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Merge branch 'main' into feat/default-buffer
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.github/workflows/codspeed.yml

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name: CodSpeed Benchmarks
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on:
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push:
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branches:
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- "main"
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pull_request:
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# `workflow_dispatch` allows CodSpeed to trigger backtest
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# performance analysis in order to generate initial data.
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workflow_dispatch:
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permissions:
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contents: read
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jobs:
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benchmarks:
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name: Run benchmarks
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runs-on: codspeed-macro
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steps:
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- uses: actions/checkout@v5
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with:
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fetch-depth: 0 # grab all branches and tags
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- name: Set up Python
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uses: actions/setup-python@v6
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with:
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python-version: "3.11"
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- name: Install Hatch
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run: |
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python -m pip install --upgrade pip
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pip install hatch
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- name: Run the benchmarks
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uses: CodSpeedHQ/action@v4
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with:
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mode: walltime
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run: hatch run test.py3.11-minimal:pytest tests/benchmarks --codspeed

.github/workflows/gpu_test.yml

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jobs:
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test:
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name: py=${{ matrix.python-version }}, np=${{ matrix.numpy-version }}, deps=${{ matrix.dependency-set }}
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name: py=${{ matrix.python-version }}, deps=${{ matrix.dependency-set }}
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runs-on: gpu-runner
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strategy:
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matrix:
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python-version: ['3.11']
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numpy-version: ['2.2']
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dependency-set: ["minimal"]
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steps:
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pip install hatch
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- name: Set Up Hatch Env
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run: |
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hatch env create gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
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hatch env run -e gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
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hatch env create gputest.py${{ matrix.python-version }}-${{ matrix.dependency-set }}
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hatch env run -e gputest.py${{ matrix.python-version }}-${{ matrix.dependency-set }} list-env
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- name: Run Tests
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run: |
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hatch env run --env gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage-gpu
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hatch env run --env gputest.py${{ matrix.python-version }}-${{ matrix.dependency-set }} run-coverage-gpu
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- name: Upload coverage
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uses: codecov/codecov-action@13ce06bfc6bbe3ecf90edbbf1bc32fe5978ca1d3 # v5.3.1

.github/workflows/hypothesis.yaml

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strategy:
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matrix:
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python-version: ['3.12']
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numpy-version: ['2.2']
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dependency-set: ["optional"]
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steps:
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pip install hatch
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- name: Set Up Hatch Env
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run: |
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hatch env create test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
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hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
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hatch env create test.py${{ matrix.python-version }}-${{ matrix.dependency-set }}
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hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.dependency-set }} list-env
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# https://github.com/actions/cache/blob/main/tips-and-workarounds.md#update-a-cache
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- name: Restore cached hypothesis directory
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id: restore-hypothesis-cache
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id: status
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run: |
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echo "Using Hypothesis profile: $HYPOTHESIS_PROFILE"
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hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-hypothesis
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hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.dependency-set }} run-hypothesis
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# explicitly save the cache so it gets updated, also do this even if it fails.
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- name: Save cached hypothesis directory

.github/workflows/test.yml

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jobs:
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test:
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name: os=${{ matrix.os }}, py=${{ matrix.python-version }}, np=${{ matrix.numpy-version }}, deps=${{ matrix.dependency-set }}
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name: os=${{ matrix.os }}, py=${{ matrix.python-version }}, deps=${{ matrix.dependency-set }}
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strategy:
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matrix:
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python-version: ['3.11', '3.12', '3.13']
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numpy-version: ['1.26', '2.2']
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dependency-set: ["minimal", "optional"]
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os: ["ubuntu-latest"]
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include:
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- python-version: '3.11'
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numpy-version: '1.26'
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dependency-set: 'optional'
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os: 'macos-latest'
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- python-version: '3.13'
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numpy-version: '2.2'
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dependency-set: 'optional'
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os: 'macos-latest'
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- python-version: '3.11'
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numpy-version: '1.26'
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dependency-set: 'optional'
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os: 'windows-latest'
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- python-version: '3.13'
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numpy-version: '2.2'
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dependency-set: 'optional'
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os: 'windows-latest'
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runs-on: ${{ matrix.os }}
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pip install hatch
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- name: Set Up Hatch Env
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run: |
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hatch env create test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
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hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
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hatch env create test.py${{ matrix.python-version }}-${{ matrix.dependency-set }}
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hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.dependency-set }} list-env
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- name: Run Tests
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env:
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HYPOTHESIS_PROFILE: ci
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run: |
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hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage
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hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.dependency-set }} run-coverage
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- name: Upload coverage
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if: ${{ matrix.dependency-set == 'optional' && matrix.os == 'ubuntu-latest' }}
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uses: codecov/codecov-action@v5
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contains(needs.*.result, 'cancelled')
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run: exit 1
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- name: Success
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run: echo Success!
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run: echo Success!

changes/3562.misc.md

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Add continuous performance benchmarking infrastructure.

changes/3636.misc.md

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The minimum required version of NumPy is now 2.0.

docs/contributing.md

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## Release procedure
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Open an issue on GitHub announcing the release using the release checklist template:
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[https://github.com/zarr-developers/zarr-python/issues/new?template=release-checklist.md](https://github.com/zarr-developers/zarr-python/issues/new?template=release-checklist.md>). The release checklist includes all steps necessary for the release.
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[https://github.com/zarr-developers/zarr-python/issues/new?template=release-checklist.md](https://github.com/zarr-developers/zarr-python/issues/new?template=release-checklist.md>). The release checklist includes all steps necessary for the release.
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## Benchmarks
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Zarr uses [pytest-benchmark](https://pytest-benchmark.readthedocs.io/en/latest/) for running
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performance benchmarks as part of our test suite. The benchmarks can be are found in `tests/benchmarks`.
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By default pytest is configured to run these benchmarks as plain tests (i.e., no benchmarking). To run
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a benchmark with timing measurements, use the `--benchmark-enable` when invoking `pytest`.
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The benchmarks are run as part of the continuous integration suite through [codspeed](https://codspeed.io/zarr-developers/zarr-python).

docs/user-guide/installation.md

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- [Python](https://docs.python.org/3/) (3.11 or later)
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- [packaging](https://packaging.pypa.io) (22.0 or later)
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- [numpy](https://numpy.org) (1.26 or later)
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- [numpy](https://numpy.org) (2.0 or later)
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- [numcodecs](https://numcodecs.readthedocs.io) (0.14 or later)
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- [google-crc32c](https://github.com/googleapis/python-crc32c) (1.5 or later)
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- [typing_extensions](https://typing-extensions.readthedocs.io) (4.9 or later)

pyproject.toml

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# If you add a new dependency here, please also add it to .pre-commit-config.yml
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dependencies = [
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'packaging>=22.0',
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'numpy>=1.26',
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'numpy>=2.0',
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'numcodecs>=0.14',
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'google-crc32c>=1.5',
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'typing_extensions>=4.12',
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'numpydoc',
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"hypothesis",
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"pytest-xdist",
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"pytest-benchmark",
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"pytest-codspeed",
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"packaging",
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"tomlkit",
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"uv",
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hooks.vcs.version-file = "src/zarr/_version.py"
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[tool.hatch.envs.test]
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dependencies = [
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"numpy~={matrix:numpy}",
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]
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features = ["test"]
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[tool.hatch.envs.test.env-vars]
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[[tool.hatch.envs.test.matrix]]
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python = ["3.11", "3.12", "3.13"]
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numpy = ["1.26", "2.2"]
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deps = ["minimal", "optional"]
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[tool.hatch.envs.test.overrides]
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run-coverage = "pytest --cov-config=pyproject.toml --cov=src --cov-append --cov-report xml --junitxml=junit.xml -o junit_family=legacy"
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run-coverage-html = "pytest --cov-config=pyproject.toml --cov=src --cov-append --cov-report html"
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run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=src --cov-append --cov-report xml --junitxml=junit.xml -o junit_family=legacy"
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run = "run-coverage --no-cov"
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run = "run-coverage --no-cov --ignore tests/benchmarks"
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run-pytest = "run"
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run-verbose = "run-coverage --verbose"
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run-mypy = "mypy src"
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run-hypothesis = "run-coverage -nauto --run-slow-hypothesis tests/test_properties.py tests/test_store/test_stateful*"
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run-benchmark = "pytest --benchmark-enable tests/benchmarks"
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list-env = "pip list"
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[tool.hatch.envs.gputest]
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template = "test"
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dependencies = [
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"numpy~={matrix:numpy}",
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"universal_pathlib",
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[[tool.hatch.envs.gputest.matrix]]
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python = ["3.11", "3.12", "3.13"]
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numpy = ["1.26", "2.2"]
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version = ["minimal"]
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[tool.hatch.envs.gputest.scripts]
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run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
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run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy --ignore tests/benchmarks"
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run = "run-coverage --no-cov"
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run-verbose = "run-coverage --verbose"
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run-mypy = "mypy src"
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dependencies = [
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'zarr[remote]',
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'packaging==22.*',
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'numpy==1.26.*',
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'numpy==2.0.*',
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'numcodecs==0.14.*', # 0.14 needed for zarr3 codecs
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'fsspec==2023.10.0',
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's3fs==2023.10.0',
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"IGNORE_EXCEPTION_DETAIL",
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addopts = [
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"--durations=10", "-ra", "--strict-config", "--strict-markers",
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"--benchmark-columns", "min,mean,stddev,outliers,rounds,iterations",
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"--benchmark-disable", # benchmark routines run as tests without benchmarking instrumentation
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"--durations", "10",
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"-ra", "--strict-config", "--strict-markers",
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]
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filterwarnings = [
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"error",

tests/benchmarks/__init__.py

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