From 5b7af357ee1a977495cc07f632200ecd7ec9f2b8 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 11:43:16 +0200 Subject: [PATCH 01/18] test with more tricky floats --- tests/test_stats.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_stats.py b/tests/test_stats.py index 9a2ed90..417b694 100644 --- a/tests/test_stats.py +++ b/tests/test_stats.py @@ -99,7 +99,7 @@ def dtype_arg(request: pytest.FixtureRequest) -> type[DTypeOut] | None: def np_arr(dtype_in: type[DTypeIn], ndim: Literal[1, 2]) -> NDArray[DTypeIn]: np_arr = cast("NDArray[DTypeIn]", np.array([[1, 0], [3, 0], [5, 6]], dtype=dtype_in)) if np.dtype(dtype_in).kind == "f": - np_arr /= 4 # type: ignore[misc] + np_arr /= 3 # type: ignore[misc] np_arr.flags.writeable = False if ndim == 1: np_arr = np_arr.flatten() From a780d67dd755faf5ab6af46fe6eaca0745565594 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 12:48:42 +0200 Subject: [PATCH 02/18] reproduce flaky test --- 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z8(mXyz0d7t>xaTQ=EYv;3k|%`l-XK3e+A;{s<_4+0)eOi-3Cc9UwE_fO*9}{5Og>m z?T^Fx6D=??L?~nfBpJBL#p$bo6!Bmm^)__=1RmZ;z21GE{yJ#{`832IJ-N{2%xpFLm1r#z6omHM#FMAwyfh?Eo-_fLjemeNM=C z2EONk{)mIQD?mb`aZ&z+)o}Xv#=YGDCL5?K(C}9<7 type[DTypeOut] | None: def np_arr(dtype_in: type[DTypeIn], ndim: Literal[1, 2]) -> NDArray[DTypeIn]: np_arr = cast("NDArray[DTypeIn]", np.array([[1, 0], [3, 0], [5, 6]], dtype=dtype_in)) if np.dtype(dtype_in).kind == "f": - np_arr /= 3 # type: ignore[misc] + np_arr /= 4 # type: ignore[misc] np_arr.flags.writeable = False if ndim == 1: np_arr = np_arr.flatten() @@ -126,6 +131,19 @@ def to_np_dense_checked( return stat +@pytest.fixture(scope="session") +def pbmc64k_reduced_raw() -> sps.csr_array[np.float32]: + """Scanpy’s pbmc68k_reduced raw data. + + Data was created using: + >>> import scanpy as sc + >>> import scipy.sparse as sps + >>> arr = sps.csr_array(sc.datasets.pbmc68k_reduced().raw.X) + >>> sps.save_npz("pbmc68k_reduced_raw_csr.npz", arr) + """ + return sps.load_npz(DATA_DIR / "pbmc68k_reduced_raw_csr.npz") + + @pytest.mark.array_type(skip={*ATS_SPARSE_DS, Flags.Matrix}) @pytest.mark.parametrize("func", STAT_FUNCS) @pytest.mark.parametrize(("ndim", "axis"), [(1, 0), (2, 3), (2, -1)], ids=["1d-ax0", "2d-ax3", "2d-axneg"]) @@ -273,6 +291,27 @@ def test_mean_var_sparse_32(array_type: ArrayType[types.CSArray]) -> None: assert resid_fau < resid_skl +@pytest.mark.array_type(Flags.Dask, Flags.Disk) +def test_mean_var_pbmc_dask( + array_type: ArrayType[CpuArray | GpuArray | types.DaskArray], axis: Literal[0, 1] | None, pbmc64k_reduced_raw: sps.csr_array[np.float32] +) -> None: + """Test float32 precision for bigger data.""" + mat = pbmc64k_reduced_raw + arr = array_type(mat) + + if find_spec("scanpy"): + import scanpy as sc + + mat_sc = sc.datasets.pbmc68k_reduced().raw.X + np.testing.assert_array_equal(mat.toarray(), mat_sc.toarray()) + + mean_mat, var_mat = stats.mean_var(mat, axis=axis, correction=1) + mean_arr, var_arr = (to_np_dense_checked(a, axis, arr) for a in stats.mean_var(arr, axis=axis, correction=1)) + + np.testing.assert_array_almost_equal(mean_arr, mean_mat) + np.testing.assert_array_almost_equal(var_arr, var_mat) + + @pytest.mark.array_type(skip={Flags.Disk, *ATS_CUPY_SPARSE}) @pytest.mark.parametrize( ("axis", "expected"), From 7d67fa2b3788c1a25e764eb60a6d737ddc2b2fca Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 12:52:30 +0200 Subject: [PATCH 03/18] skip doctest --- tests/test_stats.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tests/test_stats.py b/tests/test_stats.py index 77db104..7286d64 100644 --- a/tests/test_stats.py +++ b/tests/test_stats.py @@ -136,6 +136,8 @@ def pbmc64k_reduced_raw() -> sps.csr_array[np.float32]: """Scanpy’s pbmc68k_reduced raw data. Data was created using: + >>> if not find_spec("scanpy"): + ... pytest.skip() >>> import scanpy as sc >>> import scipy.sparse as sps >>> arr = sps.csr_array(sc.datasets.pbmc68k_reduced().raw.X) @@ -291,7 +293,7 @@ def test_mean_var_sparse_32(array_type: ArrayType[types.CSArray]) -> None: assert resid_fau < resid_skl -@pytest.mark.array_type(Flags.Dask, Flags.Disk) +@pytest.mark.array_type(Flags.Dask & Flags.Sparse, Flags.Disk) def test_mean_var_pbmc_dask( array_type: ArrayType[CpuArray | GpuArray | types.DaskArray], axis: Literal[0, 1] | None, pbmc64k_reduced_raw: sps.csr_array[np.float32] ) -> None: From 76ab0195deac84b01230142b4015128d060745b5 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 12:58:35 +0200 Subject: [PATCH 04/18] oops --- tests/test_stats.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/tests/test_stats.py b/tests/test_stats.py index 7286d64..ff34528 100644 --- a/tests/test_stats.py +++ b/tests/test_stats.py @@ -293,11 +293,12 @@ def test_mean_var_sparse_32(array_type: ArrayType[types.CSArray]) -> None: assert resid_fau < resid_skl -@pytest.mark.array_type(Flags.Dask & Flags.Sparse, Flags.Disk) -def test_mean_var_pbmc_dask( - array_type: ArrayType[CpuArray | GpuArray | types.DaskArray], axis: Literal[0, 1] | None, pbmc64k_reduced_raw: sps.csr_array[np.float32] -) -> None: - """Test float32 precision for bigger data.""" +@pytest.mark.array_type(Flags.Dask) +def test_mean_var_pbmc_dask(array_type: ArrayType[types.DaskArray], axis: Literal[0, 1] | None, pbmc64k_reduced_raw: sps.csr_array[np.float32]) -> None: + """Test float32 precision for bigger data. + + This test is flaky for sparse-in-dask for some reason. + """ mat = pbmc64k_reduced_raw arr = array_type(mat) From 92483a4b3014eef19dab5c16cbe09107e4fc833a Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 13:37:10 +0200 Subject: [PATCH 05/18] limit to broken cases --- tests/test_stats.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/test_stats.py b/tests/test_stats.py index ff34528..874ea19 100644 --- a/tests/test_stats.py +++ b/tests/test_stats.py @@ -293,8 +293,8 @@ def test_mean_var_sparse_32(array_type: ArrayType[types.CSArray]) -> None: assert resid_fau < resid_skl -@pytest.mark.array_type(Flags.Dask) -def test_mean_var_pbmc_dask(array_type: ArrayType[types.DaskArray], axis: Literal[0, 1] | None, pbmc64k_reduced_raw: sps.csr_array[np.float32]) -> None: +@pytest.mark.array_type({at for at in SUPPORTED_TYPES if at.flags & Flags.Sparse and at.flags & Flags.Dask}) +def test_mean_var_pbmc_dask(array_type: ArrayType[types.DaskArray], pbmc64k_reduced_raw: sps.csr_array[np.float32]) -> None: """Test float32 precision for bigger data. This test is flaky for sparse-in-dask for some reason. @@ -308,8 +308,8 @@ def test_mean_var_pbmc_dask(array_type: ArrayType[types.DaskArray], axis: Litera mat_sc = sc.datasets.pbmc68k_reduced().raw.X np.testing.assert_array_equal(mat.toarray(), mat_sc.toarray()) - mean_mat, var_mat = stats.mean_var(mat, axis=axis, correction=1) - mean_arr, var_arr = (to_np_dense_checked(a, axis, arr) for a in stats.mean_var(arr, axis=axis, correction=1)) + mean_mat, var_mat = stats.mean_var(mat, axis=0, correction=1) + mean_arr, var_arr = (to_np_dense_checked(a, 0, arr) for a in stats.mean_var(arr, axis=0, correction=1)) np.testing.assert_array_almost_equal(mean_arr, mean_mat) np.testing.assert_array_almost_equal(var_arr, var_mat) From d3d80a7f68c5fcb957ce840c5703bdd18ce0b706 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 14:01:22 +0200 Subject: [PATCH 06/18] try testing on osx --- .github/workflows/ci.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 2244b1d..6dfc042 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -42,10 +42,11 @@ jobs: test: name: Tests needs: get-environments - runs-on: ubuntu-latest + runs-on: ${{ matrix.os }} strategy: matrix: env: ${{ fromJSON(needs.get-environments.outputs.envs) }} + os: [ubuntu-latest, macos-latest] steps: - uses: actions/checkout@v4 with: From 22cb70f2bf46318cd9927377657798bbdc9b963d Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 15:18:14 +0200 Subject: [PATCH 07/18] fix --- src/fast_array_utils/stats/_mean_var.py | 8 +++++++- tests/test_stats.py | 8 +------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/src/fast_array_utils/stats/_mean_var.py b/src/fast_array_utils/stats/_mean_var.py index df2d127..5122ff2 100644 --- a/src/fast_array_utils/stats/_mean_var.py +++ b/src/fast_array_utils/stats/_mean_var.py @@ -38,7 +38,13 @@ def mean_var_( else: mean_ = mean(x, axis=axis, dtype=np.float64) mean_sq = mean(power(x, 2), axis=axis, dtype=np.float64) - var = mean_sq - mean_**2 + if isinstance(x, types.DaskArray): + import dask + import dask.array as da + + var = da.from_delayed(dask.delayed(lambda ms, m: ms - m**2)(mean_sq, mean_), mean_.shape, meta=mean_) + else: + var = mean_sq - mean_**2 if correction: # R convention == 1 (unbiased estimator) n = np.prod(x.shape) if axis is None else x.shape[axis] if n != 1: diff --git a/tests/test_stats.py b/tests/test_stats.py index 874ea19..aa14e4a 100644 --- a/tests/test_stats.py +++ b/tests/test_stats.py @@ -143,7 +143,7 @@ def pbmc64k_reduced_raw() -> sps.csr_array[np.float32]: >>> arr = sps.csr_array(sc.datasets.pbmc68k_reduced().raw.X) >>> sps.save_npz("pbmc68k_reduced_raw_csr.npz", arr) """ - return sps.load_npz(DATA_DIR / "pbmc68k_reduced_raw_csr.npz") + return cast("sps.csr_array[np.float32]", sps.load_npz(DATA_DIR / "pbmc68k_reduced_raw_csr.npz")) @pytest.mark.array_type(skip={*ATS_SPARSE_DS, Flags.Matrix}) @@ -302,12 +302,6 @@ def test_mean_var_pbmc_dask(array_type: ArrayType[types.DaskArray], pbmc64k_redu mat = pbmc64k_reduced_raw arr = array_type(mat) - if find_spec("scanpy"): - import scanpy as sc - - mat_sc = sc.datasets.pbmc68k_reduced().raw.X - np.testing.assert_array_equal(mat.toarray(), mat_sc.toarray()) - mean_mat, var_mat = stats.mean_var(mat, axis=0, correction=1) mean_arr, var_arr = (to_np_dense_checked(a, 0, arr) for a in stats.mean_var(arr, axis=0, correction=1)) From 9e556912b150b4dd85be437d0c680cba2c6296fa Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 15:24:18 +0200 Subject: [PATCH 08/18] macos only on new --- .github/workflows/ci.yml | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 6dfc042..bda02e9 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -46,7 +46,12 @@ jobs: strategy: matrix: env: ${{ fromJSON(needs.get-environments.outputs.envs) }} - os: [ubuntu-latest, macos-latest] + os: [ubuntu-latest] + include: + - env: + name: hatch-test.py3.13-full + python: "3.13" + os: macos-latest steps: - uses: actions/checkout@v4 with: From edd6a9f51a8e201b248ebc58d2e32bdfc37fb367 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 15:45:53 +0200 Subject: [PATCH 09/18] compatible min dask version --- pyproject.toml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 1e33cd6..3c7bb39 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,7 +27,7 @@ classifiers = [ dynamic = [ "description", "readme", "version" ] dependencies = [ "numpy>=2" ] optional-dependencies.accel = [ "numba>=0.57" ] -optional-dependencies.dask = [ "dask>=2023.6.1" ] +optional-dependencies.dask = [ "dask>=2025.4.0" ] optional-dependencies.doc = [ "furo>=2024.8.6", "pytest>=8.4", @@ -100,8 +100,8 @@ overrides.matrix.resolution.features = [ { if = [ "lowest" ], value = "min-reqs" }, # feature added by hatch-min-requirements ] overrides.matrix.resolution.dependencies = [ - # TODO: move to min dep once this is fixed: https://github.com/tlambert03/hatch-min-requirements/issues/5 - { if = [ "lowest" ], value = "dask==2023.6.1" }, + # TODO: move to min dep once this is fixed: https://github.com/tlambert03/hatch-min-requirements/issues/11 + { if = [ "lowest" ], value = "dask==2025.4.0" }, ] [[tool.hatch.envs.hatch-test.matrix]] From bdb1ff2aca47aae2ee5a78533be8346f18a24149 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 16 Oct 2025 13:46:02 +0000 Subject: [PATCH 10/18] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 3c7bb39..d8a8766 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,7 +27,7 @@ classifiers = [ dynamic = [ "description", "readme", "version" ] dependencies = [ "numpy>=2" ] optional-dependencies.accel = [ "numba>=0.57" ] -optional-dependencies.dask = [ "dask>=2025.4.0" ] +optional-dependencies.dask = [ "dask>=2025.4" ] optional-dependencies.doc = [ "furo>=2024.8.6", "pytest>=8.4", From 864c2b1c73101bfe7c860ff6794a5433968b2441 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 17:10:36 +0200 Subject: [PATCH 11/18] better fix --- pyproject.toml | 4 ++-- src/fast_array_utils/stats/_mean_var.py | 10 ++-------- src/fast_array_utils/stats/_power.py | 18 ++++++++++++------ typings/cupy/_core/core.pyi | 1 + typings/cupyx/scipy/sparse/_compressed.pyi | 1 + 5 files changed, 18 insertions(+), 16 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index d8a8766..ac18001 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,7 +27,7 @@ classifiers = [ dynamic = [ "description", "readme", "version" ] dependencies = [ "numpy>=2" ] optional-dependencies.accel = [ "numba>=0.57" ] -optional-dependencies.dask = [ "dask>=2025.4" ] +optional-dependencies.dask = [ "dask>=2023.6.1" ] optional-dependencies.doc = [ "furo>=2024.8.6", "pytest>=8.4", @@ -101,7 +101,7 @@ overrides.matrix.resolution.features = [ ] overrides.matrix.resolution.dependencies = [ # TODO: move to min dep once this is fixed: https://github.com/tlambert03/hatch-min-requirements/issues/11 - { if = [ "lowest" ], value = "dask==2025.4.0" }, + { if = [ "lowest" ], value = "dask==2023.6.1" }, ] [[tool.hatch.envs.hatch-test.matrix]] diff --git a/src/fast_array_utils/stats/_mean_var.py b/src/fast_array_utils/stats/_mean_var.py index 5122ff2..1f83487 100644 --- a/src/fast_array_utils/stats/_mean_var.py +++ b/src/fast_array_utils/stats/_mean_var.py @@ -37,14 +37,8 @@ def mean_var_( mean_, var = _sparse_mean_var(x, axis=axis) else: mean_ = mean(x, axis=axis, dtype=np.float64) - mean_sq = mean(power(x, 2), axis=axis, dtype=np.float64) - if isinstance(x, types.DaskArray): - import dask - import dask.array as da - - var = da.from_delayed(dask.delayed(lambda ms, m: ms - m**2)(mean_sq, mean_), mean_.shape, meta=mean_) - else: - var = mean_sq - mean_**2 + mean_sq = mean(power(x, 2, dtype=np.float64), axis=axis) + var = mean_sq - mean_**2 if correction: # R convention == 1 (unbiased estimator) n = np.prod(x.shape) if axis is None else x.shape[axis] if n != 1: diff --git a/src/fast_array_utils/stats/_power.py b/src/fast_array_utils/stats/_power.py index ac1f6c1..8cc7e9d 100644 --- a/src/fast_array_utils/stats/_power.py +++ b/src/fast_array_utils/stats/_power.py @@ -10,6 +10,8 @@ if TYPE_CHECKING: from typing import TypeAlias, TypeVar + from numpy.typing import DTypeLike + from fast_array_utils.typing import CpuArray, GpuArray # All supported array types except for disk ones and CSDataset @@ -18,24 +20,28 @@ _Arr = TypeVar("_Arr", bound=Array) -def power(x: _Arr, n: int, /) -> _Arr: +def power(x: _Arr, n: int, /, dtype: DTypeLike | None = None) -> _Arr: """Take array or matrix to a power.""" # This wrapper is necessary because TypeVars can’t be used in `singledispatch` functions - return _power(x, n) # type: ignore[return-value] + return _power(x, n, dtype=dtype) # type: ignore[return-value] @singledispatch -def _power(x: Array, n: int, /) -> Array: +def _power(x: Array, n: int, /, dtype: DTypeLike | None = None) -> Array: if TYPE_CHECKING: assert not isinstance(x, types.DaskArray | types.CSMatrix) + if dtype is not None: + x = x.astype(dtype, copy=False) # type: ignore[assignment] return x**n # type: ignore[operator] @_power.register(types.CSMatrix | types.CupyCSMatrix) -def _power_cs(x: types.CSMatrix | types.CupyCSMatrix, n: int, /) -> types.CSMatrix | types.CupyCSMatrix: +def _power_cs(x: types.CSMatrix | types.CupyCSMatrix, n: int, /, dtype: DTypeLike | None = None) -> types.CSMatrix | types.CupyCSMatrix: + if dtype is not None: + x = x.astype(dtype, copy=False) # type: ignore[assignment] return x.power(n) @_power.register(types.DaskArray) -def _power_dask(x: types.DaskArray, n: int, /) -> types.DaskArray: - return x.map_blocks(lambda c: power(c, n)) # type: ignore[type-var] +def _power_dask(x: types.DaskArray, n: int, /, dtype: DTypeLike | None = None) -> types.DaskArray: + return x.map_blocks(lambda c: power(c, n, dtype=dtype), dtype=dtype) # type: ignore[type-var] diff --git a/typings/cupy/_core/core.pyi b/typings/cupy/_core/core.pyi index e1a5231..3224107 100644 --- a/typings/cupy/_core/core.pyi +++ b/typings/cupy/_core/core.pyi @@ -29,6 +29,7 @@ class ndarray: def __power__(self, other: int) -> Self: ... # methods + def astype(self, dtype: DTypeLike | None, copy: bool = True) -> Self: ... @property def T(self) -> Self: ... # noqa: N802 @overload diff --git a/typings/cupyx/scipy/sparse/_compressed.pyi b/typings/cupyx/scipy/sparse/_compressed.pyi index b697183..ce06f53 100644 --- a/typings/cupyx/scipy/sparse/_compressed.pyi +++ b/typings/cupyx/scipy/sparse/_compressed.pyi @@ -19,5 +19,6 @@ class _compressed_sparse_matrix(spmatrix): def __init__(self, arg1: tuple[ndarray, ndarray, ndarray], shape: tuple[int, int] | None = None) -> None: ... # methods + def astype(self, dtype: DTypeLike | None, copy: bool = True) -> Self: ... def power(self, n: int, dtype: DTypeLike | None = None) -> Self: ... def sum(self, axis: Literal[0, 1] | None = None, dtype: DTypeLike | None = None, out: Self | None = None) -> ndarray: ... From e8d163de5ff23cd4a4fb806a4842ca51eaabf40b Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 17:31:26 +0200 Subject: [PATCH 12/18] cupy fix --- src/fast_array_utils/stats/_power.py | 5 ++++- typings/cupy/_core/core.pyi | 4 +++- typings/cupyx/scipy/sparse/_compressed.pyi | 2 +- 3 files changed, 8 insertions(+), 3 deletions(-) diff --git a/src/fast_array_utils/stats/_power.py b/src/fast_array_utils/stats/_power.py index 8cc7e9d..3363ba1 100644 --- a/src/fast_array_utils/stats/_power.py +++ b/src/fast_array_utils/stats/_power.py @@ -38,7 +38,10 @@ def _power(x: Array, n: int, /, dtype: DTypeLike | None = None) -> Array: @_power.register(types.CSMatrix | types.CupyCSMatrix) def _power_cs(x: types.CSMatrix | types.CupyCSMatrix, n: int, /, dtype: DTypeLike | None = None) -> types.CSMatrix | types.CupyCSMatrix: if dtype is not None: - x = x.astype(dtype, copy=False) # type: ignore[assignment] + try: + x = x.astype(dtype, copy=False) # type: ignore[assignment] + except TypeError: # cupyx doesn’t have the `copy parameter` + x.astype(dtype) # type: ignore[assignment] return x.power(n) diff --git a/typings/cupy/_core/core.pyi b/typings/cupy/_core/core.pyi index 3224107..7d1bf96 100644 --- a/typings/cupy/_core/core.pyi +++ b/typings/cupy/_core/core.pyi @@ -29,7 +29,9 @@ class ndarray: def __power__(self, other: int) -> Self: ... # methods - def astype(self, dtype: DTypeLike | None, copy: bool = True) -> Self: ... + def astype( + self, dtype: DTypeLike | None, order: Literal["C", "F", "A", "K"] = "K", casting: None = None, subok: None = None, copy: bool = True + ) -> Self: ... @property def T(self) -> Self: ... # noqa: N802 @overload diff --git a/typings/cupyx/scipy/sparse/_compressed.pyi b/typings/cupyx/scipy/sparse/_compressed.pyi index ce06f53..b0ff8dd 100644 --- a/typings/cupyx/scipy/sparse/_compressed.pyi +++ b/typings/cupyx/scipy/sparse/_compressed.pyi @@ -19,6 +19,6 @@ class _compressed_sparse_matrix(spmatrix): def __init__(self, arg1: tuple[ndarray, ndarray, ndarray], shape: tuple[int, int] | None = None) -> None: ... # methods - def astype(self, dtype: DTypeLike | None, copy: bool = True) -> Self: ... + def astype(self, dtype: DTypeLike | None) -> Self: ... def power(self, n: int, dtype: DTypeLike | None = None) -> Self: ... def sum(self, axis: Literal[0, 1] | None = None, dtype: DTypeLike | None = None, out: Self | None = None) -> ndarray: ... From 25ccfb52f31d2d81be6060a714c89184d0d445e5 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 17:36:16 +0200 Subject: [PATCH 13/18] whoops --- src/fast_array_utils/stats/_power.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/fast_array_utils/stats/_power.py b/src/fast_array_utils/stats/_power.py index 3363ba1..b05d685 100644 --- a/src/fast_array_utils/stats/_power.py +++ b/src/fast_array_utils/stats/_power.py @@ -29,7 +29,7 @@ def power(x: _Arr, n: int, /, dtype: DTypeLike | None = None) -> _Arr: @singledispatch def _power(x: Array, n: int, /, dtype: DTypeLike | None = None) -> Array: if TYPE_CHECKING: - assert not isinstance(x, types.DaskArray | types.CSMatrix) + assert not isinstance(x, types.DaskArray | types.CSMatrix | types.CupyCSMatrix) if dtype is not None: x = x.astype(dtype, copy=False) # type: ignore[assignment] return x**n # type: ignore[operator] @@ -39,9 +39,9 @@ def _power(x: Array, n: int, /, dtype: DTypeLike | None = None) -> Array: def _power_cs(x: types.CSMatrix | types.CupyCSMatrix, n: int, /, dtype: DTypeLike | None = None) -> types.CSMatrix | types.CupyCSMatrix: if dtype is not None: try: - x = x.astype(dtype, copy=False) # type: ignore[assignment] + x = x.astype(dtype, copy=False) # type: ignore[assignment,call-arg] except TypeError: # cupyx doesn’t have the `copy parameter` - x.astype(dtype) # type: ignore[assignment] + x = x.astype(dtype) # type: ignore[assignment] return x.power(n) From 71a662e0be36d9c351e1496a5db4db7a3622f859 Mon Sep 17 00:00:00 2001 From: Phil Schaf Date: Thu, 16 Oct 2025 18:05:57 +0200 Subject: [PATCH 14/18] lower GPU precision --- tests/test_stats.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/tests/test_stats.py b/tests/test_stats.py index aa14e4a..ffde919 100644 --- a/tests/test_stats.py +++ b/tests/test_stats.py @@ -305,8 +305,9 @@ def test_mean_var_pbmc_dask(array_type: ArrayType[types.DaskArray], pbmc64k_redu mean_mat, var_mat = stats.mean_var(mat, axis=0, correction=1) mean_arr, var_arr = (to_np_dense_checked(a, 0, arr) for a in stats.mean_var(arr, axis=0, correction=1)) - np.testing.assert_array_almost_equal(mean_arr, mean_mat) - np.testing.assert_array_almost_equal(var_arr, var_mat) + rtol = 1.0e-5 if array_type.flags & Flags.Gpu else 1.0e-7 + np.testing.assert_allclose(mean_arr, mean_mat, rtol=rtol) + np.testing.assert_allclose(var_arr, var_mat, rtol=rtol) @pytest.mark.array_type(skip={Flags.Disk, *ATS_CUPY_SPARSE}) From 7cc7a8e19fa67d9b2885246f33ad96d02b2f72ee Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Fri, 17 Oct 2025 10:26:26 +0200 Subject: [PATCH 15/18] hopefully speed up --- .vscode/settings.json | 2 +- src/fast_array_utils/stats/_power.py | 24 ++++++++++------------ typings/cupyx/scipy/sparse/_compressed.pyi | 3 +++ 3 files changed, 15 insertions(+), 14 deletions(-) diff --git a/.vscode/settings.json b/.vscode/settings.json index f6c77c2..ebc3a5d 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -15,6 +15,6 @@ "source.organizeImports": "explicit", }, }, - "python.testing.pytestArgs": ["-vv", "--color=yes"], + "python.testing.pytestArgs": ["-vv", "--color=yes", "-m", "not benchmark"], "python.testing.pytestEnabled": true, } diff --git a/src/fast_array_utils/stats/_power.py b/src/fast_array_utils/stats/_power.py index b05d685..0026fc6 100644 --- a/src/fast_array_utils/stats/_power.py +++ b/src/fast_array_utils/stats/_power.py @@ -4,6 +4,8 @@ from functools import singledispatch from typing import TYPE_CHECKING +import numpy as np + from .. import types @@ -18,6 +20,7 @@ Array: TypeAlias = CpuArray | GpuArray | types.DaskArray _Arr = TypeVar("_Arr", bound=Array) + _Mat = TypeVar("_Mat", bound=types.CSBase | types.CupyCSMatrix) def power(x: _Arr, n: int, /, dtype: DTypeLike | None = None) -> _Arr: @@ -29,22 +32,17 @@ def power(x: _Arr, n: int, /, dtype: DTypeLike | None = None) -> _Arr: @singledispatch def _power(x: Array, n: int, /, dtype: DTypeLike | None = None) -> Array: if TYPE_CHECKING: - assert not isinstance(x, types.DaskArray | types.CSMatrix | types.CupyCSMatrix) - if dtype is not None: - x = x.astype(dtype, copy=False) # type: ignore[assignment] - return x**n # type: ignore[operator] + assert not isinstance(x, types.DaskArray | types.CSBase | types.CupyCSMatrix) + return np.power(x, n, dtype=dtype) -@_power.register(types.CSMatrix | types.CupyCSMatrix) -def _power_cs(x: types.CSMatrix | types.CupyCSMatrix, n: int, /, dtype: DTypeLike | None = None) -> types.CSMatrix | types.CupyCSMatrix: - if dtype is not None: - try: - x = x.astype(dtype, copy=False) # type: ignore[assignment,call-arg] - except TypeError: # cupyx doesn’t have the `copy parameter` - x = x.astype(dtype) # type: ignore[assignment] - return x.power(n) +@_power.register(types.CSBase | types.CupyCSMatrix) +def _power_cs(x: _Mat, n: int, /, dtype: DTypeLike | None = None) -> _Mat: + new_data = power(x.data, n, dtype=dtype) + return type(x)((new_data, x.indices, x.indptr), shape=x.shape, dtype=new_data.dtype) # type: ignore[call-overload,return-value] @_power.register(types.DaskArray) def _power_dask(x: types.DaskArray, n: int, /, dtype: DTypeLike | None = None) -> types.DaskArray: - return x.map_blocks(lambda c: power(c, n, dtype=dtype), dtype=dtype) # type: ignore[type-var] + meta = x._meta.astype(dtype or x.dtype) # noqa: SLF001 + return x.map_blocks(lambda c: power(c, n, dtype=dtype), dtype=dtype, meta=meta) # type: ignore[type-var,arg-type] diff --git a/typings/cupyx/scipy/sparse/_compressed.pyi b/typings/cupyx/scipy/sparse/_compressed.pyi index b0ff8dd..4f1035d 100644 --- a/typings/cupyx/scipy/sparse/_compressed.pyi +++ b/typings/cupyx/scipy/sparse/_compressed.pyi @@ -8,6 +8,9 @@ from ._base import spmatrix class _compressed_sparse_matrix(spmatrix): format: Literal["csr", "csc"] + data: ndarray + indices: ndarray + indptr: ndarray @overload def __init__(self, arg1: ndarray | spmatrix) -> None: ... From 62c30d771b1184e55522fb4298e1edb920ad961d Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Fri, 17 Oct 2025 10:45:23 +0200 Subject: [PATCH 16/18] conservative --- src/fast_array_utils/stats/_mean_var.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fast_array_utils/stats/_mean_var.py b/src/fast_array_utils/stats/_mean_var.py index 1f83487..9037567 100644 --- a/src/fast_array_utils/stats/_mean_var.py +++ b/src/fast_array_utils/stats/_mean_var.py @@ -37,7 +37,7 @@ def mean_var_( mean_, var = _sparse_mean_var(x, axis=axis) else: mean_ = mean(x, axis=axis, dtype=np.float64) - mean_sq = mean(power(x, 2, dtype=np.float64), axis=axis) + mean_sq = mean(power(x, 2, dtype=np.float64), axis=axis) if isinstance(x, types.DaskArray) else mean(power(x, 2), axis=axis, dtype=np.float64) var = mean_sq - mean_**2 if correction: # R convention == 1 (unbiased estimator) n = np.prod(x.shape) if axis is None else x.shape[axis] From b68c84842311cee8a96bb861101c4ca2fc8704cb Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Fri, 17 Oct 2025 11:08:00 +0200 Subject: [PATCH 17/18] mypy --- src/fast_array_utils/stats/_mean.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fast_array_utils/stats/_mean.py b/src/fast_array_utils/stats/_mean.py index 93c5a82..9588a77 100644 --- a/src/fast_array_utils/stats/_mean.py +++ b/src/fast_array_utils/stats/_mean.py @@ -26,4 +26,4 @@ def mean_( ) -> NDArray[np.number[Any]] | np.number[Any] | types.DaskArray: total = sum_(x, axis=axis, dtype=dtype) n = np.prod(x.shape) if axis is None else x.shape[axis] - return total / n # type: ignore[call-overload,operator,return-value] + return total / n # type: ignore[operator,return-value] From 0cd523706d702a7de5abfcad815f15b6a563d7ee Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Fri, 17 Oct 2025 11:15:44 +0200 Subject: [PATCH 18/18] even faster --- src/fast_array_utils/stats/_power.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fast_array_utils/stats/_power.py b/src/fast_array_utils/stats/_power.py index 0026fc6..43dada2 100644 --- a/src/fast_array_utils/stats/_power.py +++ b/src/fast_array_utils/stats/_power.py @@ -33,7 +33,7 @@ def power(x: _Arr, n: int, /, dtype: DTypeLike | None = None) -> _Arr: def _power(x: Array, n: int, /, dtype: DTypeLike | None = None) -> Array: if TYPE_CHECKING: assert not isinstance(x, types.DaskArray | types.CSBase | types.CupyCSMatrix) - return np.power(x, n, dtype=dtype) + return x**n if dtype is None else np.power(x, n, dtype=dtype) # type: ignore[operator] @_power.register(types.CSBase | types.CupyCSMatrix)