From 4cd84679942ec372625236dde1bc60ba988e2a10 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 08:20:11 +0300 Subject: [PATCH 01/17] feat(manipulation): add np.flip, np.fliplr, np.flipud (NumPy 2.x parity) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Implements the flip family as O(ndim) view constructors, matching NumPy 2.4.2 (numpy/lib/_function_base_impl.py flip, _twodim_base_impl.py fliplr/flipud) probed behavior exactly. API (Manipulation/np.flip.cs): - np.flip(m, int? axis = null) — axis=null flips ALL axes (m[::-1,...,::-1]) - np.flip(m, int[] axis) — NumPy tuple-of-ints form; empty array flips nothing (full unreversed view); null = flip all - np.fliplr(m) — m[:, ::-1], requires ndim >= 2 - np.flipud(m) — m[::-1, ...], requires ndim >= 1 Implementation: - Hot path builds the flipped view directly: negate the stride of each flipped axis and advance the base offset by stride*(dim-1), then Shape(dims, strides, offset, bufferSize) + Storage.Alias — the exact Transpose pattern. No slice resolution, no data movement, no kernel (NumPy's flip is likewise pure basic indexing; there is no loop). - Cold path (0-d and size==0 arrays) routes through the general Slice[] machinery: flip(0-d) yields the scalar back (NumPy's m[()]). - Differentially verified BIT-IDENTICAL (values, dims, strides, offset, C/F-contiguity, writeable, broadcasted, sliced flags) against the m[..., ::-1, ...] slice path across 13 layouts x axis sets (50 checks): C-contig 1/2/3/5-D, F-contig, transposed, stepped slice, offset view, negative-stride input, full+partial broadcast, dim-1 axis, 1-element. Downstream kernels consume the direct-built views (sum/add/copy/print). NumPy semantics pinned (61-check parity battery, all probed on 2.4.2): - normalize_axis_tuple order: the WHOLE axis tuple normalizes first (AxisError reports the ORIGINAL negative axis, e.g. "axis -4 is out of bounds for array of dimension 3"), duplicates checked after — flip(a, (0,0,5)) raises AxisError, not ValueError("repeated axis"). - flip(0-d) / flip(0-d, ()) return the 0-d scalar; flip(0-d, 0) raises AxisError "axis 0 is out of bounds for array of dimension 0". - fliplr/flipud guards raise ValueError "Input must be >= 2-d." / ">= 1-d." verbatim (checked before any axis work). - Views all the way down: write-through to the root (incl. flip of a sliced view), double flip restores contiguity flags, flip of a broadcast stays read-only (Alias writeability inheritance). - All 15 dtypes preserved (Boolean..Complex incl. Char/Half/Decimal). Perf (Release, best-of-rounds, 1M iters; NPY/NS ratio, higher = faster): - axis-specified forms beat NumPy 1.1-2.6x (flip(a,ax) ~1.08x, flip(a,(0,1)) ~2.5x, flip3d(ax) ~2.6x) — NumPy pays Python-level normalize_axis_tuple there. - bare flip/fliplr/flipud ~0.55-0.9x vs NumPy's C basic-indexing fast path (~350-450ns): bounded by the house view-materialization floor (bare Shape ctor + Alias + NDArray measured ~640ns), which every view op shares. Same-process A/B: the direct path is ~2.8x faster than the Slice[] machinery, making np.flip the fastest view op in the codebase (beats transpose 1136ns and expand_dims 1253ns). Tests (test/NumSharp.UnitTest/Manipulation/np.flip.Test.cs, 46 methods): axis variants incl. tuple/negative/empty, view write-through, broadcast read-only, transposed/stepped inputs, 0-d/empty/1-element, verbatim error messages + precedence, all-15-dtype preservation + round-trip, fliplr/flipud values, equivalences flip(m,0)==flipud(m) and flip(m,1)==fliplr(m). Full suite: 11,452 passed / 0 failed (net8.0); flip tests green on net8.0 + net10.0. Docs: added flip/fliplr/flipud to CLAUDE.md Shape Manipulation section (+ semantics note) and website-src/api/index.md Shape Manipulation table. --- .claude/CLAUDE.md | 11 +- docs/website-src/api/index.md | 3 + src/NumSharp.Core/Manipulation/np.flip.cs | 212 +++++++ .../Manipulation/np.flip.Test.cs | 550 ++++++++++++++++++ 4 files changed, 775 insertions(+), 1 deletion(-) create mode 100644 src/NumSharp.Core/Manipulation/np.flip.cs create mode 100644 test/NumSharp.UnitTest/Manipulation/np.flip.Test.cs diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index f0a9fa284..bdadda541 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -241,7 +241,16 @@ Tested against NumPy 2.x. `arange`, `array`, `asanyarray`, `asarray`, `ascontiguousarray`, `asfortranarray`, `copy`, `empty`, `empty_like`, `eye`, `frombuffer`, `full`, `full_like`, `identity`, `linspace`, `meshgrid`, `mgrid`, `ones`, `ones_like`, `zeros`, `zeros_like` ### Shape Manipulation -`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `moveaxis`, `pad`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` +`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `flip`, `fliplr`, `flipud`, `hsplit`, `hstack`, `insert`, `moveaxis`, `pad`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` + +`flip`/`fliplr`/`flipud` return **O(ndim) views** (stride negation + base-offset shift via `Storage.Alias`, +the Transpose pattern — no slice resolution, no data movement), bit-identical to the `m[..., ::-1, ...]` +slice path for every layout incl. F-contiguous/transposed/stepped/broadcast (flip of a read-only broadcast +stays read-only). `flip(m, axis: null)` flips ALL axes; `flip(m, int[])` is the tuple form (empty array += flip nothing; the axes are normalized NumPy-style: full `AxisError` pass — reporting the original +negative axis — THEN `ValueError("repeated axis")`, so `(0,0,5)` raises AxisError). 0-d: `flip(m)` returns +the scalar (NumPy's `m[()]`), `flip(m, 0)` raises AxisError. `fliplr` requires ndim≥2 / `flipud` ndim≥1 +(`ValueError("Input must be >= 2-d." / ">= 1-d.")` verbatim). See `Manipulation/np.flip.cs`. `resize` ships as both `np.resize(a, new_shape)` (function — fills the enlarged output with **repeated copies** of `a` in C-order via an exact-sized doubling byte-tile; empty source / zero new-size → `zeros`; always C-contiguous; any input layout is raveled first) and `ndarray.resize(new_shape, refcheck=true)` (**in-place** — grows with **zeros**, shrinks by truncation, operates on the raw contiguous buffer so an F-contiguous resize relabels memory column-major). The method mirrors NumPy's guards verbatim (`IncorrectShapeException`): single-segment only, and when the byte size changes it must own its data (not a view) and — under `refcheck` — not be shared (`IArraySlice.IsUniquelyReferenced`, backed by the ARC block refcount); `refcheck:false` bypasses. Same-size resize is a pure in-place reshape (no ownership/reference check). See `Manipulation/np.resize.cs`, `Manipulation/NDArray.resize.cs`. diff --git a/docs/website-src/api/index.md b/docs/website-src/api/index.md index bc0298e3a..a64196514 100644 --- a/docs/website-src/api/index.md +++ b/docs/website-src/api/index.md @@ -187,6 +187,9 @@ Functions for changing array shape and dimensions. | `np.swapaxes(a, ax1, ax2)` | Swap two axes | | `np.moveaxis(a, src, dst)` | Move axes to new positions | | `np.rollaxis(a, axis)` | Roll axis backwards | +| `np.flip(a, axis)` | Reverse element order along axes (returns view) | +| `np.fliplr(a)` | Flip left/right — reverse axis 1 (returns view) | +| `np.flipud(a)` | Flip up/down — reverse axis 0 (returns view) | | `np.atleast_1d(a)` | Convert to at least 1-D | | `np.atleast_2d(a)` | Convert to at least 2-D | | `np.atleast_3d(a)` | Convert to at least 3-D | diff --git a/src/NumSharp.Core/Manipulation/np.flip.cs b/src/NumSharp.Core/Manipulation/np.flip.cs new file mode 100644 index 000000000..0110b5b08 --- /dev/null +++ b/src/NumSharp.Core/Manipulation/np.flip.cs @@ -0,0 +1,212 @@ +using System; +using System.Collections.Generic; + +namespace NumSharp +{ + public static partial class np + { + /// + /// The reversing slice (::-1) placed on every flipped axis of the cold-path indexer. + /// + private static readonly Slice ReversedSlice = new Slice(null, null, -1); + + /// fliplr's axis tuple — m[:, ::-1] == np.flip(m, axis: 1). + private static readonly int[] FlipAxis1 = {1}; + + /// flipud's axis tuple — m[::-1, ...] == np.flip(m, axis: 0). + private static readonly int[] FlipAxis0 = {0}; + + /// + /// Reverse the order of elements in an array along the given axis. + /// The shape of the array is preserved, but the elements are reordered. + /// + /// Input array. + /// + /// Axis along which to flip over. The default, null, will flip over all of the axes of the + /// input array. If axis is negative it counts from the last to the first axis. + /// + /// + /// A view of with the entries of axis reversed. Since a view is returned, + /// this operation is done in constant time. + /// + /// When is out of bounds for the array's dimensions. + /// https://numpy.org/doc/stable/reference/generated/numpy.flip.html + public static NDArray flip(NDArray m, int? axis = null) + { + if (m is null) + throw new ArgumentNullException(nameof(m)); + + if (axis == null) + return FlipAxes(m, null); + + // normalize_axis_index: AxisError reports the ORIGINAL axis value. + int ndim = m.ndim; + int ax = axis.Value; + int adjusted = ax >= 0 ? ax : ndim + ax; + if (adjusted < 0 || adjusted >= ndim) + throw new AxisError(ax, ndim); + + return FlipAxes(m, new[] {adjusted}); + } + + /// + /// Reverse the order of elements in an array along the given axes. + /// The shape of the array is preserved, but the elements are reordered. + /// + /// Input array. + /// + /// Axes along which to flip over — NumPy's tuple-of-ints form; flipping is performed on all of + /// the specified axes. Negative axes count from the last to the first axis. An empty array + /// flips no axis (returns an unreversed view of the whole array); null flips all axes. + /// + /// + /// A view of with the entries of the given axes reversed. Since a view is + /// returned, this operation is done in constant time. + /// + /// When any axis is out of bounds for the array's dimensions. + /// When an axis is repeated ("repeated axis"). + /// https://numpy.org/doc/stable/reference/generated/numpy.flip.html + public static NDArray flip(NDArray m, int[] axis) + { + if (m is null) + throw new ArgumentNullException(nameof(m)); + + if (axis == null) + return FlipAxes(m, null); + + int ndim = m.ndim; + + // normalize_axis_tuple: normalize the whole tuple first (AxisError reports the ORIGINAL + // axis value), only then reject duplicates — NumPy raises AxisError for (0, 0, 5). + var normalized = new int[axis.Length]; + for (int i = 0; i < axis.Length; i++) + { + int ax = axis[i]; + int adjusted = ax >= 0 ? ax : ndim + ax; + if (adjusted < 0 || adjusted >= ndim) + throw new AxisError(ax, ndim); + normalized[i] = adjusted; + } + + var seen = new HashSet(); + for (int i = 0; i < normalized.Length; i++) + if (!seen.Add(normalized[i])) + throw new ValueError("repeated axis"); + + return FlipAxes(m, normalized); + } + + /// + /// Reverse the order of elements along axis 1 (left/right). + /// For a 2-D array, this flips the entries in each row in the left/right direction. + /// Columns are preserved, but appear in a different order than before. + /// + /// Input array, must be at least 2-D. + /// + /// A view of with the columns reversed — equivalent to m[:, ::-1] + /// or np.flip(m, axis: 1). Since a view is returned, this operation is done in constant time. + /// + /// When is less than 2-d ("Input must be >= 2-d."). + /// https://numpy.org/doc/stable/reference/generated/numpy.fliplr.html + public static NDArray fliplr(NDArray m) + { + if (m is null) + throw new ArgumentNullException(nameof(m)); + + if (m.ndim < 2) + throw new ValueError("Input must be >= 2-d."); + + return FlipAxes(m, FlipAxis1); + } + + /// + /// Reverse the order of elements along axis 0 (up/down). + /// For a 2-D array, this flips the entries in each column in the up/down direction. + /// Rows are preserved, but appear in a different order than before. + /// + /// Input array, must be at least 1-D. + /// + /// A view of with the rows reversed — equivalent to m[::-1, ...] + /// or np.flip(m, axis: 0). Since a view is returned, this operation is done in constant time. + /// + /// When is less than 1-d ("Input must be >= 1-d."). + /// https://numpy.org/doc/stable/reference/generated/numpy.flipud.html + public static NDArray flipud(NDArray m) + { + if (m is null) + throw new ArgumentNullException(nameof(m)); + + if (m.ndim < 1) + throw new ValueError("Input must be >= 1-d."); + + return FlipAxes(m, FlipAxis0); + } + + /// + /// Builds the flipped view: reversing an axis is stride negation plus moving the base + /// offset to the last element along that axis — O(ndim), no data movement, exactly the + /// view NumPy's m[..., ::-1, ...] basic indexing produces. + /// + /// Input array (any layout: contiguous, sliced, transposed, broadcast). + /// Normalized (non-negative, unique) axes to reverse; null reverses all axes. + private static NDArray FlipAxes(NDArray m, int[] axes) + { + var shape = m.Shape; + int ndim = m.ndim; + + // Cold path — 0-d (the empty indexer m[()] yields the scalar back) and size-0 arrays + // (nothing to reverse) go through the general slice machinery. + if (ndim == 0 || shape.size == 0) + { + var indexer = new Slice[ndim]; + for (int i = 0; i < ndim; i++) + indexer[i] = Slice.All; + if (axes == null) + for (int i = 0; i < ndim; i++) + indexer[i] = ReversedSlice; + else + for (int i = 0; i < axes.Length; i++) + indexer[axes[i]] = ReversedSlice; + return m[indexer]; + } + + var srcDims = shape.dimensions; + var srcStrides = shape.strides; + + var dims = new long[ndim]; + var strides = new long[ndim]; + for (int i = 0; i < ndim; i++) + { + dims[i] = srcDims[i]; + strides[i] = srcStrides[i]; + } + + // size > 0 guarantees every dim >= 1, so (dim - 1) never underflows the offset. + long offset = shape.offset; + if (axes == null) + { + for (int i = 0; i < ndim; i++) + { + offset += srcStrides[i] * (srcDims[i] - 1); + strides[i] = -srcStrides[i]; + } + } + else + { + for (int i = 0; i < axes.Length; i++) + { + int ax = axes[i]; + offset += srcStrides[ax] * (srcDims[ax] - 1); + strides[ax] = -srcStrides[ax]; + } + } + + long bufferSize = shape.bufferSize > 0 ? shape.bufferSize : shape.size; + var flipped = new Shape(dims, strides, offset, bufferSize); + + // Alias() inherits writeability from the source, so flipping a read-only array + // (broadcast / 'r' memmap) stays read-only — same pattern as Transpose. + return new NDArray(m.Storage.Alias(flipped)) {TensorEngine = m.TensorEngine}; + } + } +} diff --git a/test/NumSharp.UnitTest/Manipulation/np.flip.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.flip.Test.cs new file mode 100644 index 000000000..811aeebff --- /dev/null +++ b/test/NumSharp.UnitTest/Manipulation/np.flip.Test.cs @@ -0,0 +1,550 @@ +using System; +using System.Linq; +using AwesomeAssertions; +using Microsoft.VisualStudio.TestTools.UnitTesting; +using NumSharp.UnitTest.Utilities; + +namespace NumSharp.UnitTest.Manipulation +{ + /// + /// Comprehensive tests for np.flip / np.fliplr / np.flipud, verified against NumPy 2.4.2 output. + /// + /// All three return VIEWS (negative-stride slices, constant time) — never copies. + /// + /// NumPy reference: https://numpy.org/doc/stable/reference/generated/numpy.flip.html + /// NumPy source: numpy/lib/_function_base_impl.py (flip), numpy/lib/_twodim_base_impl.py (fliplr/flipud) + /// NumPy test source: numpy/_core/tests/test_function_base.py, numpy/lib/tests/test_twodim_base.py + /// + [TestClass] + public class np_flip_Test + { + // ================================================================ + // np.flip — AXIS VARIANTS (baseline: np.arange(8).reshape(2,2,2)) + // ================================================================ + + [TestMethod] + public void Flip_1D() + { + // np.flip(np.arange(5)) => [4 3 2 1 0] + var result = np.flip(np.arange(5)); + + result.Should().BeShaped(5); + result.Should().BeOfValues(4, 3, 2, 1, 0); + } + + [TestMethod] + public void Flip_3D_AllAxes() + { + // np.flip(np.arange(8).reshape(2,2,2)) => [[[7 6],[5 4]],[[3 2],[1 0]]] + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(7, 6, 5, 4, 3, 2, 1, 0); + } + + [TestMethod] + public void Flip_3D_Axis0() + { + // np.flip(a, 0) => [[[4 5],[6 7]],[[0 1],[2 3]]] + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, 0); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(4, 5, 6, 7, 0, 1, 2, 3); + } + + [TestMethod] + public void Flip_3D_Axis1() + { + // np.flip(a, 1) => [[[2 3],[0 1]],[[6 7],[4 5]]] + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, 1); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(2, 3, 0, 1, 6, 7, 4, 5); + } + + [TestMethod] + public void Flip_3D_Axis2() + { + // np.flip(a, 2) => [[[1 0],[3 2]],[[5 4],[7 6]]] + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, 2); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(1, 0, 3, 2, 5, 4, 7, 6); + } + + [TestMethod] + public void Flip_3D_NegativeAxis() + { + // np.flip(a, -1) == np.flip(a, 2) + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, -1); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(1, 0, 3, 2, 5, 4, 7, 6); + } + + [TestMethod] + public void Flip_3D_AxisTuple() + { + // np.flip(a, (0, 2)) => [[[5 4],[7 6]],[[1 0],[3 2]]] + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, new[] {0, 2}); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(5, 4, 7, 6, 1, 0, 3, 2); + } + + [TestMethod] + public void Flip_3D_AxisTuple01() + { + // np.flip(a, (0, 1)) => [[[6 7],[4 5]],[[2 3],[0 1]]] + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, new[] {0, 1}); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(6, 7, 4, 5, 2, 3, 0, 1); + } + + [TestMethod] + public void Flip_3D_AxisTupleNegative() + { + // np.flip(a, (-2,)) == np.flip(a, 1) + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, new[] {-2}); + + result.Should().BeOfValues(2, 3, 0, 1, 6, 7, 4, 5); + } + + [TestMethod] + public void Flip_EmptyAxisTuple_FlipsNothing() + { + // np.flip(a, ()) => a (an unreversed full view) + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, new int[0]); + + result.Should().BeShaped(2, 2, 2); + result.Should().BeOfValues(0, 1, 2, 3, 4, 5, 6, 7); + } + + [TestMethod] + public void Flip_NullAxisArray_FlipsAllAxes() + { + // C# null int[] maps to NumPy axis=None: flip over all axes. + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(a, (int[])null); + + result.Should().BeOfValues(7, 6, 5, 4, 3, 2, 1, 0); + } + + [TestMethod] + public void Flip_2x3x4_AllAxes() + { + // np.flip(np.arange(24).reshape(2,3,4)).ravel() => [23 22 ... 1 0] + var B = np.arange(24).reshape(2, 3, 4); + var result = np.flip(B); + + result.Should().BeShaped(2, 3, 4); + result.Should().BeOfValues(23, 22, 21, 20, 19, 18, 17, 16, 15, 14, 13, 12, + 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0); + } + + [TestMethod] + public void Flip_2x3x4_AxisTuple02() + { + // np.flip(np.arange(24).reshape(2,3,4), (0,2)).ravel() + // => [15 14 13 12 19 18 17 16 23 22 21 20 3 2 1 0 7 6 5 4 11 10 9 8] + var B = np.arange(24).reshape(2, 3, 4); + var result = np.flip(B, new[] {0, 2}); + + result.Should().BeOfValues(15, 14, 13, 12, 19, 18, 17, 16, 23, 22, 21, 20, + 3, 2, 1, 0, 7, 6, 5, 4, 11, 10, 9, 8); + } + + // ================================================================ + // VIEW SEMANTICS + // ================================================================ + + [TestMethod] + public void Flip_ReturnsView_WriteThrough() + { + // f = np.flip(x); f[0] = 99 => x[-1] == 99 (flip returns a view, not a copy) + var x = np.arange(10); + var f = np.flip(x); + + f["0"] = (NDArray)99; + + x.Should().BeOfValues(0, 1, 2, 3, 4, 5, 6, 7, 8, 99); + } + + [TestMethod] + public void Flip_OfSlicedView_WritesThroughToRoot() + { + // x = np.arange(10); fv = np.flip(x[2:8]); fv[0] = 99 => x[7] == 99 + var x = np.arange(10); + var fv = np.flip(x["2:8"]); + + fv.Should().BeOfValues(7, 6, 5, 4, 3, 2); + + fv["0"] = (NDArray)99; + x.Should().BeOfValues(0, 1, 2, 3, 4, 5, 6, 99, 8, 9); + } + + [TestMethod] + public void Flip_DoubleFlip_RestoresOrder() + { + // np.flip(np.flip(a, 0), 0) == a + var a = np.arange(8).reshape(2, 2, 2); + var result = np.flip(np.flip(a, 0), 0); + + result.Should().BeOfValues(0, 1, 2, 3, 4, 5, 6, 7); + } + + [TestMethod] + public void Flip_Broadcast_PreservesReadonly() + { + // b = np.broadcast_to(np.arange(3), (2,3)); np.flip(b, 1) => [[2 1 0],[2 1 0]], WRITEABLE=False + var b = np.broadcast_to(np.arange(3), new Shape(2, 3)); + var result = np.flip(b, 1); + + result.Should().BeShaped(2, 3); + result.Should().BeOfValues(2, 1, 0, 2, 1, 0); + result.Shape.IsWriteable.Should().BeFalse("flip of a broadcast view stays read-only, matching NumPy"); + } + + // ================================================================ + // NON-CONTIGUOUS INPUTS + // ================================================================ + + [TestMethod] + public void Flip_TransposedInput() + { + // t = np.arange(12).reshape(3,4).T; np.flip(t, 0) => [[3 7 11],[2 6 10],[1 5 9],[0 4 8]] + var t = np.arange(12).reshape(3, 4).T; + var result = np.flip(t, 0); + + result.Should().BeShaped(4, 3); + result.Should().BeOfValues(3, 7, 11, 2, 6, 10, 1, 5, 9, 0, 4, 8); + } + + [TestMethod] + public void Flip_SteppedSliceInput() + { + // np.flip(np.arange(10)[1:9:2]) => [7 5 3 1] + var sl = np.arange(10)["1:9:2"]; + var result = np.flip(sl); + + result.Should().BeOfValues(7, 5, 3, 1); + } + + // ================================================================ + // 0-D / EMPTY / DEGENERATE + // ================================================================ + + [TestMethod] + public void Flip_0d_ReturnsScalar() + { + // np.flip(np.array(5)) => np.int64(5) (0-d in, 0-d out) + var s = NDArray.Scalar(5); + var result = np.flip(s); + + result.ndim.Should().Be(0); + ((int)result).Should().Be(5); + } + + [TestMethod] + public void Flip_0d_EmptyAxisTuple_ReturnsScalar() + { + // np.flip(np.array(5), ()) => np.int64(5) + var s = NDArray.Scalar(5); + var result = np.flip(s, new int[0]); + + result.ndim.Should().Be(0); + ((int)result).Should().Be(5); + } + + [TestMethod] + public void Flip_Empty() + { + // np.flip(np.zeros((0,3))).shape => (0, 3), also per-axis + var e = np.zeros(new Shape(0, 3)); + + np.flip(e).Should().BeShaped(0, 3); + np.flip(e, 0).Should().BeShaped(0, 3); + np.flip(e, 1).Should().BeShaped(0, 3); + } + + [TestMethod] + public void Flip_OneElement() + { + // np.flip(np.array([7])) => [7] + var result = np.flip(np.array(new[] {7})); + + result.Should().BeShaped(1); + result.Should().BeOfValues(7); + } + + // ================================================================ + // ERRORS (types and messages match NumPy 2.4.2 verbatim) + // ================================================================ + + [TestMethod] + public void Flip_0d_WithAxis_Throws() + { + // np.flip(np.array(5), 0) => AxisError: axis 0 is out of bounds for array of dimension 0 + var s = NDArray.Scalar(5); + + new Action(() => np.flip(s, 0)).Should().Throw() + .WithMessage("*axis 0 is out of bounds for array of dimension 0*"); + } + + [TestMethod] + public void Flip_AxisOutOfBounds_Throws() + { + // np.flip(a, 3) => AxisError: axis 3 is out of bounds for array of dimension 3 + var a = np.arange(8).reshape(2, 2, 2); + + new Action(() => np.flip(a, 3)).Should().Throw() + .WithMessage("*axis 3 is out of bounds for array of dimension 3*"); + } + + [TestMethod] + public void Flip_NegativeAxisOutOfBounds_ThrowsWithOriginalAxis() + { + // np.flip(a, -4) => AxisError: axis -4 is out of bounds for array of dimension 3 + // (message reports the ORIGINAL negative axis, not the normalized one) + var a = np.arange(8).reshape(2, 2, 2); + + new Action(() => np.flip(a, -4)).Should().Throw() + .WithMessage("*axis -4 is out of bounds for array of dimension 3*"); + } + + [TestMethod] + public void Flip_RepeatedAxis_Throws() + { + // np.flip(a, (0, 0)) => ValueError: repeated axis + var a = np.arange(8).reshape(2, 2, 2); + + new Action(() => np.flip(a, new[] {0, 0})).Should().Throw() + .WithMessage("*repeated axis*"); + } + + [TestMethod] + public void Flip_RepeatedAxis_AfterNormalization_Throws() + { + // np.flip(a, (0, -3)) => ValueError: repeated axis (-3 normalizes to 0) + var a = np.arange(8).reshape(2, 2, 2); + + new Action(() => np.flip(a, new[] {0, -3})).Should().Throw() + .WithMessage("*repeated axis*"); + } + + [TestMethod] + public void Flip_OutOfBoundsBeatsRepeated() + { + // np.flip(a, (0, 0, 5)) => AxisError (normalize_axis_tuple normalizes the WHOLE + // tuple before the duplicate check, so out-of-bounds wins even after a duplicate) + var a = np.arange(8).reshape(2, 2, 2); + + new Action(() => np.flip(a, new[] {0, 0, 5})).Should().Throw() + .WithMessage("*axis 5 is out of bounds for array of dimension 3*"); + } + + [TestMethod] + public void Flip_TupleAxisOutOfBounds_Throws() + { + // np.flip(a, (1, 5)) => AxisError: axis 5 is out of bounds for array of dimension 3 + var a = np.arange(8).reshape(2, 2, 2); + + new Action(() => np.flip(a, new[] {1, 5})).Should().Throw() + .WithMessage("*axis 5 is out of bounds for array of dimension 3*"); + } + + // ================================================================ + // DTYPE COVERAGE (flip is a pure view op — dtype always preserved) + // ================================================================ + + [TestMethod] + public void Flip_AllDtypes_PreservedAndReversed() + { + foreach (var tc in new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, + NPTypeCode.UInt16, NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, + NPTypeCode.UInt64, NPTypeCode.Char, NPTypeCode.Half, NPTypeCode.Single, + NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }) + { + var src = np.arange(6).astype(tc).reshape(2, 3); + var flipped = np.flip(src); + + flipped.typecode.Should().Be(tc, $"flip must preserve dtype {tc}"); + flipped.Should().BeShaped(2, 3); + + // first element of the flip == last element of the source + flipped.flat.Cast().First().Should().Be(src.flat.Cast().Last(), $"dtype {tc}"); + + // double flip restores the source bit-exactly + np.array_equal(np.flip(flipped), src).Should().BeTrue($"double flip must round-trip for dtype {tc}"); + } + } + + [TestMethod] + public void Flip_Boolean_Values() + { + // z = np.array([[True,False,False],[False,True,True]]) + // np.flip(z) => [[True True False],[False False True]] + // np.flip(z, 0) => [[False True True],[True False False]] + var z = np.array(new bool[,] {{true, false, false}, {false, true, true}}); + + np.flip(z).Should().BeOfValues(true, true, false, false, false, true); + np.flip(z, 0).Should().BeOfValues(false, true, true, true, false, false); + } + + // ================================================================ + // np.fliplr + // ================================================================ + + [TestMethod] + public void Fliplr_2D() + { + // np.fliplr(np.diag([1.,2.,3.])) => [[0 0 1],[0 2 0],[3 0 0]] + var A = np.array(new double[,] {{1, 0, 0}, {0, 2, 0}, {0, 0, 3}}); + var result = np.fliplr(A); + + result.Should().BeShaped(3, 3); + result.Should().BeOfValues(0, 0, 1, 0, 2, 0, 3, 0, 0); + } + + [TestMethod] + public void Fliplr_3D() + { + // np.fliplr(np.arange(24).reshape(2,3,4)).ravel() + // => [8 9 10 11 4 5 6 7 0 1 2 3 20 21 22 23 16 17 18 19 12 13 14 15] + var B = np.arange(24).reshape(2, 3, 4); + var result = np.fliplr(B); + + result.Should().BeShaped(2, 3, 4); + result.Should().BeOfValues(8, 9, 10, 11, 4, 5, 6, 7, 0, 1, 2, 3, + 20, 21, 22, 23, 16, 17, 18, 19, 12, 13, 14, 15); + } + + [TestMethod] + public void Fliplr_EqualsFlipAxis1() + { + // np.fliplr(m) == np.flip(m, 1) + var B = np.arange(24).reshape(2, 3, 4); + + np.array_equal(np.fliplr(B), np.flip(B, 1)).Should().BeTrue(); + } + + [TestMethod] + public void Fliplr_IsView() + { + var A = np.arange(4).reshape(2, 2); + var f = np.fliplr(A); + + f["0, 0"] = (NDArray)99; // f[0,0] aliases A[0,1] + + A.Should().BeOfValues(0, 99, 2, 3); + } + + [TestMethod] + public void Fliplr_Empty() + { + // np.fliplr(np.zeros((0,3))).shape => (0,3); np.fliplr(np.zeros((2,0))).shape => (2,0) + np.fliplr(np.zeros(new Shape(0, 3))).Should().BeShaped(0, 3); + np.fliplr(np.zeros(new Shape(2, 0))).Should().BeShaped(2, 0); + } + + [TestMethod] + public void Fliplr_1D_Throws() + { + // np.fliplr(np.array([1,2])) => ValueError: Input must be >= 2-d. + new Action(() => np.fliplr(np.array(new[] {1, 2}))).Should().Throw() + .WithMessage("*Input must be >= 2-d.*"); + } + + [TestMethod] + public void Fliplr_0d_Throws() + { + // np.fliplr(np.array(5)) => ValueError: Input must be >= 2-d. + new Action(() => np.fliplr(NDArray.Scalar(5))).Should().Throw() + .WithMessage("*Input must be >= 2-d.*"); + } + + // ================================================================ + // np.flipud + // ================================================================ + + [TestMethod] + public void Flipud_2D() + { + // np.flipud(np.diag([1.,2.,3.])) => [[0 0 3],[0 2 0],[1 0 0]] + var A = np.array(new double[,] {{1, 0, 0}, {0, 2, 0}, {0, 0, 3}}); + var result = np.flipud(A); + + result.Should().BeShaped(3, 3); + result.Should().BeOfValues(0, 0, 3, 0, 2, 0, 1, 0, 0); + } + + [TestMethod] + public void Flipud_1D() + { + // np.flipud([1,2]) => [2 1] + var result = np.flipud(np.array(new[] {1, 2})); + + result.Should().BeOfValues(2, 1); + } + + [TestMethod] + public void Flipud_3D() + { + // np.flipud(np.arange(24).reshape(2,3,4)).ravel() => [12..23, 0..11] + var B = np.arange(24).reshape(2, 3, 4); + var result = np.flipud(B); + + result.Should().BeShaped(2, 3, 4); + result.Should().BeOfValues(12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, + 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11); + } + + [TestMethod] + public void Flipud_EqualsFlipAxis0() + { + // np.flipud(m) == np.flip(m, 0) + var B = np.arange(24).reshape(2, 3, 4); + + np.array_equal(np.flipud(B), np.flip(B, 0)).Should().BeTrue(); + } + + [TestMethod] + public void Flipud_IsView() + { + var A = np.arange(4).reshape(2, 2); + var f = np.flipud(A); + + f["0, 0"] = (NDArray)99; // f[0,0] aliases A[1,0] + + A.Should().BeOfValues(0, 1, 99, 3); + } + + [TestMethod] + public void Flipud_Empty() + { + // np.flipud(np.zeros((0,3))).shape => (0,3) + np.flipud(np.zeros(new Shape(0, 3))).Should().BeShaped(0, 3); + } + + [TestMethod] + public void Flipud_0d_Throws() + { + // np.flipud(np.array(5)) => ValueError: Input must be >= 1-d. + new Action(() => np.flipud(NDArray.Scalar(5))).Should().Throw() + .WithMessage("*Input must be >= 1-d.*"); + } + } +} From c761b46a6aa568bfabda96a74d17fd89dabfa7c4 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 11:43:11 +0300 Subject: [PATCH 02/17] feat(manipulation): add np.permute_dims, np.matrix_transpose, ndarray.mT (NumPy 2.4.2 transpose aliases) Implements the NumPy 2.x / Array-API transpose aliases, both pure O(1) views (metadata-only stride/shape permutation, no data copy) exactly as NumPy does. ## np.permute_dims(a, axes=null) - Straight alias of np.transpose (in NumPy 2.4.2, 'np.permute_dims is np.transpose' returns True). Delegates to a.TensorEngine.Transpose(a, axes) so it inherits the full transpose behavior: axis reversal by default, explicit permutation, negative axis indices, empty arrays, read-only/broadcast preservation, and the verbatim 'repeated axis in transpose' / "axes don't match array" errors. - Parameter named 'axes' to match NumPy's documented public signature. ## np.matrix_transpose(x) - Swaps the two innermost axes: (..., M, N) -> (..., N, M), i.e. swapaxes(x, -1, -2) (matches NumPy's fromnumeric.py which composes swapaxes). Returns a view. - Requires ndim >= 2, else ArgumentException with the NumPy-verbatim message 'Input array must be at least 2-dimensional, but it is {ndim}'. - SwapAxes normalizes the negative axes via check_and_adjust_axis, so the last two dims are swapped for any rank; empty and non-contiguous inputs handled by the existing Transpose view path. ## ndarray.mT property - Companion to the existing ndarray.T; same operation as np.matrix_transpose but raises NumPy's DISTINCT message 'matrix transpose with ndim < 2 is undefined' (the two entry points genuinely differ in NumPy 2.4.2 - both probed). Not added: ndarray.permute_dims()/matrix_transpose() methods (NumPy exposes neither - only the mT property), and np.linalg.matrix_transpose (NumSharp has no np.linalg namespace; it is redundant with np.matrix_transpose). ## Validation All outputs, shapes, view/write-through semantics, read-only preservation on broadcast views, and both error messages verified bit-identical against NumPy 2.4.2 across the variation matrix: C/F-contiguous, negative-stride, sliced, transposed/ non-contiguous, 0-d/1-d, empty (0x3, 2x0x3), higher-rank (5-D), and broadcast views. ## Tests - test/.../np.permute_dims.Test.cs (8): reverse 2-D/3-D, explicit & negative axes, 1-D unchanged, alias-equivalence to transpose, repeated-axis & wrong-length errors. - test/.../np.matrix_transpose.Test.cs (11): 2-D/3-D/higher-rank, swapaxes equivalence, view write-through, empty arrays, broadcast read-only, ndim<2 errors (function + mT), and the mT property. All 19 pass on net8.0 and net10.0; 23 existing transpose/swapaxes tests still green. --- .claude/CLAUDE.md | 4 +- src/NumSharp.Core/Backends/NDArray.cs | 17 +++ .../Manipulation/np.matrix_transpose.cs | 24 +++++ .../Manipulation/np.permute_dims.cs | 21 ++++ .../Manipulation/np.matrix_transpose.Test.cs | 102 ++++++++++++++++++ .../Manipulation/np.permute_dims.Test.cs | 82 ++++++++++++++ 6 files changed, 249 insertions(+), 1 deletion(-) create mode 100644 src/NumSharp.Core/Manipulation/np.matrix_transpose.cs create mode 100644 src/NumSharp.Core/Manipulation/np.permute_dims.cs create mode 100644 test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs create mode 100644 test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index f0a9fa284..99e15ea7d 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -241,7 +241,9 @@ Tested against NumPy 2.x. `arange`, `array`, `asanyarray`, `asarray`, `ascontiguousarray`, `asfortranarray`, `copy`, `empty`, `empty_like`, `eye`, `frombuffer`, `full`, `full_like`, `identity`, `linspace`, `meshgrid`, `mgrid`, `ones`, `ones_like`, `zeros`, `zeros_like` ### Shape Manipulation -`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `moveaxis`, `pad`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` +`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `matrix_transpose`, `moveaxis`, `pad`, `permute_dims`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` + +`permute_dims` and `matrix_transpose` are the NumPy 2.x / Array-API transpose aliases (both pure O(1) views). `np.permute_dims(a, axes=null)` is a straight alias of `transpose` (delegates to `TensorEngine.Transpose`). `np.matrix_transpose(x)` swaps the two innermost axes (`(..., M, N)→(..., N, M)`, i.e. `swapaxes(x, -1, -2)`) and requires `ndim ≥ 2`, else `ArgumentException "Input array must be at least 2-dimensional, but it is {ndim}"`; the companion property `ndarray.mT` does the same but raises the NumPy-verbatim `"matrix transpose with ndim < 2 is undefined"` (distinct message, both probed against 2.4.2). Read-only/broadcast inputs stay non-writeable through the alias. See `Manipulation/np.permute_dims.cs`, `Manipulation/np.matrix_transpose.cs`, `Backends/NDArray.cs` (`mT`). `resize` ships as both `np.resize(a, new_shape)` (function — fills the enlarged output with **repeated copies** of `a` in C-order via an exact-sized doubling byte-tile; empty source / zero new-size → `zeros`; always C-contiguous; any input layout is raveled first) and `ndarray.resize(new_shape, refcheck=true)` (**in-place** — grows with **zeros**, shrinks by truncation, operates on the raw contiguous buffer so an F-contiguous resize relabels memory column-major). The method mirrors NumPy's guards verbatim (`IncorrectShapeException`): single-segment only, and when the byte size changes it must own its data (not a view) and — under `refcheck` — not be shared (`IArraySlice.IsUniquelyReferenced`, backed by the ARC block refcount); `refcheck:false` bypasses. Same-size resize is a pure in-place reshape (no ownership/reference check). See `Manipulation/np.resize.cs`, `Manipulation/NDArray.resize.cs`. diff --git a/src/NumSharp.Core/Backends/NDArray.cs b/src/NumSharp.Core/Backends/NDArray.cs index 8ae379bb4..b69f5be92 100644 --- a/src/NumSharp.Core/Backends/NDArray.cs +++ b/src/NumSharp.Core/Backends/NDArray.cs @@ -507,6 +507,23 @@ public NDArray T } } + /// + /// View of the matrix transposed array.

+ /// Swaps the two innermost dimensions, i.e. an array of shape (..., M, N) becomes (..., N, M).

+ /// Same as np.matrix_transpose(self) / self.swapaxes(-1, -2). Requires at least 2 dimensions. + /// + /// If this array has fewer than 2 dimensions. + /// https://numpy.org/doc/stable/reference/generated/numpy.ndarray.mT.html + public NDArray mT + { + get + { + if (ndim < 2) + throw new System.ArgumentException("matrix transpose with ndim < 2 is undefined"); + return TensorEngine.SwapAxes(this, -1, -2); + } + } + /// /// The shape representing this . /// diff --git a/src/NumSharp.Core/Manipulation/np.matrix_transpose.cs b/src/NumSharp.Core/Manipulation/np.matrix_transpose.cs new file mode 100644 index 000000000..2ccfa036c --- /dev/null +++ b/src/NumSharp.Core/Manipulation/np.matrix_transpose.cs @@ -0,0 +1,24 @@ +using System; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Transposes a matrix (or a stack of matrices) .

+ /// Swaps the two innermost dimensions, i.e. an array of shape (..., M, N) becomes (..., N, M).

+ /// Equivalent to np.swapaxes(x, -1, -2). This function is Array API compatible. + /// + /// Input array having shape (..., M, N) and whose two innermost dimensions form MxN matrices. + /// An array containing the transpose for each matrix and having shape (..., N, M). A view is returned whenever possible. + /// If has fewer than 2 dimensions. + /// https://numpy.org/doc/stable/reference/generated/numpy.matrix_transpose.html + public static NDArray matrix_transpose(NDArray x) + { + if (x.ndim < 2) + throw new ArgumentException($"Input array must be at least 2-dimensional, but it is {x.ndim}"); + + return x.TensorEngine.SwapAxes(x, -1, -2); + } + } +} diff --git a/src/NumSharp.Core/Manipulation/np.permute_dims.cs b/src/NumSharp.Core/Manipulation/np.permute_dims.cs new file mode 100644 index 000000000..c98c548ba --- /dev/null +++ b/src/NumSharp.Core/Manipulation/np.permute_dims.cs @@ -0,0 +1,21 @@ +namespace NumSharp +{ + public static partial class np + { + /// + /// Permute the axes (dimensions) of an array.

+ /// Array API standard alias of . + /// + /// Input array. + /// + /// If specified, it must be a permutation of [0, 1, ..., N-1] where N is the number of + /// axes of . Negative indices can also be used. The i-th axis of the returned array + /// will correspond to the axis numbered axes[i] of the input. If not specified, defaults to + /// reversing the order of the axes. + /// + /// with its axes permuted. A view is returned whenever possible. + /// https://numpy.org/doc/stable/reference/generated/numpy.permute_dims.html + public static NDArray permute_dims(NDArray a, int[] axes = null) + => a.TensorEngine.Transpose(a, axes); + } +} diff --git a/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs new file mode 100644 index 000000000..25aaae339 --- /dev/null +++ b/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs @@ -0,0 +1,102 @@ +using System; +using AwesomeAssertions; +using Microsoft.VisualStudio.TestTools.UnitTesting; +using NumSharp.UnitTest.Utilities; + +namespace NumSharp.UnitTest.Manipulation +{ + /// + /// np.matrix_transpose(x) swaps the two innermost axes: (..., M, N) -> (..., N, M). + /// Equivalent to np.swapaxes(x, -1, -2). Requires ndim >= 2. Also covers ndarray.mT. + /// + [TestClass] + public class np_matrix_transpose_Test + { + [TestMethod] + public void TwoDimensional() + { + var nd = np.arange(6).reshape(2, 3); + np.matrix_transpose(nd).Should() + .BeOfValues(0, 3, 1, 4, 2, 5).And.BeShaped(3, 2); + } + + [TestMethod] + public void StackOfMatrices_3D() + { + // (2,3,4) -> (2,4,3), each of the 2 matrices transposed independently. + var nd = np.arange(24).reshape(2, 3, 4); + np.matrix_transpose(nd).Should() + .BeOfValues(0, 4, 8, 1, 5, 9, 2, 6, 10, 3, 7, 11, + 12, 16, 20, 13, 17, 21, 14, 18, 22, 15, 19, 23) + .And.BeShaped(2, 4, 3); + } + + [TestMethod] + public void HigherRank_ShapeOnly() + { + np.matrix_transpose(np.ones(new Shape(2, 3, 4, 5))).Should().BeShaped(2, 3, 5, 4); + } + + [TestMethod] + public void EquivalentToSwapaxes() + { + var nd = np.arange(24).reshape(2, 3, 4); + np.array_equal(np.matrix_transpose(nd), np.swapaxes(nd, -1, -2)).Should().BeTrue(); + } + + [TestMethod] + public void ReturnsView_WriteThrough() + { + var nd = np.arange(6).reshape(2, 3); + var mt = np.matrix_transpose(nd); + mt[0, 0] = 99; + // mt[0,0] maps to nd[0,0]; write propagates to the shared buffer. + ((int)nd[0, 0]).Should().Be(99); + } + + [TestMethod] + public void EmptyArray() + { + np.matrix_transpose(np.zeros(new Shape(0, 3))).Should().BeShaped(3, 0); + np.matrix_transpose(np.zeros(new Shape(2, 0, 3))).Should().BeShaped(2, 3, 0); + } + + [TestMethod] + public void BroadcastView_StaysReadOnly() + { + var b = np.broadcast_to(np.arange(3), new Shape(2, 3)); + var mt = np.matrix_transpose(b); + mt.Should().BeShaped(3, 2); + mt.Shape.IsWriteable.Should().BeFalse(); + } + + [TestMethod] + public void OneDimensional_Throws() + { + new Action(() => np.matrix_transpose(np.array(1, 2, 3))).Should() + .Throw().WithMessage("*at least 2-dimensional*it is 1*"); + } + + [TestMethod] + public void ZeroDimensional_Throws() + { + new Action(() => np.matrix_transpose(NDArray.Scalar(5))).Should() + .Throw().WithMessage("*at least 2-dimensional*it is 0*"); + } + + [TestMethod] + public void MatrixTransposeProperty_mT() + { + var nd = np.arange(24).reshape(2, 3, 4); + np.array_equal(nd.mT, np.matrix_transpose(nd)).Should().BeTrue(); + nd.mT.Should().BeShaped(2, 4, 3); + } + + [TestMethod] + public void mT_OneDimensional_Throws() + { + new Action(() => { var _ = np.array(1, 2, 3).mT; }).Should() + .Throw().WithMessage("*matrix transpose with ndim < 2 is undefined*"); + } + } +} diff --git a/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs new file mode 100644 index 000000000..7dfb59af7 --- /dev/null +++ b/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs @@ -0,0 +1,82 @@ +using System; +using AwesomeAssertions; +using Microsoft.VisualStudio.TestTools.UnitTesting; +using NumSharp.UnitTest.Utilities; + +namespace NumSharp.UnitTest.Manipulation +{ + /// + /// np.permute_dims is the Array API alias of np.transpose (NumPy 2.x: np.permute_dims is np.transpose). + /// + [TestClass] + public class np_permute_dims_Test + { + [TestMethod] + public void Reverse_2x2() + { + var nd = np.array(1, 2, 3, 4).reshape(2, 2); + np.permute_dims(nd).Should() + .BeOfValues(1, 3, 2, 4).And.BeShaped(2, 2); + } + + [TestMethod] + public void Reverse_3x2x4() + { + var nd = np.arange(3 * 2 * 4).reshape(3, 2, 4); + np.permute_dims(nd).Should() + .BeOfValues(0, 8, 16, 4, 12, 20, 1, 9, 17, 5, 13, 21, 2, 10, 18, 6, 14, 22, 3, 11, 19, 7, 15, 23) + .And.BeShaped(4, 2, 3); + } + + [TestMethod] + public void ExplicitAxes() + { + var nd = np.arange(2 * 3).reshape(1, 2, 3); + np.permute_dims(nd, new int[] {1, 0, 2}).Should() + .BeOfValues(0, 1, 2, 3, 4, 5) + .And.BeShaped(2, 1, 3); + } + + [TestMethod] + public void NegativeAxes() + { + // np.permute_dims(a, (-1, 0, -2)).shape == (5, 3, 4) + var nd = np.arange(3 * 4 * 5).reshape(3, 4, 5); + np.permute_dims(nd, new int[] {-1, 0, -2}).Should().BeShaped(5, 3, 4); + } + + [TestMethod] + public void OneDimensional_Unchanged() + { + var nd = np.array(1, 2, 3, 4); + np.permute_dims(nd).Should() + .BeOfValues(1, 2, 3, 4).And.BeShaped(4); + } + + [TestMethod] + public void IsAliasOfTranspose() + { + var nd = np.arange(3 * 2 * 4).reshape(3, 2, 4); + var viaPermute = np.permute_dims(nd, new int[] {2, 0, 1}); + var viaTranspose = np.transpose(nd, new int[] {2, 0, 1}); + viaPermute.Should().BeShaped(4, 3, 2); + np.array_equal(viaPermute, viaTranspose).Should().BeTrue(); + } + + [TestMethod] + public void RepeatedAxis_Throws() + { + var nd = np.arange(6).reshape(2, 3); + new Action(() => np.permute_dims(nd, new int[] {0, 0})).Should() + .Throw().WithMessage("*repeated axis*"); + } + + [TestMethod] + public void WrongLength_Throws() + { + var nd = np.arange(6).reshape(2, 3); + new Action(() => np.permute_dims(nd, new int[] {0})).Should() + .Throw().WithMessage("*axes don't match*"); + } + } +} From b1c546ce025fb7baed4f6436754740996bd98d41 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 11:58:17 +0300 Subject: [PATCH 03/17] feat(manipulation): add np.rot90 (NumPy 2.x parity) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Implement np.rot90(m, k=1, axes=(0,1)) — rotate an array by 90°·k in the plane of two axes, counterclockwise from the first axis toward the second. Port of NumPy's numpy.rot90 (numpy/lib/_function_base_impl.py). Like NumPy it is a PURE VIEW COMPOSITION of axis-flips + a transpose — no data moves, so the result always shares memory with the input (and stays read-only when the source is, e.g. a broadcast view). This makes rot90 an O(1) metadata op regardless of array size. Implementation (src/NumSharp.Core/Manipulation/np.rot90.cs): * k is reduced Python-style (((k % 4) + 4) % 4) so negative/large k wrap. * k==0 -> full view (Storage.Alias of the same Shape), matching m[:]. * k==2 -> flip both axes. * k==1 -> transpose(flip(m, axis1), axes_list). * k==3 -> flip(transpose(m, axes_list), axis1). * A private FlipAxisView(m, axis) builds NumPy's flip(m, axis) primitive as a negative-stride view: negate the axis stride and advance the offset to that axis' last element (no copy). Empty arrays return a fresh same-shape array (consistent with how DefaultEngine.Transpose handles size==0), and a stride-0 (broadcast) axis flips to a no-op exactly as in NumPy. * Single dtype-agnostic path — works for all 15 NumSharp dtypes with no per-dtype specialization (a view op needs none). Validation mirrors NumPy verbatim (ArgumentException as the ValueError analogue), including the quirky check ORDER: * len(axes)!=2 -> "len(axes) must be 2." * axes[0]==axes[1] || |axes[0]-axes[1]|==ndim -> "Axes must be different." (fires BEFORE the range check, so axes=(0,2) on 2-D and axes=(0,3) on 3-D report "different", not out-of-range; 1-D default axes and same-axis via mixed signs like (0,-2) are caught here too) * otherwise out-of-range -> "Axes=(a, b) out of range for array of ndim=N." Validated against NumPy 2.4.2: * 76-case differential oracle (data + shape + writeable flag + verbatim error text) across 2-D/3-D/4-D, negative & large k, negative/reversed axes, strided/transposed/broadcast/empty inputs — all match. * All 15 dtypes preserve dtype and rotate identically; view write-through reaches the parent for every k; broadcast input yields a read-only result. * Benchmarks (Release): NumSharp 1.3-1.6 us/call vs NumPy 3.1-4.2 us/call = 2.2x-2.6x faster (NPY/NS), well past the 1.5x bar; constant in array size. Tests: * test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs — 25 tests (values, shapes, k-modulo, axes, view semantics, read-only broadcast, all-dtype preservation, empties, and error parity), green on net8.0 and net10.0. * Woven into the differential-fuzz manip tier: gen_oracle.py adds rot90 k=1/2/3 (its three distinct code paths) to gen_manip, OpRegistry.cs replays it, and the regenerated corpus/manip.jsonl carries 798 new rot90 cases (incl. Char-woven). The full FuzzMatrix gate is bit-exact. CLAUDE.md: add rot90 to the Shape Manipulation inventory with a behavior note. --- .claude/CLAUDE.md | 4 +- src/NumSharp.Core/Manipulation/np.rot90.cs | 108 + test/NumSharp.UnitTest/Fuzz/OpRegistry.cs | 1 + .../NumSharp.UnitTest/Fuzz/corpus/manip.jsonl | 9926 +++++++++-------- .../Manipulation/np.rot90.Test.cs | 274 + test/oracle/gen_oracle.py | 5 + 6 files changed, 5753 insertions(+), 4565 deletions(-) create mode 100644 src/NumSharp.Core/Manipulation/np.rot90.cs create mode 100644 test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index f0a9fa284..cf2141af2 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -241,7 +241,9 @@ Tested against NumPy 2.x. `arange`, `array`, `asanyarray`, `asarray`, `ascontiguousarray`, `asfortranarray`, `copy`, `empty`, `empty_like`, `eye`, `frombuffer`, `full`, `full_like`, `identity`, `linspace`, `meshgrid`, `mgrid`, `ones`, `ones_like`, `zeros`, `zeros_like` ### Shape Manipulation -`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `moveaxis`, `pad`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` +`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `moveaxis`, `pad`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `rot90`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` + +`rot90(m, k=1, axes=(0,1))` rotates in the plane of two axes by `90°·k` (counterclockwise from the first axis toward the second). Like NumPy it is a **pure view composition** of axis-flips + a transpose — no data moves, so the result shares memory with `m` (read-only when the source is, e.g. a broadcast view). `k` is taken mod 4 (Python-style, so negatives wrap); `k∈{0}` returns a full view, `k∈{2}` flips both axes, `k∈{1,3}` flip-then-transpose. Validation mirrors NumPy verbatim (`ArgumentException`): `len(axes)!=2` → "len(axes) must be 2.", `axes[0]==axes[1] || |axes[0]-axes[1]|==ndim` → "Axes must be different." (this fires *before* the range check, so e.g. `axes=(0,2)` on 2-D reports "different", not out-of-range), else out-of-range. See `Manipulation/np.rot90.cs`. `resize` ships as both `np.resize(a, new_shape)` (function — fills the enlarged output with **repeated copies** of `a` in C-order via an exact-sized doubling byte-tile; empty source / zero new-size → `zeros`; always C-contiguous; any input layout is raveled first) and `ndarray.resize(new_shape, refcheck=true)` (**in-place** — grows with **zeros**, shrinks by truncation, operates on the raw contiguous buffer so an F-contiguous resize relabels memory column-major). The method mirrors NumPy's guards verbatim (`IncorrectShapeException`): single-segment only, and when the byte size changes it must own its data (not a view) and — under `refcheck` — not be shared (`IArraySlice.IsUniquelyReferenced`, backed by the ARC block refcount); `refcheck:false` bypasses. Same-size resize is a pure in-place reshape (no ownership/reference check). See `Manipulation/np.resize.cs`, `Manipulation/NDArray.resize.cs`. diff --git a/src/NumSharp.Core/Manipulation/np.rot90.cs b/src/NumSharp.Core/Manipulation/np.rot90.cs new file mode 100644 index 000000000..19e45ee78 --- /dev/null +++ b/src/NumSharp.Core/Manipulation/np.rot90.cs @@ -0,0 +1,108 @@ +using System; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Rotate an array by 90 degrees in the plane specified by axes. + /// + /// Rotation direction is from the first towards the second axis. This means that + /// for a 2-D array with the default and + /// the rotation will be counterclockwise. + /// + /// Array of two or more dimensions. + /// Number of times the array is rotated by 90 degrees. + /// + /// The array is rotated in the plane defined by the axes. Axes must be different. + /// Defaults to (0, 1). + /// + /// A rotated view of . + /// + /// Port of NumPy's numpy.rot90 (numpy/lib/_function_base_impl.py): a pure + /// composition of axis flips and a transpose, so the result is always a view that shares + /// memory with (read-only when the source is, e.g. a broadcast view). + /// rot90(m, k=1, axes=(1, 0)) is the reverse of rot90(m, k=1, axes=(0, 1)). + /// https://numpy.org/doc/stable/reference/generated/numpy.rot90.html + /// + public static NDArray rot90(NDArray m, int k = 1, int[] axes = null) + { + axes ??= new[] {0, 1}; + + if (axes.Length != 2) + throw new ArgumentException("len(axes) must be 2."); + + int ndim = m.ndim; + + // NumPy checks "same axis" before the range check, and the |a0-a1|==ndim clause + // catches a pair that names one physical axis through mixed signs (e.g. (0, -2) on + // ndim=2, or (0, 3) on ndim=3) — which therefore reports "Axes must be different" + // rather than "out of range". + if (axes[0] == axes[1] || Math.Abs(axes[0] - axes[1]) == ndim) + throw new ArgumentException("Axes must be different."); + + if (axes[0] >= ndim || axes[0] < -ndim + || axes[1] >= ndim || axes[1] < -ndim) + throw new ArgumentException( + $"Axes=({axes[0]}, {axes[1]}) out of range for array of ndim={ndim}."); + + // Python-style modulo: always in [0, 3], even for negative k. + k = ((k % 4) + 4) % 4; + + if (k == 0) + // NumPy returns m[:] — a full view that shares memory with m. + return new NDArray(m.Storage.Alias(m.Shape)) {TensorEngine = m.TensorEngine}; + + // Normalize the (validated) axes to [0, ndim) for the view ops below, matching + // Python's negative indexing of both flip(m, axis) and axes_list[axis]. + int ax0 = axes[0] < 0 ? axes[0] + ndim : axes[0]; + int ax1 = axes[1] < 0 ? axes[1] + ndim : axes[1]; + + if (k == 2) + return FlipAxisView(FlipAxisView(m, ax0), ax1); + + // axes_list = identity permutation with ax0 and ax1 interchanged. + var axesList = new int[ndim]; + for (int i = 0; i < ndim; i++) + axesList[i] = i; + (axesList[ax0], axesList[ax1]) = (axesList[ax1], axesList[ax0]); + + if (k == 1) + return transpose(FlipAxisView(m, ax1), axesList); + + // k == 3 + return FlipAxisView(transpose(m, axesList), ax1); + } + + /// + /// Reverses along a single and returns a + /// view — the NumPy flip(m, axis) primitive for one axis. The axis' stride is + /// negated and the offset advanced to that axis' last element; no data is copied. + /// + private static NDArray FlipAxisView(NDArray m, int axis) + { + var shape = m.Shape; + + // Empty arrays cannot be aliased through Alias (no backing buffer); build a fresh + // empty array with the same shape — flipping is a no-op on zero elements anyway. + if (shape.size == 0) + return new NDArray(m.dtype, shape.dimensions); + + var dims = (long[])shape.dimensions.Clone(); + var strides = (long[])shape.strides.Clone(); + long offset = shape.offset; + + // Advance to the last element along `axis`, then reverse its stride. A stride of 0 + // (broadcast axis) negates to 0 and the offset is unchanged — reversing a stretched + // axis is a no-op, exactly as in NumPy. + offset += strides[axis] * (dims[axis] - 1); + strides[axis] = -strides[axis]; + + long bufSize = shape.bufferSize > 0 ? shape.bufferSize : shape.size; + var flipped = new Shape(dims, strides, offset, bufSize); + + // Alias inherits read-only from the source storage (broadcast / 'r' memmap). + return new NDArray(m.Storage.Alias(flipped)) {TensorEngine = m.TensorEngine}; + } + } +} diff --git a/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs b/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs index 6ac7887d6..c91feeb10 100644 --- a/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs +++ b/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs @@ -89,6 +89,7 @@ public static NDArray Apply(string op, IReadOnlyDictionary case "reshape": return np.reshape(ops[0], ParseIntArray(p["shape"])); case "swapaxes": return np.swapaxes(ops[0], p["a1"].GetInt32(), p["a2"].GetInt32()); case "moveaxis": return np.moveaxis(ops[0], p["src"].GetInt32(), p["dst"].GetInt32()); + case "rot90": return np.rot90(ops[0], p["k"].GetInt32()); case "delete": return np.delete(ops[0], p["obj"].GetInt32(), p["axis"].GetInt32()); case "atleast_1d": return np.atleast_1d(ops[0]); case "atleast_2d": return np.atleast_2d(ops[0]); diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl index 9f7a88f4c..bd3c286d5 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl @@ -155,4256 +155,4997 @@ {"id":"swapaxes/c_contiguous_2d/bool/154","op":"swapaxes","params":{"a1":0,"a2":1},"operands":[{"dtype":"bool","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"0100000100000100000100000100000100000100"}],"expected":{"dtype":"bool","shape":[5,4],"buffer":"0100000100010000000001000100000100010000"},"layout":"c_contiguous_2d","valueclass":"mixed"} {"id":"moveaxis/c_contiguous_2d/bool/155","op":"moveaxis","params":{"src":0,"dst":1},"operands":[{"dtype":"bool","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"0100000100000100000100000100000100000100"}],"expected":{"dtype":"bool","shape":[5,4],"buffer":"0100000100010000000001000100000100010000"},"layout":"c_contiguous_2d","valueclass":"mixed"} {"id":"delete/c_contiguous_2d/bool/156","op":"delete","params":{"obj":0,"axis":0},"operands":[{"dtype":"bool","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"0100000100000100000100000100000100000100"}],"expected":{"dtype":"bool","shape":[3,5],"buffer":"000100000100000100000100000100"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"ravel/c_contiguous_2d/int8/157","op":"ravel","params":{},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[20],"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"transpose/c_contiguous_2d/int8/158","op":"transpose","params":{},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[5,4],"buffer":"0000ff02ff8000037f7fff2a80ff009fff000161"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"expand_dims/c_contiguous_2d/int8/159","op":"expand_dims","params":{"axis":0},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[1,4,5],"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"squeeze/c_contiguous_2d/int8/160","op":"squeeze","params":{},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[4,5],"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"roll/c_contiguous_2d/int8/161","op":"roll","params":{"shift":1},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[4,5],"buffer":"6100ff7f80ff00807fff00ff00ff000102032a9f"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"repeat/c_contiguous_2d/int8/162","op":"repeat","params":{"repeats":2},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[40],"buffer":"0000ffff7f7f8080ffff000080807f7fffff0000ffff0000ffff00000101020203032a2a9f9f6161"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"tile/c_contiguous_2d/int8/163","op":"tile","params":{"reps":2},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[4,10],"buffer":"00ff7f80ff00ff7f80ff00807fff0000807fff00ff00ff0001ff00ff000102032a9f6102032a9f61"},"layout":"c_contiguous_2d","valueclass":"mixed"} -{"id":"atleast_1d/c_contiguous_2d/int8/164","op":"atleast_1d","params":{},"operands":[{"dtype":"int8","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"}],"expected":{"dtype":"int8","shape":[4,5],"buffer":"00ff7f80ff00807fff00ff00ff000102032a9f61"},"layout":"c_contiguous_2d","valueclass":"mixed"} 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{"id":"dstack/contig1d/char/axis=None/2","op":"dstack","params":{},"operands":[{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"0000ffff7f00"},{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"7f000000ffff"}],"expected":{"dtype":"char","shape":[1,3,2],"buffer":"00007f00ffff00007f00ffff"},"layout":"contig1d","valueclass":"mixed"} diff --git a/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs new file mode 100644 index 000000000..b88821bcc --- /dev/null +++ b/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs @@ -0,0 +1,274 @@ +using System; +using AwesomeAssertions; +using Microsoft.VisualStudio.TestTools.UnitTesting; +using NumSharp.UnitTest.Utilities; + +namespace NumSharp.UnitTest.Manipulation +{ + /// + /// Tests for . All expected values are taken from running + /// NumPy 2.4.2 (see the probes in the implementing session). + /// + [TestClass] + public class np_rot90_Test + { + // ----------------------------------------------------------------- 2-D, default axes (0, 1) + + [TestMethod] + public void Rot90_2D_K1_Counterclockwise() + { + var m = np.arange(6).reshape(2, 3); // [[0,1,2],[3,4,5]] + np.rot90(m).Should() + .BeOfValues(2, 5, 1, 4, 0, 3).And.BeShaped(3, 2); + } + + [TestMethod] + public void Rot90_2D_K2() + { + var m = np.arange(6).reshape(2, 3); + np.rot90(m, 2).Should() + .BeOfValues(5, 4, 3, 2, 1, 0).And.BeShaped(2, 3); + } + + [TestMethod] + public void Rot90_2D_K3() + { + var m = np.arange(6).reshape(2, 3); + np.rot90(m, 3).Should() + .BeOfValues(3, 0, 4, 1, 5, 2).And.BeShaped(3, 2); + } + + [TestMethod] + public void Rot90_2D_K0_IsIdentity() + { + var m = np.arange(6).reshape(2, 3); + np.rot90(m, 0).Should() + .BeOfValues(0, 1, 2, 3, 4, 5).And.BeShaped(2, 3); + } + + [TestMethod] + public void Rot90_2D_K4_FullTurn() + { + var m = np.arange(6).reshape(2, 3); + np.rot90(m, 4).Should() + .BeOfValues(0, 1, 2, 3, 4, 5).And.BeShaped(2, 3); + } + + // ----------------------------------------------------------------- k modulo (Python-style) + + [TestMethod] + public void Rot90_NegativeK_MatchesPositiveModulo() + { + var m = np.arange(6).reshape(2, 3); + // k=-1 == k=3 + np.rot90(m, -1).Should().BeOfValues(3, 0, 4, 1, 5, 2).And.BeShaped(3, 2); + // k=-2 == k=2 + np.rot90(m, -2).Should().BeOfValues(5, 4, 3, 2, 1, 0).And.BeShaped(2, 3); + // k=-4 == k=0 + np.rot90(m, -4).Should().BeOfValues(0, 1, 2, 3, 4, 5).And.BeShaped(2, 3); + } + + [TestMethod] + public void Rot90_LargeK_Modulo() + { + var m = np.arange(6).reshape(2, 3); + np.rot90(m, 5).Should().BeOfValues(2, 5, 1, 4, 0, 3).And.BeShaped(3, 2); // 5 % 4 == 1 + np.rot90(m, 100).Should().BeOfValues(0, 1, 2, 3, 4, 5).And.BeShaped(2, 3); // 100 % 4 == 0 + np.rot90(m, -100).Should().BeOfValues(0, 1, 2, 3, 4, 5).And.BeShaped(2, 3); + } + + // ----------------------------------------------------------------- reversed axes / negative axes + + [TestMethod] + public void Rot90_AxesReversed_IsInverseRotation() + { + var m = np.arange(6).reshape(2, 3); + // rot90(m, 1, (1,0)) is the reverse of rot90(m, 1, (0,1)) == rot90(m, 3, (0,1)) + np.rot90(m, 1, new[] {1, 0}).Should() + .BeOfValues(3, 0, 4, 1, 5, 2).And.BeShaped(3, 2); + } + + [TestMethod] + public void Rot90_NegativeAxes_3D() + { + var m = np.arange(24).reshape(2, 3, 4); + np.rot90(m, 1, new[] {-1, -2}).Should() + .BeOfValues(8, 4, 0, 9, 5, 1, 10, 6, 2, 11, 7, 3, + 20, 16, 12, 21, 17, 13, 22, 18, 14, 23, 19, 15) + .And.BeShaped(2, 4, 3); + } + + // ----------------------------------------------------------------- 3-D / 4-D axes + + [TestMethod] + public void Rot90_3D_Axes_1_2() + { + var m = np.arange(24).reshape(2, 3, 4); + np.rot90(m, 1, new[] {1, 2}).Should() + .BeOfValues(3, 7, 11, 2, 6, 10, 1, 5, 9, 0, 4, 8, + 15, 19, 23, 14, 18, 22, 13, 17, 21, 12, 16, 20) + .And.BeShaped(2, 4, 3); + } + + [TestMethod] + public void Rot90_3D_Axes_0_2() + { + var m = np.arange(24).reshape(2, 3, 4); + np.rot90(m, 1, new[] {0, 2}).Should() + .BeOfValues(3, 15, 7, 19, 11, 23, 2, 14, 6, 18, 10, 22, + 1, 13, 5, 17, 9, 21, 0, 12, 4, 16, 8, 20) + .And.BeShaped(4, 3, 2); + } + + [TestMethod] + public void Rot90_4D_Axes_1_3_ShapeOnly() + { + var m = np.arange(120).reshape(2, 3, 4, 5); + np.rot90(m, 1, new[] {1, 3}).Should().BeShaped(2, 5, 4, 3); + np.rot90(m, 2, new[] {1, 3}).Should().BeShaped(2, 3, 4, 5); + np.rot90(m, 3, new[] {1, 3}).Should().BeShaped(2, 5, 4, 3); + } + + // ----------------------------------------------------------------- non-contiguous input + + [TestMethod] + public void Rot90_NonContiguousInput() + { + // b = arange(24).reshape(4,6)[::2, 1::2] -> [[1,3,5],[13,15,17]] + var b = np.arange(24).reshape(4, 6)["::2, 1::2"]; + np.rot90(b).Should() + .BeOfValues(5, 17, 3, 15, 1, 13).And.BeShaped(3, 2); + } + + // ----------------------------------------------------------------- view semantics + + [TestMethod] + public void Rot90_ReturnsView_WriteThroughReachesParent() + { + var m = np.arange(6).reshape(2, 3).astype(NPTypeCode.Int32); + var r = np.rot90(m); // r[0,0] aliases m[0,2] + r[0, 0] = 999; + // m flattens contiguously: index 2 is m[0,2] + m.flatten().GetData()[2].Should().Be(999); + } + + [TestMethod] + public void Rot90_K0_ReturnsView() + { + var m = np.arange(6).reshape(2, 3).astype(NPTypeCode.Int32); + var r = np.rot90(m, 0); + r[1, 1] = 777; + m.flatten().GetData()[4].Should().Be(777); + } + + [TestMethod] + public void Rot90_K2_ReturnsView() + { + var m = np.arange(6).reshape(2, 3).astype(NPTypeCode.Int32); + var r = np.rot90(m, 2); // r[0,0] aliases m[1,2] + r[0, 0] = 555; + m.flatten().GetData()[5].Should().Be(555); + } + + [TestMethod] + public void Rot90_BroadcastInput_ResultIsReadOnly() + { + var bc = np.broadcast_to(np.arange(3), (2, 3)); // read-only broadcast view + var r = np.rot90(bc); + r.Shape.IsWriteable.Should().BeFalse(); + } + + // ----------------------------------------------------------------- dtype coverage (all 15) + + [TestMethod] + public void Rot90_PreservesDtype_AllTypes() + { + var codes = new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, NPTypeCode.UInt16, + NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, NPTypeCode.UInt64, NPTypeCode.Char, + NPTypeCode.Half, NPTypeCode.Single, NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }; + + foreach (var code in codes) + { + var a = np.arange(6).reshape(2, 3).astype(code); + var r = np.rot90(a); + r.typecode.Should().Be(code, $"rot90 must preserve dtype {code}"); + r.Should().BeShaped(3, 2); + } + } + + // ----------------------------------------------------------------- empty arrays + + [TestMethod] + public void Rot90_Empty_2D() + { + var e = np.zeros(new int[] {0, 3}); + np.rot90(e).Should().BeShaped(3, 0); + } + + [TestMethod] + public void Rot90_Empty_3D_Axes() + { + var e = np.zeros(new int[] {2, 0, 3}); + np.rot90(e, 1, new[] {0, 2}).Should().BeShaped(3, 0, 2); + np.rot90(e, 2, new[] {0, 2}).Should().BeShaped(2, 0, 3); + np.rot90(e, 3, new[] {0, 2}).Should().BeShaped(3, 0, 2); + } + + // ----------------------------------------------------------------- error parity + + [TestMethod] + public void Rot90_AxesLengthNot2_Throws() + { + var m = np.arange(6).reshape(2, 3); + ((Action)(() => np.rot90(m, 1, new[] {0}))).Should() + .Throw().WithMessage("len(axes) must be 2.*"); + ((Action)(() => np.rot90(m, 1, new[] {0, 1, 2}))).Should() + .Throw().WithMessage("len(axes) must be 2.*"); + } + + [TestMethod] + public void Rot90_SameAxes_Throws() + { + var m = np.arange(6).reshape(2, 3); + ((Action)(() => np.rot90(m, 1, new[] {0, 0}))).Should() + .Throw().WithMessage("Axes must be different.*"); + // (0, -2) names the same physical axis on ndim=2 -> "Axes must be different." + ((Action)(() => np.rot90(m, 1, new[] {0, -2}))).Should() + .Throw().WithMessage("Axes must be different.*"); + // (0, 2): |0-2| == ndim == 2 -> reported as "Axes must be different.", NOT out-of-range. + ((Action)(() => np.rot90(m, 1, new[] {0, 2}))).Should() + .Throw().WithMessage("Axes must be different.*"); + } + + [TestMethod] + public void Rot90_AxesOutOfRange_Throws() + { + var m = np.arange(6).reshape(2, 3); + ((Action)(() => np.rot90(m, 1, new[] {0, 3}))).Should() + .Throw().WithMessage("*out of range for array of ndim=2*"); + ((Action)(() => np.rot90(m, 1, new[] {-3, 0}))).Should() + .Throw().WithMessage("*out of range for array of ndim=2*"); + } + + [TestMethod] + public void Rot90_1D_Throws() + { + // default axes (0,1) on ndim=1: |0-1| == ndim == 1 -> "Axes must be different." + var m = np.arange(3); + ((Action)(() => np.rot90(m))).Should() + .Throw().WithMessage("Axes must be different.*"); + } + + [TestMethod] + public void Rot90_0D_Throws() + { + // default axes (0,1) on ndim=0: axis 0 is out of range. + var m = NDArray.Scalar(5); + ((Action)(() => np.rot90(m))).Should() + .Throw().WithMessage("*out of range for array of ndim=0*"); + } + } +} diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 38c3ebd5c..8b3d20bab 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -775,6 +775,11 @@ def gen_manip(dtypes, layout_names): jobs.append(("swapaxes", {"a1": 0, "a2": nd - 1}, lambda v, nd=nd: np.swapaxes(v, 0, nd - 1))) jobs.append(("moveaxis", {"src": 0, "dst": nd - 1}, lambda v, nd=nd: np.moveaxis(v, 0, nd - 1))) jobs.append(("delete", {"obj": 0, "axis": 0}, lambda v: np.delete(v, 0, axis=0))) + # rot90's three non-trivial k values exercise its three distinct paths: + # k=1 flip+transpose, k=2 double-flip, k=3 transpose+flip. Default axes (0, 1). + jobs.append(("rot90", {"k": 1}, lambda v: np.rot90(v, 1))) + jobs.append(("rot90", {"k": 2}, lambda v: np.rot90(v, 2))) + jobs.append(("rot90", {"k": 3}, lambda v: np.rot90(v, 3))) for (opname, params, f) in jobs: try: r = np.asarray(f(view)) From 72df390babf5fbe10653cd439d5b0cb1edd2cf32 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 11:58:22 +0300 Subject: [PATCH 04/17] fix(manipulation): align transpose axis-handling to NumPy parity (empty axes + error types) Second-pass edge-case hardening for the transpose aliases. All behavior probed side-by-side against NumPy 2.4.2; results are now byte-identical except for the pre-existing codebase-wide AxisOutOfRangeException number formatting (parens). ## Bug fixed: empty axes was wrongly treated as 'reverse' DefaultEngine.Transpose treated an explicit length-0 'premute' (new int[0]) the same as null and REVERSED the axes. NumPy distinguishes the two: axes=None reverses, but an explicit length-0 permutation axes=()/[] matches ONLY a 0-d array and raises 'axes don't match array' for any ndim >= 1. Before: np.permute_dims(np.ones((2,3)), new int[0]) -> (3,2) [WRONG: reversed] After : np.permute_dims(np.ones((2,3)), new int[0]) -> ArgumentException np.permute_dims(np.array(5), new int[0]) -> scalar () [matches NumPy] Fix: gate the reverse branch on 'premute == null' only; an empty array now falls through to the length check. Verified safe for all internal callers (SwapAxes, MoveAxis, RollAxis all pass proper-length arrays; the 0-d edge still yields a scalar) and against the committed fuzz corpus (0 empty-axes transpose cases; OpRegistry only calls transpose with no axes). ## Error TYPE parity: Exception -> ArgumentException 'axes don't match array' and 'repeated axis in transpose' were raised as bare System.Exception; NumPy raises ValueError, whose established NumSharp analog is ArgumentException (matches np.expand_dims' 'repeated axis' throw). Messages unchanged. Out-of-range axes already raise AxisOutOfRangeException (NumPy's AxisError analog). Shared by transpose/permute_dims/swapaxes/moveaxis/rollaxis - all remain green. ## Final NumSharp-vs-NumPy parity (probed 2.4.2), now identical: axes=null -> reverse axes=[] on 0-d -> scalar () axes=[] on ndim>=1 -> ValueError/ArgumentException 'axes don't match array' wrong-length axes -> 'axes don't match array' repeated / neg-dup -> 'repeated axis in transpose' out-of-range axis -> AxisError/AxisOutOfRangeException 'out of bounds' matrix_transpose <2d, mT <2d, empty stacks, all 15 dtypes -> exact ## Tests (net8.0 + net10.0) - np.permute_dims.Test.cs: tightened repeated/wrong-length to ArgumentException; added NegativeAxisDuplicate, OutOfRangeAxis, and EmptyAxes (0-d ok / ndim>=1 throws). - np.matrix_transpose.Test.cs: added mT.mT round-trip and all-15-dtype view coverage. - 39 transpose-family tests pass; FuzzMatrix differential gate green (0 failures); the 6 failing AuditV2 tests are pre-existing (confirmed on baseline, unrelated). --- .claude/CLAUDE.md | 2 + .../ArrayManipulation/Default.Transpose.cs | 10 +++-- .../Manipulation/np.matrix_transpose.Test.cs | 28 +++++++++++++ .../Manipulation/np.permute_dims.Test.cs | 40 ++++++++++++++++++- 4 files changed, 75 insertions(+), 5 deletions(-) diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index 99e15ea7d..8fc413b4c 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -245,6 +245,8 @@ Tested against NumPy 2.x. `permute_dims` and `matrix_transpose` are the NumPy 2.x / Array-API transpose aliases (both pure O(1) views). `np.permute_dims(a, axes=null)` is a straight alias of `transpose` (delegates to `TensorEngine.Transpose`). `np.matrix_transpose(x)` swaps the two innermost axes (`(..., M, N)→(..., N, M)`, i.e. `swapaxes(x, -1, -2)`) and requires `ndim ≥ 2`, else `ArgumentException "Input array must be at least 2-dimensional, but it is {ndim}"`; the companion property `ndarray.mT` does the same but raises the NumPy-verbatim `"matrix transpose with ndim < 2 is undefined"` (distinct message, both probed against 2.4.2). Read-only/broadcast inputs stay non-writeable through the alias. See `Manipulation/np.permute_dims.cs`, `Manipulation/np.matrix_transpose.cs`, `Backends/NDArray.cs` (`mT`). +`Transpose` axis-handling is NumPy-exact (probed against 2.4.2, shared by `transpose`/`permute_dims`/`swapaxes`/`moveaxis`/`rollaxis`): only `axes=null` reverses — an explicit **length-0** `axes` (`new int[0]`, NumPy's `()`/`[]`) is a length-0 permutation that matches **only a 0-d array** and raises `ArgumentException "axes don't match array"` for any `ndim ≥ 1` (NumPy's `ValueError`); wrong-length and repeated/negative-duplicate axes raise `ArgumentException` ("axes don't match array" / "repeated axis in transpose", NumPy `ValueError`); out-of-range axes raise `AxisOutOfRangeException` (NumPy `AxisError`). See `Backends/Default/ArrayManipulation/Default.Transpose.cs`. + `resize` ships as both `np.resize(a, new_shape)` (function — fills the enlarged output with **repeated copies** of `a` in C-order via an exact-sized doubling byte-tile; empty source / zero new-size → `zeros`; always C-contiguous; any input layout is raveled first) and `ndarray.resize(new_shape, refcheck=true)` (**in-place** — grows with **zeros**, shrinks by truncation, operates on the raw contiguous buffer so an F-contiguous resize relabels memory column-major). The method mirrors NumPy's guards verbatim (`IncorrectShapeException`): single-segment only, and when the byte size changes it must own its data (not a view) and — under `refcheck` — not be shared (`IArraySlice.IsUniquelyReferenced`, backed by the ARC block refcount); `refcheck:false` bypasses. Same-size resize is a pure in-place reshape (no ownership/reference check). See `Manipulation/np.resize.cs`, `Manipulation/NDArray.resize.cs`. ### Broadcasting diff --git a/src/NumSharp.Core/Backends/Default/ArrayManipulation/Default.Transpose.cs b/src/NumSharp.Core/Backends/Default/ArrayManipulation/Default.Transpose.cs index 3d263eee9..f887ea541 100644 --- a/src/NumSharp.Core/Backends/Default/ArrayManipulation/Default.Transpose.cs +++ b/src/NumSharp.Core/Backends/Default/ArrayManipulation/Default.Transpose.cs @@ -129,7 +129,11 @@ public override NDArray Transpose(NDArray nd, int[] premute = null) int i, n; var permutation = new int[nd.ndim]; var reverse_permutation = new int[nd.ndim]; - if (premute == null || premute.Length == 0) + // NumPy distinguishes axes=None (reverse all axes) from an explicit length-0 + // permutation axes=() / []: the empty permutation only matches a 0-d array, + // and raises "axes don't match array" for any ndim >= 1. So only a null + // `premute` means "reverse"; an empty array falls through to the length check. + if (premute == null) { n = nd.ndim; for (i = 0; i < n; i++) @@ -142,7 +146,7 @@ public override NDArray Transpose(NDArray nd, int[] premute = null) n = premute.Length; int[] axes = premute; if (n != nd.ndim) - throw new Exception("axes don't match array"); + throw new ArgumentException("axes don't match array"); for (i = 0; i < n; i++) reverse_permutation[i] = -1; @@ -151,7 +155,7 @@ public override NDArray Transpose(NDArray nd, int[] premute = null) { int axis = check_and_adjust_axis(nd, axes[i]); if (reverse_permutation[axis] != -1) - throw new Exception("repeated axis in transpose"); + throw new ArgumentException("repeated axis in transpose"); reverse_permutation[axis] = i; permutation[i] = axis; diff --git a/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs index 25aaae339..fb0bfd9c8 100644 --- a/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs +++ b/test/NumSharp.UnitTest/Manipulation/np.matrix_transpose.Test.cs @@ -98,5 +98,33 @@ public void mT_OneDimensional_Throws() new Action(() => { var _ = np.array(1, 2, 3).mT; }).Should() .Throw().WithMessage("*matrix transpose with ndim < 2 is undefined*"); } + + [TestMethod] + public void mT_mT_RoundTrip() + { + // Swapping the last two axes twice restores the original layout and values. + var nd = np.arange(24).reshape(2, 3, 4); + nd.mT.mT.Should().BeShaped(2, 3, 4); + np.array_equal(nd.mT.mT, nd).Should().BeTrue(); + } + + [TestMethod] + public void AllDtypes_Preserved() + { + // Pure view: dtype is preserved and the (2,3)->(3,2) swap works for every supported type. + var dtypes = new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, NPTypeCode.UInt16, + NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, NPTypeCode.UInt64, NPTypeCode.Char, + NPTypeCode.Half, NPTypeCode.Single, NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }; + foreach (var t in dtypes) + { + var a = np.arange(6).reshape(2, 3).astype(t); + var mt = np.matrix_transpose(a); + mt.Should().BeShaped(3, 2); + mt.typecode.Should().Be(t); + } + } } } diff --git a/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs index 7dfb59af7..bff789a73 100644 --- a/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs +++ b/test/NumSharp.UnitTest/Manipulation/np.permute_dims.Test.cs @@ -66,9 +66,19 @@ public void IsAliasOfTranspose() [TestMethod] public void RepeatedAxis_Throws() { + // NumPy raises ValueError; NumSharp's analog is ArgumentException. var nd = np.arange(6).reshape(2, 3); new Action(() => np.permute_dims(nd, new int[] {0, 0})).Should() - .Throw().WithMessage("*repeated axis*"); + .Throw().WithMessage("*repeated axis in transpose*"); + } + + [TestMethod] + public void NegativeAxisDuplicate_Throws() + { + // (0, -2) normalizes to (0, 0) -> repeated axis, matching NumPy. + var nd = np.arange(6).reshape(2, 3); + new Action(() => np.permute_dims(nd, new int[] {0, -2})).Should() + .Throw().WithMessage("*repeated axis in transpose*"); } [TestMethod] @@ -76,7 +86,33 @@ public void WrongLength_Throws() { var nd = np.arange(6).reshape(2, 3); new Action(() => np.permute_dims(nd, new int[] {0})).Should() - .Throw().WithMessage("*axes don't match*"); + .Throw().WithMessage("*axes don't match*"); + new Action(() => np.permute_dims(nd, new int[] {0, 1, 2})).Should() + .Throw().WithMessage("*axes don't match*"); + } + + [TestMethod] + public void OutOfRangeAxis_Throws() + { + // NumPy raises AxisError; NumSharp's analog is AxisOutOfRangeException. + var nd = np.arange(6).reshape(2, 3); + new Action(() => np.permute_dims(nd, new int[] {0, 2})).Should() + .Throw().WithMessage("*out of bounds*"); + new Action(() => np.permute_dims(nd, new int[] {0, -3})).Should() + .Throw().WithMessage("*out of bounds*"); + } + + [TestMethod] + public void EmptyAxes_ScalarOk_HigherRankThrows() + { + // NumPy: an explicit length-0 permutation matches only a 0-d array; + // for ndim >= 1 it raises ValueError "axes don't match array". + // (Distinct from axes=null, which reverses.) + np.permute_dims(NDArray.Scalar(5), new int[0]).Should().BeShaped(size: 1, ndim: 0); + new Action(() => np.permute_dims(np.array(1, 2, 3), new int[0])).Should() + .Throw().WithMessage("*axes don't match*"); + new Action(() => np.permute_dims(np.arange(6).reshape(2, 3), new int[0])).Should() + .Throw().WithMessage("*axes don't match*"); } } } From d66135edae2572e49c9f6a094ec8134dd6ab7d0e Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 12:23:36 +0300 Subject: [PATCH 05/17] fix(manipulation): rot90 empty-array k=0 consistency + widen fuzz to non-default axes MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Second-pass hardening of np.rot90 driven by a 4,800-case randomized differential fuzz against NumPy 2.4.2 (ndim 2-5, 9 dtypes, C/F/transposed/ strided/reversed/offset views and their combinations, non-default & negative axes, and extreme k incl. int.MinValue/int.MaxValue). Fix (src/NumSharp.Core/Manipulation/np.rot90.cs): * The k==0 path returned m[:] via Storage.Alias(m.Shape) unconditionally. For an EMPTY view with a non-zero offset that yields a zero-length offset shape which downstream buffer ops (e.g. flatten) cannot materialize — while the k=1/2/3 paths already returned a fresh same-shape array for size==0 (via FlipAxisView / DefaultEngine.Transpose). k==0 now does the same for empty inputs, making rot90's empty handling uniform across all k and every result well-formed/flattenable. Non-empty k==0 is unchanged (still a memory-sharing view, matching NumPy's m[:]). * The fuzz surfaced this as 95/4000 "failures" that were in fact a PRE- EXISTING, rot90-independent bug: flatten() on any empty view with a non-zero offset throws ArgumentOutOfRangeException (reproducible via arr["1:,1:,1:1"].flatten() with no rot90 involved). rot90 itself always produced the correct shape; this change only stops its own output from tripping that separate defect. Tests (test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs, 25 -> 33): * Rot90_NonDefaultAxes_OnTransposedInput, _NewAxisInput, _6D_ShapeParity, _ExtremeK_WrapsLikePython (int.MinValue/MaxValue), _Chained_ComposesTo- LargerRotation, _EmptySlicedOffsetView_IsFlattenable (regression for the fix), _DoesNotMutateAxesArgument, _ResultUsableDownstream (arith + copy). Fuzz corpus — widen the committed differential gate to NON-DEFAULT AXES (previously only the default (0,1) plane was gated): * gen_oracle.py gen_manip now emits rot90 with explicit axes: default plane (0,1) k=1/2/3, the reversed plane (1,0) k=1 (axes[0] > axes[1]), and for ndim>=3 a non-adjacent plane (0, ndim-1) and a negative-axis plane (-1,-2). Woven into the Char tier as before. * OpRegistry.cs replays the axes param (falls back to default when absent). * corpus/manip.jsonl regenerated (deterministic; sha256-stable): 1,204 rot90 cases across 5 distinct axis planes x all layouts x all dtypes, all bit-exact. FuzzMatrix gate green. --- src/NumSharp.Core/Manipulation/np.rot90.cs | 9 +- test/NumSharp.UnitTest/Fuzz/OpRegistry.cs | 3 +- .../NumSharp.UnitTest/Fuzz/corpus/manip.jsonl | 11130 ++++++++-------- .../Manipulation/np.rot90.Test.cs | 96 + test/oracle/gen_oracle.py | 16 +- 5 files changed, 5885 insertions(+), 5369 deletions(-) diff --git a/src/NumSharp.Core/Manipulation/np.rot90.cs b/src/NumSharp.Core/Manipulation/np.rot90.cs index 19e45ee78..24c4cbcf2 100644 --- a/src/NumSharp.Core/Manipulation/np.rot90.cs +++ b/src/NumSharp.Core/Manipulation/np.rot90.cs @@ -50,8 +50,13 @@ public static NDArray rot90(NDArray m, int k = 1, int[] axes = null) k = ((k % 4) + 4) % 4; if (k == 0) - // NumPy returns m[:] — a full view that shares memory with m. - return new NDArray(m.Storage.Alias(m.Shape)) {TensorEngine = m.TensorEngine}; + // NumPy returns m[:] — a full view that shares memory with m. For an empty array + // return a fresh same-shape array instead (consistent with how the k=1/2/3 paths and + // DefaultEngine.Transpose treat size==0): aliasing a zero-length offset view yields a + // shape that downstream buffer ops can't materialize, and there is no data to share. + return m.Shape.size == 0 + ? new NDArray(m.dtype, m.Shape.dimensions) + : new NDArray(m.Storage.Alias(m.Shape)) {TensorEngine = m.TensorEngine}; // Normalize the (validated) axes to [0, ndim) for the view ops below, matching // Python's negative indexing of both flip(m, axis) and axes_list[axis]. diff --git a/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs b/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs index c91feeb10..ecdb1ff70 100644 --- a/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs +++ b/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs @@ -89,7 +89,8 @@ public static NDArray Apply(string op, IReadOnlyDictionary case "reshape": return np.reshape(ops[0], ParseIntArray(p["shape"])); case "swapaxes": return np.swapaxes(ops[0], p["a1"].GetInt32(), p["a2"].GetInt32()); case "moveaxis": return np.moveaxis(ops[0], p["src"].GetInt32(), p["dst"].GetInt32()); - case "rot90": return np.rot90(ops[0], p["k"].GetInt32()); + case "rot90": return np.rot90(ops[0], p["k"].GetInt32(), + p.ContainsKey("axes") ? ParseIntArray(p["axes"]) : null); case "delete": return np.delete(ops[0], p["obj"].GetInt32(), p["axis"].GetInt32()); case "atleast_1d": return np.atleast_1d(ops[0]); case "atleast_2d": return np.atleast_2d(ops[0]); diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl index bd3c286d5..aaf069b2c 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl @@ -155,4997 +155,5374 @@ {"id":"swapaxes/c_contiguous_2d/bool/154","op":"swapaxes","params":{"a1":0,"a2":1},"operands":[{"dtype":"bool","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"0100000100000100000100000100000100000100"}],"expected":{"dtype":"bool","shape":[5,4],"buffer":"0100000100010000000001000100000100010000"},"layout":"c_contiguous_2d","valueclass":"mixed"} 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{"id":"vstack/contig1d/char/axis=None/1","op":"vstack","params":{},"operands":[{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"0000ffff7f00"},{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"7f000000ffff"}],"expected":{"dtype":"char","shape":[2,3],"buffer":"0000ffff7f007f000000ffff"},"layout":"contig1d","valueclass":"mixed"} {"id":"dstack/contig1d/char/axis=None/2","op":"dstack","params":{},"operands":[{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"0000ffff7f00"},{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"7f000000ffff"}],"expected":{"dtype":"char","shape":[1,3,2],"buffer":"00007f00ffff00007f00ffff"},"layout":"contig1d","valueclass":"mixed"} diff --git a/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs index b88821bcc..61bc1b5d2 100644 --- a/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs +++ b/test/NumSharp.UnitTest/Manipulation/np.rot90.Test.cs @@ -270,5 +270,101 @@ public void Rot90_0D_Throws() ((Action)(() => np.rot90(m))).Should() .Throw().WithMessage("*out of range for array of ndim=0*"); } + + // ----------------------------------------------------------------- second-pass edge cases + + [TestMethod] + public void Rot90_NonDefaultAxes_OnTransposedInput() + { + // Non-contiguous (transposed) input rotated in a non-default plane. + var c = np.transpose(np.arange(24).reshape(2, 3, 4), new[] {1, 0, 2}); // (3,2,4), non-contig + np.rot90(c, 1, new[] {0, 2}).Should() + .BeOfValues(3, 7, 11, 15, 19, 23, 2, 6, 10, 14, 18, 22, + 1, 5, 9, 13, 17, 21, 0, 4, 8, 12, 16, 20) + .And.BeShaped(4, 2, 3); + np.rot90(c, 1, new[] {2, 0}).Should() + .BeOfValues(8, 4, 0, 20, 16, 12, 9, 5, 1, 21, 17, 13, + 10, 6, 2, 22, 18, 14, 11, 7, 3, 23, 19, 15) + .And.BeShaped(4, 2, 3); + } + + [TestMethod] + public void Rot90_NewAxisInput() + { + var m = np.expand_dims(np.arange(6).reshape(2, 3), 0); // (1,2,3), leading size-1 axis + np.rot90(m, 1, new[] {1, 2}).Should() + .BeOfValues(2, 5, 1, 4, 0, 3).And.BeShaped(1, 3, 2); + } + + [TestMethod] + public void Rot90_6D_ShapeParity() + { + var a = np.arange(2 * 1 * 3 * 1 * 2 * 2).reshape(2, 1, 3, 1, 2, 2); + np.rot90(a, 1, new[] {0, 2}).Should().BeShaped(3, 1, 2, 1, 2, 2); + np.rot90(a, 3, new[] {2, 5}).Should().BeShaped(2, 1, 2, 1, 2, 3); + } + + [TestMethod] + public void Rot90_ExtremeK_WrapsLikePython() + { + var m = np.arange(6).reshape(2, 3); + // int.MinValue % 4 == 0 -> identity + np.rot90(m, int.MinValue).Should().BeOfValues(0, 1, 2, 3, 4, 5).And.BeShaped(2, 3); + // int.MaxValue % 4 == 3 + np.rot90(m, int.MaxValue).Should().BeOfValues(3, 0, 4, 1, 5, 2).And.BeShaped(3, 2); + } + + [TestMethod] + public void Rot90_Chained_ComposesToLargerRotation() + { + var m = np.arange(12).reshape(3, 4); + var twice = np.rot90(np.rot90(m)); + var once2 = np.rot90(m, 2); + twice.shape.Should().BeEquivalentTo(once2.shape); + var a = twice.flatten().GetData(); + var b = once2.flatten().GetData(); + for (int i = 0; i < (int)a.Count; i++) + a[i].Should().Be(b[i]); + } + + [TestMethod] + public void Rot90_EmptySlicedOffsetView_IsFlattenable() + { + // Regression: k=0 on an empty view with a non-zero offset must return a well-formed + // (flattenable) result — consistent with the k=1/2/3 empty paths. + var e = np.arange(24).reshape(4, 3, 2)["1:, 1:, 1:1"]; // (3,2,0), offset != 0 + e.size.Should().Be(0); + foreach (var k in new[] {0, 1, 2, 3}) + { + var r = np.rot90(e, k, new[] {2, 1}); + r.size.Should().Be(0); + r.flatten().size.Should().Be(0); // must not throw + } + } + + [TestMethod] + public void Rot90_DoesNotMutateAxesArgument() + { + var m = np.arange(24).reshape(2, 3, 4); + var axes = new[] {2, 0}; + np.rot90(m, 1, axes); + axes.Should().BeEquivalentTo(new[] {2, 0}, o => o.WithStrictOrdering()); + } + + [TestMethod] + public void Rot90_ResultUsableDownstream() + { + // A rotated view must behave correctly as an operand in a subsequent op. + var m = np.arange(6).reshape(2, 3).astype(NPTypeCode.Int32); + var r = np.rot90(m); // [[2,5],[1,4],[0,3]] + var plus = (r + 10).flatten().GetData(); + var exp = new[] {12, 15, 11, 14, 10, 13}; + for (int i = 0; i < exp.Length; i++) + plus[i].Should().Be(exp[i]); + // .copy() materializes correct C-contiguous data + var copied = r.copy(); + copied.Shape.IsContiguous.Should().BeTrue(); + copied.flatten().GetData()[0].Should().Be(2); + } } } diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 8b3d20bab..8509be184 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -776,10 +776,18 @@ def gen_manip(dtypes, layout_names): jobs.append(("moveaxis", {"src": 0, "dst": nd - 1}, lambda v, nd=nd: np.moveaxis(v, 0, nd - 1))) jobs.append(("delete", {"obj": 0, "axis": 0}, lambda v: np.delete(v, 0, axis=0))) # rot90's three non-trivial k values exercise its three distinct paths: - # k=1 flip+transpose, k=2 double-flip, k=3 transpose+flip. Default axes (0, 1). - jobs.append(("rot90", {"k": 1}, lambda v: np.rot90(v, 1))) - jobs.append(("rot90", {"k": 2}, lambda v: np.rot90(v, 2))) - jobs.append(("rot90", {"k": 3}, lambda v: np.rot90(v, 3))) + # k=1 flip+transpose, k=2 double-flip, k=3 transpose+flip. Default plane (0, 1) + # plus the reversed plane (1, 0) — the inverse direction, axes[0] > axes[1]. + jobs.append(("rot90", {"k": 1, "axes": [0, 1]}, lambda v: np.rot90(v, 1, (0, 1)))) + jobs.append(("rot90", {"k": 2, "axes": [0, 1]}, lambda v: np.rot90(v, 2, (0, 1)))) + jobs.append(("rot90", {"k": 3, "axes": [0, 1]}, lambda v: np.rot90(v, 3, (0, 1)))) + jobs.append(("rot90", {"k": 1, "axes": [1, 0]}, lambda v: np.rot90(v, 1, (1, 0)))) + if nd >= 3: + # non-default planes: a non-adjacent pair, and a negative-axis pair. + jobs.append(("rot90", {"k": 1, "axes": [0, nd - 1]}, + lambda v, nd=nd: np.rot90(v, 1, (0, nd - 1)))) + jobs.append(("rot90", {"k": 3, "axes": [-1, -2]}, + lambda v: np.rot90(v, 3, (-1, -2)))) for (opname, params, f) in jobs: try: r = np.asarray(f(view)) From fb98024168f40b22afcb471eae14182a50040709 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 12:34:50 +0300 Subject: [PATCH 06/17] feat(manipulation): add np.trim_zeros (NumPy 2.4.2 N-D bounding box, 3.4-361x faster) Implements np.trim_zeros(filt, trim='fb', axis=None) with full NumPy 2.2.0+ parity: the N-dimensional bounding-box form, not just the legacy 1-D trim. All behavior probed against NumPy 2.4.2 and differential-fuzzed 400/400 bit-exact. ## API (mirrors NumPy) - np.trim_zeros(NDArray filt, string trim = "fb", int[] axis = null) -- primary - np.trim_zeros(NDArray filt, string trim, int axis) -- single-axis convenience - trim: case-insensitive, 'f'=front / 'b'=back / "fb"|"bf"=both; validated with the verbatim ValueError text ("unexpected character(s) in `trim`: '...'"). - axis: null => bounding box over ALL axes; an explicit axis/list trims only those (negative wrap, out-of-range -> AxisOutOfRangeException ~ NumPy AxisError, repeat -> ArgumentException "repeated axis in `axis` argument"); an EMPTY axis list or a 0-d input returns the input unmodified (NumPy 'if not axis_tuple: return filt'). - Returns a VIEW (dtype & ndim preserved). All-zero / empty inputs collapse the trimmed axes to length 0 with the trim spec ignored, matching NumPy (start == stop == 0). ## Semantics verified against NumPy 2.4.2 1-D fb/f/b/bf/FB; all-zero -> empty; single-nonzero; 2-D/3-D/5-D bounding box; axis int / sequence / negative / empty / out-of-range / duplicate; 0-d scalar (unmodified) and 0-d explicit-axis (AxisError); float (-0.0 is zero, NaN/inf are non-zero); complex (0+0j zero); bool; strided / reversed / F-contiguous / broadcast inputs; view write-through. ## Implementation -- faster algorithm than NumPy's NumPy computes argwhere(filt).min/max(axis=0), which materializes EVERY non-zero coordinate (K x ndim) just to take per-dim min/max. The bounding box is SEPARABLE, so instead this takes the first/last non-zero index of a 1-D projection, touching only the trimmed axes: - 1-D : np.nonzero(filt)[0] (skip the projection) - N-D : np.nonzero(np.any(filt, other_axes))[0] (reduce 'any non-zero' over the other axes) then slices [start, stop) per trimmed axis (Slice[] -> a view). All loops run inside the existing IL-generated nonzero/any/reduction kernels; no hand-written element loop, no per-dtype switch. pos.size == 0 uniformly handles all-zero and empty. ## Performance (best-of, warm, -c Release; NPY/NS, >1 = NumSharp faster) 1d f64 N=1000 3.4x 1d i32 N=1000 6.3x 1d f64 N=10M 3.6x 1d sparse 1M 8.3x 2d 1kx1k fb 31x 2d 1kx1k axis1 67x 3d 100^3 fb 55x 3d 100^3 axis0 361x Minimum 3.4x across every probed variation (NumPy pays the argwhere materialization we avoid). ## Tests (net8.0 + net10.0): 25 pass 1-D modes, all-zero/empty, 2-D/3-D bounding box, axis int/sequence/empty, errors (invalid trim, repeated & out-of-range axis), 0-d, float NaN/-0.0, bool, all-15-dtype coverage, view write-through, strided/reversed inputs. FuzzMatrix differential gate remains green (0 failures). --- .claude/CLAUDE.md | 4 +- .../Manipulation/np.trim_zeros.cs | 133 ++++++++++ .../Manipulation/np.trim_zeros.Test.cs | 232 ++++++++++++++++++ 3 files changed, 368 insertions(+), 1 deletion(-) create mode 100644 src/NumSharp.Core/Manipulation/np.trim_zeros.cs create mode 100644 test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index 8fc413b4c..9ea2a8004 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -241,7 +241,9 @@ Tested against NumPy 2.x. `arange`, `array`, `asanyarray`, `asarray`, `ascontiguousarray`, `asfortranarray`, `copy`, `empty`, `empty_like`, `eye`, `frombuffer`, `full`, `full_like`, `identity`, `linspace`, `meshgrid`, `mgrid`, `ones`, `ones_like`, `zeros`, `zeros_like` ### Shape Manipulation -`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `matrix_transpose`, `moveaxis`, `pad`, `permute_dims`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `unique`, `vsplit`, `vstack` +`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `hsplit`, `hstack`, `insert`, `matrix_transpose`, `moveaxis`, `pad`, `permute_dims`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `trim_zeros`, `unique`, `vsplit`, `vstack` + +`np.trim_zeros(filt, trim="fb", axis=null)` crops leading/trailing all-zero hyperplanes (NumPy 2.2.0+ N-dimensional bounding box; probed against 2.4.2). `trim` is case-insensitive ('f'=front, 'b'=back, "fb"/"bf"=both) and validated (`ArgumentException "unexpected character(s) in \`trim\`: '…'"`). `axis=null` trims the smallest bounding box over all axes; an explicit axis/axis-list (int overload + `int[]` overload) trims only those (negative + repeat/out-of-range checks → `ArgumentException "repeated axis in \`axis\` argument"` / `AxisOutOfRangeException`); an **empty** axis list or a **0-d** input returns the input unmodified. Always returns a **view** (dtype & ndim preserved); all-zero/empty inputs collapse the trimmed axes to length 0 (trim spec ignored, matching NumPy). Implementation is NOT NumPy's `argwhere.min/max` (which materializes every non-zero coordinate) — the bounding box is separable, so it takes the first/last non-zero index from `np.nonzero` (1-D) or `np.nonzero(np.any(filt, other_axes))` (N-D), touching only the trimmed axes. Measured **3.4×–361× faster than NumPy 2.4.2** (min on tiny 1-D, up to 361× on 3-D single-axis). Differential-fuzzed 400/400 bit-exact across 1–3D × {int/uint/float/bool} × sparsity × trim × axis. See `Manipulation/np.trim_zeros.cs`. `permute_dims` and `matrix_transpose` are the NumPy 2.x / Array-API transpose aliases (both pure O(1) views). `np.permute_dims(a, axes=null)` is a straight alias of `transpose` (delegates to `TensorEngine.Transpose`). `np.matrix_transpose(x)` swaps the two innermost axes (`(..., M, N)→(..., N, M)`, i.e. `swapaxes(x, -1, -2)`) and requires `ndim ≥ 2`, else `ArgumentException "Input array must be at least 2-dimensional, but it is {ndim}"`; the companion property `ndarray.mT` does the same but raises the NumPy-verbatim `"matrix transpose with ndim < 2 is undefined"` (distinct message, both probed against 2.4.2). Read-only/broadcast inputs stay non-writeable through the alias. See `Manipulation/np.permute_dims.cs`, `Manipulation/np.matrix_transpose.cs`, `Backends/NDArray.cs` (`mT`). diff --git a/src/NumSharp.Core/Manipulation/np.trim_zeros.cs b/src/NumSharp.Core/Manipulation/np.trim_zeros.cs new file mode 100644 index 000000000..70f493cb6 --- /dev/null +++ b/src/NumSharp.Core/Manipulation/np.trim_zeros.cs @@ -0,0 +1,133 @@ +using System; +using NumSharp.Backends; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Remove values along a dimension which are zero along all other dimensions. + /// Convenience overload for a single . + /// + /// Input array. + /// 'f' trims from the front, 'b' from the back; "fb" (default) trims both. + /// The single dimension to trim. + /// https://numpy.org/doc/stable/reference/generated/numpy.trim_zeros.html + public static NDArray trim_zeros(NDArray filt, string trim, int axis) + => trim_zeros(filt, trim, new[] {axis}); + + /// + /// Remove values along a dimension which are zero along all other dimensions. + /// + /// Input array. + /// + /// A string with 'f' representing trim from front and 'b' to trim from back. By default, + /// zeros are trimmed on both sides ("fb"). Case-insensitive; "bf" is accepted as an alias of "fb". + /// + /// + /// If null, is cropped to the smallest bounding box that still + /// contains all non-zero values. If axes are specified, is sliced in + /// those dimensions only, on the sides selected by . An empty array of + /// axes leaves the input unmodified. + /// + /// + /// A view of with leading/trailing all-zero hyperplanes removed. The number + /// of dimensions and the input dtype are preserved. + /// + /// If contains unexpected characters, or an axis is repeated. + /// If an axis is out of bounds for . + /// https://numpy.org/doc/stable/reference/generated/numpy.trim_zeros.html + public static NDArray trim_zeros(NDArray filt, string trim = "fb", int[] axis = null) + { + // NumPy lower-cases and validates the trim spec against the four accepted spellings. + trim = (trim ?? string.Empty).ToLowerInvariant(); + if (trim != "fb" && trim != "bf" && trim != "f" && trim != "b") + throw new ArgumentException($"unexpected character(s) in `trim`: '{trim}'"); + + int ndim = filt.ndim; + + // Resolve the axis tuple. axis == null means "all axes" (bounding box over the whole array); + // an explicit list is normalized (negative wrap + out-of-range check) and must not repeat an axis. + var trimAxis = new bool[ndim]; + bool anyAxis; + if (axis == null) + { + for (int i = 0; i < ndim; i++) + trimAxis[i] = true; + anyAxis = ndim > 0; + } + else + { + anyAxis = axis.Length > 0; + foreach (var ax in axis) + { + int a = DefaultEngine.check_and_adjust_axis(ndim, ax); + if (trimAxis[a]) + throw new ArgumentException("repeated axis in `axis` argument"); + trimAxis[a] = true; + } + } + + // No trimming requested (axis == () or a 0-d input) -> return the input unmodified, like NumPy. + if (!anyAxis) + return filt; + + bool trimFront = trim.IndexOf('f') >= 0; + bool trimBack = trim.IndexOf('b') >= 0; + + // The bounding box of the non-zero elements is SEPARABLE per dimension: the first/last non-zero + // coordinate along axis d equals the first/last index whose perpendicular hyperplane contains any + // non-zero value. So rather than materializing every non-zero coordinate (NumPy's argwhere.min/max + // over the whole array), reduce "any non-zero" over all OTHER axes down to a 1-D mask and take the + // first/last of its non-zero positions. Only the axes actually being trimmed are projected. + var start = new long?[ndim]; // null => open slice edge (Slice.All for untrimmed axes) + var stop = new long?[ndim]; + + var others = new int[ndim > 0 ? ndim - 1 : 0]; + for (int d = 0; d < ndim; d++) + { + if (!trimAxis[d]) + continue; // untrimmed axis keeps null/null -> Slice.All + + // positions: sorted indices of the non-zero hyperplanes along axis d. + // 1-D -> the non-zero element indices directly (skip the projection). + // N-D -> np.any over every other axis gives a 1-D mask; its non-zero indices are the edges. + NDArray positions; + if (ndim == 1) + { + positions = np.nonzero(filt)[0]; + } + else + { + int oi = 0; + for (int k = 0; k < ndim; k++) + if (k != d) + others[oi++] = k; + positions = np.nonzero(np.any(filt, others))[0]; + } + + long n = positions.size; + if (n == 0) + { + // All-zero (or empty) along d -> empty slice; trim spec ignored, matching NumPy (start == stop). + start[d] = 0L; + stop[d] = 0L; + } + else + { + long first = (long)positions[0]; // ascending -> ends are the first/last non-zero + long last = (long)positions[(int)n - 1]; + start[d] = trimFront ? first : (long?)null; // 'f' absent -> keep the front (open start) + stop[d] = trimBack ? last + 1 : (long?)null; // 'b' absent -> keep the back (open stop) + } + } + + // Trimmed axes are sliced to [start, stop); untouched axes span the full dimension. + var slices = new Slice[ndim]; + for (int ax = 0; ax < ndim; ax++) + slices[ax] = trimAxis[ax] ? new Slice(start[ax], stop[ax]) : Slice.All; + + return filt[slices]; + } + } +} diff --git a/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs new file mode 100644 index 000000000..d9ec1971b --- /dev/null +++ b/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs @@ -0,0 +1,232 @@ +using System; +using AwesomeAssertions; +using Microsoft.VisualStudio.TestTools.UnitTesting; +using NumSharp.UnitTest.Utilities; + +namespace NumSharp.UnitTest.Manipulation +{ + /// + /// np.trim_zeros(filt, trim='fb', axis=None) — remove leading/trailing all-zero hyperplanes. + /// N-dimensional bounding-box semantics (NumPy 2.2.0+). Returns a view. + /// + [TestClass] + public class np_trim_zeros_Test + { + // ---- 1-D ---- + [TestMethod] + public void OneD_Default_TrimsBothSides() + { + var a = np.array(0, 0, 0, 1, 2, 3, 0, 2, 1, 0); + np.trim_zeros(a).Should().BeOfValues(1, 2, 3, 0, 2, 1).And.BeShaped(6); + } + + [TestMethod] + public void OneD_TrimFront() + { + var a = np.array(0, 0, 0, 1, 2, 3, 0, 2, 1, 0); + np.trim_zeros(a, "f").Should().BeOfValues(1, 2, 3, 0, 2, 1, 0).And.BeShaped(7); + } + + [TestMethod] + public void OneD_TrimBack() + { + var a = np.array(0, 0, 0, 1, 2, 3, 0, 2, 1, 0); + np.trim_zeros(a, "b").Should().BeOfValues(0, 0, 0, 1, 2, 3, 0, 2, 1).And.BeShaped(9); + } + + [TestMethod] + public void OneD_TrimSpec_IsCaseInsensitive_And_bf_Alias() + { + var a = np.array(0, 0, 1, 2, 0); + np.trim_zeros(a, "FB").Should().BeOfValues(1, 2).And.BeShaped(2); + np.trim_zeros(a, "bf").Should().BeOfValues(1, 2).And.BeShaped(2); + np.trim_zeros(a, "B").Should().BeOfValues(0, 0, 1, 2).And.BeShaped(4); + } + + [TestMethod] + public void OneD_AllZero_TrimsToEmpty_RegardlessOfTrim() + { + var z = np.zeros(new Shape(5)).astype(NPTypeCode.Int32); + np.trim_zeros(z).Should().BeShaped(0); + np.trim_zeros(z, "f").Should().BeShaped(0); + np.trim_zeros(z, "b").Should().BeShaped(0); + } + + [TestMethod] + public void OneD_Empty_ReturnsEmpty() + { + np.trim_zeros(np.array(new int[0])).Should().BeShaped(0); + } + + [TestMethod] + public void OneD_SingleNonzero_Interior() + { + np.trim_zeros(np.array(0, 0, 5, 0, 0)).Should().BeOfValues(5).And.BeShaped(1); + } + + // ---- 2-D bounding box ---- + [TestMethod] + public void TwoD_BoundingBox() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b).Should().BeOfValues(0, 2, 3, 1, 0, 3).And.BeShaped(2, 3); + } + + [TestMethod] + public void TwoD_AxisNegative_TrimsThatAxisOnly() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b, "fb", -1).Should().BeOfValues(0, 2, 3, 1, 0, 3, 0, 0, 0).And.BeShaped(3, 3); + } + + [TestMethod] + public void TwoD_Axis0_TrimsRowsOnly() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b, "fb", 0).Should().BeOfValues(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0).And.BeShaped(2, 6); + } + + [TestMethod] + public void TwoD_TrimFront_And_Back() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b, "f").Should().BeShaped(3, 5); + np.trim_zeros(b, "b").Should().BeOfValues(0, 0, 2, 3, 0, 1, 0, 3).And.BeShaped(2, 4); + } + + [TestMethod] + public void TwoD_AxisSequence() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b, "fb", new[] {0, 1}).Should().BeOfValues(0, 2, 3, 1, 0, 3).And.BeShaped(2, 3); + np.trim_zeros(b, "fb", new[] {-1, -2}).Should().BeShaped(2, 3); + } + + [TestMethod] + public void EmptyAxisList_ReturnsUnmodified() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b, "fb", new int[0]).Should().BeShaped(3, 6); + } + + [TestMethod] + public void AllZero_2D_TrimsRequestedAxes() + { + var z = np.zeros(new Shape(3, 4)).astype(NPTypeCode.Int32); + np.trim_zeros(z).Should().BeShaped(0, 0); + np.trim_zeros(z, "fb", 0).Should().BeShaped(0, 4); + np.trim_zeros(z, "fb", 1).Should().BeShaped(3, 0); + } + + // ---- 3-D ---- + [TestMethod] + public void ThreeD_BoundingBox() + { + var c = np.zeros(new Shape(2, 3, 4)).astype(NPTypeCode.Int32); + c[1, 1, 2] = (NDArray)9; + c[0, 2, 1] = (NDArray)5; + np.trim_zeros(c).Should().BeOfValues(0, 0, 5, 0, 0, 9, 0, 0).And.BeShaped(2, 2, 2); + } + + // ---- errors ---- + [TestMethod] + public void InvalidTrim_Throws() + { + var a = np.array(0, 1, 0); + new Action(() => np.trim_zeros(a, "x")).Should() + .Throw().WithMessage("*unexpected character(s) in `trim`*"); + new Action(() => np.trim_zeros(a, "")).Should().Throw(); + new Action(() => np.trim_zeros(a, "ff")).Should().Throw(); + } + + [TestMethod] + public void RepeatedAxis_Throws() + { + var b = np.arange(6).reshape(2, 3); + new Action(() => np.trim_zeros(b, "fb", new[] {0, 0})).Should() + .Throw().WithMessage("*repeated axis*"); + } + + [TestMethod] + public void OutOfRangeAxis_Throws() + { + var b = np.arange(6).reshape(2, 3); + new Action(() => np.trim_zeros(b, "fb", 2)).Should() + .Throw().WithMessage("*out of bounds*"); + new Action(() => np.trim_zeros(b, "fb", -3)).Should() + .Throw().WithMessage("*out of bounds*"); + } + + // ---- 0-D ---- + [TestMethod] + public void ZeroD_ReturnsUnmodified() + { + np.trim_zeros(NDArray.Scalar(5)).Should().BeShaped(size: 1, ndim: 0); + np.trim_zeros(NDArray.Scalar(0)).Should().BeShaped(size: 1, ndim: 0); + } + + [TestMethod] + public void ZeroD_ExplicitAxis_Throws() + { + new Action(() => np.trim_zeros(NDArray.Scalar(5), "fb", 0)).Should() + .Throw(); + } + + // ---- dtypes / value semantics ---- + [TestMethod] + public void Float_NanIsNonZero_NegZeroIsZero() + { + // -0.0 == 0 -> trimmed; NaN != 0 -> kept. + var a = np.array(0.0, -0.0, double.NaN, 0.0, 1.5, 0.0); + var r = np.trim_zeros(a); + r.Should().BeShaped(3); + double.IsNaN((double)r[0]).Should().BeTrue(); + ((double)r[1]).Should().Be(0.0); + ((double)r[2]).Should().Be(1.5); + // all -0.0 counts as all-zero + np.trim_zeros(np.array(-0.0, -0.0, -0.0)).Should().BeShaped(0); + } + + [TestMethod] + public void Bool_TrimsFalse() + { + np.trim_zeros(np.array(false, false, true, false)).Should().BeShaped(1); + } + + [TestMethod] + public void AllDtypes_Trim1D() + { + var dtypes = new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, NPTypeCode.UInt16, + NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, NPTypeCode.UInt64, NPTypeCode.Char, + NPTypeCode.Half, NPTypeCode.Single, NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }; + foreach (var t in dtypes) + { + var a = np.array(0, 0, 1, 2, 0).astype(t); + var r = np.trim_zeros(a); + r.Should().BeShaped(2); + r.typecode.Should().Be(t); + } + } + + // ---- view semantics & layouts ---- + [TestMethod] + public void ReturnsView_WriteThrough() + { + var a = np.array(0, 0, 1, 2, 3, 0); + var t = np.trim_zeros(a); + t[0] = (NDArray)99; + ((int)a[2]).Should().Be(99); // t[0] aliases a[2] + } + + [TestMethod] + public void StridedAndReversedInputs() + { + var a = np.array(0, 0, 1, 2, 0, 3, 0, 0); + np.trim_zeros(a["::2"]).Should().BeOfValues(1).And.BeShaped(1); // [0,1,0,0] -> [1] + np.trim_zeros(a["::-1"]).Should().BeOfValues(3, 0, 2, 1).And.BeShaped(4); // [0,0,3,0,2,1,0,0] -> [3,0,2,1] + } + } +} From f23cef976a9d80f7f91c073acc5dde7963b4a1b0 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 12:47:48 +0300 Subject: [PATCH 07/17] test(manipulation): second-pass edge coverage for np.trim_zeros Second pass hunting for NumPy 2.4.2 divergences in np.trim_zeros. Found NONE behavioral (1000/1000 differential-fuzz cases bit-exact) -- this commit locks the newly-probed edges into regression tests. No source change: the first-pass implementation already matches. ## What was probed this pass (all confirmed bit-exact vs NumPy 2.4.2) - Non-contiguous layouts: reversed rows / F-contiguous / transposed 2-D (np.any + np.nonzero correctly honor strides), plus 600 randomized layout-transform cases (rev0/revLast/stride2/ transpose/fortran/revAll) x 8 dtypes. - Zero-dimension shapes: (0,5), (3,0), (0,0), (2,0,3); and (0,5) axis=1 -> (0,0) (an untrimmed but already-empty axis stays 0, matching NumPy's per-axis slice composition). - All-nonzero -> full array (no trim); interior all-zero hyperplane preserved inside the box; corner-only 2-D; 4-D bounding box. - Value semantics across every dtype: NaN/inf are non-zero (kept), -0.0 is zero (trimmed), complex 0+0j zero / 0+2j non-zero / NaN+0j non-zero; Char '\0', Half, Decimal value-correct. - Broadcast (read-only) input trims to a view. - Invalid trim with whitespace (" fb"/"fb "/" ") -> ArgumentException with the verbatim "unexpected character(s) in `trim`: '...'" text (NumPy does NOT strip whitespace). ## Sole (intentional) divergence -- left as-is trim=null: NumPy raises AttributeError ('NoneType' has no 'lower'); NumSharp coalesces null to "" and raises ArgumentException("unexpected character(s) in `trim`: ''"). Both reject; NumSharp's message is clearer than a raw NullReferenceException, and neither AttributeError nor ArgumentNullException is a "more correct" analog to NumPy's, so no special-case added. ## Tests: +9 (25 -> 34), pass on net8.0 + net10.0 TwoD_NonContiguousLayouts, ZeroDimensionShapes, AllNonzero_ReturnsFull, InteriorZeroHyperplane_Preserved, FourD_BoundingBox, NaN_IsNonZero_NotTrimmed, BroadcastInput_TrimsToView, TrimSpec_Whitespace_Throws, HalfDecimalComplex_Values. FuzzMatrix differential gate remains green (0 failures). --- .../Manipulation/np.trim_zeros.Test.cs | 79 +++++++++++++++++++ 1 file changed, 79 insertions(+) diff --git a/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs index d9ec1971b..a6714f786 100644 --- a/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs +++ b/test/NumSharp.UnitTest/Manipulation/np.trim_zeros.Test.cs @@ -228,5 +228,84 @@ public void StridedAndReversedInputs() np.trim_zeros(a["::2"]).Should().BeOfValues(1).And.BeShaped(1); // [0,1,0,0] -> [1] np.trim_zeros(a["::-1"]).Should().BeOfValues(3, 0, 2, 1).And.BeShaped(4); // [0,0,3,0,2,1,0,0] -> [3,0,2,1] } + + // ---- second-pass edge coverage (all values probed against NumPy 2.4.2) ---- + [TestMethod] + public void TwoD_NonContiguousLayouts() + { + var b = np.array(0, 0, 2, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0).reshape(3, 6); + np.trim_zeros(b["::-1"]).Should().BeOfValues(1, 0, 3, 0, 2, 3).And.BeShaped(2, 3); // reversed rows + np.trim_zeros(np.asfortranarray(b)).Should().BeOfValues(0, 2, 3, 1, 0, 3).And.BeShaped(2, 3); // F-order + np.trim_zeros(b.T).Should().BeOfValues(0, 1, 2, 0, 3, 3).And.BeShaped(3, 2); // transposed + } + + [TestMethod] + public void ZeroDimensionShapes() + { + np.trim_zeros(np.zeros(new Shape(0, 5)).astype(NPTypeCode.Int32)).Should().BeShaped(0, 0); + np.trim_zeros(np.zeros(new Shape(3, 0)).astype(NPTypeCode.Int32)).Should().BeShaped(0, 0); + np.trim_zeros(np.zeros(new Shape(2, 0, 3)).astype(NPTypeCode.Int32)).Should().BeShaped(0, 0, 0); + // untrimmed axis is already empty, so it stays 0 too -> (0,0) + np.trim_zeros(np.zeros(new Shape(0, 5)).astype(NPTypeCode.Int32), "fb", 1).Should().BeShaped(0, 0); + } + + [TestMethod] + public void AllNonzero_ReturnsFull() + { + np.trim_zeros(np.array(1, 2, 3)).Should().BeOfValues(1, 2, 3).And.BeShaped(3); + np.trim_zeros(np.ones(new Shape(2, 3)).astype(NPTypeCode.Int32)).Should().BeShaped(2, 3); + } + + [TestMethod] + public void InteriorZeroHyperplane_Preserved() + { + // middle row is all-zero but lies inside the bounding box -> kept + np.trim_zeros(np.array(1, 0, 0, 0, 0, 1).reshape(3, 2)).Should() + .BeOfValues(1, 0, 0, 0, 0, 1).And.BeShaped(3, 2); + // only the corner is non-zero + np.trim_zeros(np.array(0, 0, 0, 5).reshape(2, 2)).Should().BeOfValues(5).And.BeShaped(1, 1); + } + + [TestMethod] + public void FourD_BoundingBox() + { + var c = np.zeros(new Shape(2, 2, 2, 2)).astype(NPTypeCode.Int32); + c[1, 0, 1, 0] = (NDArray)7; + np.trim_zeros(c).Should().BeOfValues(7).And.BeShaped(1, 1, 1, 1); + } + + [TestMethod] + public void NaN_IsNonZero_NotTrimmed() + { + var r = np.trim_zeros(np.array(double.NaN, double.NaN, double.NaN)); + r.Should().BeShaped(3); + double.IsNaN((double)r[0]).Should().BeTrue(); + } + + [TestMethod] + public void BroadcastInput_TrimsToView() + { + var b = np.broadcast_to(np.array(0, 1, 0), new Shape(2, 3)); + np.trim_zeros(b).Should().BeOfValues(1, 1).And.BeShaped(2, 1); + } + + [TestMethod] + public void TrimSpec_Whitespace_Throws() + { + var a = np.array(0, 1, 0); + new Action(() => np.trim_zeros(a, " fb")).Should() + .Throw().WithMessage("*unexpected character(s) in `trim`: ' fb'*"); + } + + [TestMethod] + public void HalfDecimalComplex_Values() + { + np.trim_zeros(np.array(new Half[] {(Half)0, (Half)0, (Half)1.5, (Half)0})).Should().BeShaped(1); + np.trim_zeros(np.array(new decimal[] {0m, 0m, 2m, 0m})).Should().BeShaped(1); + // complex: 0+0j is zero, 0+2j is non-zero + var cx = np.array(new System.Numerics.Complex[] + {new(0, 0), new(0, 2), new(3, 0), new(0, 0)}); + np.trim_zeros(cx).Should().BeShaped(2); + } } } From 636ca5be3d621192185354cda400dcba86e79bf7 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 12:53:02 +0300 Subject: [PATCH 08/17] fix(core): CloneData/flatten of an empty offset view (NumPy parity, root cause) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Root-cause fix for the empty-view defect surfaced while hardening np.rot90. flatten() on ANY empty array that carries a non-zero offset threw ArgumentOutOfRangeException — e.g. arr["1:,1:,1:1"].flatten() with no rot90 involved. NumPy returns an empty array (shape (0,)); NumSharp crashed. Cause (src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Cloning.cs): An empty slice keeps its parent's offset while its own backing IArraySlice.Count has already collapsed to 0. CloneData's contiguous branch then ran InternalArray.Slice(_shape.offset, _shape.size) = Slice(8, 0) on a zero-length buffer, and ArraySlice.Slice throws when start (8) > Count (0). ravel()/copy()/astype() route through NDIter.Copy and were unaffected; only flatten() (via CloneData) hit the raw Slice. Fix: CloneData short-circuits _shape.size == 0 up front, returning a fresh zero-length buffer of the dtype — an empty array clones to an empty array regardless of layout/offset, matching NumPy's flatten/ravel/copy/astype. This is the general fix; every op that materialises an empty offset view benefits, not just rot90. With the root cause fixed, the two rot90 empty-array work-arounds from the prior commit are no longer needed and are removed (src/.../Manipulation/ np.rot90.cs): * k==0 goes back to the plain Storage.Alias(m.Shape) view (NumPy m[:]), dropping the "return a fresh array for empty" special-case. * FlipAxisView no longer special-cases empty; it just guards the offset advance for a zero-length axis (dims[axis] == 0 has no last element). It now returns a proper negative-stride VIEW for empty inputs too, so rot90 stays a pure view composition — rot90(empty, k=0/2) now shares memory like NumPy (k=1/3 still defer to Transpose's empty handling). Tests: * NDArray.flatten.UsingTests.Flatten_EmptyViewWithNonZeroOffset_ReturnsEmpty — the general regression (flatten/ravel/copy/astype of a (3,2,0) offset view + a 1-D arange(10)["5:5"]). * rot90's Rot90_EmptySlicedOffsetView_IsFlattenable already exercises the rot90 side across all k. Verified: full suite 11,439 passed / 0 failed (net10.0); rot90 + flatten 38/38 on net8.0 and net10.0; the 4,800-case rot90 differential fuzz now flattens EVERY result (incl. every empty) with 4000/4000 value + 800/800 error parity against NumPy 2.4.2. --- .../Unmanaged/UnmanagedStorage.Cloning.cs | 9 +++++++ src/NumSharp.Core/Manipulation/np.rot90.cs | 25 ++++++------------- .../NDArray.flatten.UsingTests.cs | 23 +++++++++++++++++ 3 files changed, 40 insertions(+), 17 deletions(-) diff --git a/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Cloning.cs b/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Cloning.cs index a5e4643e2..e86341b40 100644 --- a/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Cloning.cs +++ b/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Cloning.cs @@ -448,6 +448,15 @@ private static IArraySlice CastSliceViaIterator(IArraySlice value, NPTypeCode ty /// public IArraySlice CloneData() { + // An empty array (any dim == 0) has no elements to copy — return a fresh zero-length + // buffer of this dtype. This MUST precede the contiguous branch: an empty slice keeps + // its parent's offset while its own backing IArraySlice.Count has already collapsed to + // 0, so InternalArray.Slice(offset, 0) below would trip start > Count == 0 and throw + // (e.g. arr["1:,1:,1:1"].flatten()). NumPy's flatten / ravel / copy of an empty array + // all yield an empty array. + if (_shape.size == 0) + return ArraySlice.Allocate(_typecode, 0L, false); + // Contiguous shapes can copy directly from memory. // Must account for offset AND the size-vs-buffer mismatch — slice // to exactly _shape.size starting at _shape.offset so the cloned diff --git a/src/NumSharp.Core/Manipulation/np.rot90.cs b/src/NumSharp.Core/Manipulation/np.rot90.cs index 24c4cbcf2..b7586399d 100644 --- a/src/NumSharp.Core/Manipulation/np.rot90.cs +++ b/src/NumSharp.Core/Manipulation/np.rot90.cs @@ -50,13 +50,8 @@ public static NDArray rot90(NDArray m, int k = 1, int[] axes = null) k = ((k % 4) + 4) % 4; if (k == 0) - // NumPy returns m[:] — a full view that shares memory with m. For an empty array - // return a fresh same-shape array instead (consistent with how the k=1/2/3 paths and - // DefaultEngine.Transpose treat size==0): aliasing a zero-length offset view yields a - // shape that downstream buffer ops can't materialize, and there is no data to share. - return m.Shape.size == 0 - ? new NDArray(m.dtype, m.Shape.dimensions) - : new NDArray(m.Storage.Alias(m.Shape)) {TensorEngine = m.TensorEngine}; + // NumPy returns m[:] — a full view that shares memory with m. + return new NDArray(m.Storage.Alias(m.Shape)) {TensorEngine = m.TensorEngine}; // Normalize the (validated) axes to [0, ndim) for the view ops below, matching // Python's negative indexing of both flip(m, axis) and axes_list[axis]. @@ -87,20 +82,16 @@ public static NDArray rot90(NDArray m, int k = 1, int[] axes = null) private static NDArray FlipAxisView(NDArray m, int axis) { var shape = m.Shape; - - // Empty arrays cannot be aliased through Alias (no backing buffer); build a fresh - // empty array with the same shape — flipping is a no-op on zero elements anyway. - if (shape.size == 0) - return new NDArray(m.dtype, shape.dimensions); - var dims = (long[])shape.dimensions.Clone(); var strides = (long[])shape.strides.Clone(); long offset = shape.offset; - // Advance to the last element along `axis`, then reverse its stride. A stride of 0 - // (broadcast axis) negates to 0 and the offset is unchanged — reversing a stretched - // axis is a no-op, exactly as in NumPy. - offset += strides[axis] * (dims[axis] - 1); + // Advance to the last element along `axis`, then reverse its stride. Guard an empty + // axis (dims[axis] == 0 has no last element, so leave the offset put) and note a + // stride-0 broadcast axis negates to 0 with an unchanged offset — reversing a + // stretched axis is a no-op, exactly as in NumPy. + if (dims[axis] > 0) + offset += strides[axis] * (dims[axis] - 1); strides[axis] = -strides[axis]; long bufSize = shape.bufferSize > 0 ? shape.bufferSize : shape.size; diff --git a/test/NumSharp.UnitTest/Manipulation/NDArray.flatten.UsingTests.cs b/test/NumSharp.UnitTest/Manipulation/NDArray.flatten.UsingTests.cs index a0fe6a267..bdbd60877 100644 --- a/test/NumSharp.UnitTest/Manipulation/NDArray.flatten.UsingTests.cs +++ b/test/NumSharp.UnitTest/Manipulation/NDArray.flatten.UsingTests.cs @@ -28,6 +28,29 @@ public void Flatten_CDefault_StillCorrect() ((int)f[i]).Should().Be(i); } + [TestMethod] + public void Flatten_EmptyViewWithNonZeroOffset_ReturnsEmpty() + { + // Regression: an empty slice keeps its parent's offset while its own backing buffer + // Count collapses to 0. UnmanagedStorage.CloneData used to Slice(offset, 0) on that + // zero-length buffer (start=offset > Count=0) and throw ArgumentOutOfRangeException. + // NumPy: arr[1:,1:,1:1].flatten() -> shape (0,). + var v = np.arange(24).reshape(4, 3, 2)["1:, 1:, 1:1"]; // (3,2,0), offset != 0 + v.size.Should().Be(0); + + var f = v.flatten(); + f.shape.Should().ContainInOrder(0L); + f.size.Should().Be(0); + + // 1-D empty offset view (offset via a mid-array empty slice) + np.arange(10)["5:5"].flatten().size.Should().Be(0); + + // The sibling materializers agree. + v.ravel().size.Should().Be(0); + v.copy().size.Should().Be(0); + v.astype(NPTypeCode.Double).size.Should().Be(0); + } + [TestMethod] public void Flatten_FOrder_StillCorrect() { From 1fcd6f1e27c98c61322e632cd1c97bb555fb0a8e Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 13:14:00 +0300 Subject: [PATCH 09/17] fix(core): NumPy-parity for empty arrays in expand_dims / stack / vstack / cumprod MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Detected via differential probing (41 ops x 16 degenerate-view recipes x 2 dtypes, NumSharp vs NumPy 2.4.2). After the CloneData fix the crash class was clean (0 crashes), but the sweep surfaced a sibling family of empty-array SHAPE/DTYPE divergences, all now proven and fixed: 1) np.expand_dims no-op on empty arrays (root cause of 3 bugs) expand_dims had `if (a.size == 0 || a.Shape.IsEmpty) return a;`. IsEmpty is the uninitialized-shape sentinel (hashCode==0) and is correct to pass through, but `a.size == 0` is a GENUINE empty array (real dims, one == 0) that must still gain the new axis. NumPy: expand_dims((0,3),0) -> (1,0,3); NumSharp returned (0,3). Shape.ExpandDimension already handles empty shapes correctly, so the guard was pure breakage. Removed `a.size == 0` from both overloads. Transitive fallout fixed for free (both build on expand_dims): * np.stack([e,e]) concatenated instead of stacking — (3,0) gave (6,0) where NumPy gives (2,3,0); now correct across 1-D/2-D/3-D empties. * np.vstack of an empty 1-D array (via atleast_2d) — (0,) gave (0,) where NumPy gives (2,0); now correct. 2) np.cumprod wrong shape AND dtype on empty (ReduceCumMul) ReduceCumMul did `if (shape.IsEmpty || shape.size == 0) return arr;` — returning the input verbatim, so a multi-dim empty kept its shape (cumprod ((0,3)) gave (0,3) where NumPy ravels to (0,)) and kept the source dtype (no NEP50 accumulator widening: cumprod(empty int32) must be int64). The sibling ReduceCumAdd already did this correctly. Mirrored its empty branch: fresh array of the accumulator dtype, axis=None -> (0,), axis=k -> dims preserved, and an out-of-range axis now raises (NumPy AxisError) instead of a silent no-op. Non-empty path untouched. Proof / probing: the degenerate-view differential sweep goes from CRASH=0/shapeMismatch=64 to CRASH=0/shapeMismatch=0 (the residual 44 "artifacts" are sort/argsort where the oracle forced axis=None vs NumSharp's default axis=-1; the 4 "permissive" are np.ptp where the probe called the NumPy-2.0-removed ndarray.ptp()). expand_dims/stack/vstack/hstack/concat and cumprod/cumsum now match NumPy bit-for-bit on (0,), (0,3), (3,0), (2,0,3). Tests: ExpandDims_EmptyArray_StillInsertsAxis, Stack_EmptyArrays_AddsNewAxis, VStack_Empty1D_Promotes, CumProd_EmptyArray_FlattensAndWidensLikeCumSum (shape + NEP50 dtype + axis-error). Full suite 11,444 passed / 0 failed (net10.0); new tests green on net8.0 and net10.0. --- .../Reduction/Default.Reduction.CumMul.cs | 21 +++++++++++++++- .../Manipulation/np.expand_dims.cs | 11 ++++++--- .../Kernels/NumpyAlignmentBugTests.cs | 24 +++++++++++++++++++ .../Manipulation/np.expand_dims.Test.cs | 14 +++++++++++ .../Manipulation/np.stack.Test.cs | 19 +++++++++++++++ 5 files changed, 85 insertions(+), 4 deletions(-) diff --git a/src/NumSharp.Core/Backends/Default/Math/Reduction/Default.Reduction.CumMul.cs b/src/NumSharp.Core/Backends/Default/Math/Reduction/Default.Reduction.CumMul.cs index 8d281abbc..6435a4a9e 100644 --- a/src/NumSharp.Core/Backends/Default/Math/Reduction/Default.Reduction.CumMul.cs +++ b/src/NumSharp.Core/Backends/Default/Math/Reduction/Default.Reduction.CumMul.cs @@ -19,8 +19,27 @@ public override unsafe NDArray ReduceCumMul(NDArray arr, int? axis_, NPTypeCode? } var shape = arr.Shape; + + // Empty: cumprod returns a FRESH array of the accumulator dtype (NEP50 widening applies + // even when empty — cumprod(empty int32) is int64, like cumsum). axis=None ravels to a + // 1-D (0,) result; with an axis the shape is preserved. Returning `arr` unchanged (as + // before) kept the source dtype AND, for a multi-dim source, the un-raveled shape — + // e.g. cumprod((0,3)) gave (0,3) where NumPy gives (0,). Mirrors ReduceCumAdd. if (shape.IsEmpty || shape.size == 0) - return arr; + { + var emptyRetType = typeCode ?? arr.GetTypeCode.GetAccumulatingType(); + if (axis_ != null) + { + int nd = Math.Max(arr.ndim, 1); + int ax = axis_.Value < 0 ? axis_.Value + nd : axis_.Value; + if (ax < 0 || ax >= nd) + throw new ArgumentOutOfRangeException(nameof(axis_), + $"axis {axis_.Value} is out of bounds for array of dimension {nd}"); + } + + return new NDArray(emptyRetType, + axis_ == null ? Shape.Vector((int)shape.size) : new Shape(shape.dimensions), false); + } if (shape.IsScalar || shape.size == 1 && shape.dimensions.Length == 1) return typeCode.HasValue ? Cast(arr, typeCode.Value, copy: true) : arr.Clone(); diff --git a/src/NumSharp.Core/Manipulation/np.expand_dims.cs b/src/NumSharp.Core/Manipulation/np.expand_dims.cs index 449098405..3251150c4 100644 --- a/src/NumSharp.Core/Manipulation/np.expand_dims.cs +++ b/src/NumSharp.Core/Manipulation/np.expand_dims.cs @@ -8,8 +8,12 @@ public static partial class np { public static NDArray expand_dims(NDArray a, int axis) { - //test if the ndarray is empty. - if (a.size == 0 || a.Shape.IsEmpty) + // Only the uninitialized-shape sentinel is passed through. A genuine empty array + // (size == 0 but with real dimensions, e.g. (0, 3)) MUST still gain the new axis — + // NumPy: expand_dims((0, 3), 0) -> (1, 0, 3). Guarding on a.size == 0 here made + // expand_dims a no-op for every empty array (and, transitively, broke np.stack and + // np.atleast_2d / np.vstack, which build on it). + if (a.Shape.IsEmpty) return a; return new NDArray(a.Storage.Alias(a.Shape.ExpandDimension(axis))) { TensorEngine = a.TensorEngine }; @@ -31,7 +35,8 @@ public static NDArray expand_dims(NDArray a, int[] axis) if (axis == null || axis.Length == 0) return a; - if (a.size == 0 || a.Shape.IsEmpty) + // See the single-axis overload: a size == 0 array must still gain the new axes. + if (a.Shape.IsEmpty) return a; return new NDArray(a.Storage.Alias(a.Shape.ExpandDimensions(axis))) { TensorEngine = a.TensorEngine }; diff --git a/test/NumSharp.UnitTest/Backends/Kernels/NumpyAlignmentBugTests.cs b/test/NumSharp.UnitTest/Backends/Kernels/NumpyAlignmentBugTests.cs index 249cc6aa4..c5613e8a2 100644 --- a/test/NumSharp.UnitTest/Backends/Kernels/NumpyAlignmentBugTests.cs +++ b/test/NumSharp.UnitTest/Backends/Kernels/NumpyAlignmentBugTests.cs @@ -1532,4 +1532,28 @@ public void Min_EmptyArray_ThrowsException() Assert.ThrowsException(() => np.amin(empty), "NumSharp now raises ArgumentException matching NumPy's ValueError."); } + + [TestMethod] + public void CumProd_EmptyArray_FlattensAndWidensLikeCumSum() + { + // NumPy: cumprod(empty) with axis=None flattens to (0,) and widens to the accumulator + // dtype (NEP50) — exactly like cumsum. NumSharp's ReduceCumMul used to `return arr` + // unchanged, giving a multi-dim source the WRONG shape (0,3) and the WRONG (source) dtype. + var e = np.zeros(new[] { 0, 3 }).astype(NPTypeCode.Int32); + + var flat = np.cumprod(e); // axis=None -> ravel + CollectionAssert.AreEqual(new long[] { 0 }, flat.shape); + Assert.AreEqual(NPTypeCode.Int64, flat.typecode); // NEP50 int32 -> int64 + + var kept = np.cumprod(e, 0); // with axis -> shape preserved + CollectionAssert.AreEqual(new long[] { 0, 3 }, kept.shape); + Assert.AreEqual(NPTypeCode.Int64, kept.typecode); + + // floats are preserved; uint8 widens to uint64 (same accumulator rules as cumsum) + Assert.AreEqual(NPTypeCode.Single, np.cumprod(np.zeros(new[] { 0, 3 }).astype(NPTypeCode.Single)).typecode); + Assert.AreEqual(NPTypeCode.UInt64, np.cumprod(np.zeros(new[] { 0, 3 }).astype(NPTypeCode.Byte)).typecode); + + // out-of-range axis on an empty array raises (NumPy AxisError), not a silent no-op + Assert.ThrowsException(() => np.cumprod(e, 5)); + } } diff --git a/test/NumSharp.UnitTest/Manipulation/np.expand_dims.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.expand_dims.Test.cs index 931d3a13c..535e017b1 100644 --- a/test/NumSharp.UnitTest/Manipulation/np.expand_dims.Test.cs +++ b/test/NumSharp.UnitTest/Manipulation/np.expand_dims.Test.cs @@ -205,5 +205,19 @@ public void TupleAxis_ViewSemantics_DataShared() r.Data().Should().Equal(0, 1, 2, 3, 4, 5); } + + [TestMethod] + public void ExpandDims_EmptyArray_StillInsertsAxis() + { + // Regression: expand_dims used to early-return the input when a.size == 0, making it a + // no-op for every empty array (and, via np.stack / np.atleast_2d, breaking those too). + // NumPy always inserts the axis regardless of emptiness. + np.expand_dims(np.zeros(new[] {0}), 0).shape.Should().Equal(1L, 0L); // (0,) -> (1,0) + np.expand_dims(np.zeros(new[] {0, 3}), 0).shape.Should().Equal(1L, 0L, 3L); // (0,3) -> (1,0,3) + np.expand_dims(np.zeros(new[] {3, 0}), 0).shape.Should().Equal(1L, 3L, 0L); // (3,0) -> (1,3,0) + np.expand_dims(np.zeros(new[] {2, 0, 3}), 1).shape.Should().Equal(2L, 1L, 0L, 3L); + // int[]-axis overload + np.expand_dims(np.zeros(new[] {0, 3}), new[] {0, 2}).shape.Should().Equal(1L, 0L, 1L, 3L); + } } } diff --git a/test/NumSharp.UnitTest/Manipulation/np.stack.Test.cs b/test/NumSharp.UnitTest/Manipulation/np.stack.Test.cs index ac5894ec7..379ae7a17 100644 --- a/test/NumSharp.UnitTest/Manipulation/np.stack.Test.cs +++ b/test/NumSharp.UnitTest/Manipulation/np.stack.Test.cs @@ -23,5 +23,24 @@ public void Case1() n = np.stack(new NDArray[]{ n1, n2 }, 1).MakeGeneric(); n.Should().BeOfSize((int)(n1.size + n2.size)).And.BeOfValues(1, 2, 2, 3, 3, 4).And.BeShaped(3, 2); } + + [TestMethod] + public void Stack_EmptyArrays_AddsNewAxis() + { + // Regression: stack builds on np.expand_dims, which used to no-op on empty inputs, so + // stacking empties concatenated (wrong) instead of adding a new axis. NumPy adds an axis + // of size = number of arrays, regardless of emptiness. + np.stack(new[] { np.zeros(new[] {0}), np.zeros(new[] {0}) }).Should().BeShaped(2, 0); // (0,) -> (2,0) + np.stack(new[] { np.zeros(new[] {3, 0}), np.zeros(new[] {3, 0}) }).Should().BeShaped(2, 3, 0); // (3,0) -> (2,3,0) + np.stack(new[] { np.zeros(new[] {2, 0, 3}), np.zeros(new[] {2, 0, 3}) }).Should().BeShaped(2, 2, 0, 3); + } + + [TestMethod] + public void VStack_Empty1D_Promotes() + { + // vstack routes 1-D through atleast_2d -> expand_dims; the empty 1-D case was broken. + // NumPy: vstack([(0,), (0,)]) -> (2, 0). + np.vstack(new[] { np.zeros(new[] {0}), np.zeros(new[] {0}) }).Should().BeShaped(2, 0); + } } } From ca8672e5a0eb758187f1bd1830cadbd5c44ca863 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 17:45:19 +0300 Subject: [PATCH 10/17] test(oracle): wire flip/fliplr/flipud/permute_dims/matrix_transpose/trim_zeros into the differential-fuzz gate MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The six manipulation functions merged into journey2 (from worktree-flip and worktree-transpose-aliases) shipped without differential-fuzz coverage — only rot90 (worktree-rot90) had extended gen_oracle.py + OpRegistry.cs. This closes that gap so every newly-merged manipulation op is proven bit-identical to NumPy 2.4.2 across the layout/dtype matrix, exactly like the pre-existing ops. test/oracle/gen_oracle.py — gen_manip(): * flip (reverse ALL axes) added to the dtype-agnostic base job list; on a 0-d fixture NumPy returns the scalar (m[()]), matching NumSharp. * New `if nd >= 1:` block — flipud, single-axis flip (int overload), and the value-dependent trim_zeros in its f / b / fb / axis=int forms. trim_zeros is the one op here doing real work: the int/uint pools are front-loaded with 0 and the float pool carries 0.0/-0.0 amid nan/inf, so every trim spec exercises genuine leading/trailing edge cropping (not a no-op pass-through). * Extended `if nd >= 2:` block — fliplr, int[]-axes flip, permute_dims (the transpose alias), matrix_transpose (swap last two axes), and trim_zeros with an explicit int[] axis. permute_dims with an explicit axis-roll permutation added under nd >= 3. These ride the existing char_tier("manip") weaving, so Char coverage (the uint16 proxy relabelled to char) is picked up automatically — no separate wiring. test/NumSharp.UnitTest/Fuzz/OpRegistry.cs: * Added the six op-name -> NumSharp-call cases, pairing 1:1 with the generator. "axes" routes to the int[] overload, "axis" to the int overload, neither to the default (axis=null / reverse-all) — matching each function's real signature (np.flip int?/int[], np.permute_dims int[], np.trim_zeros int/int[]). test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl: * Regenerated deterministically with numpy==2.4.2 (`python gen_oracle.py manip`). 6,510 -> 10,290 cases: flip 966, fliplr 266, flipud 336, permute_dims 336, matrix_transpose 266, trim_zeros 1,610 (rot90 1,204 unchanged). The wide diff is the global case-id counter renumbering, not semantic churn. Gate: `dotnet test --filter TestCategory=FuzzMatrix` — FuzzCorpusTests.Manip and all 40 op-corpus tiers pass (0 failed) bit-exact against NumPy 2.4.2. No divergences surfaced, so nothing added to MisalignedRegistry / OpenBugs. --- test/NumSharp.UnitTest/Fuzz/OpRegistry.cs | 14 + .../NumSharp.UnitTest/Fuzz/corpus/manip.jsonl | 15640 ++++++++++------ test/oracle/gen_oracle.py | 23 + 3 files changed, 9747 insertions(+), 5930 deletions(-) diff --git a/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs b/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs index ecdb1ff70..8521c9233 100644 --- a/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs +++ b/test/NumSharp.UnitTest/Fuzz/OpRegistry.cs @@ -91,6 +91,20 @@ public static NDArray Apply(string op, IReadOnlyDictionary case "moveaxis": return np.moveaxis(ops[0], p["src"].GetInt32(), p["dst"].GetInt32()); case "rot90": return np.rot90(ops[0], p["k"].GetInt32(), p.ContainsKey("axes") ? ParseIntArray(p["axes"]) : null); + // flip family + transpose aliases + trim_zeros. "axes" -> int[] overload, "axis" -> int overload. + case "flip": + if (p.ContainsKey("axes")) return np.flip(ops[0], ParseIntArray(p["axes"])); + return p.ContainsKey("axis") ? np.flip(ops[0], p["axis"].GetInt32()) : np.flip(ops[0]); + case "fliplr": return np.fliplr(ops[0]); + case "flipud": return np.flipud(ops[0]); + case "permute_dims": return np.permute_dims(ops[0], + p.ContainsKey("axes") ? ParseIntArray(p["axes"]) : null); + case "matrix_transpose": return np.matrix_transpose(ops[0]); + case "trim_zeros": + if (p.ContainsKey("axes")) return np.trim_zeros(ops[0], p["trim"].GetString(), ParseIntArray(p["axes"])); + return p.ContainsKey("axis") + ? np.trim_zeros(ops[0], p["trim"].GetString(), p["axis"].GetInt32()) + : np.trim_zeros(ops[0], p["trim"].GetString()); case "delete": return np.delete(ops[0], p["obj"].GetInt32(), p["axis"].GetInt32()); case "atleast_1d": return np.atleast_1d(ops[0]); case "atleast_2d": return np.atleast_2d(ops[0]); diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl index aaf069b2c..80c78b56a 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/manip.jsonl @@ -8,5521 +8,9031 @@ 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{"id":"vstack/contig1d/char/axis=None/1","op":"vstack","params":{},"operands":[{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"0000ffff7f00"},{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"7f000000ffff"}],"expected":{"dtype":"char","shape":[2,3],"buffer":"0000ffff7f007f000000ffff"},"layout":"contig1d","valueclass":"mixed"} {"id":"dstack/contig1d/char/axis=None/2","op":"dstack","params":{},"operands":[{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"0000ffff7f00"},{"dtype":"char","shape":[3],"strides":[1],"offset":0,"bufferSize":3,"buffer":"7f000000ffff"}],"expected":{"dtype":"char","shape":[1,3,2],"buffer":"00007f00ffff00007f00ffff"},"layout":"contig1d","valueclass":"mixed"} diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 8509be184..b645ceabb 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -768,9 +768,21 @@ def gen_manip(dtypes, layout_names): ("atleast_1d", {}, lambda v: np.atleast_1d(v)), ("atleast_2d", {}, lambda v: np.atleast_2d(v)), ("atleast_3d", {}, lambda v: np.atleast_3d(v)), + ("flip", {}, lambda v: np.flip(v)), # reverse ALL axes (0-d -> scalar) ] if sz > 0: jobs.append(("reshape", {"shape": [sz]}, lambda v, sz=sz: v.reshape(sz))) + if nd >= 1: + # flipud (>= 1-d) + single-axis flip (int overload). trim_zeros is value-dependent: + # the int/uint pools are front-loaded with 0 and the float pool carries 0.0/-0.0 amid + # nan/inf, so f / b / fb each exercise real leading/trailing edge cropping (not no-ops). + jobs.append(("flipud", {}, lambda v: np.flipud(v))) + jobs.append(("flip", {"axis": 0}, lambda v: np.flip(v, 0))) + jobs.append(("trim_zeros", {"trim": "fb"}, lambda v: np.trim_zeros(v, "fb"))) + jobs.append(("trim_zeros", {"trim": "f"}, lambda v: np.trim_zeros(v, "f"))) + jobs.append(("trim_zeros", {"trim": "b"}, lambda v: np.trim_zeros(v, "b"))) + jobs.append(("trim_zeros", {"trim": "fb", "axis": 0}, + lambda v: np.trim_zeros(v, "fb", axis=0))) if nd >= 2: jobs.append(("swapaxes", {"a1": 0, "a2": nd - 1}, lambda v, nd=nd: np.swapaxes(v, 0, nd - 1))) jobs.append(("moveaxis", {"src": 0, "dst": nd - 1}, lambda v, nd=nd: np.moveaxis(v, 0, nd - 1))) @@ -782,12 +794,23 @@ def gen_manip(dtypes, layout_names): jobs.append(("rot90", {"k": 2, "axes": [0, 1]}, lambda v: np.rot90(v, 2, (0, 1)))) jobs.append(("rot90", {"k": 3, "axes": [0, 1]}, lambda v: np.rot90(v, 3, (0, 1)))) jobs.append(("rot90", {"k": 1, "axes": [1, 0]}, lambda v: np.rot90(v, 1, (1, 0)))) + # fliplr + the transpose aliases (permute_dims == transpose; matrix_transpose swaps the + # last two axes) + the int[]-axes forms of flip / trim_zeros — all pure O(1)/O(ndim) views. + jobs.append(("fliplr", {}, lambda v: np.fliplr(v))) + jobs.append(("flip", {"axes": [0, nd - 1]}, lambda v, nd=nd: np.flip(v, (0, nd - 1)))) + jobs.append(("permute_dims", {}, lambda v: np.permute_dims(v))) + jobs.append(("matrix_transpose", {}, lambda v: np.matrix_transpose(v))) + jobs.append(("trim_zeros", {"trim": "fb", "axes": [nd - 1]}, + lambda v, nd=nd: np.trim_zeros(v, "fb", axis=(nd - 1,)))) if nd >= 3: # non-default planes: a non-adjacent pair, and a negative-axis pair. jobs.append(("rot90", {"k": 1, "axes": [0, nd - 1]}, lambda v, nd=nd: np.rot90(v, 1, (0, nd - 1)))) jobs.append(("rot90", {"k": 3, "axes": [-1, -2]}, lambda v: np.rot90(v, 3, (-1, -2)))) + # explicit-axes permutation (axis roll) — the permute_dims axes path. + jobs.append(("permute_dims", {"axes": list(range(1, nd)) + [0]}, + lambda v, nd=nd: np.permute_dims(v, tuple(range(1, nd)) + (0,)))) for (opname, params, f) in jobs: try: r = np.asarray(f(view)) From 7676d31cc80bae81a55df61da08f7a5a1788cf26 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 17:50:59 +0300 Subject: [PATCH 11/17] bench(manipulation): wire flip/fliplr/flipud/rot90/permute_dims/matrix_transpose/trim_zeros into the op matrix MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The seven manipulation functions merged into journey2 shipped with performance claims (all pure O(1)/O(ndim) views except trim_zeros, which advertised a 3.4-361x edge over NumPy) but no benchmark-harness coverage, so nothing kept those claims honest or caught regressions. This adds the C# + NumPy twin so the official op matrix (benchmark/run_benchmark.py) measures them every run. benchmark/NumSharp.Benchmark.CSharp/Benchmarks/Manipulation/FlipRotBenchmarks.cs (new): * BenchmarkBase (float64, [Params(Medium, Large)] = 100K/10M) mirroring the sibling ReshapeBenchmarks/DimsBenchmarks. Seven [Benchmark] methods on a 2-D array — Flip/FlipLr/FlipUd/Rot90/PermuteDims/MatrixTranspose/TrimZeros. * In namespace ...Benchmarks.Manipulation, so run_benchmark.py's existing "manipulation": "*Benchmarks.Manipulation.*" filter picks it up with no orchestrator change. Descriptions ("np.flip(a)", ...) normalize 1:1 onto the NumPy names for the (op, dtype, N) merge join. benchmark/NumSharp.Benchmark.Python/numpy_benchmark.py: * Seven NumPy twins appended to run_manipulation_benchmarks (already wired into main()'s "manipulation"/"all" dispatch and run_benchmark.py) — same float64 arr_2d, names "np.flip".."np.trim_zeros" that normalize onto the C# labels. Smoke-tested (the chosen scope — no full measured run): * `dotnet build -c Release` of the benchmark project succeeds. * BenchmarkDotNet `--list flat` discovers all 7 FlipRotBenchmarks methods (so the official run includes them). The out-of-process toolchain can't run here (sibling worktrees hold same-named projects — the official run uses InProcessEmit), so discovery + a direct-call execution smoke stand in. * Direct-call smoke: all 7 bodies execute on a (100,100) float64 array and return the expected shapes/dtype. * NumPy side: `numpy_benchmark.py --suite manipulation` emits all 7 rows — the six views at ~0 ms (O(1)) and np.trim_zeros at ~0.96 ms on 100K (the O(N) nonzero bounding-box scan, where NumSharp's separable box should lead). Correctness of the ops themselves is proven separately by the differential-fuzz gate (prior commit). A measured NPY/NS run + benchmark/history snapshot remains the post-release benchmark.yml ritual. --- .../Manipulation/FlipRotBenchmarks.cs | 83 +++++++++++++++++++ .../numpy_benchmark.py | 39 +++++++++ 2 files changed, 122 insertions(+) create mode 100644 benchmark/NumSharp.Benchmark.CSharp/Benchmarks/Manipulation/FlipRotBenchmarks.cs diff --git a/benchmark/NumSharp.Benchmark.CSharp/Benchmarks/Manipulation/FlipRotBenchmarks.cs b/benchmark/NumSharp.Benchmark.CSharp/Benchmarks/Manipulation/FlipRotBenchmarks.cs new file mode 100644 index 000000000..b7e3c6b0e --- /dev/null +++ b/benchmark/NumSharp.Benchmark.CSharp/Benchmarks/Manipulation/FlipRotBenchmarks.cs @@ -0,0 +1,83 @@ +using BenchmarkDotNet.Attributes; +using NumSharp; +using NumSharp.Benchmark.CSharp.Infrastructure; + +namespace NumSharp.Benchmark.CSharp.Benchmarks.Manipulation; + +/// +/// Benchmarks for the reversal / rotation / transpose-alias view ops merged into journey2, plus the +/// value-dependent trim_zeros crop: flip, fliplr, flipud, rot90, permute_dims, matrix_transpose, +/// trim_zeros. The first six are O(1)/O(ndim) pure views (stride negation / axis permutation via +/// Storage.Alias — no data movement), so their timing tracks view-construction overhead; trim_zeros +/// is the one doing an O(N) nonzero bounding-box scan (the op with the standout NumPy-vs-NumSharp +/// speedup). NumPy twins live in numpy_benchmark.py::run_manipulation_benchmarks (float64), and the +/// [Benchmark(Description)] labels normalize 1:1 onto those names for the (op, dtype, N) merge join. +/// +[BenchmarkCategory("Manipulation", "FlipRot")] +public class FlipRotBenchmarks : BenchmarkBase +{ + private NDArray _arr2D = null!; + + [Params(ArraySizeSource.Medium, ArraySizeSource.Large)] + public override int N { get; set; } + + [GlobalSetup] + public void Setup() + { + np.random.seed(Seed); + var rows = (int)Math.Sqrt(N); + var cols = N / rows; + _arr2D = np.random.rand(rows, cols) * 100; + } + + [GlobalCleanup] + public void Cleanup() + { + _arr2D = null!; + GC.Collect(); + } + + // ------------------------------------------------------------------------ + // Reversal views (stride negation) + // ------------------------------------------------------------------------ + + [Benchmark(Description = "np.flip(a)")] + [BenchmarkCategory("Flip")] + public NDArray Flip() => np.flip(_arr2D); + + [Benchmark(Description = "np.fliplr(a)")] + [BenchmarkCategory("Flip")] + public NDArray FlipLr() => np.fliplr(_arr2D); + + [Benchmark(Description = "np.flipud(a)")] + [BenchmarkCategory("Flip")] + public NDArray FlipUd() => np.flipud(_arr2D); + + // ------------------------------------------------------------------------ + // Rotation (flip + transpose composition) + // ------------------------------------------------------------------------ + + [Benchmark(Description = "np.rot90(a)")] + [BenchmarkCategory("Rot90")] + public NDArray Rot90() => np.rot90(_arr2D); + + // ------------------------------------------------------------------------ + // Transpose aliases (NumPy 2.x / Array-API) + // ------------------------------------------------------------------------ + + [Benchmark(Description = "np.permute_dims(a)")] + [BenchmarkCategory("Transpose")] + public NDArray PermuteDims() => np.permute_dims(_arr2D); + + [Benchmark(Description = "np.matrix_transpose(a)")] + [BenchmarkCategory("Transpose")] + public NDArray MatrixTranspose() => np.matrix_transpose(_arr2D); + + // ------------------------------------------------------------------------ + // Value-dependent crop (O(N) nonzero bounding-box scan) + // ------------------------------------------------------------------------ + + [Benchmark(Description = "np.trim_zeros(a)")] + [BenchmarkCategory("TrimZeros")] + public NDArray TrimZeros() => np.trim_zeros(_arr2D, "fb"); +} diff --git a/benchmark/NumSharp.Benchmark.Python/numpy_benchmark.py b/benchmark/NumSharp.Benchmark.Python/numpy_benchmark.py index 11134b28a..9ac8d7ea4 100644 --- a/benchmark/NumSharp.Benchmark.Python/numpy_benchmark.py +++ b/benchmark/NumSharp.Benchmark.Python/numpy_benchmark.py @@ -668,6 +668,45 @@ def np_stack(): return np.stack([arr_1d, arr_1d_b]) r.name, r.category, r.suite, r.dtype = "np.stack", "Stack", "Manipulation", dtype_name results.append(r) + # Reversal / rotation / transpose-alias views + the trim_zeros crop (journey2 additions — + # twins of Benchmarks/Manipulation/FlipRotBenchmarks.cs). The first six are O(1)/O(ndim) pure + # views; trim_zeros does an O(N) nonzero bounding-box scan. Names normalize 1:1 onto the C# + # [Benchmark(Description)] labels ("np.flip(a)" -> "np.flip", ...) for the (op, dtype, N) join. + def np_flip(): return np.flip(arr_2d) + r = benchmark(np_flip, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.flip", "Flip", "Manipulation", dtype_name + results.append(r) + + def np_fliplr(): return np.fliplr(arr_2d) + r = benchmark(np_fliplr, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.fliplr", "Flip", "Manipulation", dtype_name + results.append(r) + + def np_flipud(): return np.flipud(arr_2d) + r = benchmark(np_flipud, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.flipud", "Flip", "Manipulation", dtype_name + results.append(r) + + def np_rot90(): return np.rot90(arr_2d) + r = benchmark(np_rot90, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.rot90", "Rot90", "Manipulation", dtype_name + results.append(r) + + def np_permute_dims(): return np.permute_dims(arr_2d) + r = benchmark(np_permute_dims, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.permute_dims", "Transpose", "Manipulation", dtype_name + results.append(r) + + def np_matrix_transpose(): return np.matrix_transpose(arr_2d) + r = benchmark(np_matrix_transpose, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.matrix_transpose", "Transpose", "Manipulation", dtype_name + results.append(r) + + def np_trim_zeros(): return np.trim_zeros(arr_2d, 'fb') + r = benchmark(np_trim_zeros, n, iterations=iterations) + r.name, r.category, r.suite, r.dtype = "np.trim_zeros", "TrimZeros", "Manipulation", dtype_name + results.append(r) + return results # ============================================================================= From f67fc58dfb795b07407ec0c1ccc35bf926381783 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 18:24:28 +0300 Subject: [PATCH 12/17] fix(manipulation): align np.trim_zeros overloads to NumPy's signature (int? axis primary), closing the scalar-axis gap MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signature-parity audit of the seven manipulation members merged into journey2 against NumPy 2.4.2 (inspect.signature): np.flip(m, axis=None) <- flip(m, int? axis=null) [+ int[] tuple overload] EXACT np.fliplr(m) <- fliplr(m) EXACT np.flipud(m) <- flipud(m) EXACT np.rot90(m, k=1, axes=(0,1)) <- rot90(m, int k=1, int[] axes=null) EXACT* np.permute_dims(a, axes=None) <- permute_dims(a, int[] axes=null) EXACT np.matrix_transpose(x, /) <- matrix_transpose(x) EXACT** ndarray.mT (get-only property) <- NDArray mT { get; } EXACT np.trim_zeros(filt, trim='fb', axis=None) <- was int[]-axis canonical FIXED (below) * axes default is null (resolves to (0,1)); C# can't default an array literal. ** x is positional-only in NumPy ('/'); C# has no positional-only parameters. Parameter names, order, and defaults matched NumPy exactly for all seven. The int-vs-int[] pairs (flip, trim_zeros) are the necessary C# modelling of NumPy's single polymorphic `axis` (int | sequence | None) — one param can't be all three. The one genuine defect: trim_zeros made the **int[]** overload the defaulted/ canonical one, so a scalar axis with the default trim — NumPy's common `np.trim_zeros(filt, axis=0)` — did not compile (CS1503: int -> int[]), and it was inconsistent with how flip is structured. Fixed by mirroring flip: - primary : trim_zeros(NDArray filt, string trim = "fb", int? axis = null) — reads exactly like NumPy's trim_zeros(filt, trim='fb', axis=None); delegates to the sequence overload. - sequence: trim_zeros(NDArray filt, string trim, int[] axis) [trim required] — holds the implementation; trim is required so it can't collide with the primary on trim_zeros(filt) / trim_zeros(filt, "f"). C# cannot make BOTH a scalar (int?) and a sequence (int[]) overload fully defaulted (trim_zeros(filt) would be ambiguous), so exactly one bare-axis form must carry trim. This picks the NumPy-common scalar `axis: 0` over the rare 1-element `axis: new[]{0}` (which now takes an explicit trim). No existing caller is affected: OpRegistry and every unit test already pass trim with int[] axes. Verified: build clean; 34 np.trim_zeros unit tests pass; the Manip differential- fuzz gate stays green (same body, corpus unchanged); trim_zeros(filt, axis: 0) now compiles and runs. --- .../Manipulation/np.trim_zeros.cs | 19 +++++++++++-------- 1 file changed, 11 insertions(+), 8 deletions(-) diff --git a/src/NumSharp.Core/Manipulation/np.trim_zeros.cs b/src/NumSharp.Core/Manipulation/np.trim_zeros.cs index 70f493cb6..390a5a066 100644 --- a/src/NumSharp.Core/Manipulation/np.trim_zeros.cs +++ b/src/NumSharp.Core/Manipulation/np.trim_zeros.cs @@ -6,18 +6,21 @@ namespace NumSharp public static partial class np { /// - /// Remove values along a dimension which are zero along all other dimensions. - /// Convenience overload for a single . + /// Remove values along a dimension which are zero along all other dimensions. Mirrors NumPy's + /// numpy.trim_zeros(filt, trim='fb', axis=None) exactly: is a single + /// axis, or null for the whole-array bounding box. Pass an int[] to trim several axes. /// /// Input array. - /// 'f' trims from the front, 'b' from the back; "fb" (default) trims both. - /// The single dimension to trim. + /// 'f' trims from the front, 'b' from the back; "fb" (default) trims both. Case-insensitive. + /// The single dimension to trim; null trims the whole-array bounding box. /// https://numpy.org/doc/stable/reference/generated/numpy.trim_zeros.html - public static NDArray trim_zeros(NDArray filt, string trim, int axis) - => trim_zeros(filt, trim, new[] {axis}); + public static NDArray trim_zeros(NDArray filt, string trim = "fb", int? axis = null) + => trim_zeros(filt, trim, axis.HasValue ? new[] {axis.Value} : null); /// - /// Remove values along a dimension which are zero along all other dimensions. + /// Remove values which are zero along all other dimensions, trimming the given sequence of axes. + /// is required on this overload so it does not collide with the single-axis + /// primary above on calls like trim_zeros(filt) / trim_zeros(filt, "f"). /// /// Input array. /// @@ -37,7 +40,7 @@ public static NDArray trim_zeros(NDArray filt, string trim, int axis) /// If contains unexpected characters, or an axis is repeated. /// If an axis is out of bounds for . /// https://numpy.org/doc/stable/reference/generated/numpy.trim_zeros.html - public static NDArray trim_zeros(NDArray filt, string trim = "fb", int[] axis = null) + public static NDArray trim_zeros(NDArray filt, string trim, int[] axis) { // NumPy lower-cases and validates the trim spec against the four accepted spellings. trim = (trim ?? string.Empty).ToLowerInvariant(); From 4ca53c8d5bc1ffc16ebdaeee9afb461ed5c9e754 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 18:46:24 +0300 Subject: [PATCH 13/17] feat(conversion): np.asarray_chkfinite, np.require, np.asmatrix (NumPy 2.4.2 parity) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Implements the three remaining `as*`/conversion functions from NumPy's creation family, each verified 1-to-1 against NumPy 2.4.2 across the layout/dtype/edge-case matrix (contiguous, C/F, strided, transposed, reversed, broadcast, empty, 0-D, all 15 dtypes). All three are pure additions — no existing code changed; full suite is green (11480 passed, 0 failed) on net8.0 + net10.0. ── np.asarray_chkfinite(a, dtype=None, order='K') ─────────────────────────────── `asarray` then raise ValueError("array must not contain infs or NaNs") if the result is a FLOAT-FAMILY dtype (Half/Single/Double/Complex — NumPy's typecodes['AllFloat']) and holds any inf/NaN. Integer/bool/char/Decimal arrays skip the check (can't be non-finite), exactly matching NumPy's `a.dtype.char in typecodes['AllFloat']` gate. Complex is finite iff both real and imag are finite. Perf: NumPy computes this as `np.isfinite(a).all()` — a full boolean temp plus a second reduce pass. The naive NumSharp composition of that was 0.04–0.5x NumPy. We instead FUSE both into one streaming pass with zero allocation (Backends/Kernels/FiniteScan.cs): * NaN-poison accumulation for float/double: `x - x` is +0 for a finite value and NaN for ±inf/NaN, and NaN is absorbing under `+`, so `acc += (v - v)` stays +0 while everything is finite and poisons to NaN the instant any lane is non-finite. One EqualsAll(acc, 0) decides the whole array — no per-vector branch, so the loop streams at memory bandwidth. 4 independent accumulators break the FP-add chain. Width-agnostic Vector (one body serves f32 and f64; JIT bakes V128/V256/V512). * Half: no Vector arithmetic in the BCL, so scan the raw 16-bit pattern — ±inf/NaN ⟺ the 5 exponent bits are all set ((bits & 0x7C00) == 0x7C00), SIMD on Vector. * Complex: a contiguous Complex[N] is 2·N interleaved doubles, so it reinterprets straight into the double scan. * Layout coverage: a dense C-/F-contiguous buffer takes the flat SIMD path; strided/ transposed/negative-stride/broadcast views take an incremental-offset odometer that still SIMD-scans any contiguous inner axis. Genuinely-sparse inner strides use an AVX2-gather NaN-poison path; |stride|==1 (reversed) is recognized as a contiguous block (finiteness is order-independent) and scanned forward — no wasteful backward gather. Result vs NumPy (NPY/NS, >1 = NumSharp faster, arrays pre-created both sides, Release): contiguous f64 1.7x · f32 3.0-3.3x · f16 17-23x · c128 2.0-6.4x reversed / row-strided 1.8-3.4x sparse [::2] 1.17-1.23x (gather-throughput bound — NumPy hits the same wall) Faster than NumPy on every probed variation. ── np.require(a, dtype=None, requirements=None) ───────────────────────────────── Parses C/F/A/W/O/E requirement flags (+ NumPy's alias table), resolves an order ('A' default, else 'C'/'F'; both ⇒ ValueError "Cannot specify both C and F order"), routes through asarray, then makes ONE copy (in the resolved order) if any remaining ALIGNED/WRITEABLE/OWNDATA flag is unsatisfied. No requirements ⇒ asanyarray. In NumSharp ALIGNED is always true (managed allocations), so only WRITEABLE (broadcast views) and OWNDATA (views) force a copy — verified to match NumPy's flag results across 19 view/copy scenarios incl. the subtle 1-D-is-both-C-and-F and reshape/slice OWNDATA cases. Single-string `requirements` iterate BY CHARACTER like NumPy, so "F" is the Fortran flag, "CF" requests both (and raises), and "F_CONTIGUOUS" as one string raises on '_' (pass a single-element array for the full alias). 'ENSUREARRAY' is accepted and stripped (NumSharp has no ndarray subclasses to demote). The only divergence is the invalid-token exception type (NumPy KeyError → NumSharp ValueError; both throw). ── np.asmatrix(data, dtype=None) ──────────────────────────────────────────────── Returns a 2-D VIEW (no copy) following NumPy's matrix.__array_finalize__ exactly: 0-D→(1,1), 1-D of length N→(1,N), 2-D unchanged, >2-D drops length-1 axes and must land on 2-D else ValueError("shape too large to be a matrix."). The view is preserved for strided/transposed/reversed inputs via stride-preserving Shape.ExpandDimension; a dtype change casts first (a copy), then coerces. NumSharp has no `matrix` subclass (NumPy's is pending-deprecated), so the special operators (`*`-as-matmul, `**`-as-matpow, .H, .I) are intentionally NOT provided — only the conversion/shape semantics. Also parses matrix strings ("1 2; 3 4"): rows split on ';', columns on commas/whitespace, brackets stripped, integer-typed unless any element needs floating point, ragged rows ⇒ ValueError("Rows not the same size."). Tests: Creation/np.{asarray_chkfinite,require,asmatrix}.Tests.cs (74 cases). Docs: registered in .claude/CLAUDE.md Array-Creation list. --- .claude/CLAUDE.md | 4 +- .../Backends/Kernels/FiniteScan.cs | 312 ++++++++++++++++++ .../Creation/np.asarray_chkfinite.cs | 60 ++++ src/NumSharp.Core/Creation/np.asmatrix.cs | 195 +++++++++++ src/NumSharp.Core/Creation/np.require.cs | 170 ++++++++++ .../Creation/np.asarray_chkfinite.Tests.cs | 199 +++++++++++ .../Creation/np.asmatrix.Tests.cs | 194 +++++++++++ .../Creation/np.require.Tests.cs | 169 ++++++++++ 8 files changed, 1302 insertions(+), 1 deletion(-) create mode 100644 src/NumSharp.Core/Backends/Kernels/FiniteScan.cs create mode 100644 src/NumSharp.Core/Creation/np.asarray_chkfinite.cs create mode 100644 src/NumSharp.Core/Creation/np.asmatrix.cs create mode 100644 src/NumSharp.Core/Creation/np.require.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.require.Tests.cs diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index 45f54f7d0..eb792dfaa 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -238,7 +238,9 @@ nd["..., -1"] // Ellipsis fills dimensions Tested against NumPy 2.x. ### Array Creation -`arange`, `array`, `asanyarray`, `asarray`, `ascontiguousarray`, `asfortranarray`, `copy`, `empty`, `empty_like`, `eye`, `frombuffer`, `full`, `full_like`, `identity`, `linspace`, `meshgrid`, `mgrid`, `ones`, `ones_like`, `zeros`, `zeros_like` +`arange`, `array`, `asanyarray`, `asarray`, `asarray_chkfinite`, `ascontiguousarray`, `asfortranarray`, `asmatrix`, `copy`, `empty`, `empty_like`, `eye`, `frombuffer`, `full`, `full_like`, `identity`, `linspace`, `meshgrid`, `mgrid`, `ones`, `ones_like`, `require`, `zeros`, `zeros_like` + +The `as*` conversion family mirrors NumPy: `asarray_chkfinite(a, dtype=None, order='K')` = `asarray` then raise `ValueError("array must not contain infs or NaNs")` if a **float-family** dtype (Half/Single/Double/Complex — NumPy's `typecodes['AllFloat']`; Decimal/int/bool skip the check) holds any inf/NaN, via a **fused single-pass NaN-poison SIMD reduction** (`Backends/Kernels/FiniteScan.cs`: `acc += v - v` — +0 for finite, absorbing-NaN for non-finite; AVX2 gather + reversed-contiguous fast path for strided/negative-stride views; ~2–27× NumPy contiguous, ≥1× strided). `require(a, dtype=None, requirements=None)` parses C/F/A/W/O/E flags (+aliases; single-string requirements iterate by char like NumPy, so `"F_CONTIGUOUS"` as one string raises), resolves an order and copies only if a remaining ALIGNED/WRITEABLE/OWNDATA flag is unsatisfied (ALIGNED is always true in NumSharp, so only broadcast-non-writeable and views force a copy). `asmatrix(data, dtype=None)` returns a **2-D view** (NumSharp has no `matrix` subclass — the deprecated NumPy one; no `*`-as-matmul/`.H`/`.I`): 0-D→(1,1), 1-D→(1,N), 2-D unchanged, >2-D drops length-1 axes and must land on 2-D else `ValueError("shape too large to be a matrix.")`; also parses matrix strings (`"1 2; 3 4"`). See `Creation/np.{asarray_chkfinite,require,asmatrix}.cs`. ### Shape Manipulation `append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `flip`, `fliplr`, `flipud`, `hsplit`, `hstack`, `insert`, `matrix_transpose`, `moveaxis`, `pad`, `permute_dims`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `rot90`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `trim_zeros`, `unique`, `vsplit`, `vstack` diff --git a/src/NumSharp.Core/Backends/Kernels/FiniteScan.cs b/src/NumSharp.Core/Backends/Kernels/FiniteScan.cs new file mode 100644 index 000000000..5dc6a83ca --- /dev/null +++ b/src/NumSharp.Core/Backends/Kernels/FiniteScan.cs @@ -0,0 +1,312 @@ +using System; +using System.Numerics; +using System.Runtime.CompilerServices; +using System.Runtime.Intrinsics; +using System.Runtime.Intrinsics.X86; +using NumSharp.Backends; + +namespace NumSharp.Backends.Kernels +{ + /// + /// Fused single-pass "are all elements finite?" reduction used by . + /// + /// NumPy computes this as np.isfinite(a).all() — a full boolean temp plus a second + /// reduce pass. We fuse both into ONE streaming pass with no intermediate allocation: + /// + /// + /// NaN-poison accumulation (float/double): for a finite value x - x == +0, + /// but for ±inf/NaN x - x == NaN. Accumulating acc += (v - v) across the array + /// keeps acc at exactly +0 while everything is finite and poisons it to NaN the moment + /// any lane is non-finite (NaN is absorbing under +). One EqualsAll(acc, 0) at the + /// end decides the whole array — no per-vector branch, so the loop streams at memory bandwidth. + /// 4 independent accumulators break the FP-add dependency chain. + /// + /// + /// Half: no Vector<Half> arithmetic in the BCL, so scan the raw 16-bit + /// pattern — a half is ±inf/NaN iff its 5 exponent bits are all set ((bits & 0x7C00) == 0x7C00). + /// + /// + /// Complex: isfinite(z) ⟺ real and imag both finite. A contiguous Complex[N] is + /// 2·N contiguous doubles (real, imag interleaved), so it reinterprets to the double scan directly. + /// + /// + /// + /// Layout coverage (NumSharp DOD): a dense C- or F-contiguous buffer takes the flat SIMD path; + /// strided / transposed / negative-stride / broadcast views take an incremental-offset odometer + /// that still runs the SIMD run-scanner on any contiguous inner axis (stride==1) and a scalar + /// walk otherwise. Integer / bool / char / decimal can never be inf/NaN, so they short-circuit to true. + /// + internal static unsafe class FiniteScan + { + /// + /// Returns false iff contains any inf or NaN. Only the float family + /// (Half/Single/Double/Complex) can, so every other dtype trivially returns true — matching + /// NumPy's a.dtype.char in typecodes['AllFloat'] gate. + /// + internal static bool IsAllFinite(NDArray a) + { + long n = a.size; + if (n == 0) + return true; // .all() of an empty mask is True (vacuous) + + var shape = a.Shape; + byte* baseb = (byte*)a.Address + shape.offset * (long)a.dtypesize; + // A C- or F-contiguous array is a dense, gap-free run of `size` elements from `offset`; + // finiteness is order-independent so either layout scans linearly. + bool dense = shape.IsContiguous || shape.IsFContiguous; + + switch (a.typecode) + { + case NPTypeCode.Single: + return dense + ? AllFiniteContig((float*)baseb, n) + : ScanStrided(baseb, shape.dimensions, shape.strides, a.ndim, sizeof(float), &ScanRunSingle); + case NPTypeCode.Double: + return dense + ? AllFiniteContig((double*)baseb, n) + : ScanStrided(baseb, shape.dimensions, shape.strides, a.ndim, sizeof(double), &ScanRunDouble); + case NPTypeCode.Half: + return dense + ? AllFiniteHalfContig((ushort*)baseb, n) + : ScanStrided(baseb, shape.dimensions, shape.strides, a.ndim, sizeof(ushort), &ScanRunHalf); + case NPTypeCode.Complex: + return dense + ? AllFiniteContig((double*)baseb, n * 2) // 2 doubles per complex, interleaved + : ScanStrided(baseb, shape.dimensions, shape.strides, a.ndim, sizeof(double) * 2, &ScanRunComplex); + default: + return true; // integers / bool / char / decimal are always finite + } + } + + /// + /// Contiguous NaN-poison SIMD scan for float/double, 4× unrolled with a scalar tail. + /// Generic over so one body serves both element widths — the JIT + /// bakes the vector width (V128/V256/V512) per instantiation. + /// + [MethodImpl(MethodImplOptions.AggressiveOptimization)] + private static bool AllFiniteContig(T* src, long n) where T : unmanaged, INumber + { + long i = 0; + + if (Vector.IsHardwareAccelerated && Vector.IsSupported) + { + int w = Vector.Count; + long step = (long)w * 4; + if (n >= step) + { + Vector a0 = Vector.Zero, a1 = a0, a2 = a0, a3 = a0; + long end = n - step; + for (; i <= end; i += step) + { + var v0 = Vector.Load(src + i); + var v1 = Vector.Load(src + i + w); + var v2 = Vector.Load(src + i + 2 * w); + var v3 = Vector.Load(src + i + 3 * w); + // (v - v) is +0 for finite lanes, NaN for inf/NaN lanes; NaN is absorbing under +. + a0 += v0 - v0; + a1 += v1 - v1; + a2 += v2 - v2; + a3 += v3 - v3; + } + + if (!Vector.EqualsAll((a0 + a1) + (a2 + a3), Vector.Zero)) + return false; // some lane poisoned to NaN → a non-finite element exists + } + } + + for (; i < n; i++) + { + T x = src[i]; + if (x - x != T.Zero) // NaN for non-finite, +0 (== T.Zero) for finite + return false; + } + return true; + } + + /// + /// Contiguous SIMD scan for Half via its raw 16-bit pattern: ±inf/NaN ⟺ the 5 exponent + /// bits are all set. Vector<ushort> is JIT-vectorizable where Vector<Half> is not. + /// + [MethodImpl(MethodImplOptions.AggressiveOptimization)] + private static bool AllFiniteHalfContig(ushort* src, long n) + { + const ushort ExpMask = 0x7C00; + long i = 0; + + if (Vector.IsHardwareAccelerated && Vector.IsSupported && n >= Vector.Count) + { + int w = Vector.Count; + var mask = new Vector(ExpMask); + long end = n - w; + for (; i <= end; i += w) + { + var v = Vector.Load(src + i); + if (Vector.EqualsAny(v & mask, mask)) + return false; // any lane with all exponent bits set → inf/NaN + } + } + + for (; i < n; i++) + { + if ((src[i] & ExpMask) == ExpMask) + return false; + } + return true; + } + + // ── Strided odometer ──────────────────────────────────────────────── + // Run-scanner contract (function pointer): (rowBase, innerLen, innerStrideElements) → all finite in this run? + + /// + /// Walk every axis but the last by incremental offset advance (no per-element div/mod), + /// delegating each innermost run to . The run-scanner takes the + /// SIMD fast path when the inner axis is contiguous (stride==1) and a scalar walk otherwise, + /// so row-contiguous strided views (the common slice) still vectorize. + /// + [MethodImpl(MethodImplOptions.AggressiveOptimization)] + private static bool ScanStrided(byte* baseb, long[] dims, long[] strides, int ndim, int elemSize, + delegate* scanRun) + { + int inner = ndim - 1; + long innerLen = dims[inner]; + long innerStride = strides[inner]; // in elements + + long outerCount = 1; + for (int d = 0; d < inner; d++) + outerCount *= dims[d]; + + Span coord = ndim <= 16 ? stackalloc long[ndim] : new long[ndim]; + coord.Clear(); + + long byteOffset = 0; + for (long o = 0; o < outerCount; o++) + { + if (!scanRun(baseb + byteOffset, innerLen, innerStride)) + return false; + + // Advance the outer odometer, carrying by subtracting the wrapped axis' full extent. + for (int d = inner - 1; d >= 0; d--) + { + byteOffset += strides[d] * elemSize; + if (++coord[d] < dims[d]) + break; + coord[d] = 0; + byteOffset -= strides[d] * dims[d] * elemSize; + } + } + return true; + } + + private static bool ScanRunSingle(byte* p, long len, long stride) + { + float* fp = (float*)p; + if (stride == 1) + return AllFiniteContig(fp, len); + // |stride|==1 is a contiguous run; stride==-1 is the SAME block walked backward, and + // finiteness is order-independent — scan it forward from its low address, no gather. + if (stride == -1) + return AllFiniteContig(fp - (len - 1), len); + + long i = 0; + // AVX2-gather NaN-poison for the inner-strided run (any stride, incl. negative). The + // 8 element indices [0,s,…,7s] must fit the int32 gather budget after scaling by 4. + if (Avx2.IsSupported && len >= 8 && FitsGatherIndex(stride, 7, sizeof(float))) + { + var idx = Vector256.Create(0, (int)stride, (int)(2 * stride), (int)(3 * stride), + (int)(4 * stride), (int)(5 * stride), (int)(6 * stride), (int)(7 * stride)); + var acc = Vector256.Zero; + long end = len - 8; + for (; i <= end; i += 8) + { + var vg = Avx2.GatherVector256(fp + i * stride, idx, sizeof(float)); + acc += vg - vg; + } + if (!Vector256.EqualsAll(acc, Vector256.Zero)) + return false; + } + for (; i < len; i++) + { + float x = fp[i * stride]; + if (x - x != 0f) + return false; + } + return true; + } + + private static bool ScanRunDouble(byte* p, long len, long stride) + { + double* dp = (double*)p; + if (stride == 1) + return AllFiniteContig(dp, len); + if (stride == -1) + return AllFiniteContig(dp - (len - 1), len); + + long i = 0; + if (Avx2.IsSupported && len >= 4 && FitsGatherIndex(stride, 3, sizeof(double))) + { + var idx = Vector128.Create(0, (int)stride, (int)(2 * stride), (int)(3 * stride)); + var acc = Vector256.Zero; + long end = len - 4; + for (; i <= end; i += 4) + { + var vg = Avx2.GatherVector256(dp + i * stride, idx, sizeof(double)); + acc += vg - vg; + } + if (!Vector256.EqualsAll(acc, Vector256.Zero)) + return false; + } + for (; i < len; i++) + { + double x = dp[i * stride]; + if (x - x != 0d) + return false; + } + return true; + } + + /// + /// True when the largest gather index (·) + /// scaled by the element size stays within the signed 32-bit byte-offset budget the AVX2 + /// gather instruction uses; otherwise the strided run must stay scalar. + /// + [MethodImpl(MethodImplOptions.AggressiveInlining)] + private static bool FitsGatherIndex(long stride, int maxLane, int elemSize) + { + long maxByte = Math.Abs(stride) * maxLane * elemSize; + return maxByte <= int.MaxValue; + } + + private static bool ScanRunHalf(byte* p, long len, long stride) + { + ushort* up = (ushort*)p; + if (stride == 1) + return AllFiniteHalfContig(up, len); + if (stride == -1) + return AllFiniteHalfContig(up - (len - 1), len); + for (long k = 0; k < len; k++) + { + if ((up[k * stride] & 0x7C00) == 0x7C00) + return false; + } + return true; + } + + private static bool ScanRunComplex(byte* p, long len, long stride) + { + if (stride == 1) + return AllFiniteContig((double*)p, len * 2); // contiguous complex run = 2·len interleaved doubles + if (stride == -1) + return AllFiniteContig((double*)((Complex*)p - (len - 1)), len * 2); // reversed contiguous block + + Complex* cp = (Complex*)p; + for (long k = 0; k < len; k++) + { + var z = cp[k * stride]; + double re = z.Real, im = z.Imaginary; + if (re - re != 0d || im - im != 0d) + return false; + } + return true; + } + } +} diff --git a/src/NumSharp.Core/Creation/np.asarray_chkfinite.cs b/src/NumSharp.Core/Creation/np.asarray_chkfinite.cs new file mode 100644 index 000000000..20e7a6b21 --- /dev/null +++ b/src/NumSharp.Core/Creation/np.asarray_chkfinite.cs @@ -0,0 +1,60 @@ +using System; +using System.Numerics; +using NumSharp.Backends.Kernels; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Convert the input to an array, checking for NaNs or Infs. + /// + /// Input data. No copy is performed if the input is already an ndarray matching the requested dtype/order. + /// By default, the data-type is inferred from the input data. + /// 'C' (row-major), 'F' (column-major), 'A' (any), 'K' (keep — default, equivalent to NumPy's order=None). + /// Array interpretation of . + /// If contains NaN (Not a Number) or Inf (Infinity). + /// + /// Mirrors NumPy 2.x numpy.asarray_chkfinite(a, dtype=None, order=None): the finiteness + /// check runs ONLY for float-family dtypes (Half/Single/Double/Complex — NumPy's + /// typecodes['AllFloat']), since integer, boolean, char and decimal arrays can never + /// hold inf/NaN. Complex is finite iff both its real and imaginary parts are finite. + /// https://numpy.org/doc/stable/reference/generated/numpy.asarray_chkfinite.html + /// + public static NDArray asarray_chkfinite(NDArray a, Type dtype = null, char order = 'K') + { + if (a is null) + throw new ArgumentNullException(nameof(a)); + + var arr = asarray(a, dtype, order); + + if (IsFloatFamily(arr.typecode) && !FiniteScan.IsAllFinite(arr)) + throw new ValueError("array must not contain infs or NaNs"); + + return arr; + } + + /// + /// Convert the input to an array, checking for NaNs or Infs. Convenience overload taking a + /// NumPy-style dtype string (e.g. "float32", "<c16"). + /// + /// https://numpy.org/doc/stable/reference/generated/numpy.asarray_chkfinite.html + public static NDArray asarray_chkfinite(NDArray a, string dtype, char order = 'K') + => asarray_chkfinite(a, dtype == null ? null : np.dtype(dtype).type, order); + + /// + /// Convert the input to an array, checking for NaNs or Infs. Convenience overload taking . + /// + /// https://numpy.org/doc/stable/reference/generated/numpy.asarray_chkfinite.html + public static NDArray asarray_chkfinite(NDArray a, NPTypeCode dtype, char order = 'K') + => asarray_chkfinite(a, dtype == NPTypeCode.Empty ? null : dtype.AsType(), order); + + /// + /// True for the dtypes NumPy checks for finiteness (its typecodes['AllFloat']: the real + /// and complex floating kinds). Decimal is excluded — it has no NumPy analog and, being exact, + /// can never represent inf/NaN. + /// + private static bool IsFloatFamily(NPTypeCode tc) + => tc == NPTypeCode.Half || tc == NPTypeCode.Single || tc == NPTypeCode.Double || tc == NPTypeCode.Complex; + } +} diff --git a/src/NumSharp.Core/Creation/np.asmatrix.cs b/src/NumSharp.Core/Creation/np.asmatrix.cs new file mode 100644 index 000000000..ad27317ea --- /dev/null +++ b/src/NumSharp.Core/Creation/np.asmatrix.cs @@ -0,0 +1,195 @@ +using System; +using System.Collections.Generic; +using System.Globalization; +using NumSharp.Backends; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Interpret the input as a matrix — a 2-D array. Unlike a copy, asmatrix does not copy + /// if the input is already an ndarray; it returns a 2-D view that shares memory. + /// + /// Input array. + /// Data-type of the output. null keeps the input dtype. + /// + /// interpreted as a 2-D array. A 0-D input becomes shape (1, 1), + /// a 1-D input of length N becomes (1, N), and a 2-D input is returned unchanged. + /// + /// + /// Port of NumPy 2.x numpy.asmatrix ≙ matrix(data, copy=False). NumSharp has no + /// dedicated matrix subclass (NumPy's is pending-deprecated), so the result is a plain + /// 2-D — the special matrix operators (* as matmul, ** as + /// matrix power, .H, .I) are NOT provided. The dimensional coercion matches NumPy's + /// matrix.__array_finalize__ exactly, including the >2-D behaviour: axes of length 1 are + /// dropped and the result must then be 2-D, otherwise a + /// ("shape too large to be a matrix.") is raised. The view is preserved for strided, transposed + /// and reversed inputs (no copy). A dtype change casts (which copies), then coerces the copy. + /// https://numpy.org/doc/stable/reference/generated/numpy.asmatrix.html + /// + public static NDArray asmatrix(NDArray data, Type dtype = null) + { + if (data is null) + throw new ArgumentNullException(nameof(data)); + + var a = data; + // matrix(data, copy=False): an ndarray of a different dtype is cast (a copy), matching NumPy's + // `data.view(subtype).astype(intype)` before the 2-D finalize runs on the result. + if (dtype != null && !Equals(a.dtype, dtype)) + a = a.astype(dtype, copy: true); + + return CoerceToMatrix(a); + } + + /// Convenience overload taking . + /// https://numpy.org/doc/stable/reference/generated/numpy.asmatrix.html + public static NDArray asmatrix(NDArray data, NPTypeCode dtype) + => asmatrix(data, dtype == NPTypeCode.Empty ? null : dtype.AsType()); + + /// Convenience overload taking a NumPy-style dtype string (e.g. "float32"). + /// https://numpy.org/doc/stable/reference/generated/numpy.asmatrix.html + public static NDArray asmatrix(NDArray data, string dtype) + => asmatrix(data, dtype == null ? null : np.dtype(dtype).type); + + /// + /// Interpret a matrix string as a 2-D array. Rows are separated by ';' and columns by + /// commas and/or whitespace, e.g. "1 2; 3 4". Surrounding brackets are ignored. The dtype + /// is inferred (integer when every element is an integer, otherwise double) unless + /// is given. + /// + /// Matrix string such as "1 2; 3 4". + /// Data-type of the output. null infers it from the values. + /// If the rows are not all the same length. + /// https://numpy.org/doc/stable/reference/generated/numpy.asmatrix.html + public static NDArray asmatrix(string data, Type dtype = null) + { + if (data is null) + throw new ArgumentNullException(nameof(data)); + + var mat = ParseMatrixString(data); + return dtype == null ? mat : mat.astype(dtype, copy: false); + } + + /// Convenience overload taking a matrix string and . + /// https://numpy.org/doc/stable/reference/generated/numpy.asmatrix.html + public static NDArray asmatrix(string data, NPTypeCode dtype) + => asmatrix(data, dtype == NPTypeCode.Empty ? null : dtype.AsType()); + + /// + /// Coerces to a 2-D view following NumPy's matrix.__array_finalize__: + /// 2-D is unchanged; >2-D drops length-1 axes and must land on exactly 2-D; a squeezed/native + /// 1-D of length N becomes (1, N); 0-D becomes (1, 1). All reshapes are stride-preserving views. + /// + private static NDArray CoerceToMatrix(NDArray a) + { + var s = a.Shape; + int nd = s.NDim; + + if (nd == 2) + return a; // already a matrix — shared-memory view returned as-is + + long[] dims = s.dimensions; + long[] strides = s.strides; + + if (nd > 2) + { + // Keep only axes with length > 1 (NumPy: tuple(x for x in shape if x > 1)). + int keep = 0; + for (int i = 0; i < nd; i++) + if (dims[i] > 1) keep++; + + var kd = new long[keep]; + var ks = new long[keep]; + for (int i = 0, j = 0; i < nd; i++) + if (dims[i] > 1) { kd[j] = dims[i]; ks[j] = strides[i]; j++; } + + if (keep > 2) + throw new ValueError("shape too large to be a matrix."); + + // Dropping a length-0 axis would change the element count — NumPy surfaces this as a + // reshape failure. Guard it so the degenerate empty >2-D case raises rather than aliasing + // past the buffer. + long keptSize = 1; + for (int i = 0; i < keep; i++) keptSize *= kd[i]; + if (keptSize != s.size) + throw new ValueError($"cannot reshape array of size {s.size} into matrix shape"); + + if (keep == 2) + return Alias(a, new Shape(kd, ks, s.offset, s.bufferSize)); + + // keep is 0 or 1 — fall through to the low-rank rules using the squeezed view. + dims = kd; + strides = ks; + nd = keep; + } + + if (nd == 1) + { + // (N,) -> (1, N): prepend a length-1 axis, preserving the element stride (a view). + var oneD = new Shape((long[])dims.Clone(), (long[])strides.Clone(), s.offset, s.bufferSize); + return Alias(a, oneD.ExpandDimension(0)); + } + + // nd == 0 (scalar) -> (1, 1). + var scalarShape = new Shape(Array.Empty(), Array.Empty(), s.offset, s.bufferSize); + return Alias(a, scalarShape.ExpandDimension(0).ExpandDimension(0)); + } + + private static NDArray Alias(NDArray a, Shape shape) + => new NDArray(a.Storage.Alias(shape)) { TensorEngine = a.TensorEngine }; + + /// + /// Parses a NumPy matrix string ("1 2; 3 4") into a 2-D NDArray. Mirrors NumPy's + /// _convert_from_string: strip brackets, split rows on ';', split each row on commas and + /// whitespace, then integer-typed unless any element needs a floating-point representation. + /// + private static NDArray ParseMatrixString(string data) + { + string cleaned = data.Replace("[", "").Replace("]", ""); + string[] rows = cleaned.Split(';'); + var separators = new[] { ',', ' ', '\t', '\n', '\r' }; + + var tokenRows = new List(rows.Length); + int ncols = -1; + bool anyFloat = false; + + foreach (var row in rows) + { + var toks = row.Split(separators, StringSplitOptions.RemoveEmptyEntries); + if (ncols == -1) + ncols = toks.Length; + else if (toks.Length != ncols) + throw new ValueError("Rows not the same size."); + + foreach (var t in toks) + if (!IsIntegerToken(t)) { anyFloat = true; } + + tokenRows.Add(toks); + } + + int nrows = tokenRows.Count; + + if (anyFloat) + { + var buf = new double[nrows, ncols]; + for (int r = 0; r < nrows; r++) + for (int c = 0; c < ncols; c++) + buf[r, c] = double.Parse(tokenRows[r][c], CultureInfo.InvariantCulture); + return np.array(buf); + } + else + { + var buf = new long[nrows, ncols]; + for (int r = 0; r < nrows; r++) + for (int c = 0; c < ncols; c++) + buf[r, c] = long.Parse(tokenRows[r][c], CultureInfo.InvariantCulture); + return np.array(buf); + } + } + + /// True when parses as an integer literal (no decimal point / exponent). + private static bool IsIntegerToken(string token) + => long.TryParse(token, NumberStyles.AllowLeadingSign, CultureInfo.InvariantCulture, out _); + } +} diff --git a/src/NumSharp.Core/Creation/np.require.cs b/src/NumSharp.Core/Creation/np.require.cs new file mode 100644 index 000000000..e88573f9d --- /dev/null +++ b/src/NumSharp.Core/Creation/np.require.cs @@ -0,0 +1,170 @@ +using System; +using System.Collections.Generic; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Return an ndarray of the provided type that satisfies requirements. + /// + /// The object to be converted to a type-and-requirement-satisfying array. + /// The required data-type. null preserves the current dtype. + /// + /// The requirements list. Each element is one of (case-insensitive, with aliases): + /// + /// 'F_CONTIGUOUS' / 'F' / 'FORTRAN' — ensure a Fortran-contiguous array + /// 'C_CONTIGUOUS' / 'C' / 'CONTIGUOUS' — ensure a C-contiguous array + /// 'ALIGNED' / 'A' — ensure a data-type aligned array + /// 'WRITEABLE' / 'W' — ensure a writable array + /// 'OWNDATA' / 'O' — ensure an array that owns its own data + /// 'ENSUREARRAY' / 'E' — ensure a base array instead of a subclass (no-op in NumSharp: no ndarray subclasses) + /// + /// + /// Array with the specified requirements and dtype if given. A copy is made only when needed. + /// If both 'C' and 'F' order are requested, or a requirement string is not understood. + /// + /// Port of NumPy 2.x numpy.require. With no requirements this is exactly + /// asanyarray(a, dtype). Otherwise it resolves an order ('A' by default, or 'C'/'F' when + /// requested), routes through , + /// then makes a single copy (in the resolved order) if any of the remaining ALIGNED / WRITEABLE / + /// OWNDATA flags is not already satisfied. ALIGNED is always satisfied in NumSharp (managed + /// allocations), so only WRITEABLE (false for broadcast views) and OWNDATA (false for views) + /// can force a copy. 'ENSUREARRAY' is accepted and stripped but has no effect — NumSharp has no + /// ndarray subclasses to demote. + /// https://numpy.org/doc/stable/reference/generated/numpy.require.html + /// + public static NDArray require(NDArray a, Type dtype = null, string[] requirements = null) + { + if (a is null) + throw new ArgumentNullException(nameof(a)); + + // `not requirements` in NumPy is true for None AND an empty sequence. + if (requirements == null || requirements.Length == 0) + return asanyarray(a, dtype); + + var reqs = new HashSet(); + foreach (var r in requirements) + reqs.Add(CanonicalizeRequirement(r)); + + // 'E' (ENSUREARRAY) demotes subclasses to base ndarray. NumSharp has none, so strip and ignore. + reqs.Remove('E'); + + bool wantC = reqs.Contains('C'); + bool wantF = reqs.Contains('F'); + if (wantC && wantF) + throw new ValueError("Cannot specify both \"C\" and \"F\" order"); + + char order = 'A'; + if (wantF) { order = 'F'; reqs.Remove('F'); } + else if (wantC) { order = 'C'; reqs.Remove('C'); } + + var arr = asarray(a, dtype, order); + + // Remaining flags can only be A / W / O. NumPy copies (in `order`) on the first unsatisfied + // one; a copy owns its data, is writeable and aligned, so it satisfies all of them at once. + foreach (var prop in reqs) + { + if (!RequirementSatisfied(arr, prop)) + return arr.copy(order); + } + return arr; + } + + /// + /// Single-string requirements overload. Mirrors NumPy's iteration semantics exactly: a string + /// is iterated CHARACTER BY CHARACTER, so "F" is the Fortran flag, "CF" requests + /// both C and F (and raises), and a multi-character alias such as "F_CONTIGUOUS" is NOT + /// one token — its '_' is unrecognized and raises. Pass a single-element array + /// (new[]{ "F_CONTIGUOUS" }) to use the full alias. + /// + /// https://numpy.org/doc/stable/reference/generated/numpy.require.html + public static NDArray require(NDArray a, Type dtype, string requirements) + => require(a, dtype, ToCharTokens(requirements)); + + /// Convenience overload taking a NumPy-style dtype string (e.g. "float32"). + /// https://numpy.org/doc/stable/reference/generated/numpy.require.html + public static NDArray require(NDArray a, string dtype, string[] requirements = null) + => require(a, dtype == null ? null : np.dtype(dtype).type, requirements); + + /// Convenience overload taking a NumPy-style dtype string and a single requirements string. + /// https://numpy.org/doc/stable/reference/generated/numpy.require.html + public static NDArray require(NDArray a, string dtype, string requirements) + => require(a, dtype == null ? null : np.dtype(dtype).type, ToCharTokens(requirements)); + + /// Convenience overload taking . + /// https://numpy.org/doc/stable/reference/generated/numpy.require.html + public static NDArray require(NDArray a, NPTypeCode dtype, string[] requirements = null) + => require(a, dtype == NPTypeCode.Empty ? null : dtype.AsType(), requirements); + + /// Convenience overload taking and a single requirements string. + /// https://numpy.org/doc/stable/reference/generated/numpy.require.html + public static NDArray require(NDArray a, NPTypeCode dtype, string requirements) + => require(a, dtype == NPTypeCode.Empty ? null : dtype.AsType(), ToCharTokens(requirements)); + + /// Splits a requirements string into one-character tokens (NumPy iterates a string by char). + private static string[] ToCharTokens(string requirements) + { + if (requirements == null) + return null; + + var tokens = new string[requirements.Length]; + for (int i = 0; i < requirements.Length; i++) + tokens[i] = requirements[i].ToString(); + return tokens; + } + + /// + /// Maps a requirement token to its canonical flag letter (C/F/A/W/O/E), matching NumPy's + /// POSSIBLE_FLAGS alias table. Unknown tokens raise (NumPy raises KeyError here). + /// + private static char CanonicalizeRequirement(string requirement) + { + switch (requirement?.ToUpperInvariant()) + { + case "C": + case "C_CONTIGUOUS": + case "CONTIGUOUS": + return 'C'; + case "F": + case "F_CONTIGUOUS": + case "FORTRAN": + return 'F'; + case "A": + case "ALIGNED": + return 'A'; + case "W": + case "WRITEABLE": + return 'W'; + case "O": + case "OWNDATA": + return 'O'; + case "E": + case "ENSUREARRAY": + return 'E'; + default: + throw new ValueError($"Cannot understand requirement '{requirement}'"); + } + } + + /// + /// Whether already satisfies a single ALIGNED / WRITEABLE / OWNDATA flag. + /// ALIGNED is always true for NumSharp's managed allocations; WRITEABLE is false for broadcast + /// views; OWNDATA is false for any view (slice / reshape / transpose / broadcast). + /// + private static bool RequirementSatisfied(NDArray arr, char flag) + { + switch (flag) + { + case 'A': + return true; // ALIGNED — always satisfied in NumSharp + case 'W': + return arr.Shape.IsWriteable; + case 'O': + return !arr.Storage.IsView; + default: + return true; + } + } + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs b/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs new file mode 100644 index 000000000..32d19a866 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs @@ -0,0 +1,199 @@ +using System; +using System.Numerics; +using AwesomeAssertions; +using NumSharp; +using Microsoft.VisualStudio.TestTools.UnitTesting; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// Tests for np.asarray_chkfinite — verified 1-to-1 against NumPy 2.4.2. + /// The finiteness check runs only for the float family (Half/Single/Double/Complex), + /// raising ValueError("array must not contain infs or NaNs") on any inf/NaN. Integer, + /// boolean and char arrays are never checked. No copy is made when the input already matches. + /// + [TestClass] + public class np_asarray_chkfinite_Tests + { + const double inf = double.PositiveInfinity; + const double nan = double.NaN; + + static Action Chk(NDArray a, Type dtype = null) => () => np.asarray_chkfinite(a, dtype); + + // ─── finite arrays pass, all float dtypes ─────────────────────────── + + [TestMethod] + public void Finite_Double_Passes() + { + var r = np.asarray_chkfinite(np.array(new[] { 1.0, 2.0, 3.0 })); + r.typecode.Should().Be(NPTypeCode.Double); + r.shape.Should().Equal(new long[] { 3 }); + } + + [TestMethod] + public void Finite_Single_Passes() => Chk(np.array(new[] { 1f, 2f, 3f })).Should().NotThrow(); + + [TestMethod] + public void Finite_Half_Passes() => + Chk(np.array(new[] { (Half)1, (Half)2, (Half)65504 })).Should().NotThrow(); // 65504 = max finite half + + [TestMethod] + public void Finite_Complex_Passes() => + Chk(np.array(new[] { new Complex(1, 2), new Complex(3, 4) })).Should().NotThrow(); + + // ─── inf / NaN raise ValueError with NumPy's exact message ────────── + + [TestMethod] + public void PositiveInf_Double_Raises() => + Chk(np.array(new[] { 1.0, inf, 3.0 })).Should() + .Throw().WithMessage("array must not contain infs or NaNs*"); + + [TestMethod] + public void NegativeInf_Single_Raises() => + Chk(np.array(new[] { 1f, float.NegativeInfinity })).Should().Throw(); + + [TestMethod] + public void NaN_Double_Raises() => Chk(np.array(new[] { 1.0, nan, 3.0 })).Should().Throw(); + + [TestMethod] + public void Inf_Half_Raises() => + Chk(np.array(new[] { (Half)1, Half.PositiveInfinity })).Should().Throw(); + + [TestMethod] + public void NaN_Half_Raises() => Chk(np.array(new[] { (Half)1, Half.NaN })).Should().Throw(); + + [TestMethod] + public void Complex_RealInf_Raises() => + Chk(np.array(new[] { new Complex(inf, 0), new Complex(3, 4) })).Should().Throw(); + + [TestMethod] + public void Complex_ImagNaN_Raises() => + Chk(np.array(new[] { new Complex(1, nan) })).Should().Throw(); + + // ─── integer / bool never checked ─────────────────────────────────── + + [TestMethod] + public void Integer_NeverChecked() => Chk(np.array(new[] { 1, 2, 3 })).Should().NotThrow(); + + [TestMethod] + public void Bool_NeverChecked() => Chk(np.array(new[] { true, false })).Should().NotThrow(); + + // ─── empty arrays pass (vacuous) ──────────────────────────────────── + + [TestMethod] + public void Empty_1D_Passes() + { + var r = np.asarray_chkfinite(np.zeros(new Shape(0), NPTypeCode.Double)); + r.shape.Should().Equal(new long[] { 0 }); + } + + [TestMethod] + public void Empty_2D_Passes() => + Chk(np.zeros(new Shape(0, 3), NPTypeCode.Double)).Should().NotThrow(); + + // ─── strided views: check the SELECTED physical elements ──────────── + + [TestMethod] + public void Strided_SkipsInf_Passes() + { + // buffer [1, inf, 2, 3, 4, 5]; [::2] selects indices 0,2,4 = 1,2,4 (all finite) + var a = np.array(new[] { 1.0, inf, 2.0, 3.0, 4.0, 5.0 }); + Chk(a["::2"]).Should().NotThrow(); + } + + [TestMethod] + public void Strided_HitsInf_Raises() + { + var a = np.array(new[] { 1.0, inf, 2.0, 3.0, 4.0, 5.0 }); + Chk(a["1::2"]).Should().Throw(); // indices 1,3,5 = inf,3,5 + } + + [TestMethod] + public void Reversed_HitsInf_Raises() + { + var a = np.arange(40).astype(NPTypeCode.Double); + a[25] = inf; + Chk(a["::-1"]).Should().Throw(); + } + + [TestMethod] + public void Reversed_Finite_Passes() + { + var a = np.arange(40).astype(NPTypeCode.Double); + Chk(a["::-1"]).Should().NotThrow(); + } + + [TestMethod] + public void Transposed_HitsNaN_Raises() + { + var m = np.array(new[,] { { 1.0, 2.0, 3.0 }, { 4.0, nan, 6.0 } }); + Chk(m.T).Should().Throw(); + } + + [TestMethod] + public void ColumnSlice_SkipsNaN_Passes() + { + var m = np.array(new[,] { { 1.0, 2.0, 3.0 }, { 4.0, nan, 6.0 } }); + Chk(m[":, :1"]).Should().NotThrow(); // column 0 = 1,4 finite + } + + [TestMethod] + public void Broadcast_HitsNaN_Raises() + { + var b = np.broadcast_to(np.array(new[] { 1.0, nan, 3.0 }), new Shape(4, 3)); + Chk(b).Should().Throw(); + } + + [TestMethod] + public void Broadcast_Finite_Passes() + { + var b = np.broadcast_to(np.array(new[] { 1.0, 2.0, 3.0 }), new Shape(4, 3)); + Chk(b).Should().NotThrow(); + } + + // ─── large contiguous scan (exercises the SIMD kernel) ────────────── + + [TestMethod] + public void LargeContiguous_Finite_Passes() => + Chk(np.ones(new Shape(100000), NPTypeCode.Double)).Should().NotThrow(); + + [TestMethod] + public void LargeContiguous_TrailingNaN_Raises() + { + var a = np.ones(new Shape(100000), NPTypeCode.Double); + a[99999] = nan; // last element — proves the whole array is scanned (no false early success) + Chk(a).Should().Throw(); + } + + // ─── dtype conversion checks AFTER the cast ───────────────────────── + + [TestMethod] + public void DtypeCast_IntToFloat_Passes() + { + var r = np.asarray_chkfinite(np.array(new[] { 1, 2, 3 }), typeof(float)); + r.dtype.Should().Be(typeof(float)); + } + + // ─── no-copy contract ─────────────────────────────────────────────── + + [TestMethod] + public void NoCopy_WhenAlreadyMatching() + { + var a = np.array(new[] { 1.0, 2.0, 3.0 }); + var r = np.asarray_chkfinite(a); + ReferenceEquals(a.Storage, r.Storage).Should().BeTrue(); + } + + // ─── 0-D scalars ──────────────────────────────────────────────────── + + [TestMethod] + public void Scalar_Inf_Raises() => Chk(NDArray.Scalar(inf)).Should().Throw(); + + [TestMethod] + public void Scalar_Finite_Passes() => Chk(NDArray.Scalar(5.0)).Should().NotThrow(); + + [TestMethod] + public void NullInput_Throws() => + ((Action)(() => np.asarray_chkfinite((NDArray)null))).Should().Throw(); + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs b/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs new file mode 100644 index 000000000..15ab58aa6 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs @@ -0,0 +1,194 @@ +using System; +using System.Numerics; +using AwesomeAssertions; +using NumSharp; +using Microsoft.VisualStudio.TestTools.UnitTesting; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// Tests for np.asmatrix — verified 1-to-1 against NumPy 2.4.2. Coerces the input to a 2-D array + /// (NumSharp has no matrix subclass): 0-D → (1,1), 1-D of length N → (1,N), 2-D unchanged, and + /// >2-D drops length-1 axes and must land on exactly 2-D else ValueError. Coercion is a + /// stride-preserving view (no copy) unless a dtype change forces a cast. Also parses matrix + /// strings ("1 2; 3 4"). + /// + [TestClass] + public class np_asmatrix_Tests + { + // ─── dimensional coercion ─────────────────────────────────────────── + + [TestMethod] + public void Scalar_Becomes_1x1() + { + var m = np.asmatrix(NDArray.Scalar(5.0)); + m.shape.Should().Equal(new long[] { 1, 1 }); + m.GetValue(0, 0).Should().Be(5.0); + } + + [TestMethod] + public void OneD_Becomes_1xN() + { + var m = np.asmatrix(np.array(new[] { 1L, 2L, 3L })); + m.shape.Should().Equal(new long[] { 1, 3 }); + m.typecode.Should().Be(NPTypeCode.Int64); + } + + [TestMethod] + public void TwoD_Unchanged() + { + var m = np.asmatrix(np.array(new[,] { { 1L, 2L }, { 3L, 4L } })); + m.shape.Should().Equal(new long[] { 2, 2 }); + } + + [TestMethod] + public void ThreeD_AllAxesGreaterThanOne_Raises() => + ((Action)(() => np.asmatrix(np.zeros(new Shape(2, 2, 2), NPTypeCode.Double)))) + .Should().Throw().WithMessage("shape too large to be a matrix.*"); + + [TestMethod] + public void ThreeD_LeadingSingleton_Squeezes() + { + np.asmatrix(np.zeros(new Shape(1, 2, 3), NPTypeCode.Double)).shape.Should().Equal(new long[] { 2, 3 }); + } + + [TestMethod] + public void ThreeD_TrailingSingleton_Squeezes() + { + np.asmatrix(np.zeros(new Shape(2, 3, 1), NPTypeCode.Double)).shape.Should().Equal(new long[] { 2, 3 }); + } + + [TestMethod] + public void ThreeD_TwoSingletons_BecomesRowVector() + { + np.asmatrix(np.zeros(new Shape(1, 1, 5), NPTypeCode.Double)).shape.Should().Equal(new long[] { 1, 5 }); + } + + [TestMethod] + public void FourD_OuterAndInnerSingletons_Squeezes() + { + np.asmatrix(np.zeros(new Shape(1, 2, 2, 1), NPTypeCode.Double)).shape.Should().Equal(new long[] { 2, 2 }); + } + + // ─── empty arrays ─────────────────────────────────────────────────── + + [TestMethod] + public void Empty_2D_Preserved() + { + np.asmatrix(np.zeros(new Shape(0, 3), NPTypeCode.Double)).shape.Should().Equal(new long[] { 0, 3 }); + } + + [TestMethod] + public void Empty_1D_Becomes_1x0() + { + np.asmatrix(np.zeros(new Shape(0), NPTypeCode.Double)).shape.Should().Equal(new long[] { 1, 0 }); + } + + // ─── view (no-copy) semantics ─────────────────────────────────────── + + [TestMethod] + public void TwoD_SharesMemory() + { + var x = np.array(new[,] { { 1L, 2L }, { 3L, 4L } }); + var m = np.asmatrix(x); + x[0, 0] = 99L; + m.GetValue(0, 0).Should().Be(99L); // shared memory + } + + [TestMethod] + public void Transposed_SharesMemory_AndKeepsShape() + { + var v = np.arange(12).reshape(3, 4); // arange is Int64 in NumSharp + var m = np.asmatrix(v.T); + m.shape.Should().Equal(new long[] { 4, 3 }); + m[0, 0] = -5L; + v.GetValue(0, 0).Should().Be(-5L); // write propagates through the view + } + + [TestMethod] + public void Strided1D_SharesMemory() + { + var w = np.arange(10)["::2"]; + var m = np.asmatrix(w); + m.shape.Should().Equal(new long[] { 1, 5 }); + m[0, 0] = -7L; + w.GetValue(0).Should().Be(-7L); + } + + [TestMethod] + public void Reversed1D_SharesMemory_AndOrder() + { + var r = np.arange(6)["::-1"]; // 5,4,3,2,1,0 + var m = np.asmatrix(r); + m.shape.Should().Equal(new long[] { 1, 6 }); + m.GetValue(0, 0).Should().Be(5L); // first element of the reversed view + } + + // ─── dtype ────────────────────────────────────────────────────────── + + [TestMethod] + public void Dtype_Casts_AndCoerces() + { + var m = np.asmatrix(np.array(new[] { 1, 2, 3 }), typeof(float)); + m.dtype.Should().Be(typeof(float)); + m.shape.Should().Equal(new long[] { 1, 3 }); + } + + [TestMethod] + public void Dtype_NPTypeCode_Overload() + { + np.asmatrix(np.array(new[] { 1, 2, 3 }), NPTypeCode.Double).dtype.Should().Be(typeof(double)); + } + + // ─── string matrix parser ─────────────────────────────────────────── + + [TestMethod] + public void String_IntegerMatrix() + { + var m = np.asmatrix("1 2; 3 4"); + m.shape.Should().Equal(new long[] { 2, 2 }); + m.typecode.Should().Be(NPTypeCode.Int64); + m.GetValue(0, 0).Should().Be(1L); + m.GetValue(1, 1).Should().Be(4L); + } + + [TestMethod] + public void String_SingleRow_CommaSeparated() + { + np.asmatrix("1,2,3").shape.Should().Equal(new long[] { 1, 3 }); + } + + [TestMethod] + public void String_FloatMatrix_InfersDouble() + { + var m = np.asmatrix("1.5 2"); + m.typecode.Should().Be(NPTypeCode.Double); + m.GetValue(0, 0).Should().Be(1.5); + } + + [TestMethod] + public void String_BracketsStripped() + { + np.asmatrix("[1 2; 3 4]").shape.Should().Equal(new long[] { 2, 2 }); + } + + [TestMethod] + public void String_RaggedRows_Raises() => + ((Action)(() => np.asmatrix("1 2; 3 4 5"))) + .Should().Throw().WithMessage("Rows not the same size.*"); + + [TestMethod] + public void String_WithDtype_Casts() + { + np.asmatrix("1 2; 3 4", typeof(float)).dtype.Should().Be(typeof(float)); + } + + [TestMethod] + public void NullNDArrayInput_Throws() => + ((Action)(() => np.asmatrix((NDArray)null))).Should().Throw(); + + [TestMethod] + public void NullStringInput_Throws() => + ((Action)(() => np.asmatrix((string)null))).Should().Throw(); + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.require.Tests.cs b/test/NumSharp.UnitTest/Creation/np.require.Tests.cs new file mode 100644 index 000000000..079d1dbe8 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.require.Tests.cs @@ -0,0 +1,169 @@ +using System; +using AwesomeAssertions; +using NumSharp; +using Microsoft.VisualStudio.TestTools.UnitTesting; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// Tests for np.require — verified 1-to-1 against NumPy 2.4.2. Parses C/F/A/W/O/E requirement + /// flags (with aliases), resolves an order ('A' default, or 'C'/'F'), then copies once (in that + /// order) if any remaining ALIGNED/WRITEABLE/OWNDATA flag is unsatisfied. No requirements ⇒ + /// asanyarray. In NumSharp ALIGNED is always satisfied, so only WRITEABLE (broadcast views) and + /// OWNDATA (views) can force a copy. + /// + [TestClass] + public class np_require_Tests + { + // ─── no requirements ⇒ asanyarray ─────────────────────────────────── + + [TestMethod] + public void NoRequirements_ReturnsSameStorage() + { + var x = np.arange(6).reshape(2, 3); + var r = np.require(x); + ReferenceEquals(x.Storage, r.Storage).Should().BeTrue(); + } + + [TestMethod] + public void NoRequirements_WithDtype_Casts() + { + var x = np.arange(6).reshape(2, 3); + np.require(x, typeof(float)).dtype.Should().Be(typeof(float)); + } + + [TestMethod] + public void EmptyRequirements_ReturnsSameStorage() + { + var x = np.arange(6).reshape(2, 3); + ReferenceEquals(np.require(x, requirements: new string[0]).Storage, x.Storage).Should().BeTrue(); + } + + // ─── order requirements ───────────────────────────────────────────── + + [TestMethod] + public void FortranRequirement_ProducesFContiguous() + { + var x = np.arange(6).astype(NPTypeCode.Int64).reshape(2, 3); // C-contig, 2-D + var r = np.require(x, typeof(float), new[] { "A", "O", "W", "F" }); + r.Shape.IsFContiguous.Should().BeTrue(); + r.Shape.IsContiguous.Should().BeFalse(); + r.Storage.IsView.Should().BeFalse(); // owns data + r.Shape.IsWriteable.Should().BeTrue(); + r.dtype.Should().Be(typeof(float)); + } + + [TestMethod] + public void CAndF_Conflict_Raises() => + ((Action)(() => np.require(np.arange(6), requirements: new[] { "C", "F" }))) + .Should().Throw().WithMessage("Cannot specify both*C*F*order*"); + + [TestMethod] + public void CRequirement_OnContiguous_NoCopy() + { + var x = np.ascontiguousarray(np.arange(6)); // 1-D, already C-contig + ReferenceEquals(np.require(x, requirements: new[] { "C" }).Storage, x.Storage).Should().BeTrue(); + } + + [TestMethod] + public void FRequirement_On1D_NoCopy_Because1DisBothContiguous() + { + var x = np.ascontiguousarray(np.arange(6)); // 1-D is BOTH C- and F-contiguous + ReferenceEquals(np.require(x, requirements: new[] { "F" }).Storage, x.Storage).Should().BeTrue(); + } + + // ─── OWNDATA / WRITEABLE force a copy ─────────────────────────────── + + [TestMethod] + public void OwndataRequirement_OnView_Copies() + { + var x = np.arange(6).reshape(2, 3); // reshape of arange is a VIEW (OWNDATA=false) + var r = np.require(x, requirements: new[] { "O" }); + r.Storage.IsView.Should().BeFalse(); // now owns data + ReferenceEquals(x.Storage, r.Storage).Should().BeFalse(); + } + + [TestMethod] + public void OwndataRequirement_OnSliceView_Copies() + { + var v = np.arange(10)["2:8"]; + ReferenceEquals(np.require(v, requirements: new[] { "O" }).Storage, v.Storage).Should().BeFalse(); + } + + [TestMethod] + public void WriteableRequirement_OnBroadcast_Copies() + { + var b = np.broadcast_to(np.arange(3), new Shape(4, 3)); // non-writeable + var r = np.require(b, requirements: new[] { "W" }); + r.Shape.IsWriteable.Should().BeTrue(); + r.Storage.IsView.Should().BeFalse(); + } + + // ─── flag aliases & case-insensitivity ────────────────────────────── + + [TestMethod] + public void Alias_FORTRAN_MeansF() + { + var x = np.arange(6).reshape(2, 3); + np.require(x, requirements: new[] { "FORTRAN" }).Shape.IsFContiguous.Should().BeTrue(); + } + + [TestMethod] + public void Alias_F_CONTIGUOUS_AsListElement_MeansF() + { + var x = np.arange(6).reshape(2, 3); + np.require(x, requirements: new[] { "F_CONTIGUOUS" }).Shape.IsFContiguous.Should().BeTrue(); + } + + [TestMethod] + public void EnsureArray_IsStrippedAndIgnored() + { + var x = np.arange(6).reshape(2, 3); + ReferenceEquals(np.require(x, requirements: new[] { "E" }).Storage, x.Storage).Should().BeTrue(); + } + + [TestMethod] + public void UnknownRequirement_Raises() => + ((Action)(() => np.require(np.arange(6), requirements: new[] { "Z" }))).Should().Throw(); + + // ─── single-string requirements: NumPy iterates by character ──────── + + [TestMethod] + public void SingleChar_F_Works() + { + var x = np.arange(6).reshape(2, 3); + np.require(x, (Type)null, "F").Shape.IsFContiguous.Should().BeTrue(); + } + + [TestMethod] + public void SingleString_CF_IteratesToBothOrders_Raises() => + ((Action)(() => np.require(np.arange(6).reshape(2, 3), (Type)null, "CF"))) + .Should().Throw().WithMessage("Cannot specify both*"); + + [TestMethod] + public void SingleString_MultiCharAlias_RaisesOnUnderscore() => + // "F_CONTIGUOUS" as a single string is iterated by char; '_' is not a flag (NumPy: KeyError). + ((Action)(() => np.require(np.arange(6).reshape(2, 3), (Type)null, "F_CONTIGUOUS"))) + .Should().Throw(); + + // ─── dtype convenience overloads ──────────────────────────────────── + + [TestMethod] + public void DtypeString_Overload() + { + var x = np.arange(6).reshape(2, 3); + np.require(x, "float32", new[] { "C" }).dtype.Should().Be(typeof(float)); + } + + [TestMethod] + public void DtypeNPTypeCode_Overload() + { + var x = np.arange(6).reshape(2, 3); + np.require(x, NPTypeCode.Single).dtype.Should().Be(typeof(float)); + } + + [TestMethod] + public void NullInput_Throws() => + ((Action)(() => np.require(null))).Should().Throw(); + } +} From 1febfcbf56cc6cfe8dabfc08c55301136ed4be7a Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 19:01:00 +0300 Subject: [PATCH 14/17] test+fix(conversion): second-pass edge-case hardening for asarray_chkfinite/require/asmatrix MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adversarial second pass against NumPy 2.4.2 across special float values, SIMD/gather boundaries, exotic layouts, flag combinations and string-parse corners. Two behavior gaps found and fixed; everything else already matched and is now pinned by 23 new tests (97 total across the three functions; full suite 11503 passed / 0 failed on net8+net10). Fixes ───── * asmatrix: an element-free matrix string ("" or " ") now infers **Double**, matching NumPy's `np.array([[]])` → float64 empty-array default (was Int64 — the integer path was taken because there were no float tokens to trip the inference). * require: added the **`like`** keyword (NumPy's `require(a, dtype, requirements, *, like=None)`) for signature parity — accepted as a no-op, same as np.asarray's `like` (NumSharp has no __array_function__ dispatch). Verified-and-already-correct (no code change needed), now covered by tests ───────────────────────────────────────────────────────────────────────── asarray_chkfinite: * Exhaustive position sweep — NaN/inf placed at EVERY index for sizes 1..129 across f64/f32/f16/c128 on contiguous, strided [::2] and reversed views: 0 mismatches. Proves the 4×-unrolled SIMD body, 1-vector remainder and scalar tail all detect a non-finite wherever it sits, and that the gather path reads only selected elements (a NaN parked on a skipped odd index does NOT false-positive). * Signaling NaN detected (f64/f32 via `x-x` poison; f16 via the 0x7C00 exponent mask); signed zero, subnormals and max-finite all pass — matches NumPy bit-for-bit. * Exotic layouts all match: 5-D full/transposed/strided (strided correctly skips a NaN it doesn't select), column-broadcast (inner stride 0), scalar-broadcast, F-contiguous + F-slice, stride-3 gather hit/skip, partial (1,N)→(M,N) broadcast, 2-D [::-1,::-1]. * The finiteness check runs AFTER the dtype cast: f64→f32/f16 values that overflow to inf during narrowing raise, and NaN cast to an integer dtype passes (int skips the check). require: * ~30 flag combinations on C-contig views and F-contig owners match NumPy's C/F/OWNDATA/ WRITEABLE flags and same-vs-copy outcome exactly — including 'O'/'W' forcing a copy even when the order flag is already satisfied, lowercase + full-name aliases, duplicate flags, broadcast (row and column) copying to C-contig, and empty-array + dtype-with-order paths. asmatrix: * Degenerate empty >2-D (e.g. (0,3,1)) raises like NumPy's reshape error; 0-D from integer indexing preserves its offset (reads the right element); non-contiguous 2-D shares memory; 1-D broadcast → (1,N) stays non-writeable; multi-singleton squeeze (1,3,1,4,1)→(3,4); string tokens with signs / leading dot / scientific notation type-infer like NumPy. --- src/NumSharp.Core/Creation/np.asmatrix.cs | 4 +- src/NumSharp.Core/Creation/np.require.cs | 7 +- .../Creation/np.asarray_chkfinite.Tests.cs | 63 +++++++++++++++ .../Creation/np.asmatrix.Tests.cs | 78 +++++++++++++++++++ .../Creation/np.require.Tests.cs | 46 +++++++++++ 5 files changed, 196 insertions(+), 2 deletions(-) diff --git a/src/NumSharp.Core/Creation/np.asmatrix.cs b/src/NumSharp.Core/Creation/np.asmatrix.cs index ad27317ea..76f80bf76 100644 --- a/src/NumSharp.Core/Creation/np.asmatrix.cs +++ b/src/NumSharp.Core/Creation/np.asmatrix.cs @@ -170,7 +170,9 @@ private static NDArray ParseMatrixString(string data) int nrows = tokenRows.Count; - if (anyFloat) + // An element-free matrix (e.g. "" or " ") has no tokens to infer an integer dtype from; + // NumPy's np.array([[]]) defaults such an empty array to float64, so match that. + if (anyFloat || (long)nrows * ncols == 0) { var buf = new double[nrows, ncols]; for (int r = 0; r < nrows; r++) diff --git a/src/NumSharp.Core/Creation/np.require.cs b/src/NumSharp.Core/Creation/np.require.cs index e88573f9d..72260d586 100644 --- a/src/NumSharp.Core/Creation/np.require.cs +++ b/src/NumSharp.Core/Creation/np.require.cs @@ -22,6 +22,7 @@ public static partial class np /// /// /// Array with the specified requirements and dtype if given. A copy is made only when needed. + /// Reference array for NumPy's array-function dispatch — accepted for signature parity but has no observable effect in NumSharp (no array-subclass dispatch). /// If both 'C' and 'F' order are requested, or a requirement string is not understood. /// /// Port of NumPy 2.x numpy.require. With no requirements this is exactly @@ -34,11 +35,15 @@ public static partial class np /// ndarray subclasses to demote. /// https://numpy.org/doc/stable/reference/generated/numpy.require.html /// - public static NDArray require(NDArray a, Type dtype = null, string[] requirements = null) + public static NDArray require(NDArray a, Type dtype = null, string[] requirements = null, NDArray like = null) { if (a is null) throw new ArgumentNullException(nameof(a)); + // `like` drives NumPy's __array_function__ protocol; NumSharp has no array-subclass + // dispatch, so it is accepted for signature parity but never read. + _ = like; + // `not requirements` in NumPy is true for None AND an empty sequence. if (requirements == null || requirements.Length == 0) return asanyarray(a, dtype); diff --git a/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs b/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs index 32d19a866..ea8538106 100644 --- a/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs +++ b/test/NumSharp.UnitTest/Creation/np.asarray_chkfinite.Tests.cs @@ -195,5 +195,68 @@ public void NoCopy_WhenAlreadyMatching() [TestMethod] public void NullInput_Throws() => ((Action)(() => np.asarray_chkfinite((NDArray)null))).Should().Throw(); + + // ─── second-pass edge cases (verified against NumPy) ──────────────── + + [TestMethod] + public void SignalingNaN_Double_Raises() + { + double sNaN = BitConverter.Int64BitsToDouble(unchecked((long)0x7ff0000000000001)); + Chk(np.array(new[] { sNaN, 1.0 })).Should().Throw(); + } + + [TestMethod] + public void SignalingNaN_Half_Raises() + { + Half sNaN = BitConverter.UInt16BitsToHalf(0x7c01); + Chk(np.array(new[] { sNaN, (Half)1 })).Should().Throw(); + } + + [TestMethod] + public void SignedZero_Passes() => Chk(np.array(new[] { -0.0, 0.0, 1.0 })).Should().NotThrow(); + + [TestMethod] + public void Subnormal_And_MaxFinite_Pass() => + Chk(np.array(new[] { 5e-324, 1.7976931348623157e308, -1.7976931348623157e308 })).Should().NotThrow(); + + [TestMethod] + public void ColumnBroadcast_InnerStrideZero_HitsNaN_Raises() + { + // (3,1) broadcast to (3,4): inner axis has stride 0 — exercises the odometer's stride-0 run. + var col = np.array(new[,] { { 1.0 }, { nan }, { 3.0 } }); + Chk(np.broadcast_to(col, new Shape(3, 4))).Should().Throw(); + } + + [TestMethod] + public void FiveD_StridedView_SkipsNaN_Passes() + { + var a5 = np.ones(new Shape(2, 3, 2, 3, 4), NPTypeCode.Double); + a5[1, 2, 1, 2, 3] = inf; // lives at axis0=1, axis2=1 + Chk(a5["::2, :, ::2"]).Should().NotThrow(); // view selects axis0={0}, axis2={0} — inf excluded + } + + [TestMethod] + public void Stride3_Gather_HitsAndSkips() + { + var b = np.ones(new Shape(30), NPTypeCode.Double); + b[9] = nan; + Chk(b["::3"]).Should().Throw(); // 0,3,6,9,... hits 9 + var c = np.ones(new Shape(30), NPTypeCode.Double); + c[9] = nan; + Chk(c["1::3"]).Should().NotThrow(); // 1,4,7,10,... skips 9 + } + + [TestMethod] + public void SimdBoundary_Sweep_NaNAtEveryPosition_AlwaysDetected() + { + // Sizes straddling the 4×-unroll SIMD body, the 1-vector remainder and the scalar tail. + foreach (var n in new[] { 4, 5, 8, 9, 16, 17, 33, 64, 65 }) + for (int pos = 0; pos < n; pos++) + { + var a = np.ones(new Shape(n), NPTypeCode.Double); + a[pos] = nan; + Chk(a).Should().Throw($"NaN at position {pos} of {n} must be found"); + } + } } } diff --git a/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs b/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs index 15ab58aa6..194bf3c55 100644 --- a/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs +++ b/test/NumSharp.UnitTest/Creation/np.asmatrix.Tests.cs @@ -190,5 +190,83 @@ public void NullNDArrayInput_Throws() => [TestMethod] public void NullStringInput_Throws() => ((Action)(() => np.asmatrix((string)null))).Should().Throw(); + + // ─── second-pass edge cases (verified against NumPy) ──────────────── + + [TestMethod] + public void String_Empty_InfersDouble() + { + // NumPy's np.array([[]]) defaults an element-free matrix to float64. + var m = np.asmatrix(""); + m.shape.Should().Equal(new long[] { 1, 0 }); + m.typecode.Should().Be(NPTypeCode.Double); + } + + [TestMethod] + public void String_WhitespaceOnly_InfersDouble() => + np.asmatrix(" ").typecode.Should().Be(NPTypeCode.Double); + + [TestMethod] + public void String_ScientificAndSigns() + { + np.asmatrix("1e3 2").typecode.Should().Be(NPTypeCode.Double); // exponent ⇒ float + np.asmatrix(".5 1").typecode.Should().Be(NPTypeCode.Double); // leading dot ⇒ float + var signed = np.asmatrix("+5 -3"); // signed integers stay int + signed.typecode.Should().Be(NPTypeCode.Int64); + signed.GetValue(0, 0).Should().Be(5L); + signed.GetValue(0, 1).Should().Be(-3L); + } + + [TestMethod] + public void String_MultiRow_ThreeByTwo() + { + np.asmatrix("1 2;3 4;5 6").shape.Should().Equal(new long[] { 3, 2 }); + } + + [TestMethod] + public void Degenerate_EmptyThreeD_Raises() => + // (0,3,1) squeezes to (3,) but the element count (0) can't fill it — NumPy raises a reshape error. + ((Action)(() => np.asmatrix(np.zeros(new Shape(0, 3, 1), NPTypeCode.Double)))) + .Should().Throw(); + + [TestMethod] + public void MultipleSingletonAxes_Squeeze() + { + np.asmatrix(np.zeros(new Shape(1, 3, 1, 4, 1), NPTypeCode.Double)).shape.Should().Equal(new long[] { 3, 4 }); + } + + [TestMethod] + public void OneElement1D_Becomes_1x1() + { + np.asmatrix(np.zeros(new Shape(1), NPTypeCode.Double)).shape.Should().Equal(new long[] { 1, 1 }); + } + + [TestMethod] + public void ZeroDFromIntegerIndex_PreservesOffset() + { + var baseA = np.array(new[,] { { 10.0, 20.0 }, { 30.0, 40.0 } }); + var m = np.asmatrix(baseA[1, 1]); // 0-D view at offset pointing to 40 + m.shape.Should().Equal(new long[] { 1, 1 }); + m.GetValue(0, 0).Should().Be(40.0); + } + + [TestMethod] + public void NonContiguous2D_SharesMemory() + { + var a = np.arange(16).reshape(4, 4); + var m = np.asmatrix(a["::2, ::2"]); // strided in both axes, neither C nor F + m.shape.Should().Equal(new long[] { 2, 2 }); + m[0, 0] = -99L; + a.GetValue(0, 0).Should().Be(-99L); + } + + [TestMethod] + public void Broadcast1D_MatrixIsNonWriteable() + { + var bc = np.broadcast_to(NDArray.Scalar(5.0), new Shape(4)); // non-writeable + var m = np.asmatrix(bc); + m.shape.Should().Equal(new long[] { 1, 4 }); + m.Shape.IsWriteable.Should().BeFalse(); + } } } diff --git a/test/NumSharp.UnitTest/Creation/np.require.Tests.cs b/test/NumSharp.UnitTest/Creation/np.require.Tests.cs index 079d1dbe8..bd8421a28 100644 --- a/test/NumSharp.UnitTest/Creation/np.require.Tests.cs +++ b/test/NumSharp.UnitTest/Creation/np.require.Tests.cs @@ -165,5 +165,51 @@ public void DtypeNPTypeCode_Overload() [TestMethod] public void NullInput_Throws() => ((Action)(() => np.require(null))).Should().Throw(); + + // ─── second-pass edge cases (verified against NumPy) ──────────────── + + [TestMethod] + public void Like_IsAcceptedAndIgnored() + { + var x = np.arange(6).reshape(2, 3); + // `like` exists for NumPy's array-function dispatch; NumSharp accepts it as a no-op. + var r = np.require(x, typeof(float), new[] { "C" }, like: np.arange(3)); + r.dtype.Should().Be(typeof(float)); + r.Shape.IsContiguous.Should().BeTrue(); + } + + [TestMethod] + public void FRequirement_OnCContig2D_CopiesToFContiguous() + { + var x = np.arange(6).astype(NPTypeCode.Int64).reshape(2, 3); // C-contig 2-D + var r = np.require(x, requirements: new[] { "F" }); + r.Shape.IsFContiguous.Should().BeTrue(); + r.Shape.IsContiguous.Should().BeFalse(); + ReferenceEquals(r.Storage, x.Storage).Should().BeFalse(); // copied + } + + [TestMethod] + public void OwndataRequirement_CopiesEvenWhenOrderAlreadySatisfied() + { + // 'C' is satisfied (view is C-contig) but 'O' is not (it's a view) → still copies. + var x = np.arange(6).reshape(2, 3); + ReferenceEquals(np.require(x, requirements: new[] { "C", "O" }).Storage, x.Storage).Should().BeFalse(); + } + + [TestMethod] + public void Aliases_LowercaseAndFullNames() + { + var x = np.arange(6).reshape(2, 3); + // 'contiguous'/'c' ⇒ C (no copy on a C-contig view); 'writeable'/'aligned' are already satisfied. + ReferenceEquals(np.require(x, requirements: new[] { "contiguous" }).Storage, x.Storage).Should().BeTrue(); + ReferenceEquals(np.require(x, requirements: new[] { "c", "writeable", "aligned" }).Storage, x.Storage).Should().BeTrue(); + } + + [TestMethod] + public void EmptyArray_FRequirement_ProducesFContiguous() + { + var r = np.require(np.zeros(new Shape(0, 3), NPTypeCode.Double), requirements: new[] { "F" }); + r.Shape.IsFContiguous.Should().BeTrue(); + } } } From 6e54fa7fe2525af0b0346435bc9d391f55538f94 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sat, 18 Jul 2026 13:35:22 +0300 Subject: [PATCH 15/17] feat(stacking): add np.block, np.column_stack, np.concat, np.unstack (NumPy 2.x parity) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Implements the four missing stacking/joining functions, all probed against live NumPy 2.4.2 and pinned by 114 unit tests (66 new + 2 concatenate layout regressions + existing 68 concatenate staying green). np.block (Creation/np.block.cs) — full port of numpy/_core/shape_base.py: - _block_check_depths_match walk with verbatim NumPy error texts: ValueError "List depths are mismatched. First element was at depth N..." / "List at arrays[i] cannot be empty"; TypeError for ITuple ("arrays[i] is a tuple. Only lists can be used to arrange blocks..."). - C# nesting map documented in xmldoc: object[]/NDArray[]/1-D primitive arrays/IList = Python list; NDArray/scalars/rank>=2 rectangular arrays = leaves. The walk normalizes the tree once (lists -> object[], leaves -> NDArray) so later passes skip re-classification. - BOTH NumPy algorithms behind NumPy's exact threshold list_ndim * final_size > 2*512*512: _block_concatenate (repeated np.concatenate along axes -1..-(depth); intermediate level results disposed eagerly instead of queueing on the finalizer) and _block_slicing (result_type over all leaves, order = 'F' if all-F and not all-C, single allocation with fillZeros:false, per-leaf NDIter.Copy into (Ellipsis,)+slice windows). - _atleast_nd leading-1 padding as views (expand_dims chain; empty arrays reshape since expand_dims early-returns them). - Depth-0 (bare array/scalar) returns a COPY - probed; the NumPy docstring claims otherwise but its _block_concatenate copies. - Differential test reproduces a mixed-dtype 2x2 block matrix bit-exactly against NumPy (MT19937 seed parity), and the slicing path is asserted equal to the nested-concatenate reference at 600x800. np.column_stack (Creation/np.column_stack.cs): - NumPy's array(a, ndmin=2).T for sub-2-D inputs built as ONE storage alias (dims (N,1)/(1,1), stride preserved so strided 1-D inputs stay views), then concatenate(axis=1). ndim>=2 passes through untouched (3-D+ concatenates along axis 1, like NumPy). Column-view wrappers are released post-concat. np.concat (Creation/np.concat.cs) — NumPy 2.0 Array-API alias: - Mirrors every concatenate overload verbatim (array form with axis/out/dtype/casting + the 8 tuple-arity conveniences). np.unstack (Creation/np.unstack.cs) — NumPy 2.1: - Returns NDArray[] of write-through VIEWS: drops the axis from dims/strides and advances offset by i*strides[axis] per child - no moveaxis call, no Slice machinery, no data movement. One shared dims/strides pair serves all children (Shape treats them as immutable). - ValueError "Input array must be at least 1-d." for 0-d, AxisError-parity via check_and_adjust_axis, empty-axis -> empty result array, empties elsewhere -> fresh empty children (nothing to alias). np.concatenate layout-vote fix (NumPy parity): - F-contiguous output now requires allF AND NOT allC, matching PyArray_CreateMultiSortedStridePerm ambiguity resolution - inputs that are BOTH C&F (e.g. (N,1) columns from column_stack) produce C order. Previously NumSharp emitted F there. Probed: both-CF x2 -> C; F-only x2 -> F; mixed F-only+both-CF -> F; C+F -> C. np.concatenate uniform-tiny-slab interleave fast path: - (N,1)-style concats degenerate to outerCount*nsrc dynamic-size Buffer.MemoryCopy calls (~4.5ns each through Memmove dispatch; 2M 8-byte copies for two 1M columns). When every per-outer slab is the same 1/2/4/8/16 bytes, a constant-size load/store interleave loop runs ~10-20x faster (~0.2ns/copy). Applies at any outerCount (no setup beyond the O(nsrc) uniformity check); works for both C- and F-path addressing since it mirrors the existing slab accumulation. UnmanagedStorage.GetData() window fix (latent house bug, surfaced by unstack, also affected np.split): - Contiguity is offset-independent, so a CONTIGUOUS view at a non-zero offset (np.split/np.unstack children) previously returned the WHOLE backing buffer from Data()/GetData() - np.split(np.arange(6),3)[1] .Data() yielded all 6 elements. Now narrows to the shape's [offset, offset+size) window first (zero-copy ArraySlice window, still writes through), and the cross-dtype cast path casts only the window. Benchmarks (Release, best-of-7, prompt disposal; ratio = NumPy/NumSharp, >1 = NumSharp faster): block 600x600 5.55x, block 1-D 2.16x, block 100x100 1.02x, block scalars 0.97x, column_stack 2-D 3.22x, column_stack 1-D 1M 3.05x (was 0.84x before the interleave), 1-D 1K 0.83x, unstack small 2.57x, unstack 16x1000 0.47x (view-construction bound: ~300ns per NDArray+storage wrapper pair vs CPython's ~130ns PyArrayObject), concat 100K 6.24x. Sub-1.0 cases are allocator/wrapper-bound, not data-path. Tests: full suite 11,483 green on net10.0 (0 failed) and the new-op + split classes green on net8.0; FuzzMatrix corpus (112 concatenate + 336 stack-family cases) stays bit-exact through the layout + interleave changes (corpus compares C-order logical bytes). Corpus generator NOT extended: block needs nested-structure operand encoding and unstack a multi-result schema, neither of which the harness supports today. --- .claude/CLAUDE.md | 10 +- .../Unmanaged/UnmanagedStorage.Getters.cs | 9 + src/NumSharp.Core/Creation/np.block.cs | 412 ++++++++++++++++++ src/NumSharp.Core/Creation/np.column_stack.cs | 89 ++++ src/NumSharp.Core/Creation/np.concat.cs | 71 +++ src/NumSharp.Core/Creation/np.concatenate.cs | 135 +++++- src/NumSharp.Core/Creation/np.unstack.cs | 90 ++++ .../Creation/np.block.Test.cs | 394 +++++++++++++++++ .../Creation/np.column_stack.Test.cs | 164 +++++++ .../Creation/np.concat.Test.cs | 72 +++ .../Creation/np.concatenate.Test.cs | 29 ++ .../Creation/np.unstack.Test.cs | 160 +++++++ 12 files changed, 1625 insertions(+), 10 deletions(-) create mode 100644 src/NumSharp.Core/Creation/np.block.cs create mode 100644 src/NumSharp.Core/Creation/np.column_stack.cs create mode 100644 src/NumSharp.Core/Creation/np.concat.cs create mode 100644 src/NumSharp.Core/Creation/np.unstack.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.block.Test.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.column_stack.Test.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.concat.Test.cs create mode 100644 test/NumSharp.UnitTest/Creation/np.unstack.Test.cs diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index eb792dfaa..2e9cb5316 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -243,7 +243,7 @@ Tested against NumPy 2.x. The `as*` conversion family mirrors NumPy: `asarray_chkfinite(a, dtype=None, order='K')` = `asarray` then raise `ValueError("array must not contain infs or NaNs")` if a **float-family** dtype (Half/Single/Double/Complex — NumPy's `typecodes['AllFloat']`; Decimal/int/bool skip the check) holds any inf/NaN, via a **fused single-pass NaN-poison SIMD reduction** (`Backends/Kernels/FiniteScan.cs`: `acc += v - v` — +0 for finite, absorbing-NaN for non-finite; AVX2 gather + reversed-contiguous fast path for strided/negative-stride views; ~2–27× NumPy contiguous, ≥1× strided). `require(a, dtype=None, requirements=None)` parses C/F/A/W/O/E flags (+aliases; single-string requirements iterate by char like NumPy, so `"F_CONTIGUOUS"` as one string raises), resolves an order and copies only if a remaining ALIGNED/WRITEABLE/OWNDATA flag is unsatisfied (ALIGNED is always true in NumSharp, so only broadcast-non-writeable and views force a copy). `asmatrix(data, dtype=None)` returns a **2-D view** (NumSharp has no `matrix` subclass — the deprecated NumPy one; no `*`-as-matmul/`.H`/`.I`): 0-D→(1,1), 1-D→(1,N), 2-D unchanged, >2-D drops length-1 axes and must land on 2-D else `ValueError("shape too large to be a matrix.")`; also parses matrix strings (`"1 2; 3 4"`). See `Creation/np.{asarray_chkfinite,require,asmatrix}.cs`. ### Shape Manipulation -`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `flip`, `fliplr`, `flipud`, `hsplit`, `hstack`, `insert`, `matrix_transpose`, `moveaxis`, `pad`, `permute_dims`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `rot90`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `trim_zeros`, `unique`, `vsplit`, `vstack` +`append`, `array_split`, `atleast_1d`, `atleast_2d`, `atleast_3d`, `block`, `column_stack`, `concat`, `concatenate`, `delete`, `dsplit`, `dstack`, `expand_dims`, `flatten`, `flip`, `fliplr`, `flipud`, `hsplit`, `hstack`, `insert`, `matrix_transpose`, `moveaxis`, `pad`, `permute_dims`, `ravel`, `repeat`, `reshape`, `resize`, `roll`, `rollaxis`, `rot90`, `split`, `squeeze`, `stack`, `swapaxes`, `tile`, `transpose`, `trim_zeros`, `unique`, `unstack`, `vsplit`, `vstack` `flip`/`fliplr`/`flipud` return **O(ndim) views** (stride negation + base-offset shift via `Storage.Alias`, the Transpose pattern — no slice resolution, no data movement), bit-identical to the `m[..., ::-1, ...]` @@ -262,6 +262,14 @@ the scalar (NumPy's `m[()]`), `flip(m, 0)` raises AxisError. `fliplr` requires n `Transpose` axis-handling is NumPy-exact (probed against 2.4.2, shared by `transpose`/`permute_dims`/`swapaxes`/`moveaxis`/`rollaxis`): only `axes=null` reverses — an explicit **length-0** `axes` (`new int[0]`, NumPy's `()`/`[]`) is a length-0 permutation that matches **only a 0-d array** and raises `ArgumentException "axes don't match array"` for any `ndim ≥ 1` (NumPy's `ValueError`); wrong-length and repeated/negative-duplicate axes raise `ArgumentException` ("axes don't match array" / "repeated axis in transpose", NumPy `ValueError`); out-of-range axes raise `AxisOutOfRangeException` (NumPy `AxisError`). See `Backends/Default/ArrayManipulation/Default.Transpose.cs`. +**Stacking/joining details** (all probed against NumPy 2.4.2; tests in `Creation/np.{block,column_stack,concat,unstack}.Test.cs`): +- `concat` — NumPy 2.0 Array-API alias of `concatenate`; mirrors every overload (array form with `axis`/`out`/`dtype`/`casting` + tuple-arity forms). `Creation/np.concat.cs`. +- `unstack(x, axis=0)` (NumPy 2.1) — returns `NDArray[]` of **views** (shared memory; write-through), each `x.shape` minus the axis entry. Built by dropping the axis from dims/strides and advancing offset — no moveaxis call, no iterator. 1-D input → 0-d views; 0-d input → `ValueError("Input array must be at least 1-d.")` verbatim. `Creation/np.unstack.cs`. +- `column_stack(tup)` — sub-2-D inputs become columns via a single-alias `(N,1)` view (NumPy's `array(a, ndmin=2).T`), then `concatenate(axis=1)`; ndim≥2 pass through untouched (3-D+ works, like NumPy). `Creation/np.column_stack.cs`. +- `block(arrays)` — full port of `numpy/_core/shape_base.py`: depth-check walk (verbatim ValueError texts for depth mismatch / empty lists; `TypeError` for `ITuple`s), `_atleast_nd` leading-1 view padding, and BOTH algorithms behind NumPy's exact `list_ndim * final_size > 2*512*512` threshold — repeated-concatenate (intermediates disposed eagerly) vs single-allocation `_block_slicing` (per-leaf `NDIter.Copy`, `order='F' if allF and not allC`). C# nesting map: `object[]`/`NDArray[]`/1-D primitive arrays/`IList` = Python list; `NDArray`/scalars/rank≥2 rectangular arrays = leaves; `np.block(x)` depth-0 returns a **copy**. C#-scalar dtype note: leaves keep their C# type (`10` → int32), unlike Python ints (int64). `Creation/np.block.cs`. +- `concatenate` layout vote fixed to NumPy's ambiguity resolution: **F output only when all inputs are F-contiguous AND not all are also C-contiguous** — both-C&F inputs (e.g. `(N,1)` columns) now produce C order, matching `PyArray_CreateMultiSortedStridePerm`. Also added the uniform-tiny-slab interleave fast path (constant-size loads/stores when every per-outer slab is the same 1/2/4/8/16 bytes — the `(N,1)` column pattern; ~10-20× over per-slab `Buffer.MemoryCopy`). +- `UnmanagedStorage.GetData()` now narrows to the shape's `[offset, offset+size)` window before returning/casting (zero-copy, still writes through) — previously a **contiguous view at a non-zero offset** (np.split / np.unstack children) returned the WHOLE backing buffer from `Data()`. + `resize` ships as both `np.resize(a, new_shape)` (function — fills the enlarged output with **repeated copies** of `a` in C-order via an exact-sized doubling byte-tile; empty source / zero new-size → `zeros`; always C-contiguous; any input layout is raveled first) and `ndarray.resize(new_shape, refcheck=true)` (**in-place** — grows with **zeros**, shrinks by truncation, operates on the raw contiguous buffer so an F-contiguous resize relabels memory column-major). The method mirrors NumPy's guards verbatim (`IncorrectShapeException`): single-segment only, and when the byte size changes it must own its data (not a view) and — under `refcheck` — not be shared (`IArraySlice.IsUniquelyReferenced`, backed by the ARC block refcount); `refcheck:false` bypasses. Same-size resize is a pure in-place reshape (no ownership/reference check). See `Manipulation/np.resize.cs`, `Manipulation/NDArray.resize.cs`. ### Broadcasting diff --git a/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Getters.cs b/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Getters.cs index c624c71df..9a45237ce 100644 --- a/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Getters.cs +++ b/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Getters.cs @@ -392,6 +392,15 @@ public ArraySlice GetData() where T : unmanaged return CloneData(); var internalArray = InternalArray; + // Contiguity is offset-independent (NumPy-aligned): a contiguous + // VIEW may occupy [offset, offset+size) inside a larger buffer — + // np.split / np.unstack children are built that way. Narrow to the + // logical window (zero-copy, still writes through) so both the + // same-type return and the cast below see exactly the view's + // elements rather than the whole backing buffer. + if (internalArray != null && (Shape.offset != 0 || internalArray.Count != Shape.size)) + internalArray = internalArray.Slice(Shape.offset, Shape.size); + if (internalArray is ArraySlice ret) return ret; diff --git a/src/NumSharp.Core/Creation/np.block.cs b/src/NumSharp.Core/Creation/np.block.cs new file mode 100644 index 000000000..e6f253beb --- /dev/null +++ b/src/NumSharp.Core/Creation/np.block.cs @@ -0,0 +1,412 @@ +using System; +using System.Collections; +using System.Collections.Generic; +using System.Runtime.CompilerServices; +using NumSharp.Backends.Iteration; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Assemble an nd-array from nested lists of blocks. + /// Blocks in the innermost lists are concatenated (see + /// ) + /// along the last dimension (-1), then these are concatenated along + /// the second-last dimension (-2), and so on until the outermost + /// list is reached. + /// Blocks can be of any dimension, but will not be broadcasted using + /// the normal rules. Instead, leading axes of size 1 are inserted, + /// to make block.ndim the same for all blocks. + /// + /// + /// Nested "lists" of blocks. The C# mapping of NumPy's nested Python + /// lists: + /// + /// — a leaf block. + /// numeric scalar (int, double, bool, …) — a 0-d leaf. + /// any 1-D (object[], NDArray[], + /// int[], jagged int[][], …) or non-generic + /// (List<T>) — a nested LIST whose + /// elements are classified recursively (mirrors a Python list). + /// rank ≥ 2 rectangular arrays (int[,], …) — a leaf, + /// converted via . + /// tuples () — rejected with + /// , matching NumPy ("np.block does not allow + /// implicit conversion from tuple to ndarray"). + /// + /// If passed a single NDArray or scalar (a nested list of depth 0), + /// a copy is returned (matching NumPy 2.x behavior). + /// + /// + /// The array assembled from the given blocks. The dimensionality of + /// the output is equal to the greatest of the dimensionality of all + /// the inputs and the depth to which the input list is nested. + /// + /// + /// If list depths are mismatched — for instance [[a, b], c] is + /// illegal and should be spelt [[a, b], [c]] — or if lists are + /// empty — for instance [[a, b], []]. + /// + /// https://numpy.org/doc/stable/reference/generated/numpy.block.html + public static NDArray block(object arrays) + { + if (arrays is null) + throw new ArgumentNullException(nameof(arrays)); + + var (normalized, listNdim, resultNdim, finalSize) = _block_setup(arrays); + + // NumPy wisdom (numpy/_core/shape_base.py): repeated concatenation + // copies the data once per nesting level, single-allocation slicing + // copies once but pays per-leaf assignment setup. The crossover was + // benchmarked by NumPy at ~2*512*512 elements — replicated verbatim + // so both libraries always run the same algorithm (and therefore + // agree on per-path details like the dtype-resolution grouping). + if ((long)listNdim * finalSize > 2 * 512 * 512) + return _block_slicing(normalized, listNdim, resultNdim); + else + return _block_concatenate(normalized, listNdim, resultNdim); + } + + // ------------------------------------------------------------------ + // Port of numpy/_core/shape_base.py — same helper names, same flow. + // ------------------------------------------------------------------ + + /// Sentinel for Python's None marking an empty list at the bottom of the nesting. + private const int _blockEmptyListMarker = int.MinValue; + + /// Convert an index chain [0, 1] into "arrays[0][1]" (empty-list markers skipped). + private static string _block_format_index(int[] index) + { + var sb = new System.Text.StringBuilder("arrays"); + foreach (var i in index) + if (i != _blockEmptyListMarker) + sb.Append('[').Append(i).Append(']'); + return sb.ToString(); + } + + private static int[] _block_append_index(int[] index, int i) + { + var next = new int[index.Length + 1]; + Array.Copy(index, next, index.Length); + next[index.Length] = i; + return next; + } + + /// + /// Recursive walk checking that the depths of nested lists in + /// all match (ValueError otherwise), while + /// classifying each node. Returns the index of an element from the + /// bottom of the nesting (empty lists flagged by a trailing marker), + /// the max ndim over all leaves, the total element count, and the + /// NORMALIZED tree: lists become object[], leaves become + /// — so later passes skip re-classification + /// (NumPy re-derives per pass; the C# tree conversion is hoisted). + /// + private static (int[] index, int maxArrNdim, long size, object normalized) + _block_check_depths_match(object arrays, int[] parentIndex) + { + // NumPy rejects tuples outright: no more than one way to arrange + // blocks, and no horribly confusing tuple→ndarray implicit + // conversion. ValueTuple/Tuple map to Python tuples. + if (arrays is ITuple) + throw new TypeError( + $"{_block_format_index(parentIndex)} is a tuple. " + + "Only lists can be used to arrange blocks, and np.block does " + + "not allow implicit conversion from tuple to ndarray."); + + // Python-list equivalents: 1-D CLR arrays (object[]/NDArray[]/int[]/ + // jagged) and non-generic IList implementors (List). NDArray is + // not a System.Array and does not implement IList, so it falls + // through to the leaf branch below. Rank>=2 rectangular arrays are + // leaves (Python has no rectangular list). + IList list = null; + if (arrays is Array clrArray) + { + if (clrArray.Rank == 1) + list = clrArray; + } + else if (arrays is not NDArray && arrays is IList ilist) + list = ilist; + + if (list is not null && list.Count > 0) + { + int[] firstIndex = null; + int maxArrNdim = 0; + long finalSize = 0; + var normalized = new object[list.Count]; + for (int i = 0; i < list.Count; i++) + { + var (index, ndim, size, norm) = + _block_check_depths_match(list[i], _block_append_index(parentIndex, i)); + normalized[i] = norm; + + if (i == 0) + { + firstIndex = index; + maxArrNdim = ndim; + finalSize = size; + continue; + } + + finalSize += size; + if (ndim > maxArrNdim) + maxArrNdim = ndim; + if (index.Length != firstIndex.Length) + throw new ValueError( + "List depths are mismatched. First element was at " + + $"depth {firstIndex.Length}, but there is an element at " + + $"depth {index.Length} ({_block_format_index(index)})"); + // propagate the flag that indicates an empty list at the bottom + if (index[index.Length - 1] == _blockEmptyListMarker) + firstIndex = index; + } + + return (firstIndex, maxArrNdim, finalSize, normalized); + } + + if (list is not null) // We've 'bottomed out' on an empty list + return (_block_append_index(parentIndex, _blockEmptyListMarker), 0, 0, null); + + // We've 'bottomed out' - arrays is either a scalar or an array + var nd = arrays as NDArray ?? asanyarray(arrays); + return (parentIndex, nd.ndim, nd.size, nd); + } + + /// + /// Ensures has at least + /// dimensions by prepending ones to its shape as necessary — always + /// as a VIEW (NumPy's array(a, ndmin=ndim, copy=None)). + /// + internal static NDArray AtLeastNdView(NDArray a, int ndim) + { + if (a.ndim >= ndim) + return a; + + if (a.size == 0) + { + // expand_dims early-returns empty arrays unchanged; reshape an + // empty directly instead (no data, layout is irrelevant). + var dims = new long[ndim]; + int pad = ndim - a.ndim; + for (int i = 0; i < pad; i++) + dims[i] = 1; + for (int i = 0; i < a.ndim; i++) + dims[pad + i] = a.shape[i]; + return a.reshape(dims); + } + + while (a.ndim < ndim) + a = np.expand_dims(a, 0); + return a; + } + + /// + /// Returns (normalized, list_ndim, result_ndim, final_size) — + /// NumPy's _block_setup. + /// + private static (object normalized, int listNdim, int resultNdim, long finalSize) + _block_setup(object arrays) + { + var (bottomIndex, arrNdim, finalSize, normalized) = + _block_check_depths_match(arrays, Array.Empty()); + int listNdim = bottomIndex.Length; + if (listNdim > 0 && bottomIndex[listNdim - 1] == _blockEmptyListMarker) + throw new ValueError( + $"List at {_block_format_index(bottomIndex)} cannot be empty"); + int resultNdim = Math.Max(arrNdim, listNdim); + return (normalized, listNdim, resultNdim, finalSize); + } + + /// + /// Internal implementation of block based on repeated concatenation: + /// lists at nesting depth d concatenate along axis + /// -(maxDepth - d); leaves get leading 1s to + /// . + /// + private static NDArray _block(object arrays, int maxDepth, int resultNdim, int depth) + { + if (depth < maxDepth) + { + var list = (object[])arrays; + var arrs = new NDArray[list.Length]; + for (int i = 0; i < list.Length; i++) + arrs[i] = _block(list[i], maxDepth, resultNdim, depth + 1); + var joined = np.concatenate(arrs, -(maxDepth - depth)); + + // Deeper-level results are fresh concatenate outputs consumed by + // the join above — release their buffers eagerly instead of + // queueing multi-KB intermediates on the finalizer queue (the + // level at depth+1 == maxDepth holds leaves / leaf views, which + // belong to the caller and must NOT be disposed). + if (depth + 1 < maxDepth) + for (int i = 0; i < arrs.Length; i++) + arrs[i].Dispose(); + + return joined; + } + + // We've 'bottomed out' - arrays is a leaf NDArray + return AtLeastNdView((NDArray)arrays, resultNdim); + } + + private static NDArray _block_concatenate(object normalized, int listNdim, int resultNdim) + { + var result = _block(normalized, listNdim, resultNdim, 0); + if (listNdim == 0) + { + // Catch an edge case where _block returns a view because + // `arrays` is a single NDArray and not a list of them: np.block + // of a bare array/scalar returns a COPY (probed NumPy 2.4.2). + result = result.copy(); + } + + return result; + } + + /// + /// Given the shapes being concatenated along , + /// return the resulting shape and the per-input (start, stop) window + /// at that axis — NumPy's _concatenate_shapes. + /// + private static (long[] shape, (long start, long stop)[] slicePrefixes) + _concatenate_shapes(long[][] shapes, int axis) + { + var firstShape = shapes[0]; + int ndim = firstShape.Length; + + long axisTotal = 0; + for (int k = 0; k < shapes.Length; k++) + { + var s = shapes[k]; + for (int j = 0; j < ndim; j++) + { + if (j == axis) continue; + if (s[j] != firstShape[j]) + throw new ValueError( + $"Mismatched array shapes in block along axis {axis}."); + } + + axisTotal += s[axis]; + } + + var shape = new long[ndim]; + Array.Copy(firstShape, shape, ndim); + shape[axis] = axisTotal; + + var slicePrefixes = new (long, long)[shapes.Length]; + long offset = 0; + for (int k = 0; k < shapes.Length; k++) + { + slicePrefixes[k] = (offset, offset + shapes[k][axis]); + offset += shapes[k][axis]; + } + + return (shape, slicePrefixes); + } + + /// + /// Returns the final shape, along with per-leaf slice windows (one + /// (start, stop) per nesting level, covering the LAST + /// maxDepth axes) and the leaf arrays, for single-allocation + /// assembly — NumPy's _block_info_recursion. + /// + private static (long[] shape, List<(long start, long stop)[]> slices, List arrays) + _block_info_recursion(object arrays, int maxDepth, int resultNdim, int depth) + { + if (depth < maxDepth) + { + var list = (object[])arrays; + var childShapes = new long[list.Length][]; + var flatSlices = new List<(long, long)[]>(); + var flatArrays = new List(); + var childSliceLists = new List<(long, long)[]>[list.Length]; + + for (int i = 0; i < list.Length; i++) + { + var (shape, slices, arrs) = + _block_info_recursion(list[i], maxDepth, resultNdim, depth + 1); + childShapes[i] = shape; + childSliceLists[i] = slices; + flatArrays.AddRange(arrs); + } + + int axis = resultNdim - maxDepth + depth; + var (combinedShape, slicePrefixes) = _concatenate_shapes(childShapes, axis); + + // Prepend this level's window to every slice tuple beneath it. + for (int i = 0; i < list.Length; i++) + { + foreach (var innerSlice in childSliceLists[i]) + { + var full = new (long, long)[innerSlice.Length + 1]; + full[0] = slicePrefixes[i]; + Array.Copy(innerSlice, 0, full, 1, innerSlice.Length); + flatSlices.Add(full); + } + } + + return (combinedShape, flatSlices, flatArrays); + } + else + { + // We've 'bottomed out' - arrays is a leaf NDArray. Return the + // slice and the array inside a list to be consistent with the + // recursive case. + var arr = AtLeastNdView((NDArray)arrays, resultNdim); + return ((long[])arr.shape.Clone(), + new List<(long, long)[]> { Array.Empty<(long, long)>() }, + new List { arr }); + } + } + + private static NDArray _block_slicing(object normalized, int listNdim, int resultNdim) + { + var (shape, slices, leaves) = + _block_info_recursion(normalized, listNdim, resultNdim, 0); + + var dtype = leaves.Count == 1 + ? leaves[0].GetTypeCode + : np.result_type(leaves.ToArray()); + + // Prefer F only in the case that all input arrays are F (and not + // all C, i.e. genuinely Fortran-laid-out) — NumPy's _block_slicing. + bool fOrder = true, cOrder = true; + for (int i = 0; i < leaves.Count; i++) + { + var sh = leaves[i].Shape; + if (!sh.IsFContiguous) fOrder = false; + if (!sh.IsContiguous) cOrder = false; + if (!fOrder && !cOrder) break; + } + + var retShape = fOrder && !cOrder ? new Shape(shape, 'F') : new Shape(shape); + // fillZeros: false — the slice windows tile the output exactly + // (validated level-by-level in _concatenate_shapes), so every byte + // is written below (NumPy uses np.empty for the same reason). + var result = new NDArray(dtype, retShape, fillZeros: false); + + for (int i = 0; i < leaves.Count; i++) + { + var leaf = leaves[i]; + if (leaf.size == 0) + continue; // nothing to assign + + var window = slices[i]; + var accessor = new Slice[resultNdim]; + int lead = resultNdim - window.Length; // (Ellipsis,) prefix + for (int j = 0; j < lead; j++) + accessor[j] = Slice.All; + for (int j = 0; j < window.Length; j++) + accessor[lead + j] = new Slice(window[j].start, window[j].stop); + + // dstView is an owning intermediate wrapper over shared storage; + // release it eagerly like concatenate's general path does. + using var dstView = result[accessor]; + NDIter.Copy(dstView, leaf); + } + + return result; + } + } +} diff --git a/src/NumSharp.Core/Creation/np.column_stack.cs b/src/NumSharp.Core/Creation/np.column_stack.cs new file mode 100644 index 000000000..1e13059ea --- /dev/null +++ b/src/NumSharp.Core/Creation/np.column_stack.cs @@ -0,0 +1,89 @@ +using System; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Stack 1-D arrays as columns into a 2-D array. + /// Take a sequence of 1-D arrays and stack them as columns to make a + /// single 2-D array. 2-D arrays are stacked as-is, just like with + /// . 1-D arrays are turned into 2-D columns first. + /// + /// + /// Arrays to stack. All of them must have the same first dimension. + /// + /// The 2-D array formed by stacking the given arrays. + /// https://numpy.org/doc/stable/reference/generated/numpy.column_stack.html + public static NDArray column_stack(params NDArray[] tup) + { + if (tup == null) + throw new ArgumentNullException(nameof(tup)); + + // Port of numpy/lib/_shape_base_impl.py::column_stack — + // arr = array(arr, copy=None, subok=True, ndmin=2).T when ndim < 2 + // ndmin=2 prepends a leading 1 as a VIEW: (N,) → (1,N), () → (1,1); + // the transpose then turns the row into a column: (N,1) / (1,1). + // Inputs of ndim >= 2 pass through untouched. Errors (empty tup, + // ndim/shape mismatches, promotion) all flow from concatenate, + // exactly as in NumPy. + var arrays = new NDArray[tup.Length]; + NDArray[] columnViews = null; // views created here; released post-concat + for (int i = 0; i < tup.Length; i++) + { + var arr = tup[i]; + if (arr is null) + throw new ArgumentNullException($"{nameof(tup)}[{i}]"); + + if (arr.ndim < 2) + { + arr = AsColumnView(arr); + (columnViews ??= new NDArray[tup.Length])[i] = arr; + } + + arrays[i] = arr; + } + + try + { + return np.concatenate(arrays, 1); + } + finally + { + // The (N,1) wrappers alias caller storage and are dead after the + // copy — release them eagerly (same pattern as concatenate's + // axis=null ravel intermediates). + if (columnViews != null) + for (int i = 0; i < columnViews.Length; i++) + columnViews[i]?.Dispose(); + } + } + + /// + /// array(arr, copy=None, ndmin=2).T as ONE view: (N,) → (N,1) + /// and () → (1,1), preserving stride/offset (a strided 1-D input stays + /// a view, like NumPy's ndmin path). The dim-1 column stride mirrors + /// what the (1,N)-transpose produces (N*stride), keeping the view + /// both C- and F-contiguous for contiguous inputs — which is what the + /// concatenate layout vote (ambiguous → C order) keys off, per NumPy. + /// + private static NDArray AsColumnView(NDArray arr) + { + var sh = arr.Shape; + long n, stride0; + if (arr.ndim == 0) + { + n = 1; + stride0 = 1; + } + else + { + n = sh.dimensions[0]; + stride0 = sh.strides[0]; + } + + var column = new Shape(new[] { n, 1L }, new[] { stride0, n * stride0 }, sh.offset, sh.bufferSize); + return new NDArray(arr.Storage.Alias(column), arr.TensorEngine, skipEngineResolve: true); + } + } +} diff --git a/src/NumSharp.Core/Creation/np.concat.cs b/src/NumSharp.Core/Creation/np.concat.cs new file mode 100644 index 000000000..221d1c913 --- /dev/null +++ b/src/NumSharp.Core/Creation/np.concat.cs @@ -0,0 +1,71 @@ +using System; + +namespace NumSharp +{ + public static partial class np + { + // NumPy 2.0: `np.concat` is the array-API-compatible alias of + // `np.concatenate` (numpy/_core/__init__.py: `concat = numeric.concatenate`). + // Every overload below forwards verbatim — one alias per concatenate form. + + /// + /// Join a sequence of arrays along an existing axis. + /// Alias of + /// introduced in NumPy 2.0 for Array API compatibility. + /// + /// + /// The arrays must have the same shape, except in the dimension + /// corresponding to (the first, by default). + /// + /// + /// The axis along which the arrays will be joined. If + /// null, arrays are flattened before use. Default is 0. + /// + /// + /// If provided, the destination to place the result. Cannot be used + /// together with . + /// + /// + /// If provided, the result array will have this dtype. Cannot be + /// used together with . + /// + /// + /// Controls what kind of data casting may occur. One of + /// "no", "equiv", "safe", "same_kind" + /// (default), or "unsafe". + /// + /// The concatenated array. + /// https://numpy.org/doc/stable/reference/generated/numpy.concat.html + public static NDArray concat( + NDArray[] arrays, + int? axis = 0, + NDArray @out = null, + NPTypeCode? dtype = null, + string casting = "same_kind") + => concatenate(arrays, axis, @out, dtype, casting); + + public static NDArray concat((NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3, arrays.Item4 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3, arrays.Item4, arrays.Item5 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray, NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3, arrays.Item4, arrays.Item5, arrays.Item6 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray, NDArray, NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3, arrays.Item4, arrays.Item5, arrays.Item6, arrays.Item7 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray, NDArray, NDArray, NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3, arrays.Item4, arrays.Item5, arrays.Item6, arrays.Item7, arrays.Item8 }, axis); + + public static NDArray concat((NDArray, NDArray, NDArray, NDArray, NDArray, NDArray, NDArray, NDArray, NDArray) arrays, int axis = 0) + => concatenate(new[] { arrays.Item1, arrays.Item2, arrays.Item3, arrays.Item4, arrays.Item5, arrays.Item6, arrays.Item7, arrays.Item8, arrays.Item9 }, axis); + } +} diff --git a/src/NumSharp.Core/Creation/np.concatenate.cs b/src/NumSharp.Core/Creation/np.concatenate.cs index 8000f94d3..5c72deae1 100644 --- a/src/NumSharp.Core/Creation/np.concatenate.cs +++ b/src/NumSharp.Core/Creation/np.concatenate.cs @@ -182,20 +182,24 @@ public static NDArray concatenate( } else { - // NumPy-aligned: when every input is F-contiguous, produce an - // F-contiguous destination; otherwise default to C. A (1,N) - // input that is BOTH C- and F-contig (ambiguous layout) still - // counts toward the F-contig vote. - bool allF = true; + // NumPy-aligned: F-contiguous destination only when every input + // is F-contiguous AND NOT every input is also C-contiguous + // (PyArray_CreateMultiSortedStridePerm ambiguity resolution: + // inputs that are BOTH C- and F-contig, e.g. (N,1)/(1,N) views, + // resolve to C order — probed NumPy 2.4.2). Same rule as + // np.block's _block_slicing: order = 'F' if F and not C. + bool allF = true, allC = true; for (int k = 0; k < workArrays.Length; k++) { - if (!workArrays[k].Shape.IsFContiguous) - { + var sh = workArrays[k].Shape; + if (!sh.IsFContiguous) allF = false; + if (!sh.IsContiguous) + allC = false; + if (!allF && !allC) break; - } } - var retShape = allF ? new Shape(firstShape, 'F') : new Shape(firstShape); + var retShape = allF && !allC ? new Shape(firstShape, 'F') : new Shape(firstShape); // fillZeros: false — every byte is overwritten below. dst = new NDArray(resultType, retShape, fillZeros: false); } @@ -324,6 +328,19 @@ private static unsafe bool TryDirectMemcpyConcat( long dstRowSize = dst.shape[axis] * innerStride; long dstRowBytes = dstRowSize * elemSize; + // Degenerate-slab specialization: (N,1)-style concats (column_stack + // of 1-D inputs) shrink each per-outer slab to a handful of bytes — + // the generic loop below would issue outerCount*nsrc dynamic-size + // Buffer.MemoryCopy calls (~4.5ns each through Memmove dispatch; + // 2M of them for two 1M columns). When every slab is the same tiny + // size, an interleave loop with CONSTANT-size stores runs ~10-20x + // faster (~0.2ns/copy) because the JIT reduces each copy to a + // single fixed-width load/store pair. No setup cost beyond the + // O(nsrc) uniformity check, so it applies at every outerCount. + if (TryUniformTinySlabInterleave( + dst, sources, axis, innerStride, elemSize, outerCount, dstRowBytes)) + return true; + byte* dstBase = dst.Storage.Address; // Account for sliced/aliased output via Shape.offset (offset is in elements for unmanaged storage). long dstOffsetBytes = dst.Shape.Offset * elemSize; @@ -362,6 +379,90 @@ private static unsafe bool TryDirectMemcpyConcat( return true; } + /// + /// Interleave specialization for : + /// when every source contributes the SAME tiny per-outer slab + /// (1/2/4/8/16 bytes — the (N,1) column pattern), copy via + /// constant-size loads/stores instead of dynamic-size + /// . The o-outer order keeps dst + /// writes sequential (write-combining friendly). + /// + /// True if the specialization applied and copied everything. + private static unsafe bool TryUniformTinySlabInterleave( + NDArray dst, NDArray[] sources, int axis, long innerStride, + int elemSize, long outerCount, long dstRowBytes) + { + int nsrc = sources.Length; + + long slab = sources[0].shape[axis] * innerStride * elemSize; + if (slab != 1 && slab != 2 && slab != 4 && slab != 8 && slab != 16) + return false; + for (int k = 1; k < nsrc; k++) + if (sources[k].shape[axis] * innerStride * elemSize != slab) + return false; + + byte* dRow = dst.Storage.Address + dst.Shape.Offset * elemSize; + byte** srcPtrs = stackalloc byte*[nsrc]; + for (int k = 0; k < nsrc; k++) + srcPtrs[k] = sources[k].Storage.Address + sources[k].Shape.Offset * elemSize; + + switch (slab) + { + case 1: + for (long o = 0; o < outerCount; o++) + { + byte* d = dRow + o * dstRowBytes; + for (int k = 0; k < nsrc; k++) + d[k] = srcPtrs[k][o]; + } + + break; + case 2: + for (long o = 0; o < outerCount; o++) + { + byte* d = dRow + o * dstRowBytes; + for (int k = 0; k < nsrc; k++) + *(ushort*)(d + k * 2) = *(ushort*)(srcPtrs[k] + o * 2); + } + + break; + case 4: + for (long o = 0; o < outerCount; o++) + { + byte* d = dRow + o * dstRowBytes; + for (int k = 0; k < nsrc; k++) + *(uint*)(d + k * 4) = *(uint*)(srcPtrs[k] + o * 4); + } + + break; + case 8: + for (long o = 0; o < outerCount; o++) + { + byte* d = dRow + o * dstRowBytes; + for (int k = 0; k < nsrc; k++) + *(ulong*)(d + k * 8) = *(ulong*)(srcPtrs[k] + o * 8); + } + + break; + case 16: + for (long o = 0; o < outerCount; o++) + { + byte* d = dRow + o * dstRowBytes; + for (int k = 0; k < nsrc; k++) + { + var s = (ulong*)(srcPtrs[k] + o * 16); + var t = (ulong*)(d + k * 16); + t[0] = s[0]; + t[1] = s[1]; + } + } + + break; + } + + return true; + } + /// /// Cross-dtype fast path: same shape/layout assumptions as /// , but drives the IL-generated @@ -426,6 +527,22 @@ private static unsafe bool TryDirectCastConcat( for (int i = 0; i < axis; i++) innerStride *= dst.shape[i]; } + // Same degenerate-slab guard as TryDirectMemcpyConcat: tiny per-outer + // slabs across many rows lose to the general strided-kernel path. + if (outerCount >= 1024) + { + long maxSlabBytes = 0; + for (int k = 0; k < sources.Length; k++) + { + long sb = sources[k].shape[axis] * innerStride * dstElemSize; + if (sb > maxSlabBytes) + maxSlabBytes = sb; + } + + if (maxSlabBytes <= 16) + return false; + } + long dstRowElems = dst.shape[axis] * innerStride; long dstRowBytes = dstRowElems * dstElemSize; diff --git a/src/NumSharp.Core/Creation/np.unstack.cs b/src/NumSharp.Core/Creation/np.unstack.cs new file mode 100644 index 000000000..6a4f6a3f2 --- /dev/null +++ b/src/NumSharp.Core/Creation/np.unstack.cs @@ -0,0 +1,90 @@ +using System; +using NumSharp.Backends; + +namespace NumSharp +{ + public static partial class np + { + /// + /// Split an array into a sequence of arrays along the given axis. + /// The parameter specifies the dimension along + /// which the array will be split. For example, if axis=0 (the + /// default) it will be the first dimension and if axis=-1 it + /// will be the last dimension. + /// Added in NumPy 2.1. + /// + /// The array to be unstacked. + /// Axis along which the array will be split. Default: 0. + /// + /// The unstacked arrays — x.shape[axis] VIEWS into + /// (shared memory, matching NumPy), each with + /// shape equal to x.shape with the + /// entry removed. + /// + /// + /// https://numpy.org/doc/stable/reference/generated/numpy.unstack.html + ///

+ /// unstack serves as the reverse operation of : + /// stack(unstack(x, axis), axis) == x. Semantically equivalent to + /// NumPy's tuple(np.moveaxis(x, axis, 0)) — moving axis + /// to the front and then indexing it away leaves the remaining axes in + /// their original relative order, so each view is constructed directly + /// by dropping axis from dims/strides and advancing the offset + /// by i * strides[axis]; no iterator or data movement anywhere. + /// + public static NDArray[] unstack(NDArray x, int axis = 0) + { + if (x is null) + throw new ArgumentNullException(nameof(x)); + + // NumPy: ValueError("Input array must be at least 1-d.") + int ndim = x.ndim; + if (ndim == 0) + throw new ValueError("Input array must be at least 1-d."); + + // AxisError parity (moveaxis would raise the same for a bad axis). + axis = DefaultEngine.check_and_adjust_axis(ndim, axis); + + var shape = x.Shape; + var result = new NDArray[checked((int)shape.dimensions[axis])]; + if (result.Length == 0) + return result; + + // Every child shares the same dims/strides — x's with `axis` removed. + // Shape treats the arrays as immutable, so ONE pair serves all views. + var subDims = new long[ndim - 1]; + var subStrides = new long[ndim - 1]; + for (int j = 0, k = 0; j < ndim; j++) + { + if (j == axis) continue; + subDims[k] = shape.dimensions[j]; + subStrides[k] = shape.strides[j]; + k++; + } + + if (x.size == 0) + { + // Some OTHER axis is zero-length (a zero `axis` yields an empty + // result array above). There is no data to alias — each entry is + // an empty array of the remaining shape. + for (int i = 0; i < result.Length; i++) + result[i] = new NDArray(x.dtype, new Shape(subDims)); + return result; + } + + long axisStride = shape.strides[axis]; + long baseOffset = shape.offset; + var storage = x.Storage; + var engine = x.TensorEngine; + for (int i = 0; i < result.Length; i++) + { + // Alias() inherits writeability, so unstacking a read-only array + // (broadcast view / 'r' memmap) yields read-only views. + var sub = new Shape(subDims, subStrides, baseOffset + i * axisStride, shape.bufferSize); + result[i] = new NDArray(storage.Alias(sub), engine, skipEngineResolve: true); + } + + return result; + } + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.block.Test.cs b/test/NumSharp.UnitTest/Creation/np.block.Test.cs new file mode 100644 index 000000000..5b4194ba0 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.block.Test.cs @@ -0,0 +1,394 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using System.Collections.Generic; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// np.block — assemble an nd-array from nested lists of blocks. + /// Every expected value below was probed against NumPy 2.4.2 + /// (numpy/_core/shape_base.py::block). + /// + [TestClass] + public class np_block_test : TestClass + { + // -- scalars as leaves (Python: np.block([[1, 2], [3, 4]]) ≡ np.array) -- + + [TestMethod] + public void Scalars_Depth1() + { + // np.block([1, 2, 3]) -> array([1, 2, 3]) + var r = np.block(new[] { 1, 2, 3 }); + r.shape.Should().Equal(3L); + r.Data().Should().Equal(1, 2, 3); + } + + [TestMethod] + public void Scalars_Depth2_Jagged() + { + // np.block([[1, 2], [3, 4]]) -> array([[1, 2], [3, 4]]) + var r = np.block(new[] { new[] { 1, 2 }, new[] { 3, 4 } }); + r.shape.Should().Equal(2L, 2L); + r.Data().Should().Equal(1, 2, 3, 4); + } + + [TestMethod] + public void Scalars_Depth2_ObjectArrays() + { + var r = np.block(new object[] { new object[] { 1, 2 }, new object[] { 3, 4 } }); + r.shape.Should().Equal(2L, 2L); + r.Data().Should().Equal(1, 2, 3, 4); + } + + [TestMethod] + public void ListOfT_ActsAsPythonList() + { + var r = np.block(new List { new List { 1, 2 }, new List { 3, 4 } }); + r.shape.Should().Equal(2L, 2L); + r.Data().Should().Equal(1, 2, 3, 4); + } + + [TestMethod] + public void RectangularArray_IsALeaf() + { + // int[,] has no Python-list analog -> ndarray leaf (depth 0 -> copy) + var r = np.block(new int[,] { { 1, 2 }, { 3, 4 } }); + r.shape.Should().Equal(2L, 2L); + r.Data().Should().Equal(1, 2, 3, 4); + } + + // -- hstack/vstack equivalents -- + + [TestMethod] + public void Depth1_ActsAsHStack_WithScalarMix() + { + // np.block([a, b, 10]) -> [1, 2, 3, 4, 5, 6, 10] + var a = np.array(new[] { 1, 2, 3 }); + var b = np.array(new[] { 4, 5, 6 }); + var r = np.block(new object[] { a, b, 10 }); + r.Data().Should().Equal(1, 2, 3, 4, 5, 6, 10); + } + + [TestMethod] + public void Depth2_ActsAsVStack() + { + // np.block([[a], [b]]) -> [[1, 2, 3], [4, 5, 6]] + var a = np.array(new[] { 1, 2, 3 }); + var b = np.array(new[] { 4, 5, 6 }); + var r = np.block(new[] { new[] { a }, new[] { b } }); + r.shape.Should().Equal(2L, 3L); + r.Data().Should().Equal(1, 2, 3, 4, 5, 6); + } + + // -- the canonical block-matrix example (NumPy docstring) -- + + [TestMethod] + public void BlockMatrix_Canonical() + { + var A = np.eye(2) * 2; + var B = np.eye(3) * 3; + var r = np.block(new[] + { + new[] { A, np.zeros((2, 3)) }, + new[] { np.ones((3, 2)), B } + }); + r.shape.Should().Equal(5L, 5L); + r.Data().Should().Equal( + 2, 0, 0, 0, 0, + 0, 2, 0, 0, 0, + 1, 1, 3, 0, 0, + 1, 1, 0, 3, 0, + 1, 1, 0, 0, 3); + } + + [TestMethod] + public void LeadingOnes_PadLowerNdimBlocks() + { + // np.block([[A, zeros(2,1)], [v, 30]]) -> [[1,1,0],[1,1,0],[10,20,30]] + var A = np.ones((2, 2), np.int32); + var v = np.array(new[] { 10, 20 }); + var r = np.block(new object[] + { + new object[] { A, np.zeros((2, 1), np.int32) }, + new object[] { v, 30 } + }); + r.shape.Should().Equal(3L, 3L); + r.Data().Should().Equal(1, 1, 0, 1, 1, 0, 10, 20, 30); + } + + // -- atleast_1d / atleast_2d equivalents -- + + [TestMethod] + public void SingletonNesting_ActsAsAtLeastNd() + { + np.block(new object[] { np.asanyarray(0) }).shape.Should().Equal(1L); + np.block(new object[] { new object[] { np.asanyarray(5) } }).shape.Should().Equal(1L, 1L); + np.block(new object[] { 7 }).shape.Should().Equal(1L); + np.block(new object[] { new object[] { new object[] { 7 } } }).shape.Should().Equal(1L, 1L, 1L); + } + + // -- depth 0 (single array / scalar) -- + + [TestMethod] + public void Depth0_SingleArray_ReturnsCopy() + { + // Probed NumPy 2.4.2: np.block(x).base is None and writing the + // result does NOT modify x (despite the docstring's "not copied"). + var x = np.arange(4); + var r = np.block(x); + ReferenceEquals(r, x).Should().BeFalse(); + r.SetData(99, 0); + ((int)x.GetData(new int[] { 0 })).Should().Be(0, "np.block of a bare array returns a copy"); + } + + [TestMethod] + public void Depth0_Scalar() + { + var r = np.block(7); + r.ndim.Should().Be(0); + ((int)r).Should().Be(7); + } + + // -- deep nesting: concatenation axes -1, -2, -3 -- + + [TestMethod] + public void NestingDepth_ControlsConcatAxis_3D() + { + var c = np.arange(8).reshape(2, 2, 2); + np.block(new[] { c, c }).shape.Should().Equal(2L, 2L, 4L); + np.block(new[] { new[] { c }, new[] { c } }).shape.Should().Equal(2L, 4L, 2L); + np.block(new[] { new[] { new[] { c } }, new[] { new[] { c } } }).shape.Should().Equal(4L, 2L, 2L); + } + + [TestMethod] + public void NestingDeeperThanNdim_PrependsOnes() + { + var A = np.ones((2, 2), np.int32); + // depth-3 nesting of 2-D leaves -> result ndim 3: (2, 2, 2) + np.block(new[] { new[] { new[] { A } }, new[] { new[] { A } } }).shape.Should().Equal(2L, 2L, 2L); + } + + // -- empty arrays -- + + [TestMethod] + public void EmptyLeaves() + { + np.block(new object[] { np.zeros(0), np.zeros(0) }).shape.Should().Equal(0L); + np.block(new[] { new[] { np.zeros((0, 3)) }, new[] { np.zeros((0, 3)) } }).shape.Should().Equal(0L, 3L); + // 1-D empties pad to (1, 0) then stack vertically -> (2, 0) + np.block(new[] { new[] { np.zeros(0) }, new[] { np.zeros(0) } }).shape.Should().Equal(2L, 0L); + // (2,0) contributes nothing along the concat axis + var r = np.block(new object[] { np.zeros((2, 0)), np.ones((2, 3)) }); + r.shape.Should().Equal(2L, 3L); + r.Data().Should().Equal(1, 1, 1, 1, 1, 1); + } + + // -- dtype promotion (NEP50 result_type over the blocks) -- + + [TestMethod] + public void DtypePromotion() + { + np.block(new object[] { np.array(new byte[] { 1 }), np.array(new sbyte[] { 2 }) }) + .typecode.Should().Be(NPTypeCode.Int16); + np.block(new[] { new[] { np.array(new byte[] { 1 }) }, new[] { np.array(new float[] { 2.5f }) } }) + .typecode.Should().Be(NPTypeCode.Single); + np.block(new object[] { np.array(new long[] { 1 }), 2.5 }) + .typecode.Should().Be(NPTypeCode.Double); + np.block(new object[] { true, np.array(new byte[] { 2 }) }) + .typecode.Should().Be(NPTypeCode.Byte); + } + + [TestMethod] + public void AllDtypes_RoundTrip() + { + // block [[x], [x]] per dtype: (2, 2) result preserving dtype + foreach (NPTypeCode tc in new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, + NPTypeCode.UInt16, NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, + NPTypeCode.UInt64, NPTypeCode.Char, NPTypeCode.Half, NPTypeCode.Single, + NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }) + { + var x = np.ones(new Shape(1, 2), tc); + var r = np.block(new[] { new[] { x }, new[] { x } }); + r.typecode.Should().Be(tc, $"dtype {tc} should be preserved"); + r.shape.Should().Equal(2L, 2L); + } + } + + // -- memory-order selection -- + + [TestMethod] + public void FortranInputs_ProduceFortranOutput() + { + var r = np.block(new[] + { + new[] { np.asfortranarray(np.eye(2)) }, + new[] { np.asfortranarray(np.eye(2)) } + }); + r.Shape.IsFContiguous.Should().BeTrue(); + } + + [TestMethod] + public void CInputs_ProduceCOutput() + { + np.block(new[] { new[] { np.eye(2) }, new[] { np.eye(2) } }) + .Shape.IsContiguous.Should().BeTrue(); + } + + // -- errors (messages verbatim from NumPy 2.4.2) -- + + [TestMethod] + public void MismatchedDepths_Throws() + { + var a = np.array(new[] { 1, 2, 3 }); + var b = np.array(new[] { 4, 5, 6 }); + var act = () => np.block(new object[] { new object[] { a, b }, a }); + act.Should().Throw().WithMessage( + "List depths are mismatched. First element was at depth 2, but there is an element at depth 1 (arrays[1])"); + } + + [TestMethod] + public void EmptyList_Throws() + { + var act = () => np.block(new object[0]); + act.Should().Throw().WithMessage("List at arrays cannot be empty"); + } + + [TestMethod] + public void NestedEmptyList_Throws() + { + var a = np.array(new[] { 1, 2, 3 }); + var act = () => np.block(new object[] { new object[] { a }, new object[0] }); + act.Should().Throw().WithMessage("List at arrays[1] cannot be empty"); + } + + [TestMethod] + public void Tuple_Throws() + { + var a = np.array(new[] { 1, 2 }); + var b = np.array(new[] { 3, 4 }); + var act = () => np.block((a, b)); + act.Should().Throw().WithMessage( + "arrays is a tuple. Only lists can be used to arrange blocks, and np.block does not allow implicit conversion from tuple to ndarray."); + } + + [TestMethod] + public void NestedTuple_Throws_WithIndexedName() + { + var a = np.array(new[] { 1, 2 }); + var b = np.array(new[] { 3, 4 }); + var act = () => np.block(new object[] { (a, b) }); + act.Should().Throw().WithMessage("arrays[0] is a tuple.*"); + } + + [TestMethod] + public void ShapeMismatch_ThrowsConcatenateMessage() + { + var act = () => np.block(new[] + { + new[] { np.ones((2, 2), np.int32) }, + new[] { np.ones((3, 3), np.int32) } + }); + act.Should().Throw().WithMessage( + "*along dimension 1, the array at index 0 has size 2 and the array at index 1 has size 3*"); + } + + // -- the _block_slicing path (list_ndim * final_size > 2*512*512) -- + + [TestMethod] + public void SlicingPath_LargeBlocks_MatchConcatenatePath() + { + // 600x800 doubles -> 2 * 480000 = 960000 > 524288 forces the + // single-allocation slicing algorithm; the nested-concatenate + // reference must agree bit-for-bit. + var l1 = np.ones((400, 500)); + var l2 = np.ones((400, 300)) * 2.0; + var l3 = np.ones((200, 500)) * 3.0; + var l4 = np.ones((200, 300)) * 4.0; + + var viaBlock = np.block(new[] { new[] { l1, l2 }, new[] { l3, l4 } }); + var viaConcat = np.concatenate(new[] + { + np.concatenate(new[] { l1, l2 }, 1), + np.concatenate(new[] { l3, l4 }, 1) + }, 0); + + viaBlock.shape.Should().Equal(600L, 800L); + ((bool)np.array_equal(viaBlock, viaConcat)).Should().BeTrue(); + } + + [TestMethod] + public void SlicingPath_MixedDtype_Promotes() + { + var big = np.block(new[] { new[] { np.ones((600, 600), np.int32), np.ones((600, 600)) * 2.0 } }); + big.typecode.Should().Be(NPTypeCode.Double); + big.shape.Should().Equal(600L, 1200L); + ((double)big.GetData(new int[] { 0, 0 })).Should().Be(1.0); + ((double)big.GetData(new int[] { 599, 1199 })).Should().Be(2.0); + } + + [TestMethod] + public void SlicingPath_FortranInputs_ProduceFortranOutput() + { + var f1 = np.asfortranarray(np.ones((600, 600))); + var f2 = np.asfortranarray(np.ones((600, 600)) * 2.0); + var r = np.block(new[] { new[] { f1, f2 } }); + r.Shape.IsFContiguous.Should().BeTrue(); + ((double)r.GetData(new int[] { 5, 700 })).Should().Be(2.0); + } + + // -- differential case pinned from live NumPy 2.4.2 -- + + [TestMethod] + public void Differential_MixedDtypeBlockMatrix_MatchesNumPy() + { + // rng = np.random.RandomState(42); A=(rand(3,4)*100).astype(i4); + // B=(rand(3,2)*100).astype(i4); C=(rand(2,4)*100).astype(f4); + // D=(rand(2,2)*100).astype(f8); r = np.block([[A, B], [C, D]]) + // -> dtype f8, shape (5,6), sum 1307.7046511861654, + // r[0,0]=37.0, r[4,5]=4.645041271999773, r[3,3]=13.949385643005371 + np.random.seed(42); + var A = (np.random.rand(3, 4) * 100).astype(np.int32); + var B = (np.random.rand(3, 2) * 100).astype(np.int32); + var C = (np.random.rand(2, 4) * 100).astype(np.float32); + var D = (np.random.rand(2, 2) * 100).astype(np.float64); + + var r = np.block(new[] { new[] { A, B }, new[] { C, D } }); + r.typecode.Should().Be(NPTypeCode.Double); + r.shape.Should().Equal(5L, 6L); + ((double)np.sum(r)).Should().Be(1307.7046511861654); + ((double)r.GetData(new int[] { 0, 0 })).Should().Be(37.0); + ((double)r.GetData(new int[] { 4, 5 })).Should().Be(4.645041271999773); + ((double)r.GetData(new int[] { 3, 3 })).Should().Be(13.949385643005371); + } + + // -- views/strided leaves -- + + [TestMethod] + public void StridedAndTransposedLeaves() + { + var baseArr = np.arange(24).reshape(4, 6); + var s = baseArr["::2"]; // (2, 6) strided view + var t = np.arange(12).reshape(6, 2).T; // (2, 6) transposed view + var r = np.block(new[] { new[] { s }, new[] { t } }); + r.shape.Should().Equal(4L, 6L); + // row 0 = baseArr row 0; row 2 = t row 0 = [0, 2, 4, 6, 8, 10] + ((int)r.GetData(new int[] { 0, 5 })).Should().Be(5); + ((int)r.GetData(new int[] { 1, 0 })).Should().Be(12); + ((int)r.GetData(new int[] { 2, 1 })).Should().Be(2); + ((int)r.GetData(new int[] { 3, 5 })).Should().Be(11); + } + + [TestMethod] + public void Null_Throws() + { + var act = () => np.block(null); + act.Should().Throw(); + } + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.column_stack.Test.cs b/test/NumSharp.UnitTest/Creation/np.column_stack.Test.cs new file mode 100644 index 000000000..82c912668 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.column_stack.Test.cs @@ -0,0 +1,164 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// np.column_stack — stack 1-D arrays as columns into a 2-D array. + /// Expected values probed against NumPy 2.4.2 + /// (numpy/lib/_shape_base_impl.py::column_stack). + /// + [TestClass] + public class np_column_stack_test : TestClass + { + [TestMethod] + public void OneD_Pair_BecomesColumns() + { + // np.column_stack(([1,2,3], [4,5,6])) -> [[1,4],[2,5],[3,6]] + var a = np.array(new[] { 1, 2, 3 }); + var b = np.array(new[] { 4, 5, 6 }); + var r = np.column_stack(a, b); + r.shape.Should().Equal(3L, 2L); + r.Data().Should().Equal(1, 4, 2, 5, 3, 6); + } + + [TestMethod] + public void TwoD_StackedAsIs() + { + // 2-D arrays concatenate along axis 1, like hstack + var A = np.arange(6).reshape(3, 2); + var B = (np.arange(6) + 100).reshape(3, 2); + var r = np.column_stack(A, B); + r.shape.Should().Equal(3L, 4L); + r.Data().Should().Equal(0, 1, 100, 101, 2, 3, 102, 103, 4, 5, 104, 105); + } + + [TestMethod] + public void Mixed_1D_And_2D() + { + // np.column_stack((a, A)) -> [[1,0,1],[2,2,3],[3,4,5]] + var a = np.array(new[] { 1, 2, 3 }); + var A = np.arange(6).reshape(3, 2); + var r = np.column_stack(a, A); + r.shape.Should().Equal(3L, 3L); + r.Data().Should().Equal(1, 0, 1, 2, 2, 3, 3, 4, 5); + } + + [TestMethod] + public void ZeroD_Becomes_1x1() + { + // np.column_stack((np.array(5), np.array(6))) -> [[5, 6]] + var r = np.column_stack(np.asanyarray(5), np.asanyarray(6)); + r.shape.Should().Equal(1L, 2L); + r.Data().Should().Equal(5, 6); + } + + [TestMethod] + public void ThreeD_ConcatenatesAlongAxis1() + { + // ndim >= 2 passes through untouched: (2,2,2)+(2,2,2) -> (2,4,2) + var c = np.arange(8).reshape(2, 2, 2); + np.column_stack(c, c).shape.Should().Equal(2L, 4L, 2L); + } + + [TestMethod] + public void SingleInput() + { + np.column_stack(np.array(new[] { 1, 2, 3 })).shape.Should().Equal(3L, 1L); + np.column_stack(np.arange(6).reshape(3, 2)).shape.Should().Equal(3L, 2L); + } + + [TestMethod] + public void DtypePromotion() + { + var a = np.array(new[] { 1, 2, 3 }); + var b = np.array(new[] { 4, 5, 6 }); + np.column_stack(a.astype(np.int8), b.astype(np.float32)).typecode.Should().Be(NPTypeCode.Single); + np.column_stack(a.astype(np.uint8), b.astype(np.int8)).typecode.Should().Be(NPTypeCode.Int16); + } + + [TestMethod] + public void AllDtypes_Preserved() + { + foreach (NPTypeCode tc in new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, + NPTypeCode.UInt16, NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, + NPTypeCode.UInt64, NPTypeCode.Char, NPTypeCode.Half, NPTypeCode.Single, + NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }) + { + var x = np.ones(new Shape(3), tc); + var r = np.column_stack(x, x); + r.typecode.Should().Be(tc, $"dtype {tc} should be preserved"); + r.shape.Should().Equal(3L, 2L); + } + } + + [TestMethod] + public void EmptyInputs() + { + // np.column_stack((zeros(0), zeros(0))) -> (0, 2) + np.column_stack(np.zeros(0), np.zeros(0)).shape.Should().Equal(0L, 2L); + // np.column_stack((zeros((0,2)), zeros((0,3)))) -> (0, 5) + np.column_stack(np.zeros((0, 2)), np.zeros((0, 3))).shape.Should().Equal(0L, 5L); + } + + [TestMethod] + public void AmbiguousLayoutInputs_ProduceCOrder() + { + // (N,1) column views are both C- and F-contiguous; NumPy's stride-perm + // ambiguity resolution yields a C-ordered result (probed 2.4.2). + var r = np.column_stack(np.array(new[] { 1, 2, 3 }), np.array(new[] { 4, 5, 6 })); + r.Shape.IsContiguous.Should().BeTrue(); + r.Shape.IsFContiguous.Should().BeFalse(); + } + + [TestMethod] + public void FortranOnlyInputs_ProduceFOrder() + { + var Af = np.asfortranarray(np.arange(6).reshape(3, 2)); + var Bf = np.asfortranarray((np.arange(6) + 100).reshape(3, 2)); + var r = np.column_stack(Af, Bf); + r.Shape.IsFContiguous.Should().BeTrue(); + r.Shape.IsContiguous.Should().BeFalse(); + } + + [TestMethod] + public void StridedViews_Work() + { + var baseArr = np.arange(10); + var s = baseArr["::2"]; // [0, 2, 4, 6, 8] + var r = np.column_stack(s, s); + r.shape.Should().Equal(5L, 2L); + r.Data().Should().Equal(0, 0, 2, 2, 4, 4, 6, 6, 8, 8); + } + + [TestMethod] + public void FirstDimensionMismatch_Throws() + { + var act = () => np.column_stack(np.array(new[] { 1, 2 }), np.array(new[] { 1, 2, 3 })); + act.Should().Throw().WithMessage( + "*along dimension 0, the array at index 0 has size 2 and the array at index 1 has size 3*"); + } + + [TestMethod] + public void EmptyTuple_Throws() + { + var act = () => np.column_stack(); + act.Should().Throw().WithMessage("*need at least one array to concatenate*"); + } + + [TestMethod] + public void NdimMismatch_1D_vs_3D_Throws() + { + // 1-D becomes (3,1); a 3-D input keeps ndim 3 -> concatenate rejects + var act = () => np.column_stack(np.array(new[] { 1, 2, 3 }), np.arange(8).reshape(2, 2, 2)); + act.Should().Throw().WithMessage( + "*must have same number of dimensions*"); + } + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.concat.Test.cs b/test/NumSharp.UnitTest/Creation/np.concat.Test.cs new file mode 100644 index 000000000..c39f3e9a1 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.concat.Test.cs @@ -0,0 +1,72 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// np.concat — the NumPy 2.0 Array-API alias of np.concatenate + /// (numpy/_core/__init__.py: concat = numeric.concatenate). + /// + [TestClass] + public class np_concat_test : TestClass + { + [TestMethod] + public void Basic() + { + var a = np.array(new[] { 1, 2, 3 }); + var b = np.array(new[] { 4, 5, 6 }); + var r = np.concat(new[] { a, b }); + r.Data().Should().Equal(1, 2, 3, 4, 5, 6); + } + + [TestMethod] + public void TupleForm_And_Axis() + { + var a = np.arange(6).reshape(2, 3); + var b = (np.arange(6) + 6).reshape(2, 3); + var r = np.concat((a, b), axis: 1); + r.shape.Should().Equal(2L, 6L); + r.Data().Should().Equal(0, 1, 2, 6, 7, 8, 3, 4, 5, 9, 10, 11); + } + + [TestMethod] + public void AxisNull_Flattens() + { + var r = np.concat(new[] { np.arange(4).reshape(2, 2), np.arange(2).reshape(1, 2) }, axis: null); + r.shape.Should().Equal(6L); + r.Data().Should().Equal(0, 1, 2, 3, 0, 1); + } + + [TestMethod] + public void KeywordArguments_MatchConcatenate() + { + var a = np.array(new[] { 1, 2 }); + var b = np.array(new[] { 3, 4 }); + + // dtype= + np.concat(new[] { a, b }, dtype: NPTypeCode.Double).typecode.Should().Be(NPTypeCode.Double); + + // out= + var @out = np.zeros(new Shape(4), NPTypeCode.Int32); + var r = np.concat(new[] { a, b }, @out: @out); + ReferenceEquals(r, @out).Should().BeTrue(); + @out.Data().Should().Equal(1, 2, 3, 4); + + // casting validation flows through + var act = () => np.concat(new[] { a, np.array(new[] { 0.5 }) }, casting: "no"); + act.Should().Throw(); + } + + [TestMethod] + public void SameResultsAsConcatenate() + { + var a = np.arange(12).reshape(3, 4); + var b = (np.arange(12) + 100).reshape(3, 4); + ((bool)np.array_equal(np.concat(new[] { a, b }, 0), np.concatenate(new[] { a, b }, 0))).Should().BeTrue(); + ((bool)np.array_equal(np.concat(new[] { a, b }, -1), np.concatenate(new[] { a, b }, -1))).Should().BeTrue(); + } + } +} diff --git a/test/NumSharp.UnitTest/Creation/np.concatenate.Test.cs b/test/NumSharp.UnitTest/Creation/np.concatenate.Test.cs index 5ff21c903..37abdd1e1 100644 --- a/test/NumSharp.UnitTest/Creation/np.concatenate.Test.cs +++ b/test/NumSharp.UnitTest/Creation/np.concatenate.Test.cs @@ -399,6 +399,35 @@ public void FContiguous_Inputs_ProduceFContiguousOutput() r.Shape.IsFContiguous.Should().BeTrue(); } + [TestMethod] + public void AmbiguousLayout_BothCF_Inputs_ProduceCOrder() + { + // NumPy 2.4.2 (PyArray_CreateMultiSortedStridePerm): inputs that are + // BOTH C- and F-contiguous — e.g. (N,1) column views — resolve to a + // C-ordered result. F is chosen only when all inputs are F-contig + // AND not all are C-contig. + var t1 = np.arange(3).reshape(1, 3).T; // (3,1), C&F + var t2 = (np.arange(3) + 10).reshape(1, 3).T; // (3,1), C&F + t1.Shape.IsFContiguous.Should().BeTrue("precondition: ambiguous layout"); + t1.Shape.IsContiguous.Should().BeTrue("precondition: ambiguous layout"); + + var r = np.concatenate(new[] { t1, t2 }, 1); + r.Shape.IsContiguous.Should().BeTrue(); + r.Shape.IsFContiguous.Should().BeFalse(); + r.Data().Should().Equal(0, 10, 1, 11, 2, 12); + } + + [TestMethod] + public void MixedFOnly_And_AmbiguousInputs_ProduceFOrder() + { + // all F-contig, not all C-contig -> F result (probed NumPy 2.4.2) + var fOnly = np.asfortranarray(np.arange(6).reshape(3, 2)); + var both = np.zeros((3, 1), np.int32); + var r = np.concatenate(new[] { fOnly, both }, 1); + r.Shape.IsFContiguous.Should().BeTrue(); + r.Shape.IsContiguous.Should().BeFalse(); + } + [TestMethod] public void StridedView_Concat_Works() { diff --git a/test/NumSharp.UnitTest/Creation/np.unstack.Test.cs b/test/NumSharp.UnitTest/Creation/np.unstack.Test.cs new file mode 100644 index 000000000..8173e2998 --- /dev/null +++ b/test/NumSharp.UnitTest/Creation/np.unstack.Test.cs @@ -0,0 +1,160 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; + +namespace NumSharp.UnitTest.Creation +{ + /// + /// np.unstack (NumPy 2.1) — split an array into a sequence of arrays + /// along the given axis; equivalent to tuple(np.moveaxis(x, axis, 0)). + /// Expected values probed against NumPy 2.4.2. + /// + [TestClass] + public class np_unstack_test : TestClass + { + [TestMethod] + public void Basic_Axis0() + { + var arr = np.arange(24).reshape(2, 3, 4); + var r = np.unstack(arr); + r.Length.Should().Be(2); + r[0].shape.Should().Equal(3L, 4L); + r[0].Data().Should().Equal(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11); + r[1].Data().Should().Equal(12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23); + } + + [TestMethod] + public void Axis1() + { + var arr = np.arange(24).reshape(2, 3, 4); + var r = np.unstack(arr, axis: 1); + r.Length.Should().Be(3); + r[0].shape.Should().Equal(2L, 4L); + // np.unstack(arr, axis=1)[0] -> [[0,1,2,3],[12,13,14,15]] + r[0].Data().Should().Equal(0, 1, 2, 3, 12, 13, 14, 15); + r[2].Data().Should().Equal(8, 9, 10, 11, 20, 21, 22, 23); + } + + [TestMethod] + public void NegativeAxis() + { + var arr = np.arange(24).reshape(2, 3, 4); + var r = np.unstack(arr, axis: -1); + r.Length.Should().Be(4); + r[0].shape.Should().Equal(2L, 3L); + // np.unstack(arr, axis=-1)[0] -> [[0,4,8],[12,16,20]] + r[0].Data().Should().Equal(0, 4, 8, 12, 16, 20); + } + + [TestMethod] + public void ReturnsViews_WriteThrough() + { + // NumPy: the unstacked arrays share memory with x + var arr = np.arange(24).reshape(2, 3, 4); + var r = np.unstack(arr); + r[0].SetData(999, 0, 0); + ((int)arr.GetData(new int[] { 0, 0, 0 })).Should().Be(999); + + var r1 = np.unstack(arr, axis: 1); + r1[2].SetData(-5, 1, 3); + ((int)arr.GetData(new int[] { 1, 2, 3 })).Should().Be(-5); + } + + [TestMethod] + public void OneD_Yields_0d_Views() + { + var a = np.array(new[] { 10, 20, 30 }); + var r = np.unstack(a); + r.Length.Should().Be(3); + r[0].ndim.Should().Be(0); + ((int)r[0]).Should().Be(10); + ((int)r[1]).Should().Be(20); + ((int)r[2]).Should().Be(30); + } + + [TestMethod] + public void RoundTrip_StackOfUnstack() + { + // NumPy docstring: stack(unstack(x, axis=axis), axis=axis) == x + var arr = np.arange(24).reshape(2, 3, 4); + var rebuilt = np.stack(np.unstack(arr, axis: 1), axis: 1); + rebuilt.shape.Should().Equal(2L, 3L, 4L); + ((bool)np.array_equal(rebuilt, arr)).Should().BeTrue(); + } + + [TestMethod] + public void EmptyAlongAxis_ReturnsNoArrays() + { + np.unstack(np.zeros((0, 3))).Length.Should().Be(0); + } + + [TestMethod] + public void EmptyElsewhere_ReturnsEmptyArrays() + { + var r = np.unstack(np.zeros((0, 3)), axis: 1); + r.Length.Should().Be(3); + r[0].shape.Should().Equal(0L); + r[0].typecode.Should().Be(NPTypeCode.Double); + } + + [TestMethod] + public void StridedInput_Views() + { + var baseArr = np.arange(20).reshape(10, 2); + var s = baseArr["::2"]; // (5, 2) strided view + var r = np.unstack(s, axis: 1); + r.Length.Should().Be(2); + r[0].Data().Should().Equal(0, 4, 8, 12, 16); + r[1].Data().Should().Equal(1, 5, 9, 13, 17); + // still a view chain into baseArr + r[1].SetData(777, 0); + ((int)baseArr.GetData(new int[] { 0, 1 })).Should().Be(777); + } + + [TestMethod] + public void AllDtypes_Preserved() + { + foreach (NPTypeCode tc in new[] + { + NPTypeCode.Boolean, NPTypeCode.Byte, NPTypeCode.SByte, NPTypeCode.Int16, + NPTypeCode.UInt16, NPTypeCode.Int32, NPTypeCode.UInt32, NPTypeCode.Int64, + NPTypeCode.UInt64, NPTypeCode.Char, NPTypeCode.Half, NPTypeCode.Single, + NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex + }) + { + var x = np.ones(new Shape(2, 3), tc); + var r = np.unstack(x); + r.Length.Should().Be(2); + r[0].typecode.Should().Be(tc, $"dtype {tc} should be preserved"); + r[0].shape.Should().Equal(3L); + } + } + + [TestMethod] + public void ZeroD_Throws() + { + // NumPy: ValueError("Input array must be at least 1-d.") + var act = () => np.unstack(np.asanyarray(5.0)); + act.Should().Throw().WithMessage("Input array must be at least 1-d."); + } + + [TestMethod] + public void AxisOutOfRange_Throws() + { + var a = np.array(new[] { 1, 2, 3 }); + var actPos = () => np.unstack(a, axis: 2); + actPos.Should().Throw(); + var actNeg = () => np.unstack(a, axis: -2); + actNeg.Should().Throw(); + } + + [TestMethod] + public void Null_Throws() + { + var act = () => np.unstack(null); + act.Should().Throw(); + } + } +} From 88bdb9de7df3de7996d2b582c7a28a333819b417 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Fri, 17 Jul 2026 23:23:56 +0300 Subject: [PATCH 16/17] =?UTF-8?q?test(view):=20pin=20the=20WRITEABLE=20(so?= =?UTF-8?q?urce=20=C3=97=20op)=20matrix=20as=20living=20documentation?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adds WriteabilityMatrixTests — a 27-op matrix over a writeable owned source and a read-only broadcast source, asserting Shape.IsWriteable against NumPy 2.4.2's flags['WRITEABLE'] for every (source, op) pair, so the propagation rules established while hardening mmap can't silently regress. Encodes the full rule set: - a VIEW inherits its source's writeability (slice/index/reshape/ravel/T/swapaxes/moveaxis/ expand_dims/view-of-view read-only off a read-only source); - reshape/ravel/flatten off a broadcast COPY (non-contiguous → writeable), off a contiguous source are views (the contiguous read-only case is covered in NpyMemmapTests); - copies / computed results (copy/astype/fancy/mask/arithmetic) are always writeable; - diagonal is a read-only view even off a writeable source (NumPy parity, pinned explicitly); - writing through a read-only view throws (flag is enforced, not cosmetic). Documented_Divergences pins the two intentional, memory-safe differences from NumPy (not propagation bugs — NumSharp returns a different kind of object and the flag is correct for it): a[i,j] is a writeable 0-d view (NumPy: immutable scalar) and squeeze-of-broadcast is a writeable copy (NumPy: read-only view). If either is ever "fixed" to match NumPy, this test flags it for a conscious update. 5 tests green on net8.0 + net10.0. --- .../WriteabilityMatrixTests.cs | 106 ++++++++++++++++++ 1 file changed, 106 insertions(+) create mode 100644 test/NumSharp.UnitTest/WriteabilityMatrixTests.cs diff --git a/test/NumSharp.UnitTest/WriteabilityMatrixTests.cs b/test/NumSharp.UnitTest/WriteabilityMatrixTests.cs new file mode 100644 index 000000000..6867d4147 --- /dev/null +++ b/test/NumSharp.UnitTest/WriteabilityMatrixTests.cs @@ -0,0 +1,106 @@ +using System; +using System.Collections.Generic; +using Microsoft.VisualStudio.TestTools.UnitTesting; +using NumSharp; + +namespace NumSharp.UnitTest +{ + /// + /// Pins Shape.IsWriteable across the (source-writeability × view/copy op) matrix, verified + /// against NumPy 2.4.2's flags['WRITEABLE']. + /// + /// + /// The rule: a VIEW inherits its source's writeability; a COPY / computed result is always + /// writeable. Read-only sources here are broadcast arrays (the read-only source that needs no + /// files); the identical propagation for a read-only 'r' memmap — including the + /// memory-safety angle (writes must throw, not segfault) — lives in IO/NpyMemmapTests. + /// + /// Two entries differ from NumPy and are NOT propagation bugs — NumSharp returns a different KIND + /// of object and its flag is correct for that object; both are pre-existing, memory-safe design + /// choices, marked below: + /// • a[i,j] → a writeable 0-d VIEW (NumPy returns an immutable scalar, WRITEABLE=False). + /// • squeeze of a broadcast → a writeable COPY via reshape (NumPy returns a read-only view). + /// + [TestClass] + public class WriteabilityMatrixTests + { + private const bool MISALIGNED = true; // marks an intentional, memory-safe divergence from NumPy + + private static NDArray Owned() => np.arange(24).astype(NPTypeCode.Int32).reshape(4, 6); + private static NDArray Broadcast() => np.broadcast_to(np.arange(6).astype(NPTypeCode.Int32), new Shape(4, 6)); + + // op, expected-writeable-off-a-writeable-source, expected-off-a-read-only-source + private static IEnumerable<(string name, Func op, bool onW, bool onRO)> Matrix() + { + yield return ("identity", a => a, true, false); + yield return ("slice_row", a => a["1:3"], true, false); + yield return ("slice_col", a => a[":, 1:3"], true, false); + yield return ("slice_step", a => a["::2"], true, false); + yield return ("slice_rev", a => a["::-1"], true, false); + yield return ("slice_2d", a => a["1:3, 1:3"], true, false); + yield return ("index_row", a => a["0"], true, false); + yield return ("index_elem", a => a["0, 0"], true, false); // 0-d view (see MISALIGNED note) + yield return ("T", a => a.T, true, false); + yield return ("swapaxes", a => np.swapaxes(a, 0, 1), true, false); + yield return ("moveaxis", a => np.moveaxis(a, 0, 1), true, false); + yield return ("expand_dims", a => np.expand_dims(a, 0), true, false); + yield return ("diagonal", a => np.diagonal(a), false, false); // read-only view, NumPy parity + yield return ("broadcast_to", a => np.broadcast_to(a, new Shape(2, 4, 6)), false, false); + yield return ("view_of_view", a => a["1:3"][":, 1:3"], true, false); + // reshape / ravel are VIEWS off a contiguous source (inherit) but COPIES off a broadcast + // (non-contiguous → materialize → writeable) — hence onRO=true here. + yield return ("reshape", a => a.reshape(6, 4), true, true); + yield return ("ravel", a => a.ravel(), true, true); + yield return ("flatten", a => a.flatten(), true, true); // always copies + // copies / computed results — always writeable regardless of source + yield return ("copy", a => a.copy(), true, true); + yield return ("astype", a => a.astype(NPTypeCode.Double), true, true); + yield return ("fancy", a => a[np.array(new[] { 0, 2 })], true, true); + yield return ("mask", a => a[a > 3], true, true); + yield return ("add1", a => a + 1, true, true); + yield return ("neg", a => -a, true, true); + yield return ("view_copy", a => a["1:3"].copy(), true, true); + yield return ("copy_view", a => a.copy()["1:3"], true, true); + } + + [TestMethod] + public void Writeable_Source_Views_AreWriteable_CopiesAreWriteable() + { + foreach (var (name, op, onW, _) in Matrix()) + Assert.AreEqual(onW, op(Owned()).Shape.IsWriteable, $"owned source, op '{name}'"); + } + + [TestMethod] + public void ReadOnly_Source_Views_AreReadOnly_CopiesAreWriteable() + { + foreach (var (name, op, _, onRO) in Matrix()) + Assert.AreEqual(onRO, op(Broadcast()).Shape.IsWriteable, $"broadcast source, op '{name}'"); + } + + [TestMethod] + public void ReadOnly_View_Write_Throws() + { + // The flag is enforced: writing through any view of a read-only array raises rather than + // corrupting the shared/backing memory. + var b = Broadcast(); + Assert.ThrowsException(() => b["1:3"][0, 0] = 9); + Assert.ThrowsException(() => b.T[0, 0] = 9); + } + + [TestMethod] + public void Diagonal_IsReadOnlyView_EvenOffWriteableSource() + { + // NumPy returns a read-only view from diagonal() (since 1.9, forward-compat) — NumSharp matches. + Assert.IsFalse(np.diagonal(Owned()).Shape.IsWriteable); + } + + [TestMethod] + public void Documented_Divergences_AreStable() + { + // (1) a[i,j] is a writeable 0-d view (NumPy: immutable scalar, WRITEABLE=False). + Assert.IsTrue(MISALIGNED && Owned()["1, 2"].Shape.IsWriteable); + // (2) squeeze of a broadcast is a writeable copy via reshape (NumPy: read-only view). + Assert.IsTrue(MISALIGNED && np.squeeze(np.expand_dims(Broadcast(), 0)).Shape.IsWriteable); + } + } +} From 4825112992d85ba0e1a0b30af3490aadc3d823e1 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Sun, 19 Jul 2026 08:04:08 +0300 Subject: [PATCH 17/17] refactor(linalg): delete mis-homed, unimplemented NDArray linalg stubs MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit These five methods lived on NDArray as instance methods, but in NumPy they are numpy.linalg *module* functions, never ndarray methods (verified against the vendored src/numpy: numpy/linalg/_linalg.py defines each as a top-level `def`, and none is registered as an ndarray method in _add_newdocs.py). On top of being in the wrong home, every one was an unimplemented stub — so per the "delete what's mis-homed; if it isn't implemented don't bother relocating it" decision, they are removed outright rather than moved to a np.linalg surface. Removed source stubs (src/NumSharp.Core/LinearAlgebra/): - NdArray.Inv.cs inv() -> return null; (real body commented out) - NdArray.LstSq.cs lstqr(b, rcon) -> return null; (real body commented out) - NdArray.multi_dot.cs multi_dot(...) -> return null; (real body commented out) - NdArray.QR.cs qr() -> return default; (real body commented out) - NdArray.SVD.cs svd() -> return default; (real body commented out) SetData(object) -> throws NotImplementedException (dead single-arg orphan; every live .SetData call binds to the 2-arg overloads in NDArray.cs / UnmanagedStorage.Setters.cs) API-shape notes for whoever eventually implements the real np.linalg surface: - "lstqr" is a misspelling of NumPy's lstsq; NumPy's is np.linalg.lstsq(a, b, rcond=None) returning (x, residuals, rank, s) — a 4-tuple, not a single NDArray, and the param is rcond (not "rcon"). - multi_dot has the wrong call shape: NumPy's np.linalg.multi_dot(arrays,*,out=None) takes a *sequence* and computes the optimal product order; the stub made the receiver an implicit first operand. Removed the four dedicated tests for these stubs (their [TestMethod]s were already commented out, so they were dead scaffolding that only referenced the deleted APIs): - test/.../LinearAlgebra/NdArray.{Inv,LstSq,QR,SVD}.Test.cs Fixed the one remaining caller: NumSharp.ConsumePackage/Program.cs was a package-consumption smoke test calling A.lstqr(b); switched it to A.dot(b), a real, NumPy-correct ndarray method that still validates the package loads. Left in place: NDArray.matrix_power (also a numpy.linalg function by rights, but it is actually implemented, so relocating it is a separate concern and out of scope here). NDArray.dot / np.dot / np.matmul / np.outer are correctly placed (dot genuinely is an ndarray method in NumPy; the others live in the main np namespace). Both NumSharp.Core and NumSharp.UnitTest build clean (0 errors). --- .../LinearAlgebra/NdArray.Inv.cs | 50 ---------------- .../LinearAlgebra/NdArray.LstSq.cs | 54 ----------------- src/NumSharp.Core/LinearAlgebra/NdArray.QR.cs | 48 --------------- .../LinearAlgebra/NdArray.SVD.cs | 56 ------------------ .../LinearAlgebra/NdArray.multi_dot.cs | 39 ------------ test/NumSharp.ConsumePackage/Program.cs | 2 +- .../LinearAlgebra/NdArray.Inv.Test.cs | 59 ------------------- .../LinearAlgebra/NdArray.LstSq.Test.cs | 28 --------- .../LinearAlgebra/NdArray.QR.Test.cs | 32 ---------- .../LinearAlgebra/NdArray.SVD.Test.cs | 43 -------------- 10 files changed, 1 insertion(+), 410 deletions(-) delete mode 100644 src/NumSharp.Core/LinearAlgebra/NdArray.Inv.cs delete mode 100644 src/NumSharp.Core/LinearAlgebra/NdArray.LstSq.cs delete mode 100644 src/NumSharp.Core/LinearAlgebra/NdArray.QR.cs delete mode 100644 src/NumSharp.Core/LinearAlgebra/NdArray.SVD.cs delete mode 100644 src/NumSharp.Core/LinearAlgebra/NdArray.multi_dot.cs delete mode 100644 test/NumSharp.UnitTest/LinearAlgebra/NdArray.Inv.Test.cs delete mode 100644 test/NumSharp.UnitTest/LinearAlgebra/NdArray.LstSq.Test.cs delete mode 100644 test/NumSharp.UnitTest/LinearAlgebra/NdArray.QR.Test.cs delete mode 100644 test/NumSharp.UnitTest/LinearAlgebra/NdArray.SVD.Test.cs diff --git a/src/NumSharp.Core/LinearAlgebra/NdArray.Inv.cs b/src/NumSharp.Core/LinearAlgebra/NdArray.Inv.cs deleted file mode 100644 index 95ed76fef..000000000 --- a/src/NumSharp.Core/LinearAlgebra/NdArray.Inv.cs +++ /dev/null @@ -1,50 +0,0 @@ -namespace NumSharp -{ - public partial class NDArray - { - public NDArray inv() - { - return null; - //var npInv = new NDArray(this.Storage.DType, this.shape); - - //Array matrixStorage = this.Storage.GetData(); - //Array invStorage = Arrays.Create(npInv.Storage.DType, matrixStorage.Length); - - //switch (matrixStorage) - //{ - // case double[] np: - // { - // double[][] matrix = new double[this.Storage.Shape.Dimensions[0]][]; - // for (int idx = 0; idx < matrix.Length; idx++) - // { - // matrix[idx] = new double[this.Storage.Shape.Dimensions[1]]; - // for (int jdx = 0; jdx < matrix[idx].Length; jdx++) - // matrix[idx][jdx] = np[this.Storage.Shape.GetOffset(slice, idx, jdx)]; - // } - - // double[][] matrixInv = MatrixInv.InverseMatrix(matrix); - // double[] invArray = invStorage as double[]; - - // for (int idx = 0; idx < npInv.shape[0]; idx++) - // { - // for (int jdx = 0; jdx < npInv.shape[1]; jdx++) - // { - // invArray[this.Storage.Shape.GetOffset(slice, idx, jdx)] = matrixInv[idx][jdx]; - // } - // } - - // break; - // } - - // default: - // { - // throw new IncorrectTypeException(); - // } - //} - - //npInv.Storage.ReplaceData(invStorage); - - //return npInv; - } - } -} diff --git a/src/NumSharp.Core/LinearAlgebra/NdArray.LstSq.cs b/src/NumSharp.Core/LinearAlgebra/NdArray.LstSq.cs deleted file mode 100644 index 68b8cf8c9..000000000 --- a/src/NumSharp.Core/LinearAlgebra/NdArray.LstSq.cs +++ /dev/null @@ -1,54 +0,0 @@ -namespace NumSharp -{ - public partial class NDArray - { - /// - /// Least Square method - /// - /// Determines NDArray X which reduces least square error of Linear System A * X = B. - /// This NDArray is equal to A. - /// - /// Result NDArray B - /// - /// NArray X - public NDArray lstqr(NDArray nDArrayB, double rcon = 0.0001) - { - return null; - //var A = (double[]) Data(); - //var b = (double[])nDArrayB.Data(); - - //int m = this.shape[0]; - //int n = this.shape[1]; - - //int nrhs = (nDArrayB.ndim > 1) ? nDArrayB.shape[1] : 1; - - //int lda = m; - //int ldb = m; - - //int rank = 0; - - //double[] work = new double[1]; - //int lwork = -1; - //int info = 0; - //double[] singVal = new double[m]; - - //LAPACK.dgelss_(ref m,ref n, ref nrhs, A, ref lda, b, ref ldb,singVal , ref rcon, ref rank, work,ref lwork, ref info ); - - //lwork = (int) work[0]; - //work = new double[lwork]; - - //LAPACK.dgelss_(ref m,ref n, ref nrhs, A, ref lda, b, ref ldb,singVal , ref rcon, ref rank, work,ref lwork, ref info ); - - //double[] sln = new double[n * nrhs]; - - //for (int idx = 0; idx < sln.Length;idx++) - // sln[idx] = b[m * (idx % nrhs) + idx / nrhs]; - - //var slnArr = new NDArray(typeof(double),new Shape(n,nrhs)); - - //slnArr.Storage.ReplaceData(sln); - - //return slnArr; - } - } -} diff --git a/src/NumSharp.Core/LinearAlgebra/NdArray.QR.cs b/src/NumSharp.Core/LinearAlgebra/NdArray.QR.cs deleted file mode 100644 index 9a7559a21..000000000 --- a/src/NumSharp.Core/LinearAlgebra/NdArray.QR.cs +++ /dev/null @@ -1,48 +0,0 @@ -namespace NumSharp -{ - public partial class NDArray - { - public (NDArray, NDArray) qr() - { - return default; - //return; - //var a = this.Storage.GetData().Clone(); - - //int m = this.Storage.Shape.Dimensions[0]; - //int n = this.Storage.Shape.Dimensions[1]; - - //int lda = m; - - //double[] tau = new double[ Math.Min(m,n) ]; - //double[] work = new double[ Math.Max(m,n) ]; - - //int lwork = m; - - //int info = 0; - - //LAPACK.dgeqrf_(ref m,ref n, a ,ref lda, tau, work,ref lwork,ref info); - - //double[] RDouble = new double[n*n]; - - //for(int idx = 0; idx < n; idx++) - // for(int jdx = idx;jdx < n;jdx++) - // RDouble[idx+jdx * n] = a[idx+jdx*n]; - - - //var R = new NDArray(typeof(double), new Shape(n, n)); - - //R.Storage.ReplaceData(RDouble); - - //int k = tau.Length; - - //LAPACK.dorgqr_(ref m, ref n,ref k ,a, ref lda, tau, work, ref lwork,ref info); - - //var Q = new NDArray(typeof(double), new Shape(tau.Length, tau.Length)); - - //Q.Storage.Allocate(Q.Storage.Shape); - //Q.Storage.ReplaceData(a); - - //return (Q,R); - } - } -} diff --git a/src/NumSharp.Core/LinearAlgebra/NdArray.SVD.cs b/src/NumSharp.Core/LinearAlgebra/NdArray.SVD.cs deleted file mode 100644 index 2dd1cc8b5..000000000 --- a/src/NumSharp.Core/LinearAlgebra/NdArray.SVD.cs +++ /dev/null @@ -1,56 +0,0 @@ -using System; - -namespace NumSharp -{ - public partial class NDArray - { - public (NDArray, NDArray, NDArray) svd() - { - return default; - //return; - //double[] A = Data(); - - //int m = this.shape[0]; - //int n = this.shape[1]; - //int lda = m; - //int ldu = m; - //int ldvt = n; - //int info = 0; - //int lwork = -1; - - //double[] work = new double[Math.Max(m,n)]; - - //double[] s = new double[n]; - //double[] u = new double[m*m]; - //double[] vt = new double[n*n]; - - //LAPACK.dgesvd_("ALL".ToCharArray(),"All".ToCharArray(),ref m, ref n, A, ref lda, s, u, ref ldu, vt, ref ldvt, work, ref lwork, ref info ); - - //lwork = (int)work[0]; - - //work = new double[lwork]; - - //LAPACK.dgesvd_("ALL".ToCharArray(),"All".ToCharArray(),ref m, ref n, A, ref lda, s, u, ref ldu, vt, ref ldvt, work, ref lwork, ref info ); - - //var uNDArr = new NDArray(typeof(double), new Shape(m, n)); - //var vtNDArr = new NDArray(typeof(double), new Shape(n, n)); - //var sNDArr = new NDArray(typeof(double), n); - - //// set variables - //double[] uDouble = uNDArr.Storage.GetData(); - - //for (int idx = 0; idx < uNDArr.size;idx++) - // uDouble[idx] = u[idx]; - - //vtNDArr.Storage.ReplaceData(vt); - //sNDArr.Storage.ReplaceData(s); - - //return (uNDArr,sNDArr,vtNDArr); - } - - public void SetData(object p) - { - throw new NotImplementedException(); - } - } -} diff --git a/src/NumSharp.Core/LinearAlgebra/NdArray.multi_dot.cs b/src/NumSharp.Core/LinearAlgebra/NdArray.multi_dot.cs deleted file mode 100644 index f68d31d54..000000000 --- a/src/NumSharp.Core/LinearAlgebra/NdArray.multi_dot.cs +++ /dev/null @@ -1,39 +0,0 @@ -namespace NumSharp -{ - public partial class NDArray - { - /// - /// - /// - /// - /// - /// - /// - public NDArray multi_dot(params NDArray[] np2Multi) - { - return null; - //var np2 = np2Multi.Last(); - - //if ((this.ndim == 1 ) & (np2.ndim == 1)) - // if (this.shape[0] != np2.shape[0]) - // throw new IncorrectShapeException(); - // else - // { - // np2.Storage.Reshape(np2.Storage.GetData().Length,1); - // this.Storage.Reshape(1,this.Storage.GetData().Length); - // } - //else - // if (this.shape[1] != np2.shape[0]) - // throw new IncorrectShapeException(); - - //var prod = BackendFactory.GetEngine().Dot(this, np2Multi[0]); - - //for(int idx = 1;idx < np2Multi.Length;idx++) - //{ - // prod = BackendFactory.GetEngine().Dot(prod, np2Multi[idx]); - //} - - //return prod; - } - } -} diff --git a/test/NumSharp.ConsumePackage/Program.cs b/test/NumSharp.ConsumePackage/Program.cs index a31505f35..494ae7ed1 100644 --- a/test/NumSharp.ConsumePackage/Program.cs +++ b/test/NumSharp.ConsumePackage/Program.cs @@ -12,7 +12,7 @@ static void Main(string[] args) var b = np.array(new double[] { 1,2}).reshape(2,1); - var c = A.lstqr(b); + var c = A.dot(b); Console.WriteLine("If there is no error --> package was sucessfully consumed! :)"); } diff --git a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.Inv.Test.cs b/test/NumSharp.UnitTest/LinearAlgebra/NdArray.Inv.Test.cs deleted file mode 100644 index 43a95f14a..000000000 --- a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.Inv.Test.cs +++ /dev/null @@ -1,59 +0,0 @@ -using Microsoft.VisualStudio.TestTools.UnitTesting; -using System; -using System.Collections.Generic; -using System.Text; -using NumSharp.Extensions; -using System.Linq; -using NumSharp; - -namespace NumSharp.UnitTest.LinearAlgebra -{ - [TestClass] - public class NdArrayInvTest - { - //[TestMethod] - public void Simple2x2() - { - var np1 = np.arange(4.0).reshape(2, 2); - - var np1Inv = np1.inv(); - - var OncesMatrix = np.dot(np1, np1Inv); - - Assert.IsTrue(Enumerable.SequenceEqual(new double[] {1, 0, 0, 1}, OncesMatrix.Data())); - } - - //[TestMethod] - public void Simple3x3() - { - var np1 = new NDArray(typeof(double), new Shape(3, 3)); - - var np1Arr = np1.Data(); - - np1Arr[0] = 5; - np1Arr[1] = 1; - np1Arr[2] = 2; - np1Arr[3] = 1; - np1Arr[4] = 0; - np1Arr[5] = 1; - np1Arr[6] = 1; - np1Arr[7] = 1; - np1Arr[8] = 0; - - var np1Inv = np1.inv(); - - var OncesMatrix = np.dot(np1, np1Inv); - - //Assert.IsTrue(Math.Abs(OncesMatrix[0,0]) < 1.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[1,1]) < 1.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[2,2]) < 1.000001); - - //Assert.IsTrue(Math.Abs(OncesMatrix[0,1]) < 0.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[0,2]) < 0.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[1,0]) < 0.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[1,2]) < 0.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[2,0]) < 0.000001); - //Assert.IsTrue(Math.Abs(OncesMatrix[2,1]) < 0.000001); - } - } -} diff --git a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.LstSq.Test.cs b/test/NumSharp.UnitTest/LinearAlgebra/NdArray.LstSq.Test.cs deleted file mode 100644 index 410145f1f..000000000 --- a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.LstSq.Test.cs +++ /dev/null @@ -1,28 +0,0 @@ -using System; -using System.Collections.Generic; -using System.Text; -using NumSharp.Extensions; -using System.Linq; -using System.Numerics; -using Microsoft.VisualStudio.TestTools.UnitTesting; -using NumSharp; - -namespace NumSharp.UnitTest.LinearAlgebra -{ - [TestClass] - public class NDArrayLinSqTester - { - //[TestMethod] - public void DefaultTest() - { - NDArray A = new double[,] {{0.0, 1.0}, {1.0, 1.0}, {2.0, 1.0}, {3.0, 1.0}}; - - NDArray B = new double[] {-1, 0.2, 0.9, 2.1}; - - double[,] C = (Array)A.lstqr(B) as double[,]; - - Assert.IsTrue((C[0, 0] - 1.0) < 0.0001); - Assert.IsTrue((C[1, 0] + 0.95) < 0.0001); - } - } -} diff --git a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.QR.Test.cs b/test/NumSharp.UnitTest/LinearAlgebra/NdArray.QR.Test.cs deleted file mode 100644 index 6615b30ee..000000000 --- a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.QR.Test.cs +++ /dev/null @@ -1,32 +0,0 @@ -using System; -using System.Collections.Generic; -using System.Text; -using NumSharp.Extensions; -using System.Linq; -using System.Numerics; -using Microsoft.VisualStudio.TestTools.UnitTesting; -using NumSharp; - -namespace NumSharp.UnitTest.LinearAlgebra -{ - /// - /// Test concolve with standard example from - /// https://www.numpy.org/devdocs/reference/generated/numpy.convolve.html - /// - [TestClass] - public class NdArrayQRTest - { - //[TestMethod] - public void FullMatrix() - { - var nd1 = np.array(new double[] {1, 1, 0, 1, 0, 1, 0, 1, 1}).reshape(3, 3); - - var (Q, R) = nd1.qr(); - - var nd2 = np.dot(Q.transpose(), R); - - // make sure the highest difference is lower than 0.0000000001 - Assert.IsTrue(((double)np.abs(nd1 - nd2).max() < 0.00000000001)); - } - } -} diff --git a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.SVD.Test.cs b/test/NumSharp.UnitTest/LinearAlgebra/NdArray.SVD.Test.cs deleted file mode 100644 index 93ad65d7e..000000000 --- a/test/NumSharp.UnitTest/LinearAlgebra/NdArray.SVD.Test.cs +++ /dev/null @@ -1,43 +0,0 @@ -using System; -using System.Collections.Generic; -using System.Text; -using NumSharp.Extensions; -using System.Linq; -using System.Numerics; -using Microsoft.VisualStudio.TestTools.UnitTesting; -using NumSharp; -using NumSharp.Backends.Unmanaged; - -namespace NumSharp.UnitTest.LinearAlgebra -{ - [TestClass] - public class NDArraySVDTester - { - //[TestMethod] - public void DefaultTest() - { - NDArray A = new NDArray(np.float64, new Shape(6, 5)); - A.ReplaceData(new double[] {8.79, 6.11, -9.15, 9.57, -3.49, 9.84, 9.93, 6.91, -7.93, 1.64, 4.02, 0.15, 9.83, 5.04, 4.86, 8.83, 9.80, -8.99, 5.45, -0.27, 4.85, 0.74, 10.00, -6.02, 3.16, 7.98, 3.01, 5.80, 4.27, -5.31}); - - var allMatrix = A.svd(); - - var u = allMatrix.Item1; - var s = allMatrix.Item2; - var vt = allMatrix.Item3; - - var sMAtrix = np.eye(5); - - for (int idx = 0; idx < 5; idx++) - sMAtrix[idx, idx] = s[idx]; - - var ACreated = np.dot(np.dot(u, sMAtrix), vt); - - var error = A - ACreated; - - ArraySlice errorElements = error.Data(); - - for (int idx = 0; idx < errorElements.Count; idx++) - Assert.IsTrue(Math.Abs(errorElements[idx]) < 0.01); - } - } -}