16:17:53.48Z" }, 297 | { url = "https://files.pythonhosted.org/packages/b1/b6/64898f51a86ec88ca1257a59c1d7fd077b60082a119affefcdf1dd0df8ca/numpy-2.3.4-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:6e274603039f924c0fe5cb73438fa9246699c78a6df1bd3decef9ae592ae1c05", size = 21131552, upload-time = "2025-10-15T16:17:55.845Z" }, 298 | { url = "https://files.pythonhosted.org/packages/ce/4c/f135dc6ebe2b6a3c77f4e4838fa63d350f85c99462012306ada1bd4bc460/numpy-2.3.4-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d149aee5c72176d9ddbc6803aef9c0f6d2ceeea7626574fc68518da5476fa346", size = 14377796, upload-time = "2025-10-15T16:17:58.308Z" }, 299 | { url = "https://files.pythonhosted.org/packages/d0/a4/f33f9c23fcc13dd8412fc8614559b5b797e0aba9d8e01dfa8bae10c84004/numpy-2.3.4-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:6d34ed9db9e6395bb6cd33286035f73a59b058169733a9db9f85e650b88df37e", size = 5306904, upload-time = "2025-10-15T16:18:00.596Z" }, 300 | { url = "https://files.pythonhosted.org/packages/28/af/c44097f25f834360f9fb960fa082863e0bad14a42f36527b2a121abdec56/numpy-2.3.4-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:fdebe771ca06bb8d6abce84e51dca9f7921fe6ad34a0c914541b063e9a68928b", size = 6819682, upload-time = "2025-10-15T16:18:02.32Z" }, 301 | { url = "https://files.pythonhosted.org/packages/c5/8c/cd283b54c3c2b77e188f63e23039844f56b23bba1712318288c13fe86baf/numpy-2.3.4-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:957e92defe6c08211eb77902253b14fe5b480ebc5112bc741fd5e9cd0608f847", size = 14422300, upload-time = "2025-10-15T16:18:04.271Z" }, 302 | { url = "https://files.pythonhosted.org/packages/b0/f0/8404db5098d92446b3e3695cf41c6f0ecb703d701cb0b7566ee2177f2eee/numpy-2.3.4-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:13b9062e4f5c7ee5c7e5be96f29ba71bc5a37fed3d1d77c37390ae00724d296d", size = 16760806, upload-time = "2025-10-15T16:18:06.668Z" }, 303 | { url = "https://files.pythonhosted.org/packages/95/8e/2844c3959ce9a63acc7c8e50881133d86666f0420bcde695e115ced0920f/numpy-2.3.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:81b3a59793523e552c4a96109dde028aa4448ae06ccac5a76ff6532a85558a7f", size = 12973130, upload-time = "2025-10-15T16:18:09.397Z" }, 304 | ] 305 | 306 | [[package]] 307 | name = "packaging" 308 | version = "25.0" 309 | source = { registry = "https://pypi.org/simple" } 310 | sdist = { url = "https://files.pythonhosted.org/packages/a1/d4/1fc4078c65507b51b96ca8f8c3ba19e6a61c8253c72794544580a7b6c24d/packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f", size = 165727, upload-time = "2025-04-19T11:48:59.673Z" } 311 | wheels = [ 312 | { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" }, 313 | ] 314 | 315 | [[package]] 316 | name = "pluggy" 317 | version = "1.6.0" 318 | source = { registry = "https://pypi.org/simple" } 319 | sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } 320 | wheels = [ 321 | { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, 322 | ] 323 | 324 | [[package]] 325 | name = "pygments" 326 | version = "2.19.2" 327 | source = { registry = "https://pypi.org/simple" } 328 | sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" } 329 | wheels = [ 330 | { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" }, 331 | ] 332 | 333 | [[package]] 334 | name = "pytest" 335 | version = "8.4.2" 336 | source = { registry = "https://pypi.org/simple" } 337 | dependencies = [ 338 | { name = "colorama", marker = "sys_platform == 'win32'" }, 339 | { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, 340 | { name = "iniconfig" }, 341 | { name = "packaging" }, 342 | { name = "pluggy" }, 343 | { name = "pygments" }, 344 | { name = "tomli", marker = "python_full_version < '3.11'" }, 345 | ] 346 | sdist = { url = "https://files.pythonhosted.org/packages/a3/5c/00a0e072241553e1a7496d638deababa67c5058571567b92a7eaa258397c/pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01", size = 1519618, upload-time = "2025-09-04T14:34:22.711Z" } 347 | wheels = [ 348 | { url = "https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79", size = 365750, upload-time = "2025-09-04T14:34:20.226Z" }, 349 | ] 350 | 351 | [[package]] 352 | name = "ruff" 353 | version = "0.14.2" 354 | source = { registry = "https://pypi.org/simple" } 355 | sdist = { url = "https://files.pythonhosted.org/packages/ee/34/8218a19b2055b80601e8fd201ec723c74c7fe1ca06d525a43ed07b6d8e85/ruff-0.14.2.tar.gz", hash = "sha256:98da787668f239313d9c902ca7c523fe11b8ec3f39345553a51b25abc4629c96", size = 5539663, upload-time = "2025-10-23T19:37:00.956Z" } 356 | wheels = [ 357 | { url = "https://files.pythonhosted.org/packages/16/dd/23eb2db5ad9acae7c845700493b72d3ae214dce0b226f27df89216110f2b/ruff-0.14.2-py3-none-linux_armv6l.whl", hash = "sha256:7cbe4e593505bdec5884c2d0a4d791a90301bc23e49a6b1eb642dd85ef9c64f1", size = 12533390, upload-time = "2025-10-23T19:36:18.044Z" }, 358 | { url = "https://files.pythonhosted.org/packages/5a/8c/5f9acff43ddcf3f85130d0146d0477e28ccecc495f9f684f8f7119b74c0d/ruff-0.14.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:8d54b561729cee92f8d89c316ad7a3f9705533f5903b042399b6ae0ddfc62e11", size = 12887187, upload-time = "2025-10-23T19:36:22.664Z" }, 359 | { url = "https://files.pythonhosted.org/packages/99/fa/047646491479074029665022e9f3dc6f0515797f40a4b6014ea8474c539d/ruff-0.14.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:5c8753dfa44ebb2cde10ce5b4d2ef55a41fb9d9b16732a2c5df64620dbda44a3", size = 11925177, upload-time = "2025-10-23T19:36:24.778Z" }, 360 | { url = "https://files.pythonhosted.org/packages/15/8b/c44cf7fe6e59ab24a9d939493a11030b503bdc2a16622cede8b7b1df0114/ruff-0.14.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d0bbeffb8d9f4fccf7b5198d566d0bad99a9cb622f1fc3467af96cb8773c9e3", size = 12358285, upload-time = "2025-10-23T19:36:26.979Z" }, 361 | { url = "https://files.pythonhosted.org/packages/45/01/47701b26254267ef40369aea3acb62a7b23e921c27372d127e0f3af48092/ruff-0.14.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7047f0c5a713a401e43a88d36843d9c83a19c584e63d664474675620aaa634a8", size = 12303832, upload-time = "2025-10-23T19:36:29.192Z" }, 362 | { url = "https://files.pythonhosted.org/packages/2d/5c/ae7244ca4fbdf2bee9d6405dcd5bc6ae51ee1df66eb7a9884b77b8af856d/ruff-0.14.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3bf8d2f9aa1602599217d82e8e0af7fd33e5878c4d98f37906b7c93f46f9a839", size = 13036995, upload-time = "2025-10-23T19:36:31.861Z" }, 363 | { url = "https://files.pythonhosted.org/packages/27/4c/0860a79ce6fd4c709ac01173f76f929d53f59748d0dcdd662519835dae43/ruff-0.14.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:1c505b389e19c57a317cf4b42db824e2fca96ffb3d86766c1c9f8b96d32048a7", size = 14512649, upload-time = "2025-10-23T19:36:33.915Z" }, 364 | { url = "https://files.pythonhosted.org/packages/7f/7f/d365de998069720a3abfc250ddd876fc4b81a403a766c74ff9bde15b5378/ruff-0.14.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a307fc45ebd887b3f26b36d9326bb70bf69b01561950cdcc6c0bdf7bb8e0f7cc", size = 14088182, upload-time = "2025-10-23T19:36:36.983Z" }, 365 | { url = "https://files.pythonhosted.org/packages/6c/ea/d8e3e6b209162000a7be1faa41b0a0c16a133010311edc3329753cc6596a/ruff-0.14.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:61ae91a32c853172f832c2f40bd05fd69f491db7289fb85a9b941ebdd549781a", size = 13599516, upload-time = "2025-10-23T19:36:39.208Z" }, 366 | { url = "https://files.pythonhosted.org/packages/fa/ea/c7810322086db68989fb20a8d5221dd3b79e49e396b01badca07b433ab45/ruff-0.14.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1967e40286f63ee23c615e8e7e98098dedc7301568bd88991f6e544d8ae096", size = 13272690, upload-time = "2025-10-23T19:36:41.453Z" }, 367 | { url = "https://files.pythonhosted.org/packages/a9/39/10b05acf8c45786ef501d454e00937e1b97964f846bf28883d1f9619928a/ruff-0.14.2-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2877f02119cdebf52a632d743a2e302dea422bfae152ebe2f193d3285a3a65df", size = 13496497, upload-time = "2025-10-23T19:36:43.61Z" }, 368 | { url = "https://files.pythonhosted.org/packages/59/a1/1f25f8301e13751c30895092485fada29076e5e14264bdacc37202e85d24/ruff-0.14.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:e681c5bc777de5af898decdcb6ba3321d0d466f4cb43c3e7cc2c3b4e7b843a05", size = 12266116, upload-time = "2025-10-23T19:36:45.625Z" }, 369 | { url = "https://files.pythonhosted.org/packages/5c/fa/0029bfc9ce16ae78164e6923ef392e5f173b793b26cc39aa1d8b366cf9dc/ruff-0.14.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:e21be42d72e224736f0c992cdb9959a2fa53c7e943b97ef5d081e13170e3ffc5", size = 12281345, upload-time = "2025-10-23T19:36:47.618Z" }, 370 | { url = "https://files.pythonhosted.org/packages/a5/ab/ece7baa3c0f29b7683be868c024f0838770c16607bea6852e46b202f1ff6/ruff-0.14.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:b8264016f6f209fac16262882dbebf3f8be1629777cf0f37e7aff071b3e9b92e", size = 12629296, upload-time = "2025-10-23T19:36:49.789Z" }, 371 | { url = "https://files.pythonhosted.org/packages/a4/7f/638f54b43f3d4e48c6a68062794e5b367ddac778051806b9e235dfb7aa81/ruff-0.14.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5ca36b4cb4db3067a3b24444463ceea5565ea78b95fe9a07ca7cb7fd16948770", size = 13371610, upload-time = "2025-10-23T19:36:51.882Z" }, 372 | { url = "https://files.pythonhosted.org/packages/8d/35/3654a973ebe5b32e1fd4a08ed2d46755af7267da7ac710d97420d7b8657d/ruff-0.14.2-py3-none-win32.whl", hash = "sha256:41775927d287685e08f48d8eb3f765625ab0b7042cc9377e20e64f4eb0056ee9", size = 12415318, upload-time = "2025-10-23T19:36:53.961Z" }, 373 | { url = "https://files.pythonhosted.org/packages/71/30/3758bcf9e0b6a4193a6f51abf84254aba00887dfa8c20aba18aa366c5f57/ruff-0.14.2-py3-none-win_amd64.whl", hash = "sha256:0df3424aa5c3c08b34ed8ce099df1021e3adaca6e90229273496b839e5a7e1af", size = 13565279, upload-time = "2025-10-23T19:36:56.578Z" }, 374 | { url = "https://files.pythonhosted.org/packages/2e/5d/aa883766f8ef9ffbe6aa24f7192fb71632f31a30e77eb39aa2b0dc4290ac/ruff-0.14.2-py3-none-win_arm64.whl", hash = "sha256:ea9d635e83ba21569fbacda7e78afbfeb94911c9434aff06192d9bc23fd5495a", size = 12554956, upload-time = "2025-10-23T19:36:58.714Z" }, 375 | ] 376 | 377 | [[package]] 378 | name = "safetensors" 379 | version = "0.6.2" 380 | source = { registry = "https://pypi.org/simple" } 381 | sdist = { url = "https://files.pythonhosted.org/packages/ac/cc/738f3011628920e027a11754d9cae9abec1aed00f7ae860abbf843755233/safetensors-0.6.2.tar.gz", hash = "sha256:43ff2aa0e6fa2dc3ea5524ac7ad93a9839256b8703761e76e2d0b2a3fa4f15d9", size = 197968, upload-time = "2025-08-08T13:13:58.654Z" } 382 | wheels = [ 383 | { url = "https://files.pythonhosted.org/packages/4d/b1/3f5fd73c039fc87dba3ff8b5d528bfc5a32b597fea8e7a6a4800343a17c7/safetensors-0.6.2-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:9c85ede8ec58f120bad982ec47746981e210492a6db876882aa021446af8ffba", size = 454797, upload-time = "2025-08-08T13:13:52.066Z" }, 384 | { url = "https://files.pythonhosted.org/packages/8c/c9/bb114c158540ee17907ec470d01980957fdaf87b4aa07914c24eba87b9c6/safetensors-0.6.2-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:d6675cf4b39c98dbd7d940598028f3742e0375a6b4d4277e76beb0c35f4b843b", size = 432206, upload-time = "2025-08-08T13:13:50.931Z" }, 385 | { url = "https://files.pythonhosted.org/packages/d3/8e/f70c34e47df3110e8e0bb268d90db8d4be8958a54ab0336c9be4fe86dac8/safetensors-0.6.2-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1d2d2b3ce1e2509c68932ca03ab8f20570920cd9754b05063d4368ee52833ecd", size = 473261, upload-time = "2025-08-08T13:13:41.259Z" }, 386 | { url = "https://files.pythonhosted.org/packages/2a/f5/be9c6a7c7ef773e1996dc214e73485286df1836dbd063e8085ee1976f9cb/safetensors-0.6.2-cp38-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:93de35a18f46b0f5a6a1f9e26d91b442094f2df02e9fd7acf224cfec4238821a", size = 485117, upload-time = "2025-08-08T13:13:43.506Z" }, 387 | { url = "https://files.pythonhosted.org/packages/c9/55/23f2d0a2c96ed8665bf17a30ab4ce5270413f4d74b6d87dd663258b9af31/safetensors-0.6.2-cp38-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:89a89b505f335640f9120fac65ddeb83e40f1fd081cb8ed88b505bdccec8d0a1", size = 616154, upload-time = "2025-08-08T13:13:45.096Z" }, 388 | { url = "https://files.pythonhosted.org/packages/98/c6/affb0bd9ce02aa46e7acddbe087912a04d953d7a4d74b708c91b5806ef3f/safetensors-0.6.2-cp38-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fc4d0d0b937e04bdf2ae6f70cd3ad51328635fe0e6214aa1fc811f3b576b3bda", size = 520713, upload-time = "2025-08-08T13:13:46.25Z" }, 389 | { url = "https://files.pythonhosted.org/packages/fe/5d/5a514d7b88e310c8b146e2404e0dc161282e78634d9358975fd56dfd14be/safetensors-0.6.2-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8045db2c872db8f4cbe3faa0495932d89c38c899c603f21e9b6486951a5ecb8f", size = 485835, upload-time = "2025-08-08T13:13:49.373Z" }, 390 | { url = "https://files.pythonhosted.org/packages/7a/7b/4fc3b2ba62c352b2071bea9cfbad330fadda70579f617506ae1a2f129cab/safetensors-0.6.2-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:81e67e8bab9878bb568cffbc5f5e655adb38d2418351dc0859ccac158f753e19", size = 521503, upload-time = "2025-08-08T13:13:47.651Z" }, 391 | { url = "https://files.pythonhosted.org/packages/5a/50/0057e11fe1f3cead9254315a6c106a16dd4b1a19cd247f7cc6414f6b7866/safetensors-0.6.2-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:b0e4d029ab0a0e0e4fdf142b194514695b1d7d3735503ba700cf36d0fc7136ce", size = 652256, upload-time = "2025-08-08T13:13:53.167Z" }, 392 | { url = "https://files.pythonhosted.org/packages/e9/29/473f789e4ac242593ac1656fbece6e1ecd860bb289e635e963667807afe3/safetensors-0.6.2-cp38-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:fa48268185c52bfe8771e46325a1e21d317207bcabcb72e65c6e28e9ffeb29c7", size = 747281, upload-time = "2025-08-08T13:13:54.656Z" }, 393 | { url = "https://files.pythonhosted.org/packages/68/52/f7324aad7f2df99e05525c84d352dc217e0fa637a4f603e9f2eedfbe2c67/safetensors-0.6.2-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:d83c20c12c2d2f465997c51b7ecb00e407e5f94d7dec3ea0cc11d86f60d3fde5", size = 692286, upload-time = "2025-08-08T13:13:55.884Z" }, 394 | { url = "https://files.pythonhosted.org/packages/ad/fe/cad1d9762868c7c5dc70c8620074df28ebb1a8e4c17d4c0cb031889c457e/safetensors-0.6.2-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:d944cea65fad0ead848b6ec2c37cc0b197194bec228f8020054742190e9312ac", size = 655957, upload-time = "2025-08-08T13:13:57.029Z" }, 395 | { url = "https://files.pythonhosted.org/packages/59/a7/e2158e17bbe57d104f0abbd95dff60dda916cf277c9f9663b4bf9bad8b6e/safetensors-0.6.2-cp38-abi3-win32.whl", hash = "sha256:cab75ca7c064d3911411461151cb69380c9225798a20e712b102edda2542ddb1", size = 308926, upload-time = "2025-08-08T13:14:01.095Z" }, 396 | { url = "https://files.pythonhosted.org/packages/2c/c3/c0be1135726618dc1e28d181b8c442403d8dbb9e273fd791de2d4384bcdd/safetensors-0.6.2-cp38-abi3-win_amd64.whl", hash = "sha256:c7b214870df923cbc1593c3faee16bec59ea462758699bd3fee399d00aac072c", size = 320192, upload-time = "2025-08-08T13:13:59.467Z" }, 397 | ] 398 | 399 | [[package]] 400 | name = "tomli" 401 | version = "2.3.0" 402 | source = { registry = "https://pypi.org/simple" } 403 | sdist = { url = "https://files.pythonhosted.org/packages/52/ed/3f73f72945444548f33eba9a87fc7a6e969915e7b1acc8260b30e1f76a2f/tomli-2.3.0.tar.gz", hash = "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549", size = 17392, upload-time = "2025-10-08T22:01:47.119Z" } 404 | wheels = [ 405 | { url = "https://files.pythonhosted.org/packages/b3/2e/299f62b401438d5fe1624119c723f5d877acc86a4c2492da405626665f12/tomli-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45", size = 153236, upload-time = "2025-10-08T22:01:00.137Z" }, 406 | { url = "https://files.pythonhosted.org/packages/86/7f/d8fffe6a7aefdb61bced88fcb5e280cfd71e08939da5894161bd71bea022/tomli-2.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba", size = 148084, upload-time = "2025-10-08T22:01:01.63Z" }, 407 | { url = "https://files.pythonhosted.org/packages/47/5c/24935fb6a2ee63e86d80e4d3b58b222dafaf438c416752c8b58537c8b89a/tomli-2.3.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d1381caf13ab9f300e30dd8feadb3de072aeb86f1d34a8569453ff32a7dea4bf", size = 234832, upload-time = "2025-10-08T22:01:02.543Z" }, 408 | { url = "https://files.pythonhosted.org/packages/89/da/75dfd804fc11e6612846758a23f13271b76d577e299592b4371a4ca4cd09/tomli-2.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a0e285d2649b78c0d9027570d4da3425bdb49830a6156121360b3f8511ea3441", size = 242052, upload-time = "2025-10-08T22:01:03.836Z" }, 409 | { url = "https://files.pythonhosted.org/packages/70/8c/f48ac899f7b3ca7eb13af73bacbc93aec37f9c954df3c08ad96991c8c373/tomli-2.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0a154a9ae14bfcf5d8917a59b51ffd5a3ac1fd149b71b47a3a104ca4edcfa845", size = 239555, upload-time = "2025-10-08T22:01:04.834Z" }, 410 | { url = "https://files.pythonhosted.org/packages/ba/28/72f8afd73f1d0e7829bfc093f4cb98ce0a40ffc0cc997009ee1ed94ba705/tomli-2.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:74bf8464ff93e413514fefd2be591c3b0b23231a77f901db1eb30d6f712fc42c", size = 245128, upload-time = "2025-10-08T22:01:05.84Z" }, 411 | { url = "https://files.pythonhosted.org/packages/b6/eb/a7679c8ac85208706d27436e8d421dfa39d4c914dcf5fa8083a9305f58d9/tomli-2.3.0-cp311-cp311-win32.whl", hash = "sha256:00b5f5d95bbfc7d12f91ad8c593a1659b6387b43f054104cda404be6bda62456", size = 96445, upload-time = "2025-10-08T22:01:06.896Z" }, 412 | { url = "https://files.pythonhosted.org/packages/0a/fe/3d3420c4cb1ad9cb462fb52967080575f15898da97e21cb6f1361d505383/tomli-2.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:4dc4ce8483a5d429ab602f111a93a6ab1ed425eae3122032db7e9acf449451be", size = 107165, upload-time = "2025-10-08T22:01:08.107Z" }, 413 | { url = "https://files.pythonhosted.org/packages/ff/b7/40f36368fcabc518bb11c8f06379a0fd631985046c038aca08c6d6a43c6e/tomli-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d7d86942e56ded512a594786a5ba0a5e521d02529b3826e7761a05138341a2ac", size = 154891, upload-time = "2025-10-08T22:01:09.082Z" }, 414 | { url = "https://files.pythonhosted.org/packages/f9/3f/d9dd692199e3b3aab2e4e4dd948abd0f790d9ded8cd10cbaae276a898434/tomli-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:73ee0b47d4dad1c5e996e3cd33b8a76a50167ae5f96a2607cbe8cc773506ab22", size = 148796, upload-time = "2025-10-08T22:01:10.266Z" }, 415 | { url = "https://files.pythonhosted.org/packages/60/83/59bff4996c2cf9f9387a0f5a3394629c7efa5ef16142076a23a90f1955fa/tomli-2.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:792262b94d5d0a466afb5bc63c7daa9d75520110971ee269152083270998316f", size = 242121, upload-time = "2025-10-08T22:01:11.332Z" }, 416 | { url = "https://files.pythonhosted.org/packages/45/e5/7c5119ff39de8693d6baab6c0b6dcb556d192c165596e9fc231ea1052041/tomli-2.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4f195fe57ecceac95a66a75ac24d9d5fbc98ef0962e09b2eddec5d39375aae52", size = 250070, upload-time = "2025-10-08T22:01:12.498Z" }, 417 | { url = "https://files.pythonhosted.org/packages/45/12/ad5126d3a278f27e6701abde51d342aa78d06e27ce2bb596a01f7709a5a2/tomli-2.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e31d432427dcbf4d86958c184b9bfd1e96b5b71f8eb17e6d02531f434fd335b8", size = 245859, upload-time = "2025-10-08T22:01:13.551Z" }, 418 | { url = "https://files.pythonhosted.org/packages/fb/a1/4d6865da6a71c603cfe6ad0e6556c73c76548557a8d658f9e3b142df245f/tomli-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7b0882799624980785240ab732537fcfc372601015c00f7fc367c55308c186f6", size = 250296, upload-time = "2025-10-08T22:01:14.614Z" }, 419 | { url = "https://files.pythonhosted.org/packages/a0/b7/a7a7042715d55c9ba6e8b196d65d2cb662578b4d8cd17d882d45322b0d78/tomli-2.3.0-cp312-cp312-win32.whl", hash = "sha256:ff72b71b5d10d22ecb084d345fc26f42b5143c5533db5e2eaba7d2d335358876", size = 97124, upload-time = "2025-10-08T22:01:15.629Z" }, 420 | { url = "https://files.pythonhosted.org/packages/06/1e/f22f100db15a68b520664eb3328fb0ae4e90530887928558112c8d1f4515/tomli-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:1cb4ed918939151a03f33d4242ccd0aa5f11b3547d0cf30f7c74a408a5b99878", size = 107698, upload-time = "2025-10-08T22:01:16.51Z" }, 421 | { url = "https://files.pythonhosted.org/packages/89/48/06ee6eabe4fdd9ecd48bf488f4ac783844fd777f547b8d1b61c11939974e/tomli-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5192f562738228945d7b13d4930baffda67b69425a7f0da96d360b0a3888136b", size = 154819, upload-time = "2025-10-08T22:01:17.964Z" }, 422 | { url = "https://files.pythonhosted.org/packages/f1/01/88793757d54d8937015c75dcdfb673c65471945f6be98e6a0410fba167ed/tomli-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:be71c93a63d738597996be9528f4abe628d1adf5e6eb11607bc8fe1a510b5dae", size = 148766, upload-time = "2025-10-08T22:01:18.959Z" }, 423 | { url = "https://files.pythonhosted.org/packages/42/17/5e2c956f0144b812e7e107f94f1cc54af734eb17b5191c0bbfb72de5e93e/tomli-2.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c4665508bcbac83a31ff8ab08f424b665200c0e1e645d2bd9ab3d3e557b6185b", size = 240771, upload-time = "2025-10-08T22:01:20.106Z" }, 424 | { url = "https://files.pythonhosted.org/packages/d5/f4/0fbd014909748706c01d16824eadb0307115f9562a15cbb012cd9b3512c5/tomli-2.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4021923f97266babc6ccab9f5068642a0095faa0a51a246a6a02fccbb3514eaf", size = 248586, upload-time = "2025-10-08T22:01:21.164Z" }, 425 | { url = "https://files.pythonhosted.org/packages/30/77/fed85e114bde5e81ecf9bc5da0cc69f2914b38f4708c80ae67d0c10180c5/tomli-2.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4ea38c40145a357d513bffad0ed869f13c1773716cf71ccaa83b0fa0cc4e42f", size = 244792, upload-time = "2025-10-08T22:01:22.417Z" }, 426 | { url = "https://files.pythonhosted.org/packages/55/92/afed3d497f7c186dc71e6ee6d4fcb0acfa5f7d0a1a2878f8beae379ae0cc/tomli-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ad805ea85eda330dbad64c7ea7a4556259665bdf9d2672f5dccc740eb9d3ca05", size = 248909, upload-time = "2025-10-08T22:01:23.859Z" }, 427 | { url = "https://files.pythonhosted.org/packages/f8/84/ef50c51b5a9472e7265ce1ffc7f24cd4023d289e109f669bdb1553f6a7c2/tomli-2.3.0-cp313-cp313-win32.whl", hash = "sha256:97d5eec30149fd3294270e889b4234023f2c69747e555a27bd708828353ab606", size = 96946, upload-time = "2025-10-08T22:01:24.893Z" }, 428 | { url = "https://files.pythonhosted.org/packages/b2/b7/718cd1da0884f281f95ccfa3a6cc572d30053cba64603f79d431d3c9b61b/tomli-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:0c95ca56fbe89e065c6ead5b593ee64b84a26fca063b5d71a1122bf26e533999", size = 107705, upload-time = "2025-10-08T22:01:26.153Z" }, 429 | { url = "https://files.pythonhosted.org/packages/19/94/aeafa14a52e16163008060506fcb6aa1949d13548d13752171a755c65611/tomli-2.3.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:cebc6fe843e0733ee827a282aca4999b596241195f43b4cc371d64fc6639da9e", size = 154244, upload-time = "2025-10-08T22:01:27.06Z" }, 430 | { url = "https://files.pythonhosted.org/packages/db/e4/1e58409aa78eefa47ccd19779fc6f36787edbe7d4cd330eeeedb33a4515b/tomli-2.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:4c2ef0244c75aba9355561272009d934953817c49f47d768070c3c94355c2aa3", size = 148637, upload-time = "2025-10-08T22:01:28.059Z" }, 431 | { url = "https://files.pythonhosted.org/packages/26/b6/d1eccb62f665e44359226811064596dd6a366ea1f985839c566cd61525ae/tomli-2.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c22a8bf253bacc0cf11f35ad9808b6cb75ada2631c2d97c971122583b129afbc", size = 241925, upload-time = "2025-10-08T22:01:29.066Z" }, 432 | { url = "https://files.pythonhosted.org/packages/70/91/7cdab9a03e6d3d2bb11beae108da5bdc1c34bdeb06e21163482544ddcc90/tomli-2.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0eea8cc5c5e9f89c9b90c4896a8deefc74f518db5927d0e0e8d4a80953d774d0", size = 249045, upload-time = "2025-10-08T22:01:31.98Z" }, 433 | { url = "https://files.pythonhosted.org/packages/15/1b/8c26874ed1f6e4f1fcfeb868db8a794cbe9f227299402db58cfcc858766c/tomli-2.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:b74a0e59ec5d15127acdabd75ea17726ac4c5178ae51b85bfe39c4f8a278e879", size = 245835, upload-time = "2025-10-08T22:01:32.989Z" }, 434 | { url = "https://files.pythonhosted.org/packages/fd/42/8e3c6a9a4b1a1360c1a2a39f0b972cef2cc9ebd56025168c4137192a9321/tomli-2.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b5870b50c9db823c595983571d1296a6ff3e1b88f734a4c8f6fc6188397de005", size = 253109, upload-time = "2025-10-08T22:01:34.052Z" }, 435 | { url = "https://files.pythonhosted.org/packages/22/0c/b4da635000a71b5f80130937eeac12e686eefb376b8dee113b4a582bba42/tomli-2.3.0-cp314-cp314-win32.whl", hash = "sha256:feb0dacc61170ed7ab602d3d972a58f14ee3ee60494292d384649a3dc38ef463", size = 97930, upload-time = "2025-10-08T22:01:35.082Z" }, 436 | { url = "https://files.pythonhosted.org/packages/b9/74/cb1abc870a418ae99cd5c9547d6bce30701a954e0e721821df483ef7223c/tomli-2.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:b273fcbd7fc64dc3600c098e39136522650c49bca95df2d11cf3b626422392c8", size = 107964, upload-time = "2025-10-08T22:01:36.057Z" }, 437 | { url = "https://files.pythonhosted.org/packages/54/78/5c46fff6432a712af9f792944f4fcd7067d8823157949f4e40c56b8b3c83/tomli-2.3.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:940d56ee0410fa17ee1f12b817b37a4d4e4dc4d27340863cc67236c74f582e77", size = 163065, upload-time = "2025-10-08T22:01:37.27Z" }, 438 | { url = "https://files.pythonhosted.org/packages/39/67/f85d9bd23182f45eca8939cd2bc7050e1f90c41f4a2ecbbd5963a1d1c486/tomli-2.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f85209946d1fe94416debbb88d00eb92ce9cd5266775424ff81bc959e001acaf", size = 159088, upload-time = "2025-10-08T22:01:38.235Z" }, 439 | { url = "https://files.pythonhosted.org/packages/26/5a/4b546a0405b9cc0659b399f12b6adb750757baf04250b148d3c5059fc4eb/tomli-2.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a56212bdcce682e56b0aaf79e869ba5d15a6163f88d5451cbde388d48b13f530", size = 268193, upload-time = "2025-10-08T22:01:39.712Z" }, 440 | { url = "https://files.pythonhosted.org/packages/42/4f/2c12a72ae22cf7b59a7fe75b3465b7aba40ea9145d026ba41cb382075b0e/tomli-2.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c5f3ffd1e098dfc032d4d3af5c0ac64f6d286d98bc148698356847b80fa4de1b", size = 275488, upload-time = "2025-10-08T22:01:40.773Z" }, 441 | { url = "https://files.pythonhosted.org/packages/92/04/a038d65dbe160c3aa5a624e93ad98111090f6804027d474ba9c37c8ae186/tomli-2.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5e01decd096b1530d97d5d85cb4dff4af2d8347bd35686654a004f8dea20fc67", size = 272669, upload-time = "2025-10-08T22:01:41.824Z" }, 442 | { url = "https://files.pythonhosted.org/packages/be/2f/8b7c60a9d1612a7cbc39ffcca4f21a73bf368a80fc25bccf8253e2563267/tomli-2.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:8a35dd0e643bb2610f156cca8db95d213a90015c11fee76c946aa62b7ae7e02f", size = 279709, upload-time = "2025-10-08T22:01:43.177Z" }, 443 | { url = "https://files.pythonhosted.org/packages/7e/46/cc36c679f09f27ded940281c38607716c86cf8ba4a518d524e349c8b4874/tomli-2.3.0-cp314-cp314t-win32.whl", hash = "sha256:a1f7f282fe248311650081faafa5f4732bdbfef5d45fe3f2e702fbc6f2d496e0", size = 107563, upload-time = "2025-10-08T22:01:44.233Z" }, 444 | { url = "https://files.pythonhosted.org/packages/84/ff/426ca8683cf7b753614480484f6437f568fd2fda2edbdf57a2d3d8b27a0b/tomli-2.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:70a251f8d4ba2d9ac2542eecf008b3c8a9fc5c3f9f02c56a9d7952612be2fdba", size = 119756, upload-time = "2025-10-08T22:01:45.234Z" }, 445 | { url = "https://files.pythonhosted.org/packages/77/b8/0135fadc89e73be292b473cb820b4f5a08197779206b33191e801feeae40/tomli-2.3.0-py3-none-any.whl", hash = "sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b", size = 14408, upload-time = "2025-10-08T22:01:46.04Z" }, 446 | ] 447 | 448 | [[package]] 449 | name = "typing-extensions" 450 | version = "4.15.0" 451 | source = { registry = "https://pypi.org/simple" } 452 | sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" } 453 | wheels = [ 454 | { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" }, 455 | ] 456 | --------------------------------------------------------------------------------