diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index f0a9fa284..527ea174c 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -639,9 +639,9 @@ Proves every NDIter-backed op is **bit-identical** to NumPy 2.4.2 across the inp ``` test/oracle/ corpus generators (NumPy 2.4.2 — run by hand / nightly soak) - layout_catalog.py memory-layout builders (the "44 variations": 26 single + 9 pair + 5 where) - gen_oracle.py deterministic op matrices (astype/binary/unary/reduce/where/… — ~90 ops); - per-mode dtype axes widened to ALL_DTYPES; Char woven into every tier + layout_catalog.py memory-layout builders (the 40 variations: 26 single + 9 pair + 5 where) + gen_oracle.py deterministic op matrices (astype/binary/unary/reduce/where/… — ~159 ops); + per-mode dtype axes widened to ALL_DTYPES; Char woven into 18 tier files via the uint16 proxy (char_tier, relabelled uint16->char) gen_decimal_oracle.cs INDEPENDENT C# oracle for Decimal (no NumPy analog): naive scalar System.Decimal math -> decimal_{unary,binary,reduce,scan,power, @@ -661,7 +661,7 @@ test/NumSharp.UnitTest/Fuzz/ C# replay harness (no Python) IndexOracleTests.cs index get/set differential gate (curated + dtype + seeded-random tiers) MetamorphicTests.cs oracle-free invariants (round-trips / involutions / identities — no NumPy) HarnessSelfTests.cs proves the harness has teeth (BitDiff detects value/NaN/-0 diffs; non-vacuous) - corpus/*.jsonl committed corpus (~68K cases / 40 tiers; op corpus ~53K incl. 3.7K Char woven + 579 Decimal), copied to test output via the csproj glob + corpus/*.jsonl committed corpus (~76K cases / 43 tiers; op corpus ~63K incl. 4.4K Char woven + 695 Decimal), copied to test output via the csproj glob test/NumSharp.UnitTest/IO/ .npy/.npz format gate (no Python) NpyOracleCorpus.cs opens npy_oracle.zip, rebuilds arrays from the manifest NpyOracleTests.cs one [NpyOracle] test per claim: read / byte-exact write / header-only @@ -679,9 +679,9 @@ test/NumSharp.UnitTest/IO/ .npy/.npz format gate (no Python) ``` - **Generators live in `test/oracle/`** and write the corpus into `test/NumSharp.UnitTest/Fuzz/corpus/` (path resolved relative to `test/oracle/`). CI replays the committed corpus, never the generators. -- **Three `FuzzMatrix` gates**: `FuzzCorpusTests` (the op corpus — ~53K cases across the tiers, checking dtype + shape + bytes + error parity; Char woven into every tier, 12 `Decimal*` tiers: unary/binary/reduce/scan/power/varstd/matmul/astype/stat/where/sort/manip), `IndexOracleTests` (the index oracle — `index_curated` 2,265 + `index_dtype` 104 + `index_random` 10,000; the advanced-indexing parity gate), and `MetamorphicTests` (12 NumPy-free invariants). A failing op case auto-shrinks to a 1-element repro. -- **Dtype coverage**: per-mode dtype axes widened toward `ALL_DTYPES`. **Char** (no NumPy dtype) is woven into every tier via the uint16 proxy (`gen_oracle.char_tier`, relabelled uint16→char). **Decimal** (no NumPy analog) rides an independent C# oracle (`gen_decimal_oracle.cs`, naive scalar `System.Decimal`). Verified Char/clip-bool bugs are carved from the green corpus and reproduced under `[OpenBugs]` (`OpenBugs.Char.cs`, `OpenBugs.DtypeCoverage.cs`) — NOT excused in `MisalignedRegistry`. -- **Regenerate** (deterministic; needs `numpy==2.4.2`): `python test/oracle/gen_oracle.py ` (modes: `smoke astype_full binary divmod_power comparison unary reduce where place matmul bitwise unary_extra nanreduce scan stat logic modf manip sort tail params aliasing copyto errors`) + `python test/oracle/gen_index_oracle.py` (the `index_*` tiers) + `python test/oracle/fuzz_random.py 1234 2000 random_smoke.jsonl` + `dotnet run test/oracle/gen_decimal_oracle.cs` (the `decimal_*` tiers), then `dotnet build` (copies the corpus to test output). +- **Three `FuzzMatrix` gates**: `FuzzCorpusTests` (the op corpus — ~63K cases across the tiers, checking dtype + shape + bytes + error parity + per-file minimum-count floors; Char woven into 18 tier files, 12 `Decimal*` tiers: unary/binary/reduce/scan/power/varstd/matmul/astype/stat/where/sort/manip), `IndexOracleTests` (the index oracle — `index_curated` 2,273 + `index_dtype` 104 + `index_setter_dtype` 10 (cross-dtype cast-on-set) + `index_random` 10,000; the advanced-indexing parity gate), and `MetamorphicTests` (12 NumPy-free invariants incl. Half/Complex/Decimal/bool/char + strided views). A failing op case auto-shrinks to a 1-element repro. +- **Dtype coverage**: per-mode dtype axes widened toward `ALL_DTYPES`. **Char** (no NumPy dtype) is woven into 18 tier files via the uint16 proxy (`gen_oracle.char_tier`, relabelled uint16→char). **Decimal** (no NumPy analog) rides an independent C# oracle (`gen_decimal_oracle.cs`, naive scalar `System.Decimal`; incl. axis reductions, empty, negative int powers). Verified Char/clip-bool/round/dot bugs are carved from the green corpus and reproduced under `[OpenBugs]` (`OpenBugs.Char.cs`, `OpenBugs.DtypeCoverage.cs`, `OpenBugs.FuzzGaps.cs`) — NOT excused in `MisalignedRegistry`. +- **Regenerate** (deterministic; needs `numpy==2.4.2`): `python test/oracle/gen_oracle.py ` (modes: `smoke astype_full binary divmod_power comparison unary reduce where place matmul rounding bitwise unary_extra nanreduce scan stat logic modf manip sort tail params aliasing copyto errors groupa`) + `python test/oracle/gen_index_oracle.py` (the `index_*` tiers) + `python test/oracle/fuzz_random.py 1234 2000 random_smoke.jsonl` + `dotnet run test/oracle/gen_decimal_oracle.cs` (the `decimal_*` tiers), then `dotnet build` (copies the corpus to test output). - **Run the gate**: `dotnet test --filter "TestCategory=FuzzMatrix"`. Each case is bit-exact (pass), a documented difference in `MisalignedRegistry` (excused, never silent), or a failure (red). Full divergence ledger: `test/NumSharp.UnitTest/Fuzz/README.md`. ### The `.npy`/`.npz` format oracle (same philosophy, separate corpus) diff --git a/.claude/skills/benchmark/SKILL.md b/.claude/skills/benchmark/SKILL.md new file mode 100644 index 000000000..7b50e125c --- /dev/null +++ b/.claude/skills/benchmark/SKILL.md @@ -0,0 +1,94 @@ +--- +name: benchmark +description: >- + NumSharp's NumPy-vs-NumSharp performance harness — the op/dtype/N matrix (C# BenchmarkDotNet vs a + warm NumPy process) plus five appended subsystems (nditer, layout, operand, cast, fusion), all in + the NPY/NS convention. Use this whenever you add a benchmark for an np.* op, wire a C# benchmark to + its NumPy twin, run the official suite or a subset, read/interpret the ratio matrix or history + snapshots, add a whole subsystem, or debug a suspicious measurement (the Debug-taint 2x pitfall, + the InProcessEmit toolchain). Trigger on: "benchmark", "add a benchmark", "how fast is vs + numpy", "run_benchmark.py", "BenchmarkDotNet", "NPY/NS ratio", "perf comparison", "benchmark + ", "benchmark-report", "history snapshot", "why is my timing 2x slow". Reach for it before + quoting any NumSharp-vs-NumPy speed number. +--- + +# NumSharp Benchmark Harness + +The exhaustive guide is **`benchmark/CLAUDE.md`** (architecture, every suite, config, troubleshooting). This skill +is the distilled map + the actionable playbooks. Read `benchmark/CLAUDE.md` when you need depth beyond this. + +## THE convention: NPY/NS (memorize this) + +> **ratio = NumPy_ms / NumSharp_ms.** `>1` = NumSharp **faster**, `<1` = slower, `=1` = parity. **Higher is better.** + +Used everywhere — matrices, geomeans, commit messages, every `*_sheet.py`. Icons: ✅ `≥1.0` · 🟡 `≥0.5` · 🟠 `≥0.2` +· 🔴 `<0.2`. (The legacy `run-benchmarks.ps1` prints the INVERSE NS/NPY — prefer NPY/NS for anything new.) + +## THE pitfall: Debug taints timings ~2× + +Ad-hoc `dotnet run file.cs` / `dotnet_run` (file-based apps) compile **both the script AND any `#:project` +NumSharp.Core in Debug** (`DebuggableAttribute(DisableOptimizations)`), which the JIT honors even over +`[MethodImpl(AggressiveOptimization)]`. Hand-written C# hot loops run ~2× slow; IL-emitted kernels look normal. +**Every timing script MUST run `dotnet run -c Release - < script.cs`.** `#:property Optimize=true` fixes only the +script assembly, not Core. The BenchmarkDotNet projects are exempt (they mandate `-c Release`). + +## Structure — two sides, joined on (op, dtype, N) + +| Side | Where | What | +|------|-------|------| +| C# | `benchmark/NumSharp.Benchmark.CSharp/Benchmarks//*.cs` | BenchmarkDotNet classes; `[Benchmark(Description="np.foo(a)")]` methods. | +| NumPy | `benchmark/NumSharp.Benchmark.Python/numpy_benchmark.py` | `run__benchmarks(...)` emitting `BenchmarkResult` rows. | +| Merge | `benchmark/scripts/merge-results.py` | Joins on `(normalize_op_name(name), dtype, N)`. | +| Orchestrator | `benchmark/run_benchmark.py` | Builds C#, runs each suite (BDN) + warm NumPy across 1K/100K/10M, merges, snapshots. | + +The join is by **normalized op name**: `normalize_op_name` strips the dtype tag, `[annotations]`, and +identifier-only arg lists — so C# `"np.foo(a)"` and NumPy `"np.foo"` both collapse to `np.foo` and join. Get the +names to normalize identically or the row shows as "C# not run" / "NumPy only". + +## The matrix + subsystems + +- **Op matrix** — 14 comparison suites, each a C# namespace filter in `run_benchmark.py`'s `SUITES` map + (`arithmetic, unary, reduction, broadcast, creation, manipulation, slicing, comparison, bitwise, logic, + statistics, sorting, linalg, selection`). Swept over 1K/100K/10M × the 15 dtypes. +- **Five appended subsystems** (own result models, appended not merged): `nditer` (iterator machinery), + `layout` (op × 8 memory layouts × dtype), `operand` (1-D/scalar/mixed/broadcast), `cast` (astype 15×15 × layout), + `fusion` (`np.evaluate`). Each is a `*_bench.{cs,py}` pair + a `*_sheet.py` renderer. + +## Playbook — add a benchmark for a new op + +The most common task. Full worked example in **`references/add-benchmark.md`**. In brief: + +1. **C# side** — add a `[Benchmark(Description = "np.foo(a)")]` method to the class in + `Benchmarks//` that fits (or a new class in that namespace so the suite's `*Benchmarks..*` + filter auto-includes it). Use `BenchmarkBase` (single-dtype, float64) like the manipulation classes, or + `TypedBenchmarkBase` (dtype-swept) like arithmetic. `[Params(Medium, Large)]` for size. +2. **NumPy twin** — append to the matching `run__benchmarks(...)` in `numpy_benchmark.py`, setting + `r.name, r.category, r.suite, r.dtype`. Make `.name` normalize to the C# Description (`"np.foo"` ↔ `"np.foo(a)"`). +3. **Smoke it** (this is usually the right scope — a full measured run is the post-release CI job): + `dotnet build -c Release`; `dotnet run -c Release --no-build -f net10.0 -- --list flat | grep ` to confirm + BenchmarkDotNet discovers it; `python numpy_benchmark.py --suite --quick` to confirm the NumPy rows emit. +4. **Full numbers** come from `python run_benchmark.py` (or the `benchmark.yml` post-release workflow). + +## Other tasks → where to go + +- **Run the suite (official / subset), interpret the report, snapshots** → `references/run-and-report.md`. +- **Add or edit a matrix subsystem (nditer/layout/operand/cast/fusion)** → `references/subsystems.md`. +- **Everything else (all suites, config internals, troubleshooting, type map)** → `benchmark/CLAUDE.md`. + +## Gotchas + +- **BenchmarkDotNet's out-of-process toolchain fails here** ("project names need to be unique") because sibling + `.claude/worktrees/` checkouts hold same-named benchmark projects. The official run uses **InProcessEmit** + (`OfficialBenchmarkConfig`). For a smoke check use `--list flat` (reflection only, no toolchain) rather than + trying to run BDN ad-hoc. +- **What we commit is `benchmark/history/_/`**, not the gitignored `benchmark/results//` scratch. + Reference `benchmark/history/latest/benchmark-report.md`. +- **These are mostly view ops → sub-µs.** flip/rot90/transpose-aliases are O(1) views; their benchmark tracks + allocation/dispatch overhead, not throughput. Ops doing real work (trim_zeros, reductions) are where ratios + are meaningful. + +## References + +- `references/add-benchmark.md` — the detailed add-a-benchmark playbook (C# + NumPy twin + join-key rules + smoke). +- `references/run-and-report.md` — running the official run / subsets, the report + history snapshots, InProcessEmit. +- `references/subsystems.md` — the five subsystems and how to add one (`*_bench.{cs,py}` + `*_sheet.py`). diff --git a/.claude/skills/benchmark/references/add-benchmark.md b/.claude/skills/benchmark/references/add-benchmark.md new file mode 100644 index 000000000..844c3be31 --- /dev/null +++ b/.claude/skills/benchmark/references/add-benchmark.md @@ -0,0 +1,133 @@ +# Adding a benchmark for a new op + +Goal: the official op matrix measures `np.` every run, with the C# result JOINED to its NumPy twin so the +report shows an NPY/NS ratio. Two edits (C# class + NumPy twin), then a smoke check. No `run_benchmark.py` change +if you place the C# class in an existing suite namespace. + +## 1. C# side — a `[Benchmark]` method + +Pick the class in `benchmark/NumSharp.Benchmark.CSharp/Benchmarks//` that fits your op, or add a new +class in that **namespace** (`NumSharp.Benchmark.CSharp.Benchmarks.`) so the suite filter +`*Benchmarks..*` auto-includes it — no orchestrator change. + +Two base classes: +- **`BenchmarkBase`** — single dtype (float64 via `np.random.rand`). Use for dtype-agnostic ops (manipulation, + slicing). The merge defaults such rows to `dtype=float64`. +- **`TypedBenchmarkBase`** — sweeps `[ParamsSource(nameof(Types))] NPTypeCode DType`. Use for arithmetic/unary/etc. + +Worked example (`Benchmarks/Manipulation/FlipRotBenchmarks.cs`, the flip/rot90/transpose-alias/trim_zeros twin): + +```csharp +using BenchmarkDotNet.Attributes; +using NumSharp; +using NumSharp.Benchmark.CSharp.Infrastructure; + +namespace NumSharp.Benchmark.CSharp.Benchmarks.Manipulation; + +[BenchmarkCategory("Manipulation", "FlipRot")] +public class FlipRotBenchmarks : BenchmarkBase +{ + private NDArray _arr2D = null!; + + [Params(ArraySizeSource.Medium, ArraySizeSource.Large)] // 100K, 10M — match the sibling manip classes + public override int N { get; set; } + + [GlobalSetup] + public void Setup() + { + np.random.seed(Seed); + var rows = (int)Math.Sqrt(N); + _arr2D = np.random.rand(rows, N / rows) * 100; + } + + [GlobalCleanup] + public void Cleanup() { _arr2D = null!; GC.Collect(); } + + [Benchmark(Description = "np.flip(a)")] // Description is the JOIN KEY (normalized) + [BenchmarkCategory("Flip")] + public NDArray Flip() => np.flip(_arr2D); + + [Benchmark(Description = "np.trim_zeros(a)")] + [BenchmarkCategory("TrimZeros")] + public NDArray TrimZeros() => np.trim_zeros(_arr2D, "fb"); + // ...fliplr / flipud / rot90 / permute_dims / matrix_transpose the same way +} +``` + +## 2. NumPy twin — a row in `numpy_benchmark.py` + +Append to the matching `run__benchmarks(...)` (e.g. `run_manipulation_benchmarks`). Each benchmark: define a +closure, time it with `benchmark(fn, n, iterations=iterations)`, set the four fields. The suite function is already +wired into `main()`'s dispatch and `run_benchmark.py`, so appending is all it takes. + +```python +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_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) +``` + +## 3. The join — make the names normalize identically + +The merge key is `(normalize_op_name(name), dtype, N)`. `normalize_op_name` (in `merge-results.py`) applied to BOTH +sides: strips a trailing dtype tag `(float64)`, strips `[annotations]`, folds `(a, axis=k) -> axis=k`, and strips +**identifier-only** arg lists (`(a)`, `(a, b)`) but KEEPS numeric args (`(a, 50)`). So: + +- C# `"np.flip(a)"` → strip `(a)` → `np.flip`. NumPy `"np.flip"` → `np.flip`. **Join.** ✓ +- C# `"np.percentile(a, 50)"` → `np.percentile(a, 50)` (numeric arg kept). NumPy must match that literally. + +Rule of thumb: name the C# Description `"np.(a)"` and the NumPy `.name` `"np."`, and they join. If a row +shows as "C# not run" or "NumPy only" in the report, the names didn't normalize to the same string — that's the +first thing to check. + +Dtype/N join: `BenchmarkBase` (no `DType`) → merge defaults dtype to `float64`, so the NumPy twin must set +`dtype_name = 'float64'`. `[Params(Medium, Large)]` joins the NumPy 100K/10M rows; NumPy's 1K row shows C#-missing +(fine — the sibling manip classes do the same). + +## 4. Smoke test (the usual scope) + +A full measured run is expensive and normally the post-release `benchmark.yml` job. To confirm the wiring: + +```bash +cd benchmark/NumSharp.Benchmark.CSharp +dotnet build -c Release -v q --nologo +dotnet run -c Release --no-build -f net10.0 -- --list flat | grep FlipRot # BDN discovers the 7 methods +cd ../NumSharp.Benchmark.Python +python numpy_benchmark.py --suite manipulation --quick --size medium | grep -iE "flip|trim_zeros" # NumPy rows emit +``` + +`--list flat` is reflection-only (no toolchain), so it works despite the out-of-process-toolchain limitation. +A direct-call `dotnet run -c Release` script (mirroring each benchmark body) confirms the C# calls execute. + +## 5. Full run (optional) + +`python run_benchmark.py --suites manipulation` measures just your suite; `python run_benchmark.py` runs everything +and writes a `benchmark/history/_/` snapshot. See `references/run-and-report.md`. + +## Adding a whole new SUITE (rare — most ops fit an existing one) + +Only when your ops form a new category with no existing home: + +1. **C#** — create `Benchmarks//Benchmarks.cs` in namespace + `NumSharp.Benchmark.CSharp.Benchmarks.`. +2. **NumPy** — add `def run__benchmarks(n, dtype_name, iterations): ...` in `numpy_benchmark.py` and + dispatch it in `main()` (`if suite in ["", "all"]: results_all.extend(run__benchmarks(...))`). +3. **Orchestrator** — add `"": "*Benchmarks..*"` to the `SUITES` map in `run_benchmark.py`. +4. (legacy) optionally add the filter to `run-benchmarks.ps1`'s `ValidateSet` and Program.cs menu. + +Then the new suite runs in `python run_benchmark.py --suites ` (and in the full run), joined and reported +exactly like the built-in 14. Keep the C# `[Benchmark(Description)]` labels normalizing onto the NumPy `.name`s. + +## Choosing base class & size (quick reference) + +- **Dtype-agnostic op** (shape/view/copy) → `BenchmarkBase`, NumPy twin `dtype_name='float64'` (merge default). +- **Numeric op you want swept over dtypes** → `TypedBenchmarkBase` (override `Types` for the relevant set), and give + the NumPy twin a `dtype_name` loop in `main()` so both sides sweep the same dtypes. +- **Size**: `[Params(Medium, Large)]` (100K/10M) is the manipulation/reshape norm; add `Small` (1K) for ops where + per-element overhead matters. The NumPy side sweeps all three via `--cache-sizes`; unmatched sizes just show as + C#-missing cells. diff --git a/.claude/skills/benchmark/references/run-and-report.md b/.claude/skills/benchmark/references/run-and-report.md new file mode 100644 index 000000000..348e6cb1f --- /dev/null +++ b/.claude/skills/benchmark/references/run-and-report.md @@ -0,0 +1,65 @@ +# Running the harness & reading the report + +## Official run — `benchmark/run_benchmark.py` (the entry point) + +Builds the C# suite, runs each suite through BenchmarkDotNet (per-class JSON, resumable), sweeps warm NumPy across +1K/100K/10M, merges on `(op, dtype, N)`, appends the five subsystems, archives raw scratch to +`results//` (gitignored), and writes the committable `history/_/` snapshot. + +```bash +python run_benchmark.py # full official run (all 14 suites + 5 subsystems) +python run_benchmark.py --suites manipulation unary # subset of the op matrix +python run_benchmark.py --skip-build # reuse existing Release build +python run_benchmark.py --skip-csharp # NumPy only +python run_benchmark.py --quick # dev: fewer NumPy iterations +python run_benchmark.py --no-history # don't write the history snapshot +# subsystem opt-outs: --skip-nditer --skip-layout --skip-operand --skip-cast --skip-fusion +``` + +**Cost:** the full matrix is long (µs–ms array ops × 15 dtypes × 3 sizes × 14 suites + subsystems). For iterating +on one op, `--suites ` or the smoke path (`--list flat` + `numpy_benchmark.py --suite --quick`) is +usually the right scope. A full measured run + committed snapshot is the post-release `.github/workflows/ +benchmark.yml` ritual, not something to kick off casually. + +## Two methodology guards (why the C# side is configured oddly) + +`OfficialBenchmarkConfig` (in `Infrastructure/BenchmarkConfig.cs`): +- **InProcessEmit toolchain** — BenchmarkDotNet's default out-of-process toolchain fails here + ("project names need to be unique") because sibling `.claude/worktrees/` checkouts contain same-named benchmark + projects. In-process also matches the warm long-lived NumPy process, so the cross-language ratio is fair. +- **25 ms-capped, 50-iteration job** — BDN's default Throughput strategy ramps to thousands of invocations per + iteration for nanosecond microbenchmarks; for µs–ms array ops that made a single 10M case ~25 s and the full + matrix take days. Capping iteration time lets the pilot pick a per-op invocation count that fits 25 ms while + preserving all 50 iterations (~15× faster). + +The nditer subsystem reports a section that crashes all retries (the known intermittent `AccessViolation`) as +**NA/IGNORED**, never a failure. + +## Reading the report + +- **Convention is NPY/NS** (NumPy_ms / NumSharp_ms, `>1` = NumSharp faster). Icons ✅ `≥1.0` 🟡 `≥0.5` 🟠 `≥0.2` + 🔴 `<0.2`. +- The report has a **per-size geomean summary** + the full **per-(op, dtype, N) ratio matrix**, then the five + appended subsystem sections. +- A row missing a C# or NumPy value ("C# not run" / "NumPy only") almost always means the two names didn't + **normalize to the same join key** — check the C# `[Benchmark(Description)]` vs the NumPy `.name`. + +## History snapshots — what we commit + +| Path | Tracked? | Contents | +|------|----------|----------| +| `benchmark/results//` | ❌ gitignored | raw per-run scratch (per-suite NumPy JSON, BDN per-class reports, merged json/csv). | +| `benchmark/history/_/` | ✅ tracked | the snapshot: `MANIFEST.md` + `benchmark-report.{md,json,csv}` + `numpy-results.json` + every subsystem `*_results.{md,tsv}` + `cards/`. | +| `benchmark/history/latest` | ✅ tracked symlink | → the newest snapshot. Stable path for docs/CI. | + +`benchmark/scripts/snapshot_history.py` assembles it (called by `run_benchmark.py`; `--commit` to also git-commit). +**Publish ritual:** run → review → commit `benchmark/history/`. Reference `benchmark/history/latest/benchmark-report.md`, +never the gitignored scratch. + +## The Debug-taint reminder (bears repeating) + +Any ad-hoc timing script (`dotnet run file.cs` / `dotnet_run`) MUST run `dotnet run -c Release - < script.cs`, or +both the script AND `#:project` NumSharp.Core compile in Debug and hand-written C# kernels inflate ~2×. Diagnostic: +if strided/custom-kernel numbers look ~2× worse than IL-kernel numbers, check +`Assembly.GetCustomAttribute().IsJITOptimizerDisabled` for both assemblies. The BenchmarkDotNet +projects are exempt (they mandate `-c Release`). diff --git a/.claude/skills/benchmark/references/subsystems.md b/.claude/skills/benchmark/references/subsystems.md new file mode 100644 index 000000000..e0c2d76f5 --- /dev/null +++ b/.claude/skills/benchmark/references/subsystems.md @@ -0,0 +1,50 @@ +# The five matrix subsystems (and how to add one) + +Beyond the op/dtype/N matrix, `run_benchmark.py` appends five subsystems that fill axes the op matrix can't +express. Each has its OWN result model and is **appended, not merged** into the op matrix. They live in +`benchmark/{nditer,layout,operand,cast,fusion}/`. + +| Subsystem | Dir | What it adds the op matrix lacks | Result model | +|-----------|-----|----------------------------------|--------------| +| **nditer** | `benchmark/nditer/` | iterator machinery (construction, traversal, reductions, selection, dtypes, pathologies) | aspect × cache-tier | +| **layout** | `benchmark/layout/` | reduction / copy / elementwise across the 8 memory layouts (C/F/T/sliced/strided/negrow/negcol/bcast) — the op matrix is C-contiguous only | op × layout × dtype | +| **operand** | `benchmark/operand/` | 1-D (contig/strided/reversed), scalar operand, mixed operand layouts (C+F, C+T), binary broadcast | case × dtype | +| **cast** | `benchmark/cast/` | full `astype` src→dst × 8 layouts at 1M — no op-matrix coverage at all | 15×15 per-layout matrices | +| **fusion** | `benchmark/fusion/` | `np.evaluate` fused vs unfused np.* chains (+ NumPy context) | fixed-expression report | + +## The shared shape (every subsystem is the same three files) + +1. **`_bench.cs`** — a NumSharp file-based app fed on stdin via `dotnet run -c Release -`. Emits rows with the + subsystem's keys. Its author-absolute `#:project` path is rewritten to the running checkout by the driver. +2. **`_bench.py`** — the NumPy twin emitting IDENTICAL keys. +3. **`_sheet.py`** — merges the two and renders `_results.md` (+ `.tsv`), in the **NPY/NS** convention. + +The build/run/parse plumbing is shared in `benchmark/scripts/bench_common.py`. `run_benchmark.py` calls each +`*_sheet.py` and appends its `*_results.md` as a report section; `--skip-` opts out. + +## Adding a new op to an EXISTING subsystem + +Most common. E.g. to cover a new op across memory layouts, add it to `benchmark/layout/{reduce,copy,elementwise}_ +layout_bench.cs` AND the `.py` twin with the same key (op name + layout + dtype), then rerun +`python benchmark/layout/layout_sheet.py` (or `run_benchmark.py --suites '' ` with only that subsystem, or just the +sheet script). Keep the two sides' keys byte-identical or they won't merge. + +## Adding a WHOLE new subsystem + +Rare. Mirror an existing one (the `cast` subsystem is the cleanest template): +1. Create `benchmark//_bench.cs`, `_bench.py`, `_sheet.py` following the `bench_common.py` + contract (same row keys both sides; NPY/NS in the sheet). +2. Wire it into `run_benchmark.py` (add the append step + a `--skip-` flag) next to the other four. +3. Ensure the sheet writes `benchmark//_results.md` (+ `.tsv`) — those are what the history snapshot + collects. + +## Convention & pitfalls (same as the op matrix) + +- **NPY/NS everywhere** (ratio = NumPy_ms / NumSharp_ms, `>1` = NumSharp faster). The sheet renders it; don't invert. +- **`-c Release`** — the `.cs` benches run through `dotnet run -c Release -`; Debug would taint hand-written kernels + ~2× (see `run-and-report.md`). +- **Committed output** is the subsystem's `*_results.md`/`.tsv`, collected into `benchmark/history/_/`; + the raw run under `results//` is gitignored. + +The full subsystem descriptions are in `benchmark/CLAUDE.md` → "Running Benchmarks → Official run" and each +subsystem's own `README.md` (e.g. `benchmark/nditer/README.md`). diff --git a/.claude/skills/oracle/SKILL.md b/.claude/skills/oracle/SKILL.md new file mode 100644 index 000000000..85a5f7cf0 --- /dev/null +++ b/.claude/skills/oracle/SKILL.md @@ -0,0 +1,108 @@ +--- +name: oracle +description: >- + NumSharp's differential-fuzz pipeline — the NumPy 2.4.2 "oracle" that proves every NDIter-backed + op is BIT-IDENTICAL to NumPy across the input space. Use this whenever you add or change an np.* + op and need fuzz coverage, regenerate the committed corpus, wire an op into OpRegistry, understand + or debug the FuzzMatrix gate, triage a divergence (bit-diff / MisalignedRegistry / OpenBugs), or + extend dtype/layout/tier coverage. Trigger on: "oracle", "differential fuzz", "fuzz coverage", + "FuzzMatrix", "gen_oracle", "OpRegistry", "the corpus", "regenerate the corpus", "bit-exact vs + numpy", "why is the fuzz gate failing / red", "add to the fuzz gate", Char/Decimal/index/npy + oracle, "shrink a failing case". This is the correctness gate — reach for it before assuming an op + is done. +--- + +# NumSharp Differential-Fuzz Oracle + +## Mental model (why this exists) + +NumPy 2.4.2 is the **oracle**. Python generates a **committed, bytes-exact corpus** of `(inputs → NumPy output)` +cases; the C# harness rebuilds the exact operand bytes, runs NumSharp, and **bit-compares** against the recorded +NumPy output. **No Python runs at test time or in CI** — the corpus is replayed. A green gate means NumSharp is +byte-for-byte NumPy across every layout × dtype the corpus covers. + +Three outcomes per case: **bit-exact** (pass), a **documented divergence** in `MisalignedRegistry` (excused, never +silent), or a **failure** (red → real bug, auto-shrunk to a 1-element repro). + +The authoritative narrative lives in the project `.claude/CLAUDE.md` → "Differential-Fuzz Pipeline (NumPy oracle)" +and the divergence ledger `test/NumSharp.UnitTest/Fuzz/README.md`. This skill is the **actionable playbook**. + +## File map + +| Side | File | Role | +|------|------|------| +| Generator | `test/oracle/gen_oracle.py` | Deterministic op matrices (~90 ops) across modes. Writes `Fuzz/corpus/*.jsonl`. | +| Generator | `test/oracle/layout_catalog.py` | The memory-layout builders (the "44 variations") + value pools. | +| Generator | `test/oracle/gen_index_oracle.py` | Advanced-indexing get/set oracle (`index_*` tiers). | +| Generator | `test/oracle/gen_decimal_oracle.cs` | Independent C# oracle for `Decimal` (no NumPy analog). | +| Generator | `test/oracle/gen_npy_oracle.py` | `.npy`/`.npz` format oracle (separate corpus + gate). | +| Generator | `test/oracle/fuzz_random.py` | Seeded random fuzzer (nightly soak). | +| Harness | `test/NumSharp.UnitTest/Fuzz/OpRegistry.cs` | **op-name → NumSharp call.** Pairs 1:1 with `gen_oracle.py`. | +| Harness | `test/NumSharp.UnitTest/Fuzz/FuzzCorpus.cs` | Rebuilds exact NDArray views from `(dtype,shape,strides,offset,bytes)`. | +| Harness | `test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs` | One `[FuzzMatrix]` test per corpus file (`RunCorpus(".jsonl")`). | +| Harness | `test/NumSharp.UnitTest/Fuzz/{BitDiff,Shrinker}.cs` | Bit-exact compare (NaN tokenized; Decimal by value) / shrink to 1 element. | +| Harness | `test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs` | The excused, documented divergences. | +| Corpus | `test/NumSharp.UnitTest/Fuzz/corpus/*.jsonl` | The committed corpus (~68K cases). Copied to test output by the csproj glob. | + +## The gate + +`dotnet test --filter "TestCategory=FuzzMatrix"` runs three gate classes: +- **`FuzzCorpusTests`** — the op corpus (~40 tiers; `astype/binary/unary/reduce/manip/...`). This is where new-op work lands. +- **`IndexOracleTests`** — advanced-indexing get/set (`index_curated` + `index_dtype` + `index_random`). +- **`MetamorphicTests`** — NumPy-free invariants (round-trips / involutions). + +Run one tier while iterating: `dotnet test --no-build -f net10.0 --filter "FullyQualifiedName~FuzzCorpusTests.Manip"`. + +> **Known flake:** the full `TestCategory=FuzzMatrix` run may end with "Test host process crashed" +> (an intermittent `AccessViolation`) AFTER all tests report Passed. That's a teardown crash, not a +> failure — re-run the specific `FuzzCorpusTests` class (exit 0, no crash) to confirm green. + +## Playbook — add a new op to the oracle + +This is the most common task. The full worked example (flip/trim_zeros, plus params/char/OpRegistry patterns) +is in **`references/add-op.md`** — read it when adding an op. In brief: + +1. **Pick the tier** in `gen_oracle.py` whose `gen_` fits your op (shape ops → `gen_manip`, elementwise → + `gen_binary`/`gen_unary`, reductions → `gen_reduce`, …). Modes are listed in `main()`'s `elif mode == ...`. +2. **Add a job** to that tier's job list: a `(opname, params_dict, lambda v: np.(v, ...))` tuple. Guard by + `nd`/`sz` where NumPy would raise (the generator's `try/except` skips those and prints a count). +3. **Add the matching case** to `OpRegistry.cs` — `case "": return np.(ops[0], ...);` — reading params + with `p["k"].GetInt32()` / `p["trim"].GetString()` / `ParseIntArray(p["axes"])`. Convention: `"axis"` (scalar int) + vs `"axes"` (int[]) selects the overload. +4. **Regenerate** the corpus (needs `numpy==2.4.2`): `python test/oracle/gen_oracle.py `. +5. **Build** (the csproj glob copies the corpus to test output) **and run** the tier: `dotnet build` then + `dotnet test --no-build -f net10.0 --filter "FullyQualifiedName~FuzzCorpusTests."`. +6. **Triage** any red (see below). Char coverage is woven automatically via `char_tier()` — no extra wiring. + +## Other tasks → where to go + +- **Regenerate any/all tiers, or a dtype/layout question** → `references/regenerate.md` (the full command matrix, + the numpy pin, determinism, the ALL_DTYPES / char / decimal story, how layouts feed every op). +- **A case diverged (red), or you need to excuse an intended difference** → `references/triage.md` + (bit-diff → shrink → MisalignedRegistry vs OpenBugs; NaN/Decimal comparison rules). +- **Deeper system map** (all generators, the corpus tiers, char/decimal/index/npy oracles, the harness classes) + → `references/architecture.md`. + +## Critical gotchas (learned the hard way) + +- **Pin `numpy==2.4.2`.** A different NumPy version can shift bytes and make the committed corpus wrong. Verify + `python -c "import numpy; print(numpy.__version__)"` before regenerating. +- **The corpus diff is huge but harmless.** Case `id`s carry a global running counter (`{op}/{layout}/{dtype}/{n}`), + so adding one job renumbers every following id. Expect a large `git diff` on `*.jsonl` — it's renumbering, not + semantic churn. +- **Char has no NumPy dtype.** It rides the `uint16` proxy: `char_tier("")` re-runs your `gen_` with the + Char pool and relabels `uint16 → char`. Add your op to `gen_` and Char coverage is automatic. +- **Decimal has no NumPy analog.** It rides the independent C# oracle `gen_decimal_oracle.cs` (naive scalar + `System.Decimal`), regenerated via `dotnet run test/oracle/gen_decimal_oracle.cs`. If your op needs Decimal + coverage, add it there too. +- **The generator resolves paths relative to `test/oracle/`** and writes into `test/NumSharp.UnitTest/Fuzz/corpus/`. + Run it from `test/oracle/` (or with that CWD). CI replays the committed corpus and never runs the generator. +- **OpRegistry's `default:` throws `NotSupportedException(op)`** — so a corpus op with no registered case fails the + tier loudly. If a tier goes red immediately on a new op, you forgot (or mistyped) the `OpRegistry` case. + +## References + +- `references/add-op.md` — the detailed add-an-op playbook with a worked example (params, char, OpRegistry patterns). +- `references/regenerate.md` — the full regeneration command matrix + dtype/layout coverage model. +- `references/triage.md` — divergence handling: bit-diff → shrink → MisalignedRegistry vs OpenBugs. +- `references/architecture.md` — the complete system map (generators, tiers, the four oracles, the harness). diff --git a/.claude/skills/oracle/references/add-op.md b/.claude/skills/oracle/references/add-op.md new file mode 100644 index 000000000..cbe651d1e --- /dev/null +++ b/.claude/skills/oracle/references/add-op.md @@ -0,0 +1,143 @@ +# Adding a new op to the differential-fuzz oracle + +Goal: make NumSharp's `np.` provably bit-identical to NumPy 2.4.2 across the layout × dtype matrix, wired into +the `FuzzMatrix` gate exactly like every other op. Two edits (generator + registry), one regeneration, one gate run. + +## 0. Prerequisite + +`python -c "import numpy; print(numpy.__version__)"` must print `2.4.2`. Anything else can shift the recorded bytes +and make the committed corpus disagree with real NumPy. + +## 1. Choose the tier (`gen_oracle.py`) + +Each tier is a `gen_(...)` function that loops `layout × dtype`, builds `(base, view)` fixtures from +`layout_catalog.py`, runs a list of `jobs`, and records NumPy's `(dtype, shape, C-contiguous bytes)`. Pick the tier +that matches your op family: + +| Op family | `gen_` | Corpus file | Mode arg | +|-----------|--------------|-------------|----------| +| shape/view manipulation | `gen_manip` | `manip.jsonl` | `manip` | +| elementwise binary | `gen_binary` | `binary_arith.jsonl` etc. | `binary` | +| elementwise unary | `gen_unary` | `unary.jsonl` | `unary` | +| reductions | `gen_reduce` | `reduce.jsonl` | `reduce` | +| scans / diff | `gen_scan` | `scan.jsonl` | `scan` | +| sorting / searching | `gen_argsort` etc. | `sort.jsonl` | `sort` | + +The full mode list is in `gen_oracle.py`'s `main()` (`elif mode == "":`). `grep -n "def gen_" gen_oracle.py`. + +## 2. Add job(s) to the tier + +A job is a tuple `(opname, params_dict, lambda)`. The `lambda` takes the fixture `view` and returns the NumPy +result; `params_dict` is what the C# side reads back to reconstruct the same call. Guard by `nd` (ndim) / `sz` +(size) where NumPy would raise — the generator's `try/except` skips raising cases and prints a skipped count. + +**Worked example (the flip/trim_zeros/transpose-alias additions to `gen_manip`):** + +```python +# base job list (dtype-agnostic, any ndim incl. 0-d): +("flip", {}, lambda v: np.flip(v)), # reverse ALL axes (0-d -> scalar) + +if nd >= 1: + ("flipud", {}, lambda v: np.flipud(v)), + ("flip", {"axis": 0}, lambda v: np.flip(v, 0)), # scalar-axis form -> int overload + ("trim_zeros", {"trim": "fb"}, lambda v: np.trim_zeros(v, "fb")), + ("trim_zeros", {"trim": "fb", "axis": 0}, lambda v: np.trim_zeros(v, "fb", axis=0)), + +if nd >= 2: + ("fliplr", {}, lambda v: np.fliplr(v)), + ("flip", {"axes": [0, nd - 1]}, lambda v, nd=nd: np.flip(v, (0, nd - 1))), # tuple-axis -> int[] overload + ("permute_dims", {}, lambda v: np.permute_dims(v)), + ("matrix_transpose", {}, lambda v: np.matrix_transpose(v)), + ("trim_zeros", {"trim": "fb", "axes": [nd - 1]}, lambda v, nd=nd: np.trim_zeros(v, "fb", axis=(nd - 1,))), +``` + +Notes that matter: +- **Bind loop variables with defaults** (`lambda v, nd=nd: ...`) — Python closures capture by reference, so a bare + `nd` in the lambda would see the loop's final value. +- **Pick params that reach real code paths.** Above, `{"axis": …}` vs `{"axes": […]}` deliberately exercise the + scalar-int vs int[] overloads of `np.flip`/`np.trim_zeros`. One representative call per distinct path is enough; + the layout × dtype loop multiplies each job into hundreds of cases. +- **Value-dependent ops need the right fixtures.** `trim_zeros` only trims when an edge is zero — the pools in + `layout_catalog.py` are front-loaded with `0` (int) and `0.0/-0.0` amid `nan/inf` (float), so `f`/`b`/`fb` each + exercise real cropping. If your op depends on values NOT present in the pools, add a dedicated `gen_` tier + (see `gen_clip`/`gen_quantile` for the pattern) instead of relying on `gen_manip`. + +## 3. Add the matching case (`OpRegistry.cs`) + +`OpRegistry.Apply(string op, IReadOnlyDictionary p, NDArray[] ops)` is a big switch that pairs +**1:1** with the generator opnames. Add your case next to the related ops: + +```csharp +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 "permute_dims": return np.permute_dims(ops[0], p.ContainsKey("axes") ? ParseIntArray(p["axes"]) : null); +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()); +``` + +Param-reading helpers (all on `JsonElement p["…"]`): `.GetInt32()`, `.GetDouble()`, `.GetString()`, +`ParseIntArray(p["axes"])`, `ParseAxis(p)` (nullable axis), `ParseKeepdims(p)`. `ops[0]`, `ops[1]`, … are the +operands FuzzCorpus rebuilt from the recorded bytes. Mutating ops (`place`/`put`/`copyto`) return the mutated +operand as the result. + +## 4. Regenerate the corpus + +```bash +cd test/oracle +python gen_oracle.py # e.g. manip -> writes ../NumSharp.UnitTest/Fuzz/corpus/manip.jsonl +``` + +Sanity-check the op landed (compact JSON — parse it, don't grep for `"op": "…"`): + +```bash +python - <<'PY' +import json, collections +c = collections.Counter() +for line in open("../NumSharp.UnitTest/Fuzz/corpus/manip.jsonl", encoding="utf-8"): + if line.strip(): c[json.loads(line)["op"]] += 1 +print({k: c[k] for k in ["flip","fliplr","trim_zeros"]}) +PY +``` + +## 5. Build + run the gate + +```bash +cd ../NumSharp.UnitTest +dotnet build -c Debug -f net10.0 # the csproj glob copies corpus/*.jsonl into bin/.../Fuzz/corpus/ +dotnet test --no-build -f net10.0 --filter "FullyQualifiedName~FuzzCorpusTests." +``` + +A pass means every new case (all layouts, all 15 dtypes, Char woven via `char_tier`) is bit-identical to NumPy. +If a case is red, go to `references/triage.md`. + +## 6. What you do NOT need to do + +- No new test method — `FuzzCorpusTests.()` already replays the whole `.jsonl`; you added cases to it. +- No Char wiring — `char_tier("")` re-runs `gen_` with the Char pool automatically. +- No CI change — CI replays the committed corpus; committing the regenerated `.jsonl` is the whole delivery. + +## Adding a whole new TIER (rare) + +When no existing `gen_` fits (a new op family with its own fixtures — mirror `gen_clip`/`gen_quantile`): + +1. **New generator** — add `def gen_(dtypes, layout_names): ...` in `gen_oracle.py`, returning the same + case dicts. Reuse `layout_catalog.py` fixtures, or build op-specific ones if values matter. +2. **Dispatch it** — add an `elif mode == "":` branch in `main()` that calls + `write_jsonl(corpus_dir + "/.jsonl", gen_(...) [+ char_tier("")])`, and add the + `char_tier` branch if you want Char coverage. +3. **New test method** — add `[FuzzMatrix] public void () => RunCorpus(".jsonl");` in + `FuzzCorpusTests.cs`. +4. **Register the opnames** in `OpRegistry.cs` as usual, regenerate (`python gen_oracle.py `), build, run. + +## Adding a new DTYPE or LAYOUT + +- **Dtype**: widen the mode's dtype axis toward `ALL_DTYPES` in `gen_oracle.py` (most tiers already use it). Char + and Decimal are handled by their own paths (see `regenerate.md`). Then regenerate + rerun. +- **Layout**: add a `(base, view)` builder to `layout_catalog.py` AND mirror it under the same name in + `test/NumSharp.UnitTest/Fuzz/LayoutCatalog.cs` (the C# side must rebuild the identical view). Regenerate every + affected tier. diff --git a/.claude/skills/oracle/references/architecture.md b/.claude/skills/oracle/references/architecture.md new file mode 100644 index 000000000..5a40090f8 --- /dev/null +++ b/.claude/skills/oracle/references/architecture.md @@ -0,0 +1,57 @@ +# Oracle system map + +The full narrative is the project `.claude/CLAUDE.md` → "Differential-Fuzz Pipeline (NumPy oracle)". This is the +condensed structural map. Four independent oracles share one philosophy: **NumPy (or an independent scalar oracle) +is the source of truth; the corpus is committed; no Python at test time.** + +## 1. The op oracle (the main one) + +**Generate** — `test/oracle/gen_oracle.py` (~1,900 lines). Structure: +- Value pools + layout builders imported from `layout_catalog.py`. +- One `gen_(dtypes, layout_names)` per op family. Each loops `layout × dtype`, builds `(base, view)`, runs a + `jobs` list of `(opname, params, lambda)`, and appends a case `{id, op, params, operands:[{dtype,shape,strides, + offset,bufferSize,buffer(hex)}], expected:{dtype,shape,buffer(hex)}, layout, valueclass}`. +- `char_tier(mode)` re-runs the relevant `gen_` with the Char pool and relabels `uint16 → char`. +- `main()` dispatches `mode → gen_(...) + char_tier(mode) → write_jsonl(corpus/.jsonl)`. + +**Replay** — `test/NumSharp.UnitTest/Fuzz/`: +- `FuzzCorpus.cs` — parses each JSONL line and rebuilds the EXACT `NDArray` view from `(dtype, shape, strides, + offset, bytes)`, so C# sees byte-identical operands. +- `OpRegistry.cs` — `Apply(op, params, ops)` maps opname → the NumSharp call. Pairs 1:1 with `gen_oracle.py`. +- `BitDiff.cs` — bit-exact compare (NaN tokenized, Decimal by value). `Shrinker.cs` — minimizes a failure. +- `FuzzCorpusTests.cs` — one `[FuzzMatrix]` `[TestMethod]` per corpus file, each calling `RunCorpus(".jsonl")`. +- `MisalignedRegistry.cs` — the excused, documented divergences. + +## 2. The advanced-indexing oracle + +- `test/oracle/gen_index_oracle.py` → `index_curated` / `index_dtype` / `index_random` tiers (getter/setter over + base recipes). Replayed by `IndexOracleTests.cs` (also `[FuzzMatrix]`). + +## 3. The Decimal oracle (no NumPy analog) + +- `test/oracle/gen_decimal_oracle.cs` — an INDEPENDENT C# oracle using naive scalar `System.Decimal` math, since + NumPy has no 128-bit decimal. Emits `decimal_{unary,binary,reduce,scan,power,varstd,matmul,astype,stat,where, + sort,manip}.jsonl`, replayed by the same `FuzzCorpusTests` machinery. + +## 4. The `.npy`/`.npz` format oracle (separate corpus + gate) + +- `test/oracle/gen_npy_oracle.py` → `IO/corpus/npy_oracle.zip` (REAL `np.save`/`savez` output + a manifest). +- Replayed by `IO/NpyOracleTests.cs` under `TestCategory=NpyOracle` — the claim is stronger: NumSharp's writer must + be BYTE-IDENTICAL to `np.save`, not merely readable. Reverse interop (NumPy reading NumSharp) is the manual gate + `python test/oracle/verify_npy_interop.py`. + +## Other harness pieces + +- `MetamorphicTests.cs` — NumPy-free invariants (round-trips / involutions / identities); catch bugs the oracle + can't (no reference needed). +- `HarnessSelfTests.cs` — proves the harness has teeth (BitDiff actually detects value/NaN/-0 diffs; non-vacuous). +- `fuzz_random.py` — the nightly-soak seeded fuzzer (`.github/workflows/fuzz-soak.yml`), ~1M fresh cases/night; + shrunk failures get pinned under `Fuzz/corpus/regressions/`. + +## Where the corpus lives and how it reaches tests + +- Generators write to `test/NumSharp.UnitTest/Fuzz/corpus/*.jsonl` (path resolved relative to `test/oracle/`). +- The test `.csproj` has a glob that copies `corpus/*.jsonl` into the build output; `RunCorpus` reads them from + there. So a regeneration is only "live" after a `dotnet build`. +- The whole point: **CI runs `dotnet test --filter TestCategory=FuzzMatrix` with no Python** — it replays committed + bytes. Regenerating + committing the `.jsonl` is the entire delivery of new coverage. diff --git a/.claude/skills/oracle/references/regenerate.md b/.claude/skills/oracle/references/regenerate.md new file mode 100644 index 000000000..10890066b --- /dev/null +++ b/.claude/skills/oracle/references/regenerate.md @@ -0,0 +1,64 @@ +# Regenerating the oracle corpus + +All generators are **deterministic** (fixed seeds, no `random` at gen time) and require **`numpy==2.4.2`**. The +corpus is committed; CI replays it and never runs these. After regenerating, `dotnet build` copies the `.jsonl` +into the test output via the csproj glob. + +## Command matrix + +```bash +cd test/oracle + +# 1. The op corpus (gen_oracle.py) — one file per mode. Pass the mode(s) you touched: +python gen_oracle.py +# modes: smoke astype_full binary divmod_power comparison unary reduce where place matmul +# bitwise unary_extra nanreduce scan stat logic modf manip sort tail params aliasing +# copyto errors +# Regenerate ALL modes by looping them (each writes its own corpus/<...>.jsonl). + +# 2. The advanced-indexing oracle (index_curated / index_dtype / index_random tiers): +python gen_index_oracle.py + +# 3. The Decimal oracle (no NumPy analog — independent C# scalar oracle). Writes decimal_*.jsonl: +dotnet run gen_decimal_oracle.cs + +# 4. (optional) seeded random soak batch: +python fuzz_random.py 1234 2000 random_smoke.jsonl + +# then, from the test project: +cd ../NumSharp.UnitTest && dotnet build # copies corpus/*.jsonl to bin/.../Fuzz/corpus/ +``` + +The `.npy`/`.npz` FORMAT oracle is a **separate** corpus + gate (`gen_npy_oracle.py` → `IO/corpus/npy_oracle.zip`, +`TestCategory=NpyOracle`). Regenerate it with `python test/oracle/gen_npy_oracle.py`. It is unrelated to the op +corpus above. + +## Coverage model — what the loops multiply + +Every `gen_` is `for layout in LAYOUTS: for dtype in _DTYPES: for job in jobs: record`. + +- **Layouts** come from `layout_catalog.py` — the "44 variations" (C-contiguous, F-contiguous, strided, reversed, + offset, broadcast, transposed, and pair/where builders). Each builder returns `(base, view)` where `base` is a + fresh C-contiguous array whose `.tobytes()` is what gets serialized, and `view` is the operand the op sees + (reconstructable from `shape/strides/offset` into `base`'s bytes). To add a layout, add a builder there and mirror + it in `LayoutCatalog.cs` (same name both sides). +- **Dtypes** are widened per mode toward `ALL_DTYPES`. Shape/manip ops are dtype-agnostic so `MANIP_DTYPES = + ALL_DTYPES`; numeric tiers use narrower axes where a dtype is meaningless. +- **Char** (no NumPy dtype) is woven into every tier by `char_tier("")`, which re-runs `gen_` with the + Char pool (`[_C]`) and relabels `uint16 → char`. Nothing extra to do — adding your op to `gen_` gets Char. +- **Decimal** (no NumPy analog) rides `gen_decimal_oracle.cs` separately (step 3 above). +- **The value pools** (`_FLOAT_POOL`, `_INT_POOL` in `layout_catalog.py`) front-load the edges that break kernels: + `nan, inf, -inf, -0.0, 0.0`, type min/max boundaries, narrowing-wrap seams. `_INT_POOL` STARTS with `0` — that's + why value-dependent ops like `trim_zeros`/`nonzero` get real coverage from the generic tiers. + +## The huge-but-harmless diff + +Case `id` is `f"{opname}/{layout}/{dtype}/{n}"` where `n` is a **global** running counter incremented per emitted +case. Inserting a job renumbers every following `id`, so `git diff` on the `.jsonl` looks enormous. It is pure +renumbering; the recorded dtypes/shapes/bytes for existing cases are unchanged. Don't try to minimize it — commit it. + +## Verify determinism + +Regenerating with the same NumPy version + unchanged generator must produce a byte-identical file (only your new +cases differ). If a "no-op" regeneration changes existing bytes, your NumPy is not 2.4.2 (or `gen_oracle.py` / +`layout_catalog.py` changed a fixture). diff --git a/.claude/skills/oracle/references/triage.md b/.claude/skills/oracle/references/triage.md new file mode 100644 index 000000000..d5ff0824e --- /dev/null +++ b/.claude/skills/oracle/references/triage.md @@ -0,0 +1,53 @@ +# Triaging a divergence (a red FuzzMatrix case) + +When a corpus case doesn't bit-match, the harness reports the divergent cell(s) and **auto-shrinks** the failure to +a minimal (often 1-element) repro. Your job: classify it as a **real bug**, an **intended difference**, or a +**harness/generator mistake**. Never leave a red case silently excused. + +## What "bit-exact" means here + +`BitDiff` compares the raw C-contiguous bytes of the result, plus dtype and shape, with two deliberate relaxations: +- **NaN is tokenized** — any NaN matches any NaN of the same width (NumPy and NumSharp needn't agree on NaN payloads + unless a test specifically pins them). +- **Decimal compares by canonical VALUE**, so `1.0m ≡ 1.00m` (scale differences don't count as divergence). + +Everything else — including signed zero (`-0.0` ≠ `0.0`), integer wrap, float rounding — must match to the bit. + +## Decision tree + +1. **Reproduce and read the shrunk case.** The harness prints the operand(s), the op+params, NumPy's expected + bytes, and NumSharp's actual bytes. Rebuild the exact call in a `dotnet run` script (see the project + `dotnet-run-script` guidance) and run the SAME call in Python against numpy 2.4.2. Confirm which side is "right". + +2. **NumSharp is wrong → it's a real bug.** Fix the op. If you can't fix it now, carve the shrunk case into an + `[OpenBugs]` reproduction (`OpenBugs.cs`, or a focused file like `OpenBugs.DtypeCoverage.cs` / `OpenBugs.Char.cs`) + so CI excludes it but it's tracked and un-silenced. Do NOT excuse a real bug in `MisalignedRegistry`. + +3. **The difference is intended and defensible → excuse it in `MisalignedRegistry.cs`.** This is for documented, + deliberate NumSharp-vs-NumPy differences (e.g. a dtype NumSharp handles differently by design, an error-text + divergence). Add an entry keyed to the op/case with a one-line rationale. The gate then treats it as expected, + not a pass and not a failure — and it shows up in the divergence ledger, never silently. + +4. **The generator/registry is wrong → fix the corpus, not the excuse.** Common causes: + - Wrong `OpRegistry` mapping (e.g. routed to the wrong overload, or read the wrong param key). + - A job whose Python lambda and C# case don't actually compute the same thing. + - A params dict that doesn't capture everything the C# side needs to reconstruct the call. + Fix it, regenerate the tier, re-run. + +## Error parity + +Cases can also assert **error parity** — NumPy raising must correspond to NumSharp raising. The generator records +raising cases it chooses to keep (many are skipped by `try/except`); the harness checks NumSharp raises too. If +NumSharp succeeds where NumPy raised (or vice versa), that's a divergence to classify like any other. Verbatim +error-message matching is generally handled by dedicated unit tests, not the byte corpus. + +## The known teardown crash is NOT a divergence + +A full `TestCategory=FuzzMatrix` run can end "Test host process crashed" (`AccessViolation`) after every test +reported Passed. That's an intermittent teardown crash, not a red case. Re-run the specific `FuzzCorpusTests` class +(it exits 0 cleanly) to confirm the tier is actually green. + +## Ledger + +The complete, human-readable divergence ledger is `test/NumSharp.UnitTest/Fuzz/README.md`. Keep it and +`MisalignedRegistry.cs` in sync when you excuse something. diff --git a/docs/plans/advanced-index-combinatorial-handover.md b/docs/plans/advanced-index-combinatorial-handover.md index 02840ac6b..f826e3413 100644 --- a/docs/plans/advanced-index-combinatorial-handover.md +++ b/docs/plans/advanced-index-combinatorial-handover.md @@ -1,6 +1,6 @@ # Handover: full combinatorial advanced indexing (NumPy `mapping.c` parity) -**Branch:** `nditer` **Date:** 2026-06-27 **Status:** IN PROGRESS — Phases A–E done; random sweep **697 → 0 divergences** across every measurable window (all 5 buckets fixed, committed, CI-pinned). The ONLY open item is **R3**, a pre-existing flaky teardown heap-corruption (memory safety) that blocks un-marking the full-corpus `Index_Random` gate but does NOT affect correctness or CI. See "Execution status" below. +**Branch:** `nditer` **Date:** 2026-06-27 **Status:** IN PROGRESS — Phases A–E done; random sweep **697 → 0 divergences** across every measurable window (all 5 buckets fixed, committed, CI-pinned). **R3 — the pre-existing flaky teardown heap-corruption that blocked un-marking the full-corpus `Index_Random` gate — is now FIXED** (an out-of-bounds write in the boolean-mask gather/scatter when the trailing block is empty; see the R3 entry below). `Index_Random` is un-marked and GREEN: 10 000/10 000, 0 divergences, and the whole `FuzzMatrix` gate runs 91/91 to completion. See "Execution status" below. This is the successor to [`advanced-index-axis-placement.md`](./advanced-index-axis-placement.md) (which resolved the *two-advanced-indices-with-a-slice* case via `TryBuildMultiAdvancedGrid`). @@ -71,7 +71,7 @@ flaky teardown OOB (R3) — windows are summed; correctness is bit-exact where t `A[...]=scalar` / `A[:,:]=scalar` / `A[None]=v` cases); non-subshaped fancy assignment validates the value broadcasts to the selection. -### Remaining work — R3 only (the 5 divergence buckets are DONE) +### Remaining work — NONE (the 5 divergence buckets AND R3 are DONE) The 61 random divergences were 5 buckets; ALL are fixed, committed, and CI-pinned in `Indexing.CombinatorialParity.MatrixTests.cs`. Each was gated behind the curated/dtype gate (stayed @@ -93,7 +93,27 @@ gather time (an empty broadcast gathers nothing), and **R2 uncovered a general b `Shape.Broadcast` short-circuited on a shape-hash match without confirming the dims, and the hash collides a 0-length axis with a size-1 axis. -**R3 — A flaky, layout-dependent teardown heap-corruption (memory safety; STILL OPEN).** +**R3 — A flaky, layout-dependent teardown heap-corruption (memory safety). ✅ FIXED.** +- *Root cause:* the boolean-mask gather/scatter never guarded an EMPTY TRAILING BLOCK. When + `blockSize == prod(arr.shape[mask.ndim:]) == 0` — a basic slice emptied the last axis + (`arr[:, 6:-4][mask]`, corpus `get/ANR/rand/2556`) or the array already had a 0-length trailing axis + (`E03[True] = v`, corpus `set/E03/rand/7171`) — `BooleanMask` allocated a `trueCount*0 == 0`-length + result and `BooleanMaskGather` / `BooleanMaskScatter` then wrote an 8-byte element INTO that + zero-length buffer, clobbering the adjacent CRT-heap chunk header. The fault only surfaced at a + later GC/finalizer, which is why it read as a "teardown" bug — and why every instrument masked it + (guard pages / GCStress / HeapVerify move or zero the buffer; an attached debugger switches on the + Windows debug heap, whose per-allocation PADDING absorbs the 8-byte overrun entirely). +- *How it was finally caught:* an opt-in canary red-zone in `SizeBucketedBufferPool.Take/Return` + (allocate `bytes + 32`, fill the tail with a known pattern, sweep every live buffer on each + Take/Return). It both DETECTED the overrun — `bufBytes=0, pastByte=0` — and neutralised it, so the + full corpus completed and named the corrupting case. Replaying that case alone under the + empty-buffer guard page then faulted AT the write with a full managed stack. +- *Fix:* `Default.BooleanMask.cs` — `BooleanMask` returns the correctly-shaped empty result and + `BooleanMaskSet` treats `blockSize == 0` as an empty selection (validating the value broadcast just + like the `trueCount == 0` branch). Pinned by the `R3_*` cases in + `Indexing.CombinatorialParity.MatrixTests`. `Index_Random` is un-marked and GREEN (10 000/10 000, + 0 divergences); the full `FuzzMatrix` gate runs 91/91 to completion across repeated runs. +- *Historical narrowing (superseded by the root cause above, kept for the record):* - *Symptom:* the main loop now COMPLETES (prints the result), but the full 10000-case run SEGFAULTS at process teardown (GC finalization walks a heap corrupted earlier in the run). `[0,5000)` and `[5000,5000)` windows complete — only the full accumulation tips it. @@ -134,9 +154,12 @@ collides a 0-length axis with a size-1 axis. declined; with the grid owning ALL `HAS_FANCY` confirm they are dead for advanced and delete (keep `Storage.GetView` for pure-basic). Not done yet because the R3 crash makes the full-corpus regression net harder to trust; do it once R3 is closed, behind the curated + windowed sweep. -- TODO (BLOCKED on R3): remove `[OpenBugs]` from `Index_Random` (`Fuzz/IndexOracleTests.cs`) so the - full corpus becomes a CI gate, re-run under `NUMSHARP_GUARD_PAGES=1` (DOD §10), and flip Status to - DONE. Blocked purely by the R3 teardown crash, not by any divergence. +- ✅ DONE (R3 fixed): `[OpenBugs]` removed from `Index_Random` (`Fuzz/IndexOracleTests.cs`), so the + full 10 000-case corpus is a live CI gate again — 0 divergences, and the whole `FuzzMatrix` gate + runs 91/91 to completion across repeated runs. Fixing the crash also exposed a second, unrelated + pre-existing bug the truncated run had been hiding: a basic assignment whose value and target are + BOTH empty skipped broadcast validation, so `E03[()] = (0,)` silently no-opped where NumPy raises + `ValueError` (9 corpus cases). Guarded in `UnmanagedStorage.SetData`. ### Diagnostic tooling (scratchpad — recreate from `Fuzz/IndexOracleTests.cs`) diff --git a/src/NumSharp.Core/Backends/Default/Indexing/Default.BooleanMask.cs b/src/NumSharp.Core/Backends/Default/Indexing/Default.BooleanMask.cs index a92dc2e08..9ceac71fd 100644 --- a/src/NumSharp.Core/Backends/Default/Indexing/Default.BooleanMask.cs +++ b/src/NumSharp.Core/Backends/Default/Indexing/Default.BooleanMask.cs @@ -51,6 +51,16 @@ public override NDArray BooleanMask(NDArray arr, NDArray mask) if (trueCount == 0) return new NDArray(arr.dtype, BooleanMaskResultShape(0, arr, leadNdim)); + // An EMPTY trailing block (blockSize == 0 — a mask on an array with a 0-length + // trailing axis, e.g. arr[:, 6:-4][mask] where the slice emptied the last axis) + // makes the whole selection empty: (trueCount,)+trailing carries that 0 axis, so + // there are trueCount*0 == 0 elements to gather. Return the correctly-shaped empty + // result and SKIP the gather — otherwise BooleanMaskGather writes an element into a + // zero-length buffer, an out-of-bounds heap write. (NumPy: arr shaped (3,0), mask + // (3,) -> result (3,0), empty.) + if (blockSize == 0) + return new NDArray(arr.dtype, BooleanMaskResultShape(trueCount, arr, leadNdim)); + // Flat gather buffer of trueCount*B elements, reshaped to (count,)+trailing below. var result = new NDArray(arr.dtype, new Shape(trueCount * blockSize)); @@ -94,16 +104,26 @@ public override void BooleanMaskSet(NDArray arr, NDArray mask, NDArray value) int leadNdim = mask.ndim; + // Trailing block size B = prod(arr.shape[leadNdim:]). An empty trailing block + // (B == 0 — arr shaped (0,3), or a mask on an array whose last axis a prior basic + // slice emptied) makes the selection (trueCount,)+trailing EMPTY regardless of the + // true-count. + long blockSize = 1; + for (int d = leadNdim; d < arr.ndim; d++) + blockSize *= arr.shape[d]; + long trueCount = CountMaskTrue(mask.MakeGeneric()); - if (trueCount == 0) + if (trueCount == 0 || blockSize == 0) { - // The selection is EMPTY ((0,)+trailing). NumPy still requires the value to - // broadcast to that indexing-result shape — a non-scalar that cannot broadcast - // raises ValueError (e.g. arr[allFalseMask] = [93,1,39] into a (0,4) selection); - // it is NOT silently a no-op. A scalar (size 1) always broadcasts. + // The selection is EMPTY ((trueCount,)+trailing carries a 0 axis). NumPy still + // requires the value to broadcast to that indexing-result shape — a non-scalar + // that cannot broadcast raises ValueError (e.g. arr[allFalseMask] = [93,1,39] + // into a (0,4) selection); it is NOT silently a no-op. A scalar (size 1) always + // broadcasts. (Also guards the scatter kernel from writing into arr's zero-length + // buffer when arr / the trailing block is empty — e.g. E03[True] = -7.) if (value.size != 1) { - var emptySel = BooleanMaskResultShape(0, arr, leadNdim); + var emptySel = BooleanMaskResultShape(trueCount, arr, leadNdim); string Tup(long[] s) => s.Length == 1 ? $"({s[0]},)" : "(" + string.Join(",", s) + ")"; try { np.broadcast_to(value, emptySel); } catch (IncorrectShapeException) diff --git a/src/NumSharp.Core/Backends/Default/Logic/Default.All.cs b/src/NumSharp.Core/Backends/Default/Logic/Default.All.cs index 81fd8e096..e1c258087 100644 --- a/src/NumSharp.Core/Backends/Default/Logic/Default.All.cs +++ b/src/NumSharp.Core/Backends/Default/Logic/Default.All.cs @@ -54,7 +54,10 @@ private static unsafe bool AllImplHalf(NDArray nd) var shape = nd.Shape; if (shape.IsContiguous) { - var addr = (Half*)nd.Address; + // + shape.offset: a raw view Shape (e.g. b[2:7] reconstructed with the offset + // kept in the Shape rather than rebased into Storage.Address) is still + // C-contiguous, so this fast path must honor the element offset. + var addr = (Half*)nd.Address + shape.offset; long len = nd.size; for (long i = 0; i < len; i++) { @@ -81,7 +84,7 @@ private static unsafe bool AllImplComplex(NDArray nd) var shape = nd.Shape; if (shape.IsContiguous) { - var addr = (System.Numerics.Complex*)nd.Address; + var addr = (System.Numerics.Complex*)nd.Address + shape.offset; long len = nd.size; for (long i = 0; i < len; i++) { diff --git a/src/NumSharp.Core/Backends/Default/Logic/Default.Any.cs b/src/NumSharp.Core/Backends/Default/Logic/Default.Any.cs index dc67eefa5..f33da375f 100644 --- a/src/NumSharp.Core/Backends/Default/Logic/Default.Any.cs +++ b/src/NumSharp.Core/Backends/Default/Logic/Default.Any.cs @@ -53,7 +53,9 @@ private static unsafe bool AnyImplHalf(NDArray nd) var shape = nd.Shape; if (shape.IsContiguous) { - var addr = (Half*)nd.Address; + // + shape.offset: a raw view Shape (offset kept in the Shape rather than + // rebased into Storage.Address) is still C-contiguous — same fix as All. + var addr = (Half*)nd.Address + shape.offset; long len = nd.size; for (long i = 0; i < len; i++) { @@ -79,7 +81,7 @@ private static unsafe bool AnyImplComplex(NDArray nd) var shape = nd.Shape; if (shape.IsContiguous) { - var addr = (System.Numerics.Complex*)nd.Address; + var addr = (System.Numerics.Complex*)nd.Address + shape.offset; long len = nd.size; for (long i = 0; i < len; i++) { diff --git a/src/NumSharp.Core/Backends/Default/Math/Default.Round.cs b/src/NumSharp.Core/Backends/Default/Math/Default.Round.cs index 7f9eb93be..e0df90ee4 100644 --- a/src/NumSharp.Core/Backends/Default/Math/Default.Round.cs +++ b/src/NumSharp.Core/Backends/Default/Math/Default.Round.cs @@ -29,7 +29,9 @@ public override NDArray Round(NDArray nd, NPTypeCode? typeCode = null, NDArray @ if (typeCode.HasValue) ValidateUnaryInputCast(inputType, typeCode.Value, "rint"); - bool isInt = inputType.IsInteger(); + // Char rides the integer identity path: it is uint16-semantics (NumPy proxy: + // round(uint16) -> identity uint16), but NPTypeCode.Char fails IsInteger(). + bool isInt = inputType.IsInteger() || inputType == NPTypeCode.Char; if (!typeCode.HasValue && isInt && @out is null && where is null) return Cast(nd, inputType, copy: true); // np.round int path = identity copy @@ -58,7 +60,8 @@ public override NDArray Round(NDArray nd, int decimals, NPTypeCode? typeCode = n // round(i4, 1, out=i4) -> identity ints). Negative decimals do // real banker's work on ints in NumPy -- a pre-existing NumSharp // gap the hand loop below keeps (it no-ops for ints either way). - if (decimals >= 0 && !typeCode.HasValue && nd.GetTypeCode.IsInteger()) + if (decimals >= 0 && !typeCode.HasValue + && (nd.GetTypeCode.IsInteger() || nd.GetTypeCode == NPTypeCode.Char)) { if (@out is null) return Cast(nd, nd.GetTypeCode, copy: true); diff --git a/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Setters.cs b/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Setters.cs index 1d8fd48c5..3585b0488 100644 --- a/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Setters.cs +++ b/src/NumSharp.Core/Backends/Unmanaged/UnmanagedStorage.Setters.cs @@ -397,14 +397,26 @@ public void SetData(NDArray value, int[] indices) //regular case var (subShape, offset) = _shape.GetSubshape(indices); - // Empty source: a valid no-op ONLY when the target region is ALSO empty (e.g. np.pad on - // an array with an empty axis does `padded[originalSlice] = array` where both are size 0). - // Assigning an empty array into a NON-empty region cannot broadcast -> NumPy ValueError. + // Empty source: assigning an empty array into a NON-empty region cannot broadcast -> + // NumPy ValueError. Both being empty is NOT automatically a no-op either — NumPy still + // requires the value to BROADCAST to the target region, so (0,), (0,0) and (2,0) into + // (0,3) all raise, while (0,3), (1,3), (3,), (0,1) and () are genuine no-ops (e.g. np.pad + // on an array with an empty axis does `padded[originalSlice] = array`, both size 0). + // Probed against NumPy 2.4.2. if (valueshape.size == 0) { + string TupE(long[] s) => s.Length == 1 ? $"({s[0]},)" : "(" + string.Join(",", s) + ")"; if (subShape.size == 0) + { + try { np.broadcast_to(value, subShape); } + catch (IncorrectShapeException) + { + throw new ValueError($"could not broadcast input array from shape {TupE(valueshape.dimensions)} into shape {TupE(subShape.dimensions)}"); + } + return; - string TupE(long[] s) => s.Length == 1 ? $"({s[0]},)" : "(" + string.Join(",", s) + ")"; + } + throw new ValueError($"could not broadcast input array from shape {TupE(valueshape.dimensions)} into shape {TupE(subShape.dimensions)}"); } diff --git a/src/NumSharp.Core/Math/NdArray.Convolve.cs b/src/NumSharp.Core/Math/NdArray.Convolve.cs index 35529878f..a7cd945fd 100644 --- a/src/NumSharp.Core/Math/NdArray.Convolve.cs +++ b/src/NumSharp.Core/Math/NdArray.Convolve.cs @@ -56,6 +56,14 @@ public NDArray convolve(NDArray v, string mode = "full") NDArray aTyped = a.GetTypeCode == retType ? a : a.astype(retType); NDArray vTyped = v.GetTypeCode == retType ? v : v.astype(retType); + // The typed kernels below walk the raw buffer from Address, which does NOT include + // Shape.offset — materialize sliced/strided/broadcast views first (astype of a + // mismatched dtype already produced a fresh contiguous array). + if (aTyped.Shape.IsSliced || aTyped.Shape.IsBroadcasted) + aTyped = aTyped.copy(); + if (vTyped.Shape.IsSliced || vTyped.Shape.IsBroadcasted) + vTyped = vTyped.copy(); + // Compute convolution based on mode // Convolution formula: (a * v)[n] = sum_m(a[m] * v[n-m]) // This is equivalent to correlation with v reversed: correlate(a, v[::-1]) @@ -87,46 +95,59 @@ private static NDArray ConvolveFull(NDArray a, NDArray v, NPTypeCode retType) var result = new NDArray(retType, Shape.Vector(outLen), true); + // Accumulator per dtype family mirrors NumPy's correlate inner loops (*_dot in + // numpy/_core/src/multiarray/arraytypes.c.src): complex sums real/imag components in + // double; every integer accumulates modularly (int64/uint64 accumulate + truncate is + // bit-identical to any native-width two's-complement accumulate, so NumPy's + // platform-dependent npy_long width is moot); Half accumulates float products in + // float; bool is BOOL_dot's OR-of-ANDs; decimal (no NumPy analog) accumulates in + // decimal to keep its full 28-digit precision. switch (retType) { case NPTypeCode.Double: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullDouble(a, v, result, na, nv, outLen); break; case NPTypeCode.Single: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullSingle(a, v, result, na, nv, outLen); break; case NPTypeCode.Half: - ConvolveFullTyped(a, v, result, na, nv, outLen); - break; - case NPTypeCode.Int32: - ConvolveFullTyped(a, v, result, na, nv, outLen); - break; - case NPTypeCode.Int64: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullHalf(a, v, result, na, nv, outLen); break; - case NPTypeCode.Int16: - ConvolveFullTyped(a, v, result, na, nv, outLen); + case NPTypeCode.Boolean: + ConvolveFullBoolean(a, v, result, na, nv, outLen); break; case NPTypeCode.SByte: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullInteger(a, v, result, na, nv, outLen); break; case NPTypeCode.Byte: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullInteger(a, v, result, na, nv, outLen); + break; + case NPTypeCode.Int16: + ConvolveFullInteger(a, v, result, na, nv, outLen); break; case NPTypeCode.UInt16: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullInteger(a, v, result, na, nv, outLen); + break; + case NPTypeCode.Int32: + ConvolveFullInteger(a, v, result, na, nv, outLen); break; case NPTypeCode.UInt32: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullInteger(a, v, result, na, nv, outLen); + break; + case NPTypeCode.Int64: + ConvolveFullInteger(a, v, result, na, nv, outLen); break; case NPTypeCode.UInt64: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullInteger(a, v, result, na, nv, outLen); + break; + case NPTypeCode.Char: + ConvolveFullInteger(a, v, result, na, nv, outLen); break; case NPTypeCode.Decimal: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullDecimal(a, v, result, na, nv, outLen); break; case NPTypeCode.Complex: - ConvolveFullTyped(a, v, result, na, nv, outLen); + ConvolveFullComplex(a, v, result, na, nv, outLen); break; default: throw new NotSupportedException($"Type {retType} is not supported for convolution."); @@ -135,8 +156,83 @@ private static NDArray ConvolveFull(NDArray a, NDArray v, NPTypeCode retType) return result; } - private static unsafe void ConvolveFullTyped(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) - where T : unmanaged + private static unsafe void ConvolveFullDouble(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + { + double* aPtr = (double*)a.Address; + double* vPtr = (double*)v.Address; + double* rPtr = (double*)result.Address; + + for (long k = 0; k < outLen; k++) + { + long jMin = Math.Max(0, k - nv + 1); + long jMax = Math.Min(na - 1, k); + + double sum = 0; + for (long j = jMin; j <= jMax; j++) + sum += aPtr[j] * vPtr[k - j]; + rPtr[k] = sum; + } + } + + private static unsafe void ConvolveFullSingle(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + { + float* aPtr = (float*)a.Address; + float* vPtr = (float*)v.Address; + float* rPtr = (float*)result.Address; + + for (long k = 0; k < outLen; k++) + { + long jMin = Math.Max(0, k - nv + 1); + long jMax = Math.Min(na - 1, k); + + // FLOAT_dot accumulates in float32 (the CBLAS sdot path also runs in float32). + float sum = 0f; + for (long j = jMin; j <= jMax; j++) + sum += aPtr[j] * vPtr[k - j]; + rPtr[k] = sum; + } + } + + private static unsafe void ConvolveFullHalf(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + { + Half* aPtr = (Half*)a.Address; + Half* vPtr = (Half*)v.Address; + Half* rPtr = (Half*)result.Address; + + for (long k = 0; k < outLen; k++) + { + long jMin = Math.Max(0, k - nv + 1); + long jMax = Math.Min(na - 1, k); + + // HALF_dot: products and accumulation in float32, one final round to half. + float sum = 0f; + for (long j = jMin; j <= jMax; j++) + sum += (float)aPtr[j] * (float)vPtr[k - j]; + rPtr[k] = (Half)sum; + } + } + + private static unsafe void ConvolveFullBoolean(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + { + bool* aPtr = (bool*)a.Address; + bool* vPtr = (bool*)v.Address; + bool* rPtr = (bool*)result.Address; + + for (long k = 0; k < outLen; k++) + { + long jMin = Math.Max(0, k - nv + 1); + long jMax = Math.Min(na - 1, k); + + // BOOL_dot: OR of ANDs with early exit. + bool any = false; + for (long j = jMin; j <= jMax && !any; j++) + any = aPtr[j] && vPtr[k - j]; + rPtr[k] = any; + } + } + + private static unsafe void ConvolveFullInteger(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + where T : unmanaged, System.Numerics.IBinaryInteger { T* aPtr = (T*)a.Address; T* vPtr = (T*)v.Address; @@ -144,47 +240,59 @@ private static unsafe void ConvolveFullTyped(NDArray a, NDArray v, NDArray re for (long k = 0; k < outLen; k++) { - // j ranges from max(0, k-nv+1) to min(na-1, k) long jMin = Math.Max(0, k - nv + 1); long jMax = Math.Min(na - 1, k); - double sum = 0; + // Modular multiply-accumulate: CreateTruncating sign-extends signed sources, so + // mod-2^64 products and sums truncated back to T equal NumPy's native-width wrap. + ulong sum = 0; + for (long j = jMin; j <= jMax; j++) + sum = unchecked(sum + ulong.CreateTruncating(aPtr[j]) * ulong.CreateTruncating(vPtr[k - j])); + rPtr[k] = T.CreateTruncating(sum); + } + } + + private static unsafe void ConvolveFullDecimal(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + { + decimal* aPtr = (decimal*)a.Address; + decimal* vPtr = (decimal*)v.Address; + decimal* rPtr = (decimal*)result.Address; + + for (long k = 0; k < outLen; k++) + { + long jMin = Math.Max(0, k - nv + 1); + long jMax = Math.Min(na - 1, k); + + decimal sum = 0m; + for (long j = jMin; j <= jMax; j++) + sum += aPtr[j] * vPtr[k - j]; + rPtr[k] = sum; + } + } + + private static unsafe void ConvolveFullComplex(NDArray a, NDArray v, NDArray result, long na, long nv, long outLen) + { + var aPtr = (System.Numerics.Complex*)a.Address; + var vPtr = (System.Numerics.Complex*)v.Address; + var rPtr = (System.Numerics.Complex*)result.Address; + + for (long k = 0; k < outLen; k++) + { + long jMin = Math.Max(0, k - nv + 1); + long jMax = Math.Min(na - 1, k); + + // CDOUBLE_dot: component sums in double via the naive complex product, so NaN in + // either component propagates into BOTH result components exactly like NumPy. + double sumr = 0, sumi = 0; for (long j = jMin; j <= jMax; j++) { - // v index is k - j, which is in range [0, nv-1] when j is in [jMin, jMax] - // (object) boxing required since aPtr[j] is generic TIn; Converts.ToDouble dispatches on boxed type. - double aVal = Converts.ToDouble((object)aPtr[j]); - double vVal = Converts.ToDouble((object)vPtr[k - j]); - sum += aVal * vVal; + var x = aPtr[j]; + var y = vPtr[k - j]; + sumr += x.Real * y.Real - x.Imaginary * y.Imaginary; + sumi += x.Real * y.Imaginary + x.Imaginary * y.Real; } - // Convert back to target type - if (typeof(T) == typeof(double)) - rPtr[k] = (T)(object)sum; - else if (typeof(T) == typeof(float)) - rPtr[k] = (T)(object)(float)sum; - else if (typeof(T) == typeof(int)) - rPtr[k] = (T)(object)(int)sum; - else if (typeof(T) == typeof(long)) - rPtr[k] = (T)(object)(long)sum; - else if (typeof(T) == typeof(short)) - rPtr[k] = (T)(object)(short)sum; - else if (typeof(T) == typeof(byte)) - rPtr[k] = (T)(object)(byte)sum; - else if (typeof(T) == typeof(ushort)) - rPtr[k] = (T)(object)(ushort)sum; - else if (typeof(T) == typeof(uint)) - rPtr[k] = (T)(object)(uint)sum; - else if (typeof(T) == typeof(ulong)) - rPtr[k] = (T)(object)(ulong)sum; - else if (typeof(T) == typeof(decimal)) - rPtr[k] = (T)(object)(decimal)sum; - else if (typeof(T) == typeof(sbyte)) - rPtr[k] = (T)(object)(sbyte)sum; - else if (typeof(T) == typeof(Half)) - rPtr[k] = (T)(object)(Half)sum; - else if (typeof(T) == typeof(System.Numerics.Complex)) - rPtr[k] = (T)(object)(System.Numerics.Complex)sum; + rPtr[k] = new System.Numerics.Complex(sumr, sumi); } } diff --git a/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Getter.cs b/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Getter.cs index 4c696f20c..69b73b2a4 100644 --- a/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Getter.cs +++ b/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Getter.cs @@ -1267,7 +1267,11 @@ protected static unsafe NDArray FetchIndices(NDArray source, NDArray[] for (int ndIdx = 0; ndIdx < ndsCount; ndIdx++) index[ndIdx] = indexGetters[ndIdx](i); //replace with memory access or iterators - if ((computedAddr[i] = srcShape.GetOffset(index, ndsCount)) > largestOffset) + // Bound BOTH ends: a negative computed offset (an exotic strided / negative-stride + // source view whose GetOffset underflows below the buffer base) would otherwise pass + // the upper-bound check and read/write BEFORE the buffer — a wild access that can land + // in the GC heap (silent corruption). Fault here, like the block-copy guards do. + if ((computedAddr[i] = srcShape.GetOffset(index, ndsCount)) > largestOffset || computedAddr[i] < 0) throw new IndexOutOfRangeException($"Index [{string.Join(", ", new Span(index, ndsCount).ToArray())}] exceeds given NDArray's bounds. NDArray is shaped {srcShape}."); } } @@ -1276,7 +1280,7 @@ protected static unsafe NDArray FetchIndices(NDArray source, NDArray[] var getter = indexGetters[0]; for (long i = 0; i < indicesSize; i++) { - if ((computedAddr[i] = srcShape.GetOffset_1D(getter(i))) > largestOffset) + if ((computedAddr[i] = srcShape.GetOffset_1D(getter(i))) > largestOffset || computedAddr[i] < 0) throw new IndexOutOfRangeException($"Index [{getter(i)}] exceeds given NDArray's bounds. NDArray is shaped {srcShape}."); } } diff --git a/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Setter.cs b/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Setter.cs index a91923fe8..6cd018ebe 100644 --- a/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Setter.cs +++ b/src/NumSharp.Core/Selection/NDArray.Indexing.Selection.Setter.cs @@ -741,7 +741,12 @@ protected static unsafe void SetIndices(NDArray source, NDArray[] indices, for (int ndIdx = 0; ndIdx < ndsCount; ndIdx++) //todo optimize this loop with unmanaged address. index[ndIdx] = indexGetters[ndIdx](i); //replace with memory access or iterators - if ((computedAddr[i] = srcShape.GetOffset(index, ndsCount)) > largestOffset) + // Bound BOTH ends: a negative computed offset (an exotic strided / negative-stride + // destination view whose GetOffset underflows below the buffer base) would otherwise + // pass the upper-bound check and WRITE before the buffer — a wild store that can land + // in the GC heap (silent corruption crashing a later GC). Fault here, like the + // block-scatter guard in SetIndicesND does. + if ((computedAddr[i] = srcShape.GetOffset(index, ndsCount)) > largestOffset || computedAddr[i] < 0) throw new IndexOutOfRangeException($"Index [{string.Join(", ", new Span(index, ndsCount).ToArray())}] exceeds given NDArray's bounds. NDArray is shaped {srcShape}."); } } @@ -750,7 +755,7 @@ protected static unsafe void SetIndices(NDArray source, NDArray[] indices, var getter = indexGetters[0]; for (long i = 0; i < indicesSize; i++) { - if ((computedAddr[i] = srcShape.GetOffset_1D(getter(i))) > largestOffset) + if ((computedAddr[i] = srcShape.GetOffset_1D(getter(i))) > largestOffset || computedAddr[i] < 0) throw new IndexOutOfRangeException($"Index [{getter(i)}] exceeds given NDArray's bounds. NDArray is shaped {srcShape}."); } } diff --git a/test/NumSharp.UnitTest/Casting/NDArray.fromfile.Test.cs b/test/NumSharp.UnitTest/Casting/NDArray.fromfile.Test.cs index f7606ab66..f1d515582 100644 --- a/test/NumSharp.UnitTest/Casting/NDArray.fromfile.Test.cs +++ b/test/NumSharp.UnitTest/Casting/NDArray.fromfile.Test.cs @@ -1,4 +1,4 @@ -using System; +using System; using System.IO; using System.Linq; using System.Numerics; @@ -27,6 +27,15 @@ public class FromfileTests NPTypeCode.Half, NPTypeCode.Single, NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex }; + /// + /// A temp path unique to THIS test process. The suite multi-targets net8.0 and net10.0 and + /// dotnet test runs both TFMs CONCURRENTLY, so a FIXED name under %TEMP% is shared by + /// two live processes — whichever writes second dies with "The process cannot access the + /// file ... because it is being used by another process". Keying on the PID isolates them. + /// + private static string TempPath(string name) => + Path.Combine(Path.GetTempPath(), $"ns_p{Environment.ProcessId}_{name}"); + private static string TempWithText(string content) { string p = Path.Combine(Path.GetTempPath(), "ns_ff_" + Guid.NewGuid().ToString("N") + ".txt"); @@ -39,7 +48,7 @@ private static string TempWithText(string content) [TestMethod] public void Binary_Count_Offset_EofClamp() { - string p = Path.Combine(Path.GetTempPath(), "ns_ff_bin.bin"); + string p = TempPath("ff_bin.bin"); np.arange(12).astype(NPTypeCode.Int32).tofile(p); try { @@ -55,7 +64,7 @@ public void Binary_Count_Offset_EofClamp() [TestMethod] public void Binary_DefaultDtype_IsFloat64() { - string p = Path.Combine(Path.GetTempPath(), "ns_ff_def.bin"); + string p = TempPath("ff_def.bin"); np.arange(4).astype(NPTypeCode.Double).tofile(p); try { @@ -69,7 +78,7 @@ public void Binary_DefaultDtype_IsFloat64() [TestMethod] public void Binary_StreamOverload_ReadsFromCurrentPosition() { - string p = Path.Combine(Path.GetTempPath(), "ns_ff_stream.bin"); + string p = TempPath("ff_stream.bin"); np.arange(6).astype(NPTypeCode.Int32).tofile(p); try { @@ -85,7 +94,7 @@ public void Binary_StreamOverload_ReadsFromCurrentPosition() [TestMethod] public void Binary_Empty_ReturnsEmpty() { - string p = Path.Combine(Path.GetTempPath(), "ns_ff_empty.bin"); + string p = TempPath("ff_empty.bin"); File.WriteAllBytes(p, Array.Empty()); try { Assert.AreEqual(0, np.fromfile(p, NPTypeCode.Int32).size); } finally { File.Delete(p); } @@ -243,7 +252,7 @@ public void RoundTrip_Binary_AllDtypes_IncludingViews() foreach (var tc in AllDtypes) { var a = np.arange(10).astype(tc)["1:9"]; // offset view -> tofile writes logical C-order - string p = Path.Combine(Path.GetTempPath(), $"ns_ffrt_{tc}.bin"); + string p = TempPath($"ffrt_{tc}.bin"); try { a.tofile(p); @@ -264,7 +273,7 @@ public void RoundTrip_Text_IntAndFloatDtypes() NPTypeCode.Half, NPTypeCode.Single, NPTypeCode.Double }) { var a = np.arange(6).astype(tc); - string p = Path.Combine(Path.GetTempPath(), $"ns_ffrtt_{tc}.txt"); + string p = TempPath($"ffrtt_{tc}.txt"); try { a.tofile(p, ","); diff --git a/test/NumSharp.UnitTest/Casting/NDArray.tofile.Test.cs b/test/NumSharp.UnitTest/Casting/NDArray.tofile.Test.cs index 7747b57a2..4ce14bf7c 100644 --- a/test/NumSharp.UnitTest/Casting/NDArray.tofile.Test.cs +++ b/test/NumSharp.UnitTest/Casting/NDArray.tofile.Test.cs @@ -27,6 +27,16 @@ public class TofileTests NPTypeCode.Half, NPTypeCode.Single, NPTypeCode.Double, NPTypeCode.Decimal, NPTypeCode.Complex }; + /// + /// A temp path unique to THIS test process. The suite multi-targets net8.0 and net10.0 and + /// dotnet test runs both TFMs CONCURRENTLY, so a FIXED name under %TEMP% is shared by + /// two live processes — whichever writes second dies with "The process cannot access the + /// file ... because it is being used by another process". Keying on the PID isolates them. + /// (Flaked roughly 1 local combined run in 3; invisible to CI, which pins one --framework.) + /// + private static string TempPath(string name) => + Path.Combine(Path.GetTempPath(), $"ns_p{Environment.ProcessId}_{name}"); + private static byte[] Bin(NDArray nd) { using var ms = new MemoryStream(); @@ -81,7 +91,7 @@ public void Binary_RoundTrip_FromFile_AllDtypes_FilenameOverload() foreach (var tc in AllDtypes) { var a = np.arange(20).astype(tc)["2:18"]["::2"]; - string path = Path.Combine(Path.GetTempPath(), $"ns_tofile_rt_{tc}.bin"); + string path = TempPath($"tofile_rt_{tc}.bin"); try { a.tofile(path); @@ -96,7 +106,7 @@ public void Binary_RoundTrip_FromFile_AllDtypes_FilenameOverload() [TestMethod] public void Binary_FilenameOverload_TruncatesExistingFile() { - string path = Path.Combine(Path.GetTempPath(), "ns_tofile_trunc.bin"); + string path = TempPath("tofile_trunc.bin"); try { File.WriteAllBytes(path, new byte[1000]); // pre-existing longer content diff --git a/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md new file mode 100644 index 000000000..36b699d1b --- /dev/null +++ b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md @@ -0,0 +1,537 @@ +# Fuzz & Oracle Completeness — Remediation Plan (SOURCE OF TRUTH) + +> **This file is the single source of truth** for the three-workstream remediation of the +> differential-fuzz pipeline. Every teammate reads it FIRST, works ONLY its own workstream, +> and ACTIVELY updates its own `## Status — WS-*` section (and appends to the Bug Ledger) as +> work progresses. Re-read the file immediately before every edit to it (others edit it too). + +| Meta | Value | +|---|---| +| Worktree | `K:/source/NumSharp/.claude/worktrees/fuzz-completeness` | +| Branch | `worktree-fuzz-completeness` (based on `nditer` @ `68298eaf`) | +| Main checkout (DO NOT TOUCH) | `K:/source/NumSharp` (branch `refactor-drawing-libs`) | +| Oracle NumPy | 2.4.2 (verified installed; `python` on PATH) | +| Date opened | 2026-07-07 | +| Workstreams | WS-BUGS → agent `fuzz-bugs` · WS-GAPS → agent `fuzz-gaps` · WS-DOCS → agent `fuzz-docs` | + +Origin: a completeness review of `test/oracle/` + `test/NumSharp.UnitTest/Fuzz/` performed +2026-07-07 against NumPy 2.4.2. All findings below were verified by reading the code and, where +marked **[probed]**, by executing NumPy 2.4.2 directly. + +--- + +## 0. Ground rules (ALL teammates) + +1. **Work only inside the worktree** `K:/source/NumSharp/.claude/worktrees/fuzz-completeness`. + Use absolute paths. Never modify the main checkout `K:/source/NumSharp` working tree. +2. **Mutex — mandatory.** Every compile or test goes through the global mutex (auto-loaded in + Bash): `mutex-capture build -- `. Compile and test share the `build` lock. For + multi-command commits use `mutex-capture git -- bash -c 'git add && git commit -m ...'`. + NEVER `taskkill`. On "file is being used by another process": you skipped the mutex — wait + and retry through it. +3. **Build** (from worktree root): + `mutex-capture build -- dotnet build -v q --nologo "-clp:NoSummary;ErrorsOnly" -p:WarningLevel=0` +4. **The gate** (from `/test/NumSharp.UnitTest`): + - Iteration (fast): `mutex-capture build -- dotnet test --no-build -f net10.0 --filter "TestCategory=FuzzMatrix&TestCategory!=OpenBugs"` + - Single tier: add `&Name~` e.g. `--filter "Name~Stat&TestCategory=FuzzMatrix"` + - Final (before declaring DONE): the same filter WITHOUT `-f` (runs net8.0 + net10.0), plus a + broad sanity `--filter "TestCategory!=OpenBugs&TestCategory!=HighMemory"`. + - `Index_Random` is a live `[FuzzMatrix]` CI gate (10 000 cases, 0 divergences). It used to be + `[OpenBugs]` behind a flaky teardown SEGFAULT (R3) — that is FIXED (an OOB write in the + boolean-mask gather/scatter when the trailing block is empty; see `Default.BooleanMask.cs`). +5. **Corpus regeneration** (deterministic — same input ⇒ byte-identical output; from worktree root): + - `python test/oracle/gen_oracle.py ` — modes: `smoke astype_full binary divmod_power + comparison unary reduce where place matmul rounding bitwise unary_extra nanreduce scan stat + logic modf manip sort tail params aliasing copyto errors groupa` + - `python test/oracle/gen_index_oracle.py` (all three index corpora; seed pinned 20240626) + - `python test/oracle/fuzz_random.py 1234 2000 random_smoke.jsonl` + - `dotnet run test/oracle/gen_decimal_oracle.cs` (the 12 `decimal_*` tiers) + - After ANY regen: `git diff --stat -- test/NumSharp.UnitTest/Fuzz/corpus` and confirm ONLY the + tiers you intended changed (regenerating an untouched tier must produce a zero diff — use + this as a determinism self-check). Then `dotnet build` (copies corpus to test output) before testing. +6. **Commits**: commit early per completed task, own files only, extensive messages explaining + what/why/evidence. Prefix by workstream: `fuzz(gate): …` (BUGS), `fuzz(oracle): …` (GAPS), + `docs(fuzz): …` (DOCS). **Never** append "Generated with Claude Code" or any `Co-Authored-By` + footer. **Never push. Never create GitHub issues** — draft issue bodies into the Bug Ledger instead. +7. **Plan updates**: after finishing each task, update your Status section table (`[ ]`→`[x]`, + plus a one-line result). Record every product bug you find in the **Bug Ledger** (§6) whether + you fix it or carve it. The plan must always reflect reality — it is actively maintained. +8. **Carve-vs-fix policy**: when a new corpus cell or a tightened excuse turns the gate red, you + have three legal moves, in preference order: + (a) **fix** the product bug in `src/NumSharp.Core` if it is small and you fully understand it + (≤ ~1 h effort), with the corpus cell staying green as the proof; + (b) **carve** the cell out of the green corpus (explicit comment at the carve site) + pin the + bug as an `[OpenBugs]` test + Bug Ledger entry; + (c) **excuse** in `MisalignedRegistry` ONLY for intended/documented differences — never for a + new unexplained divergence, and always scoped to the exact (op, dtype, kind) cell. + Silent skips are forbidden. +9. **InternalsVisibleTo** for quick probe scripts (dotnet_run): + `#:project /src/NumSharp.Core` + `#:property AssemblyName=NumSharp.DotNetRunScript` + + `#:property AllowUnsafeBlocks=true` + `#:property PublishAot=false`. + +### Baseline numbers (committed corpus, as of branch point — recount at the end) +Total **70,442** cases / **41** files. Op corpus (non-index, non-decimal) **57,494**; index +**12,369** (curated 2,265 + dtype 104 + random 10,000); decimal **579** (12 tiers); Char woven +**3,752** across 13 files. + +--- + +## 1. Findings inventory (F1–F31) + +Severity: 🔴 gate integrity / crash · 🟠 real coverage hole · 🟡 narrower-than-documented · 🔵 docs. +"≈" line numbers = at branch point; they will drift as edits land. + +### A. False-premise exclusions — **[probed]** against NumPy 2.4.2 (owner: WS-GAPS) + +| # | Finding | Where | Probe evidence | +|---|---------|-------|----------------| +| F1 🟠 | `clip` excludes complex128 with comment "complex128 has no ordering (NumPy raises)" — **the comment is false** | `test/oracle/gen_oracle.py` ≈306-310 (`CLIP_DTYPES`) | `np.clip([1+2j,5+1j,-3+0j],0,2)` → `[1.+2.j, 2.+0.j, 0.+0.j]` (works, lexicographic) | +| F2 🟠 | `round_` tier omits complex128, bool, int8, uint16, uint32, uint64 | `gen_oracle.py` ≈1342 (`ROUND_DTYPES`) | `np.round([1.5+2.5j])` → `[2.+2.j]` (rounds re+im, banker's) | +| F3 🟠 | `matmul` tier omits bool | `gen_oracle.py` ≈609 (`MATMUL_DTYPES`) | `np.matmul(bool,bool)` → dtype bool, AND/OR semiring | +| F4 🟠 | `where` cond is ALWAYS bool; NumPy accepts any dtype cond via truthiness | `layout_catalog.py` ≈342-379 (all `WHERE_LAYOUTS`), `gen_oracle.py` ≈419 | `np.where([0,2,0],x,y)` → selects by truthiness | + +### B. Dead wiring — looks covered, generates zero cases (owner: WS-GAPS) + +| # | Finding | Where | +|---|---------|-------| +| F5 🟠 | `iscomplex`/`isreal` registered in OpRegistry (≈:153-154) and marked `[x]` in COVERAGE_GAPS, but **zero corpus cases exist** (verified by grep across all 41 files). Bug side pinned (`OpenBugs.DtypeCoverage.cs:119,130`); green side (real dtypes, contiguous) unverified | `OpRegistry.cs`, `gen_oracle.py` (no generator) | +| F6 🟠 | Index oracle base recipe `E03` (empty (0,3)) is **dead**: defined in `make_base` (py ≈43-57) and mirrored in C# `Base()` but referenced by 0 curated cases and absent from random `gpool`/`spool` (≈299-300). Empty-array indexing (get AND set) entirely ungated. Also `V0` missing from random gpool (18 curated cases only); `BT` missing from curated | `test/oracle/gen_index_oracle.py` | +| F7 🟠 | Decimal `power` negative exponents are dead code: loop is `e in {0,1,2,3}` while `IntPow` and the `nonzero`-base plumbing support `e<0`. `decimal^-n` never tested | `test/oracle/gen_decimal_oracle.cs` ≈298-306, ≈475 | + +### C. MisalignedRegistry excuses broader than their documented bug (owner: WS-BUGS) + +The registry header promises "scoped tightly to the exact (op, dtype) cell so a regression in a +neighbouring cell still fails". These branches break that promise (all in +`test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs`): + +| # | Finding | Branch (≈line) | Correct scope | +|---|---------|----------------|---------------| +| F9 🔴 | sum/mean/std/var/prod Value divergence excused with **no dtype scoping** — a garbage `sum(int32)` would pass as "summation precision". Integer/bool summation is exact | ≈259-261 | float-family result only (Half/Single/Double/Complex) | +| F10 🔴 | Complex binary blanket: ANY Value divergence, ANY magnitude, ANY 2-operand op with complex result. README claims add/sub/mul are bit-exact, yet a gross complex `add` regression would be excused (contrast the correctly 2-ULP-capped `divide` branch ≈:59) | ≈146-147 | add/subtract → ULP-capped; multiply → cancellation-documented scope; power → documented gross-edge scope (F5-complex); nothing else | +| F11 🟠 | `cumprod` dtype excuse unscoped — documented bug is the **size-≤1** fast path only | ≈158-159 | operand element-count ≤ 1 | +| F12 🟠 | `modf` threw excuse unscoped — documented bug is float16/integer input; a `modf(float64)` throw would be excused | ≈124-125 | operand dtype ∉ {float32,float64} | +| F13 🟠 | Hyperbolic/inverse-trig/angle threw excuse unscoped by dtype — documented bug is Half-promoting inputs; `sinh(float64)` throwing would be excused | ≈281-285 | operand dtype ∈ {bool,int8,uint8,float16}, plus deg2rad/rad2deg×complex128 | +| F14 🟠 | `isclose` value excuse unscoped — documented bug is F-contiguous/complex pairing only | ≈169-170 | at least: some operand complex128 | +| F15 🟡 | Complex reduce/scan excuse documented as *NaN ordering* but never checks the diffs involve NaN | ≈338-340 | require a NaN token in expected or actual diffs | + +### D. Untracked crash + harness robustness (owner: WS-BUGS) + +| # | Finding | Where | +|---|---------|-------| +| F16 🔴 | `np.invert(float)` executes an **illegal CPU instruction** (ExecutionEngineException — kills the test host). Documented ONLY in a Python comment; deliberately excluded from the errors tier; **no [OpenBugs] pin, no issue, no guard**. NumPy raises a clean TypeError | `gen_oracle.py` ≈1210-1213; kernel dispatch in `src/NumSharp.Core` (locate: invert/BitwiseNot path) | +| F26 🟡 | `RunCorpus` asserts only `Count > 0` — a regeneration that silently truncates a tier to 10 % would pass | `FuzzCorpusTests.cs` ≈254 | + +### E. Structural coverage gaps (owner: WS-GAPS, bounded) + +| # | Finding | Where | +|---|---------|-------| +| F8 🟡 | "Char woven into every tier" is overstated: present in 13 files (3,752 cases) but `char_tier()` supports only 13 of ~24 modes. Absent from: **where, place, logic (extrema/isnan/isfinite/logical_*/isclose), matmul/dot/outer/trace/diagonal, rounding, nanreduce, modf, params, aliasing, copyto, errors, groupa**. Meaningful & missing: where(char), maximum/minimum(char), matmul(char), copyto(char), round_(char) | `gen_oracle.py` ≈1688-1723 | +| F17 🟡 | Errors tier: only 10 curated specs; pass = NumSharp throws *anything* (type parity not asserted). All other generators SKIP NumPy-raise cases, so e.g. `less(complex)` TypeError, min/max-of-empty, `floor(complex)` have no error-parity assertion at all | `gen_oracle.py` `gen_errors` ≈1194 | +| F18 🟠 | Random fuzzer + nightly soak envelope: **7 dtypes** (missing float16, int8, int16, uint16, uint32, uint64 — exactly the dtypes where the W1 widening found real bugs) and **4 op kinds** (unary/binary-arith(4)/comparison/where). No reductions, scans, astype, matmul in the random space. The "1M cases/night" soak (5 seeds × 200K, `.github/workflows/fuzz-soak.yml`) explores this narrow envelope | `test/oracle/fuzz_random.py` ≈31-32, `gen_random` | +| F19 🟡 | `REDUCE_LAYOUTS` omits every positive-offset slice layout (`simple_slice_offset_1d`, `sliced_composed`, `zerod_from_index`); offset reductions reached only via `negstride_2d_offset`. (The W9-B `repeat` bug was precisely an offset bug) | `gen_oracle.py` ≈192-199 | +| F20 🟡 | NumPy sort tier: distinct values only — **no NaN sorting** (NaN-to-end IS contractual in NumPy) and no strided/offset operands (the decimal sort tier covers strided; the NumPy one doesn't) | `gen_oracle.py` `gen_sort`/`gen_argsort` | +| F21 🟡 | trace/diagonal: contiguous 2-D only; no offset/strided operands, no axis1/axis2/offset params | `gen_oracle.py` `gen_trace_diag` | +| F22 🟡 | matmul: C/F layouts only — no negative-stride operands, no k=0 (empty inner dim) case | `gen_oracle.py` `gen_matmul` | +| F23 🟡 | Decimal tiers: reduce/scan/stat are **axis=None only** (no axis/keepdims/ddof); no argmax/argmin/all/any/count_nonzero; **no empty decimal anywhere** (`sum(empty)=0m`, `prod(empty)=1m` ungated); astype only ↔ {int32,int64,float32,float64}; pair layouts miss `pp_contig_strided` + `pp_broadcast_col`; 13 of 26 single layouts | `gen_decimal_oracle.cs` | +| F24 🟡 | Index oracle: setters are int64-base/int64-value only (no cross-dtype cast-on-set); the dtype sweep (`index_dtype`) is getter-only; exception TYPE parity not compared (which-side-raised only — by design, but undocumented) | `gen_index_oracle.py` | +| F25 🟡 | MetamorphicTests: dtypes limited to Int32/Int64/Single/Double(+Byte/UInt32) — no Half/Complex/Decimal/Char/bool; contiguous layouts only | `MetamorphicTests.cs` ≈47-50 | +| F31 🔵 | `gen_oracle.py` usage/error string omits modes `rounding` and `groupa` (both exist and are wired) | `gen_oracle.py` ≈1855 | + +### F. Doc rot (owner: WS-DOCS) + +| # | Finding | Where | +|---|---------|-------| +| F27 🔵 | "the '44 variations'" — actual is 26 single + 9 pair + 5 where = **40** (recount AFTER WS-GAPS lands new layouts) | `layout_catalog.py:2`, worktree `.claude/CLAUDE.md` (fuzz section) | +| F28 🔵 | Fuzz README self-contradicts on decimal: "579 cases" (≈:20, correct at branch point) vs "302 cases, all green" (≈:105, stale) | `Fuzz/README.md` | +| F29 🔵 | CLAUDE.md corpus counts stale: "~68K cases / 40 tiers … op corpus ~53K" — actual at branch point: 70,442 / 41 files / ~57.5K op. Also its regenerate-mode list omits `rounding` + `groupa` | worktree `.claude/CLAUDE.md` | +| F30 🔵 | Comment says "all 25 single-array layouts" — there are 26 | `FuzzCorpusTests.cs:70` | + +### Resolution map (D8 — every finding's final disposition) + +| Finding | Disposition | +|---|---| +| F1 clip-complex false premise | ✅ G1 @ff4b46b3 — complex clip green (+7 cells incl. NaN-poisoned) | +| F2 round_ dtype holes | ✅ G2 @ff4b46b3 — 12 dtypes; 2 REAL bugs carved+pinned (L2 bool→Double, L3 complex dec≠0 no-op) | +| F3 matmul bool | ✅ G3 @809b35d1 — AND/OR semiring green (+68) | +| F4 where non-bool cond | ✅ G4 @5e1f0c8e — i4/f8/u8/c128 truthiness conds green (NaN truthy, −0.0 falsy) | +| F5 iscomplex/isreal zero cases | ✅ G5 @5e1f0c8e — 120 green cells; complex+strided carved to the pre-existing pins | +| F6 E03/V0 dead index recipes | ✅ G6 @797ac671 — +8 curated E03, pools fixed; Index gates green | +| F7 decimal negative power dead | ✅ G7 @e1e0a0e7 — exponents −2…3; zero divergence | +| F8 char weave overstated | ✅ G9 @1a9cfa9f — +5 modes/+459 cells (18 tier files); round_(char) FIXED (L8), dot(char) 1-D pinned (L9). Residual by design: place/nanreduce/modf/params/aliasing/errors/groupa (inapplicable or curated-dtype tiers) — docs now say "18 tier files", not "every" | +| F9 int reductions excused as precision | ✅ B1 @3976b565 — float-family scope; no int bug existed; surfaced L7 | +| F10 complex-binary blanket | ✅ B2 @3976b565 — per-op ULP/cancellation scopes; surfaced+FIXED L5 convolve; tightness self-tests @39f07a3e | +| F11 cumprod dtype unscoped | ✅ B3 @3976b565 — size≤1 scope; no full-size bug existed | +| F12 modf threw unscoped | ✅ B4 @3976b565 | +| F13 hyperbolic threw unscoped | ✅ B5 @3976b565 — Half-tier + deg2rad/rad2deg×c128 scope | +| F14 isclose unscoped | ✅ B6 @3976b565 — complex-operand scope | +| F15 complex reduce/scan no NaN check | ✅ B7 @3976b565 — NaN-token required | +| F16 invert(float) crash untracked | ✅ B8 @058ca3d0 — guard verified pre-existing on branch (`Default.Invert.cs`), NumPy-verbatim TypeError probed, 5 always-run pins; errors-tier spec added in G13 | +| F17 errors tier thin | ✅ G13 @96af067c — 10→16 specs; exception-TYPE parity remains out of scope BY DESIGN (documented, D7) | +| F18 soak envelope narrow | ✅ G10 @a7be5098 — 13 dtypes × 6 kinds; workflow unchanged | +| F19 reduce offset layouts | ✅ G12 @7804b2ad — +4 layouts; caught+FIXED L4 (all/any Half/Complex offset) | +| F20 sort NaN/strided | ✅ G11 @4d194cab — +85 cells, zero carves | +| F21/F22 trace-diag/matmul layouts | ✅ G14 @809b35d1 — strided/offset views, negstride B, k=0 | +| F23 decimal tiers narrow | ✅ G8 @e1e0a0e7 — bounded list all green first-run | +| F24 index setters int64-only | ✅ G15 @ae4d9c0d — 10 cross-dtype setter cases green. Residual by design: dtype GET sweep stays getter-only beyond these; err-type parity documented | +| F25 metamorphic narrow | ✅ G17 @99a6fab3 — Half/Complex/Decimal/bool/char + strided views | +| F26 no count floors | ✅ B9 @e91f7b5a — MinCases map (floors are minima; all post-G counts grew, verified at D8) | +| F27 "44 variations" | ✅ D1 @9f690e80 — 40 everywhere | +| F28 README 579-vs-302 | ✅ D2 @9f690e80 — 695 both mentions | +| F29 CLAUDE.md count drift + modes | ✅ D3a @fe3081db + D3b @9f690e80 — 76,139/43; modes list complete | +| F30 "25 layouts" comment | ✅ D4 @9f690e80 — 26 | +| F31 usage string modes | ✅ G16 @ff4b46b3 | + +--- + +## 2. WS-BUGS — gate tightening, crash fix, harness robustness (agent: `fuzz-bugs`) + +**Mission**: make the FuzzMatrix gate actually FAIL on regressions in currently-correct cells, +fix or pin every real bug the tightening exposes, and fix the F16 crash. + +**Files owned**: `Fuzz/MisalignedRegistry.cs`, `Fuzz/FuzzCorpusTests.cs` (code), `Fuzz/BitDiff.cs` +(if helpers needed), NEW `test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs` for pins, and any +`src/NumSharp.Core/**` files needed for product fixes. + +Method for every task: tighten the branch → build → run the affected tier(s) → triage every new +red cell per the carve-vs-fix policy (§0.8) → record in Bug Ledger → commit. + +- [ ] **B1 (F9)** Scope the reduction-precision excuse (≈:259) to float-family result dtypes + (`tc ∈ {Half, Single, Double, Complex}`). Run `Reduce`, `Params`, `Tail`, `NanReduce` tiers. + Any integer/bool cell that now fails is a REAL bug (integer reduction must be exact/modular) + — fix or carve+pin each. +- [ ] **B2 (F10)** Dismantle the complex-binary blanket (≈:146). Replacement structure: + `divide` keeps the existing 2-ULP branch (≈:59); `add`/`subtract` → excuse only within + 2 ULP; `multiply` → keep a scoped excuse for the documented catastrophic-cancellation + regime (justify the detection you choose in a comment — e.g. cancellation test or a + documented per-op unbounded excuse citing task #12); `power` → scoped excuse citing the + documented gross inf/NaN edge (Phase-1 F5); everything else complex-binary → NOT excused. + Run `Binary_Arith`, `Binary_DivModPower`, `Logic`, `Aliasing`, `FuzzRandom`. Triage reds. +- [ ] **B3 (F11)** Scope cumprod dtype excuse to operand element-count ≤ 1 (0-d counts as 1). + Run `Scan`. A full-size cumprod NEP50-widening miss is a real bug (ReduceCumMul) — fix or pin. +- [ ] **B4 (F12)** Scope modf threw excuse to operand dtype ∉ {float32, float64}. Run `Modf`. +- [ ] **B5 (F13)** Scope hyperbolic/inverse-trig/angle threw excuse to operand dtype ∈ + {bool, int8, uint8, float16}, plus (`deg2rad`|`rad2deg`) × complex128. Run `UnaryExtra`. +- [ ] **B6 (F14)** Scope isclose excuse to cases with a complex128 operand. Run `Logic`. + Non-complex isclose failures = real bug — fix or pin. +- [ ] **B7 (F15)** Complex reduce/scan excuse (≈:338): additionally require + `diffs.Any(d => d.Expected.Contains("NaN") || d.Actual.Contains("NaN"))`. Run `Reduce`, `Scan`. +- [ ] **B8 (F16)** Fix the `invert(float)` illegal-instruction crash: add a dtype guard on the + invert/BitwiseNot dispatch path in `src/NumSharp.Core` so float/complex/decimal input throws + a clean exception (NumPy raises TypeError "ufunc 'invert' not supported…"). Add a normal + (non-OpenBugs) regression test asserting `np.invert(np.array(new double[]{1.5}))` throws + cleanly (and does NOT crash the host). **Then flip the "B8 DONE" flag in your Status section + — WS-GAPS G13 depends on it** (they add the errors-tier spec afterwards). If the fix turns + out large (> ~2 h), STOP, pin what you can, draft a GH-issue body in the Bug Ledger, mark + B8 as `deferred(reason)` so G13 knows to skip the invert spec. +- [ ] **B9 (F26)** Add per-corpus minimum-case-count floors to `RunCorpus` (a static + `Dictionary` file→floor at ~80 % of current committed counts; unknown files → 1). + Note in your Status section that WS-DOCS re-checks floors after WS-GAPS regenerations. +- [ ] **B10** Final sweep: run the FULL gate (`TestCategory=FuzzMatrix&TestCategory!=OpenBugs`, + both frameworks). Paste into your Status section: (a) pass/fail counts, (b) the complete + list of remaining excuse classes actually hit (the `documented Misaligned divergences + excused:` console lines per tier) — **WS-DOCS needs this verbatim for the README ledger**. + +Acceptance: every excuse branch in MisalignedRegistry names an explicit op set + dtype/kind scope ++ a `[known bug]`/`[documented]` tag; gate green; all discovered bugs fixed or pinned+ledgered. + +--- + +## 3. WS-GAPS — oracle & corpus expansion (agent: `fuzz-gaps`) + +**Mission**: close the false-premise exclusions, revive dead wiring, and widen the corpus/soak +envelope — every new cell either green, carved+pinned, or (rarely) registry-excused via a Bug +Ledger entry handed to WS-BUGS. + +**Files owned**: everything under `test/oracle/` (all generators), `Fuzz/corpus/**` (all +regeneration), `Fuzz/OpRegistry.cs`, NEW `test/NumSharp.UnitTest/OpenBugs.FuzzGaps.cs` for pins, +`Fuzz/MetamorphicTests.cs` (G17 only), `Fuzz/IndexOracleTests.cs` (G15 only). +**NOT owned**: `MisalignedRegistry.cs` (if a new cell needs a registry excuse, write the exact +branch you need into your Status section and the Bug Ledger; WS-BUGS applies it). + +Workflow per task: probe NumPy first where behavior is uncertain (`python` one-liners) → extend +generator → regenerate ONLY the touched tiers → `git diff --stat` corpus sanity → build → run the +tier → triage per §0.8 → commit generator+corpus+pins together with case counts in the message. + +- [ ] **G1 (F1)** clip complex: delete the false comment, add `complex128` to `CLIP_DTYPES`, + regen `stat`. If NumSharp clip(complex) diverges/throws → carve (explicit comment) + pin. +- [ ] **G2 (F2)** `ROUND_DTYPES` += bool, int8, uint16, uint32, uint64, complex128 (keep the + float16-fractional and dec=-1 carves; ints are identity at dec≥0). Regen `rounding`. +- [ ] **G3 (F3)** `MATMUL_DTYPES` += bool (NumPy: AND/OR semiring, bool result). Regen `matmul`. +- [ ] **G4 (F4)** Non-bool where cond: add a small generator emitting cond dtypes + {int32, float64, uint8, complex128} over contiguous + strided triples (x/y stay 2-3 pairs). + Append into `where.jsonl` (mode `where`). Probe NumPy per combo first; expect NumSharp to + require bool cond → carve/pin per actual behavior. +- [ ] **G5 (F5)** iscomplex/isreal cases: `gen_unary({"iscomplex": np.iscomplex, "isreal": + np.isreal}, …)` appended into the `logic` mode. Green corpus = REAL dtypes × contiguous + layouts (`c_contiguous_1d/2d/3d`, `one_element_1d`, `scalar_0d`). CARVE complex128 input and + strided/F/transposed real input (both are the documented bugs already pinned at + `OpenBugs.DtypeCoverage.cs:119,130`) with comments pointing at those pins. Regen `logic`. +- [ ] **G6 (F6)** Index oracle: add curated E03 cases — get: `[]`(empty tuple), `[:]`, `[0]` + (IndexError), `[:, 1]`, full bool mask (0,3), empty fancy `arr []`; set: `[:]=scalar` + (no-op OK), `[0]=scalar` (err). Add `"E03"` and `"V0"` to random `gpool`, `"E03"` to + `spool`; keep `RANDOM_SEED=20240626` (the C# test references that filename). Regen all + three index corpora; run `Index_Curated` + `Index_Dtype` (Index_Random best-effort — R3 + segfault is known). Report new case counts in Status (WS-DOCS consumes them). +- [ ] **G7 (F7)** Decimal negative power: exponents → `{-2,-1,0,1,2,3}` (nonzero-base plumbing + already exists; `IntPow` handles neg via `1m/r`). Regen decimal tiers. If NumSharp's + `DecimalMath.Pow` disagrees with reciprocal-of-product → real bug: fix or carve+pin. +- [ ] **G8 (F23)** Decimal widening (BOUNDED — this list, nothing more): (a) axis reductions + sum/min/max/mean, axis ∈ {0, last} × keepdims ∈ {F,T}, over `c_contiguous_2d`, + `f_contiguous_2d`, `strided_2d_cols` (extend the naive oracle with an axis walker); + (b) `empty_2d` layout + `sum(empty)=0m` / `prod(empty)=1m` flat cases; + (c) pair layouts `pp_contig_strided`, `pp_broadcast_col`; + (d) astype decimal↔{bool, int16, uint64} (exact for the pool; skip Half — inexact); + (e) flat argmax/argmin (→int64), all/any (→bool), count_nonzero (→int64). +- [ ] **G9 (F8)** Char weaving extension — new `char_tier` modes: `where` (x/y char pairs via + uint16 proxy: (C,C),(C,int32),(float64,C); cond stays bool), `logic` (maximum/minimum/ + fmax/fmin char pairs; isnan/isinf/isfinite + logical_not char unary), `matmul` (char via + proxy — uint16@uint16→uint16 modular), `rounding` (char identity, dec 0/1/2), `copyto` + (char overlap + char↔{int32,float64} cross). KEEP the existing carve list (no uint8/bool + partners, no power/reciprocal/invert on char). Wire into `main()`; regen those tiers. +- [ ] **G10 (F18)** Widen the random fuzzer: `DTYPES` += float16, int8, int16, uint16, uint32, + uint64 (12 total); kinds += `reduce` (flat sum/min/max/mean/prod, axis=None) and `astype` + (random src→dst over ALL_DTYPES). Regen `random_smoke.jsonl` (seed 1234, count 2000). + The Misaligned classifier already covers the documented W1-era bugs; triage anything else. + Note: `.github/workflows/fuzz-soak.yml` needs no change (it calls this script). +- [ ] **G11 (F20)** Sort/argsort hardening: new generator — float16/32/64 (+complex128 if the + probe is clean) arrays CONTAINING NaN (NumPy sorts NaN to end — probe complex-NaN ordering + first and skip if implementation-hairy), plus strided (`[::2]`) and negstride (`[::-1]`) + operands for sort AND argsort. Append into `sort` mode; regen. +- [ ] **G12 (F19)** `REDUCE_LAYOUTS` += `simple_slice_offset_1d`, `sliced_composed`, + `zerod_from_index`, `reshape_view_2d`. Regen `reduce` + `nanreduce` (they're big — fine). +- [ ] **G13 (F17)** Errors-tier additions (each must be probed to raise in NumPy): `less(complex, + complex)` TypeError; `min([])`/`max([])` ValueError; `argmax([])`; `floor(complex)` + TypeError; `searchsorted(2-D a, v)`. Plus `("invert", [float64])` **ONLY after WS-BUGS + Status shows B8 DONE** (if B8 is `deferred`, skip it and note why). Regen `errors`. +- [ ] **G14 (F21/F22)** trace/diagonal on strided/offset views (e.g. `a[1:5].T`, `a[:, ::2]`) and + matmul: one negstride-operand case + the k=0 case `(2,0)@(0,3)→(2,3)` zeros (probe first). + Regen `matmul`. +- [ ] **G16 (F31)** Fix the `gen_oracle.py` usage string: add `rounding | groupa`. +- [ ] **G15 (F24) [STRETCH]** Cross-dtype index setters: tiny new corpus + (`index_setter_dtype.jsonl`): float64 scalar into int32 base (truncation), int into bool, + negative into uint8 — needs a small `IndexOracleTests` runner extension. Only if time allows. +- [ ] **G17 (F25) [STRETCH]** MetamorphicTests: extend dtype axes with Half/Complex/Decimal/bool + where the invariant genuinely holds; add one strided-view variant per involution. + +Acceptance: all non-stretch tasks done; every touched tier green under the gate (with carves +pinned + ledgered); corpus diffs match intent; case-count deltas reported in Status for WS-DOCS. + +--- + +## 4. WS-DOCS — documentation truth & ledger upkeep (agent: `fuzz-docs`) + +**Mission**: make every count, claim, and ledger entry in the fuzz docs match the FINAL state of +the branch. You are also the plan's secretary — keep §1 finding statuses coherent (mark each F# +resolved/deferred with a pointer to the commit/task). + +**Files owned**: `Fuzz/README.md`, `Fuzz/COVERAGE_GAPS.md`, worktree `.claude/CLAUDE.md` (the +fuzz/corpus paragraphs ONLY), `layout_catalog.py` line 1-14 docstring ONLY, `FuzzCorpusTests.cs` +line ≈70 comment ONLY (single line), this plan's §1/§7 statuses. +**Rule**: never touch code logic. For files owned by others, only the listed line ranges, and +only in Phase 2 (after their Status = DONE); re-read the file immediately before each edit. + +**Phase 1 — immediately (not invalidated by others' work):** +- [ ] **D7** Document gate semantics that are currently implicit: in `Fuzz/README.md` — (a) + error-parity = "NumSharp must throw *something*; exception type/message parity is NOT + asserted"; (b) index oracle compares which-side-raised, not exception types; (c) the + documented-divergence logging contract ("excused, logged, never silent"). +- [ ] **D3a (F29)** Worktree `.claude/CLAUDE.md`: add `rounding` + `groupa` to the + regenerate-mode list (this is missing regardless of any other work). +- [ ] Draft (in a scratch section at the bottom of this file) the README divergence-ledger + rewrite skeleton, to be filled from B10's handoff. + +**Phase 2 — AFTER both WS-BUGS and WS-GAPS Status sections read DONE** (poll this file every few +minutes — bash `sleep 180` between reads; hard cap 3 h, then finalize with whatever is done and +mark the rest `provisional`): +- [ ] **D1 (F27)** Recount layouts (`LAYOUTS`/`PAIR_LAYOUTS`/`WHERE_LAYOUTS` in + `layout_catalog.py` + any GAPS additions); fix "44 variations" in the layout_catalog + docstring + `.claude/CLAUDE.md`. +- [ ] **D2 (F28)** Fix the Fuzz README decimal-count contradiction (both mentions) with the final + count from `wc -l corpus/decimal_*.jsonl`. +- [ ] **D3b (F29)** Recount the corpus (`wc -l` all files; `grep -c '"dtype":"char"'` per file) + and refresh every number in `.claude/CLAUDE.md` + `Fuzz/README.md` (total, tier count, op + corpus, char woven, decimal, index). +- [ ] **D4 (F30)** Fix the `FuzzCorpusTests.cs:≈70` "25 single-array layouts" comment to the + final layout count (one-line edit; re-read the file first — WS-BUGS edited it). +- [ ] **D5** Rewrite the README "Documented divergence ledger" table from B10's verbatim + excuse-class handoff + WS-GAPS' new carve/pin list. Every class in `MisalignedRegistry` + and every carve must appear; remove rows for branches that were deleted (fixed). +- [ ] **D6** `COVERAGE_GAPS.md`: correct the iscomplex/isreal row (dead→wired w/ carves), update + the "authoritative covered set", Group D (note what G-tasks closed: clip-complex, where-cond, + sort-NaN, reduce-offset-layouts, decimal-axis, char modes, soak envelope), refresh statuses. +- [ ] **D8** Final coherence pass on THIS file: every F1-F31 marked resolved/deferred with + commit refs; write §7 Final Summary (what shipped, what's deferred and why, gate status). + +Acceptance: zero stale numbers; ledger == registry+carve reality; a reader of README + +COVERAGE_GAPS gets the true post-branch picture. + +--- + +## 5. Cross-team dependencies & file ownership + +| Dependency | Producer → Consumer | Signal | +|---|---|---| +| invert(float) kernel guard | BUGS B8 → GAPS G13 (errors spec) | "B8: DONE/deferred" in WS-BUGS Status | +| New-cell registry excuses (if any) | GAPS → BUGS (owns MisalignedRegistry) | Bug Ledger entry + Status note; BUGS applies | +| Excuse-class list + carve list | BUGS B10 + GAPS → DOCS D5/D6 | verbatim lists in Status sections | +| Final corpus counts | GAPS regenerations → DOCS D2/D3b | GAPS Status posts per-tier counts; DOCS recounts | +| Count floors sanity | GAPS regen → BUGS B9 floors | DOCS flags in D8 if any floor > new count | + +**Ownership matrix** (edit a file you don't own ⇒ coordination bug): + +| Path | Owner | +|---|---| +| `Fuzz/MisalignedRegistry.cs`, `Fuzz/FuzzCorpusTests.cs`, `Fuzz/BitDiff.cs`, `OpenBugs.FuzzGate.cs`, `src/NumSharp.Core/**` | BUGS | +| `test/oracle/**`, `Fuzz/corpus/**`, `Fuzz/OpRegistry.cs`, `OpenBugs.FuzzGaps.cs`, `Fuzz/MetamorphicTests.cs`, `Fuzz/IndexOracleTests.cs` | GAPS | +| `Fuzz/README.md`, `Fuzz/COVERAGE_GAPS.md`, `.claude/CLAUDE.md` (fuzz paragraphs), doc-only line ranges listed in §4 | DOCS | +| `Fuzz/COMPLETENESS_PLAN.md` (this file) | shared — own Status section + Bug Ledger appends only | + +--- + +## 6. Bug Ledger (append-only; every product bug found goes here) + +Format per row: `| L | | | | fixed@ / pinned@ / excused@ | |` + +| # | Cell | Symptom | Root cause | Disposition | By | +|---|------|---------|-----------|-------------|----| +| L1 | invert × float/complex/decimal | illegal CPU instruction (ExecutionEngineException), kills test host; NumPy raises TypeError | invert/BitwiseNot kernel emits IL for non-integer input without a dtype guard (locate exact site) | **already fixed on branch** — loop-resolution guard `Default.Invert.cs:27-39` (landed with the ufunc out=/where= work) throws NumPy's verbatim TypeError for float/complex/decimal/Half input AND the `~` operator (7 paths probed clean 2026-07-07); pinned@`FuzzGateRegressionTests.Invert_*_ThrowsCleanly` (OpenBugs.FuzzGate.cs, 5 normal tests, green). gen_oracle.py:≈1210 crash comment is STALE — G13 may add the invert errors spec | fuzz-bugs | + +| L2 | round_ × bool | `np.round(bool, 0)` → float16 `[0,1]` in NumPy (rint float-tier) but **Double** in NumSharp — result-dtype divergence | `DefaultEngine.Round` decimals==0 path (`Default.Round.cs:25-38`): Boolean fails `IsInteger()` so it skips the int identity-copy, and `ResolveUnaryReturnType` maps bool→Double while the rint tier maps bool→Half | carved from `ROUND_DTYPES` (gen_oracle.py) + pinned@`OpenBugsFuzzGapsTests.Round_Bool_Dtype_Diverges` @ff4b46b3 | fuzz-gaps | +| L3 | round_ × complex128 × decimals≠0 | NumPy rounds re+im via multiply→rint→divide (`round(1.55+2.45j, 1)` → `1.6+2.4j`); NumSharp returns the input **unchanged** (no-op). decimals==0 is correct (banker's, probed) | `RoundDecimalsCore` (Default.Round.cs) never processes Complex components for decimals≠0 | carved to dec=0 in `gen_round` + pinned@`OpenBugsFuzzGapsTests.Round_Complex_NonzeroDecimals_NoOp` @ff4b46b3 | fuzz-gaps | +| L4 | all/any × Half,Complex × offset view | `np.all(b[2:7])`-style raw-offset view: contiguous fast path reads `(T*)nd.Address` for `nd.size` elements WITHOUT `+ shape.offset` → scans the wrong window (all→True where NumPy False); any() identical latent bug (masked by pool). Other dtypes use NDIter (correct) | `Default.All.cs` AllImplHalf/AllImplComplex + `Default.Any.cs` AnyImplHalf/AnyImplComplex — missing the `+ shape.offset` idiom (cf. NonZero.cs:258) | **fixed@7804b2ad** (4 sites); regression proof = the 4 reduce.jsonl simple_slice_offset_1d cells now green; fix REVIEWED-OK by fuzz-bugs (src owner) — independently reproduced pre-fix behavior and confirmed API slices rebase storage (offset stays 0) so no double-count | fuzz-gaps | +| L5 | convolve × complex128 (headline); + latent int64/uint64/decimal/bool & view inputs | `np.convolve(complex)` DISCARDED the whole imaginary dimension (accumulated via `Converts.ToDouble(boxed)` into a double, cast back with imag=0). Hidden because corpus complex pools have imag=0 + the old B2 blanket excused any complex-binary value diff; exposed by the NaN cells (NumPy `NaN*(x+0j)`→NaN+NaNj, NumSharp NaN+0j — groupa convolve/84-86). Latent in the same code: int64/uint64/decimal accumulated through double (rounds >2^53 / loses decimal precision instead of NumPy modular wrap); bool threw NotSupportedException (NumPy: BOOL_dot OR-of-ANDs, probed); raw `Address` walk ignored `Shape.offset`/strides for view inputs (corpus contiguous → ungated) | `NdArray.Convolve.cs` — single generic `ConvolveFullTyped` double accumulator for ALL dtypes | **fixed@737c59d6** — rewritten per NumPy correlate `*_dot` contract (complex: double component sums; ints+Char: one `IBinaryInteger` modular ulong kernel — bit-identical to native-width wrap at any width; Half: float acc; Single: f32 acc; Boolean: OR-of-ANDs w/ early exit; Decimal: decimal acc; sliced/strided/broadcast inputs materialized first). Proof: GroupA convolve cells (i32/f64/u8/c128 × full/same/valid) green incl. the 3 previously-hidden NaN cells | fuzz-bugs | +| L6 | power × complex128 (finite interior) | Complex.Pow (polar exp(w·log z)) vs npy_cpow (repeated-squaring fast path for small integer exponents): finite divergence measured up to ~350 ULP of the affected component (divmod_power corpus), far beyond the "~1 ULP" previously documented; plus the known F5 gross inf/NaN edges (NaN↔0, inf↔NaN both directions) | algorithmic — System.Numerics.Complex.Pow has no integer-exponent fast path; candidate future fix: port npy_cpow's squaring path | excused@registry `complex power ~ULP / gross inf-NaN edge` — scoped to power × Complex × Value, every diff ≤512 ULP of the ELEMENT magnitude or non-finite-involved (sign flips / wrong magnitudes still fail) | fuzz-bugs | +| L7 | std × decimal | Last-significant-digit (28/29-digit) disagreement, e.g. `…4468786` vs `…4468787` (4 decimal_varstd cells). Surfaced by B1 scoping the reduction-precision excuse to float-family — the unscoped branch had been silently absorbing tc==Decimal. var is bit-exact ⇒ divergence is purely sqrt(var) | Two independent, NOT-correctly-rounded decimal sqrts: oracle `gen_decimal_oracle.DecSqrt` (Newton) vs product `DecimalMath.Sqrt`. Probed vs 60-digit truth 2026-07-07: oracle 1 low on cases 325/331, NumSharp 1 high on 335, both fine at their own scale on 327 — NEITHER side systematically correct | excused@registry `decimal std last digit` — scoped to std × Decimal × Value, every diff ≤1 unit in the 28th significant digit (relative 1e-27, `DecimalLastDigitDiff`); self-retiring if either sqrt becomes correctly rounded (optional GAPS improvement: correctly-rounded oracle DecSqrt) | fuzz-bugs | +| L8 | round_ × char | `round_(char)` resolved **Double** instead of the integer identity copy (Char fails `IsInteger()` — same pattern as L2 bool, but for Char the right behavior is unambiguous: NumPy proxy `round(uint16)` → identity uint16) | `Default.Round.cs` decimals==0 + decimals>=0 int-identity branches keyed on `IsInteger()` only | **fixed@1a9cfa9f** (Char routed down the int identity path, both branches); 78 green rounding/char cells are the proof. (Commit message says "Ledger L5" — renumbered here to L8, my L5 landed first; fix REVIEWED-OK by fuzz-bugs) | fuzz-gaps | +| L9 | dot × char × 1-D·1-D | `np.dot(char, char)` (1-D vectors) throws `NotSupportedException: Sum not supported for type Char`; NumPy proxy says uint16-modular inner product. `matmul` 1-D·1-D char and all 2-D+ char cases work | vector-dot reduces via `sum_elementwise_il` with an explicit Char result typecode; the switch (`DefaultEngine.ReductionOp.cs:409`) has no Char arm | carved (`char_tier "matmul"` filters `(dot,(4,))`) + pinned@`OpenBugsFuzzGapsTests.Dot_Char_1D_Throws` @1a9cfa9f. (Commit message says "Ledger L6" — renumbered here to L9) | fuzz-gaps | + +(Draft GH-issue bodies below the table if a fix is deferred — do NOT create issues.) + +--- + +## 7. Status + +### Status — WS-BUGS (owner: fuzz-bugs — edit ONLY this subsection) +| Task | State | Result note | +|------|-------|-------------| +| B1 | **DONE** @3976b565 | scoped to float-family result tc {Half,Single,Double,Complex}. Surfaced L7 (decimal std last-digit → new tight excuse); Reduce/Params/Tail/NanReduce otherwise green — no integer-reduction bug existed | +| B2 | **DONE** @3976b565 | blanket dismantled → per-op: add/sub ≤2 ULP; multiply ≤16 element-magnitude ULP (cancellation anchor); power ≤512 element-magnitude ULP or non-finite (L6, measured ~350); divide keeps its 2-ULP branch; ALL other complex-binary (matmul/dot/outer/copyto/extrema/concat…) hard-gated bit-exact. Surfaced L5 convolve(complex) imag-drop → FIXED @737c59d6 | +| B3 | **DONE** @3976b565 | cumprod dtype excuse scoped to operand element-count ≤ 1; Scan green (no full-size widening miss existed) | +| B4 | **DONE** @3976b565 | modf threw excuse scoped to dtype ∉ {float32,float64}; Modf green | +| B5 | **DONE** @3976b565 | hyperbolic/inv-trig/angle threw excuse scoped to {bool,int8,uint8,float16} + (deg2rad\|rad2deg)×complex128 (both probed vs NumPy); UnaryExtra green | +| B6 | **DONE** @3976b565 | isclose value excuse scoped to complex128-operand-present; Logic green | +| B7 | **DONE** @3976b565 | complex reduce/scan excuse now additionally requires a NaN token in the diffs; Reduce/Scan green | +| B8 | **DONE** | crash already fixed on branch (guard @ `Default.Invert.cs:27-39`); NumPy-verbatim TypeError verified vs 2.4.2 (f16/f32/f64/c128; +decimal/Half/`~` op probed clean); 5 regression tests pinned in `OpenBugs.FuzzGate.cs` (non-OpenBugs, green). **G13 UNBLOCKED** | +| B9 | **DONE** @e91f7b5a | `MinCases` file→floor map in RunCorpus (~80 % of committed counts 2026-07-07, 39 files; unknown files → 1). DOCS re-checks floors at D8 after GAPS finishes expanding | +| B10 | **DONE** | Final sweep post-G15 (orchestrator-run after session-limit cutoff): **83/83 FuzzMatrix green on net10.0 AND net8.0** (`TestCategory=FuzzMatrix&TestCategory!=OpenBugs`). Verbatim excuse-class handoff below | + +#### WS-BUGS B10 handoff — excuse classes that actually FIRED in the final sweep (net10.0, detailed logger) +Deduped across the 20 tier lines that printed `documented Misaligned divergences excused:`; counts summed per class. +1. `NEP50 weak-scalar: 0-D operand promoted weakly (NumPy promotes 0-D arrays fully)` — 261x (binary_arith 92, divmod_power 79, random 35, bitwise 27, logic 20, where 8) — **intended** +2. `unary ~ULP (transcendental/magnitude algorithm difference)` — 563x (unary 258, unary_extra 249, tail 24, random 15, rounding 12, params 5) — intended (≤2 ULP gate) +3. `complex unary within 3 ULP (full NumPy-algorithm port)` — 11x (unary_extra) — intended +4. `complex division ~1 ULP (npy_cdivide vs System.Numerics.Complex)` — 17x — intended (#12) +5. `complex multiply cancellation / ~ULP at element magnitude (npy_cmul vs System.Numerics) [documented #12]` — 16x (binary_arith 4, tail 12) — post-B2 scope +6. `complex power ~ULP / gross inf-NaN edge (Complex.Pow vs npy_cpow) [documented F5]` — 30x — L6, ≤512 elem-mag ULP or non-finite +7. `reduction summation/two-pass precision (algorithm order)` — 401x (reduce 320, params 74, random 6, tail 1) — post-B1 float-family scope +8. `reduction result dtype differs (NEP50 accumulator / complex->real) [known bug]` — 239x (reduce 202, tail 14, random 12, decimal_reduce 11) +9. `axis-reduction NaN propagation: axis SIMD min/max skips NaN [known bug; flat fixed]` — 8x +10. `complex reduction/scan NaN ordering/propagation differs [documented]` — 35x (scan 17, reduce 16, random 2) — post-B7 NaN-token-gated +11. `cumprod(size-1 int): skips NEP50 accumulator widening (int16/int32/uint8/uint16) [known bug]` — 14x — post-B3 size≤1 scope +12. nan-reduction family [known bugs]: shape 885x · value 526x · nanmedian-propagates-NaN 176x · dtype 184x · complex-1D-axis-throws 8x · empty-throws 4x (all nanreduce) +13. `average: summation-order precision divergence (pairwise vs naive) [known bug]` — 30x +14. `median/percentile/quantile: ±inf/NaN slice partition+interpolation NaN mismatch [known bug]` — 72x +15. `median/percentile/quantile: float interpolation order/precision divergence [known bug]` — 40x (stat 36, decimal_stat 4) +16. `percentile/quantile(int): gross interpolation value error on the axis path [known bug]` — 28x +17. `isclose: F-contiguous/complex strided pairing divergence [known bug]` — 1x — post-B6 complex scope +18. `modf(float16/int): no Half kernel, no integer->float64 promotion (throws) [known bug]` — 32x — post-B4 scope +19. `unary preserve-dtype pending: square/floor/ceil/trunc widen int->float64 [F3b]` — 78x +20. `repeat: ignores Shape.offset (reads base start) on offset / 0-D views [known bug]` — 28x +21. `expand_dims/atleast_3d(empty): inserted/appended axis dropped on a zero-size array [known bug]` — 56x +22. `floor_divide/mod(float16): NDDivision has no Half path (wrong value/NaN) [known bug]` — 38x +23. `power(uint64,int64): NEP50 uint64+int64->float64 not applied; integer-power path throws/corrupts [known bug]` — 8x +24. `decimal std: independent 28-digit sqrt implementations differ in the last digit [documented]` — 4x — L7 +Registry branches that did NOT fire in the sweep (live code, zero hits — candidates for future removal once confirmed dead): hyperbolic/inv-trig/angle no-Half-kernel throw (B5-scoped), where(narrow-int) zero-push, dot(int8) Sum-kernel-missing, nan-reduction axis-NaN branches subsumed above. A non-firing branch is harmless (excuses nothing) but D5 marks them distinctly. + +### Status — WS-GAPS (owner: fuzz-gaps — edit ONLY this subsection) +| Task | State | Result note | +|------|-------|-------------| +| G1 | **DONE** @ff4b46b3 | clip complex128 in: false comment corrected, `stat.jsonl` 4258→4265 (+7). NumSharp bit-exact incl. NaN-poisoned cells — Stat gate green | +| G2 | **DONE** @ff4b46b3 | `ROUND_DTYPES` 7→12 dtypes (+i8/u16/u32/u64 identity, +c128 @dec=0). `rounding.jsonl` 494→832 (+338), gate green. 2 REAL bugs carved+pinned (Ledger L2 bool-dtype, L3 complex-dec≠0-noop) in NEW `OpenBugs.FuzzGaps.cs` | +| G3 | **DONE** @809b35d1 | `MATMUL_DTYPES` += bool (AND/OR semiring, dedicated `_mm_fill` bool branch). +68 cases, bit-exact, Matmul gate green | +| G4 | **DONE** @5e1f0c8e | `gen_where_cond`: cond {i4,f8,u8,c128} × 3 xy pairs × {contig, strided} = +24 into `where.jsonl` (70→94). NumSharp truthiness matches bit-exact (NaN truthy, -0.0 falsy). Gate green | +| G5 | **DONE** @5e1f0c8e | 12 real dtypes × 5 contiguous layouts × 2 ops = +120 into `logic.jsonl` (2099→2219), green. Carves point at existing pins `OpenBugs.DtypeCoverage.cs` (complex input + strided real) | +| G6 | **DONE** @797ac671 | curated +8 E03 get/set (`index_curated.jsonl` 2265→2273), gpool += E03+V0, spool += E03, ND map fixed (V0/E03 were missing). Index_Curated + Index_Dtype gates GREEN. Index_Random host-crash verified PRE-EXISTING (old committed corpus crashes identically — R3), not from the regen | +| G7 | **DONE** @e1e0a0e7 | exponents {-2,-1,0,1,2,3}; `decimal_power.jsonl` 20→30. DecimalMath.Pow matches the exact reciprocal-of-product oracle by VALUE — zero divergence, no carve | +| G8 | **DONE** @e1e0a0e7 | full bounded list green first-run: axis walker (48), empty sum/prod (2), pp_contig_strided+pp_broadcast_col (+28 binary), astype ↔{bool,int16,uint64} (+8), flat argmax/argmin/count_nonzero/all/any (+20). `decimal_reduce` 60→130, `decimal_binary` 98→126, `decimal_astype` 22→30. All 12 Decimal* gates green | +| G9 | **DONE** @1a9cfa9f | char woven into 5 more modes: where +15, logic +284, matmul +64, rounding +78, copyto +18 (=+459). FIX L5 round_(char)→identity (Default.Round.cs); CARVE+PIN L6 dot(char) 1-D (`Dot_Char_1D_Throws`). Gates green | +| G10 | **DONE** @a7be5098 | DTYPES 7→13 (+f16 & narrow ints); kinds += flat reduce (sum/prod/min/max/mean) + astype (src∈DTYPES→dst∈ALL). `random_smoke.jsonl` regenerated @seed 1234/2000. Soak workflow unchanged (calls this script). FuzzRandom gate green | +| G11 | **DONE** @4d194cab | `gen_sort_special` +85 into `sort.jsonl` (417→502): float NaN 1-D/2-D/strided, complex full extended order incl. nan+nanj, strided+negstride × 13 dtypes (bool sort-only, tie guard). Zero carves — gate green | +| G12 | **DONE** @7804b2ad | +4 layouts: `reduce.jsonl` 8708→11256, `nanreduce.jsonl` 6494→8366. Caught REAL bug L4 (all/any Half+Complex ignore shape.offset on the contiguous fast path) — FIXED in src (4 sites, Default.All/Any.cs; note to fuzz-bugs: crossed into src per policy 0.8(a), green cells are the regression proof). Gates green | +| G13 | **DONE** @96af067c | `errors.jsonl` 10→16: +min/max/argmax(empty), floor(complex), searchsorted(2-D), invert(f64) (B8 guard live; stale crash comment removed). less(complex) dropped — NumPy 2.4.2 doesn't raise. Errors gate green | +| G14 | **DONE** @809b35d1 | `gen_matmul_edges` (negstride B + k=0, 4 dtypes, +8) + `gen_trace_diag` strided/offset views (`a[1:5].T`, `a[:, ::2]`, +28). `matmul.jsonl` 858→962, gate green | +| G16 | **DONE** @ff4b46b3 | usage string lists rounding + groupa | +| G15 | **DONE** | cross-dtype setters: 10-case `index_setter_dtype.jsonl` (float→int trunc-toward-zero, int→bool coercion, uint8 np-scalar modular wrap — all probed) + `Index_SetterDtype` gate. NumSharp matches NumPy 10/10 first-run, zero carves. (fuzz-gaps' in-flight work, completed by orchestrator after session-limit cutoff) | +| G17 | **DONE** @99a6fab3 | metamorphic invariants widened to Half/Complex/Decimal/bool/char + strided views (status row reconciled post-cutoff; commit had landed) | + +#### WS-GAPS final handoff (for WS-DOCS D2/D3b) — counts measured post-G15 (orchestrator-updated) +- **Full gate: 82/82 FuzzMatrix tests green on net10.0 AND net8.0** (`TestCategory=FuzzMatrix&TestCategory!=OpenBugs`) measured post-G13; +1 test (Index_SetterDtype) green post-G15 → 83 expected in B10's final sweep. +- **Grand total (wc -l over Fuzz/corpus/*.jsonl): 76,139 cases / 43 files** (baseline 70,442 → +5,697). +- Index: 12,387 (curated 2,273 + dtype 104 + setter_dtype 10 + random 10,000). Decimal: 695 across 12 tiers. Op corpus (non-index, non-decimal): 63,057. +- Char woven (grep `"dtype":"char"`): **4,393 lines across 18 files** (was 3,752/13) — new: where 15, logic 284, matmul 64, rounding 78, copyto 18; reduce grew to 804 via the G12 layouts. +- Per-tier deltas: stat 4258→4265 · rounding 494→910 · matmul 858→1026 · where 70→109 · logic 2099→2503 · reduce 8708→11256 · nanreduce 6494→8366 · sort 417→502 · copyto 114→132 · errors 10→16 · index_curated 2265→2273 · decimal_power 20→30 · decimal_reduce 60→130 · decimal_binary 98→126 · decimal_astype 22→30 · random_smoke 2000 (rewritten: 13 dtypes × 6 kinds) · index_random 10,000 (rewritten: E03/V0 pools). +- New carves (for the D5/D6 ledger): round_ bool (L2) · round_ complex dec≠0 (L3) · dot char 1-D·1-D (L6) — all pinned in `OpenBugs.FuzzGaps.cs`; iscomplex/isreal complex+strided carve points at the pre-existing `OpenBugs.DtypeCoverage.cs` pins. +- Product fixes landed by WS-GAPS (src crossover per §0.8(a), green cells as proof): L4 all/any Half+Complex offset (@7804b2ad) · L5 round_(char) identity (@1a9cfa9f). + +### Status — WS-DOCS (owner: fuzz-docs — edit ONLY this subsection) +| Task | State | Result note | +|------|-------|-------------| +| D7 | done | README "Gate semantics" section added (error-parity = throw-anything, grounded in FuzzCorpusTests.cs:274-287; index oracle = which-side-raised only, IndexOracleTests.cs:175-191; excused-and-logged contract restated). Bonus same-class doc-rot fix: README regenerate block gained `gen_index_oracle.py` + the FULL gen_oracle mode list incl. `rounding`/`groupa` | +| D3a | done | worktree `.claude/CLAUDE.md:579` mode list += `rounding` (after matmul) + `groupa` (after errors) — now matches §0.5 | +| D1 | **done** @9f690e80 | 40 variations in layout_catalog docstring + CLAUDE.md (Phase 2 executed by orchestrator post-cutoff) | +| D2 | **done** @9f690e80 | decimal 695 at both README mentions; section rewritten w/ G7/G8 scope | +| D3b | **done** @9f690e80 | 76,139/43 files, op ~63K (~159 ops), char 4,393/18 files, index 12,387 (+setter tier) — all counts refreshed in CLAUDE.md + README | +| D4 | **done** @9f690e80 | "26 single-array layouts"; char-weave comment lists the real 18 tier files | +| D5 | **done** @9f690e80 | ledger rewritten: Table 1 = 30 live registry branches w/ post-tightening scope + B10 hit counts (0-hit branches marked removal candidates); Table 2 = 14 carve rows w/ pins; FIXED list consolidated | +| D6 | **done** @9f690e80 | covered-set rebuilt (+iscomplex/isreal/rint/ediff1d/nan-quantiles/sort/trace/round_/convolve/groupa batch); Group D split open vs closed-by-remediation | +| D8 | **done** | resolution map added to §1 (31/31 findings dispositioned); B9 floors verified against post-G counts (all grew; new index_setter tier is IndexOracleTests-gated, floors N/A); scratch §9 deleted; Final Summary below | + +### Final Summary (WS-DOCS writes at D8) + +**Shipped on `worktree-fuzz-completeness` (base `nditer` @68298eaf), 22 commits.** + +- **Gate**: 83/83 FuzzMatrix tests green on net10.0 AND net8.0 + (`TestCategory=FuzzMatrix&TestCategory!=OpenBugs`); broad sanity + (`TestCategory!=OpenBugs&TestCategory!=HighMemory`) green — see below. +- **Corpus**: 70,442 → **76,139 cases** (+5,697), 41 → 43 files (new: `index_setter_dtype.jsonl`, + regenerated: 17 tiers). Char 3,752/13 → **4,393 cells / 18 tier files**. Decimal 579 → **695**. +- **Gate integrity (WS-BUGS)**: all 7 over-broad registry excuses scoped to their documented + (op × dtype × kind) cell, each with paired not-excused/still-excused tightness self-tests; + per-file minimum-count floors; invert(non-integer) crash guard verified + pinned with 5 + always-run tests. +- **Product bugs — 4 FIXED in src** (each with green corpus cells as regression proof): + L4 all/any Half+Complex ignored `Shape.offset` (@7804b2ad) · L5 convolve dropped the complex + imaginary dimension + int64/decimal/bool accumulator defects (@737c59d6) · L8 round_(char) + → Double instead of identity (@1a9cfa9f) · L1 invert crash (pre-fixed on branch, now guarded by + tests). **3 carved+pinned**: L2 round_(bool) dtype, L3 round_(complex, dec≠0) no-op, + L9 dot(char) 1-D. **2 tightly excused**: L6 complex power ≤512 elem-ULP, L7 decimal std + last-digit (both self-retiring). +- **Docs**: README ledger now mirrors the registry 1:1 (30 branches + hit counts + 14 carves); + COVERAGE_GAPS records what closed; every count in README/CLAUDE.md re-measured. +- **Deferred (by design, documented)**: exception-TYPE parity (throw-anything contract); + char in place/nanreduce/modf/params/aliasing/errors/groupa (inapplicable or curated tiers); + index dtype GET sweep beyond the 10 setter cases; Group D still-open list (ufunc where=/dtype= + matrix, tuple-axis reductions, clip array bounds, searchsorted sorter=, pad modes). + +--- + +## 8. Definition of done (whole branch) + +1. `dotnet test --no-build --filter "TestCategory=FuzzMatrix&TestCategory!=OpenBugs"` green on + net8.0 AND net10.0 in the worktree. +2. Broad sanity `--filter "TestCategory!=OpenBugs&TestCategory!=HighMemory"` green. +3. Every MisalignedRegistry branch scoped (op set + dtype/kind) and mirrored in the README ledger. +4. Every F1-F31 resolved or explicitly deferred-with-reason in §1/§7. +5. Every Bug Ledger row has a disposition (fixed@sha / pinned@test / excused@branch / drafted-issue). +6. All corpus regenerations committed together with their generator changes; counts documented. +7. No commit touches files outside the committer's ownership row; no pushes; no footers. diff --git a/test/NumSharp.UnitTest/Fuzz/COVERAGE_GAPS.md b/test/NumSharp.UnitTest/Fuzz/COVERAGE_GAPS.md index 7588dc420..55e813482 100644 --- a/test/NumSharp.UnitTest/Fuzz/COVERAGE_GAPS.md +++ b/test/NumSharp.UnitTest/Fuzz/COVERAGE_GAPS.md @@ -11,15 +11,21 @@ testability is decided by its shape. Gaps fall into three kinds: Authoritative covered set (op corpus, as of this doc): add subtract multiply divide floor_divide mod power · negative abs sign sqrt cbrt square reciprocal floor ceil trunc sin cos tan exp log exp2 -expm1 log2 log10 log1p sinh cosh tanh arcsin arccos arctan deg2rad rad2deg positive · equal not_equal -less greater less_equal greater_equal · bitwise_and/or/xor invert left_shift right_shift · sum prod -min max mean std var argmax argmin all any median average ptp percentile quantile count_nonzero · -cumsum cumprod diff · nansum nanprod nanmax nanmin nanmean nanstd nanvar nanmedian · isnan isinf -isfinite · maximum minimum fmax fmin isclose · where place clip copyto · argsort searchsorted nonzero · -matmul dot outer · astype modf · ravel transpose reshape squeeze expand_dims roll repeat tile swapaxes -moveaxis delete atleast_1d/2d/3d concatenate stack hstack vstack dstack pad. Decimal oracle (12 tiers) -adds: power var std matmul astype · floor ceil trunc · diff · clip median ptp percentile quantile · -where · sort · ravel transpose reshape (+ the arith/compare/reduce/scan/unary already shared). +expm1 log2 log10 log1p sinh cosh tanh arcsin arccos arctan deg2rad rad2deg positive rint · equal +not_equal less greater less_equal greater_equal · bitwise_and/or/xor invert left_shift right_shift · +sum prod min max mean std var argmax argmin all any median average ptp percentile quantile +count_nonzero · cumsum cumprod diff ediff1d · nansum nanprod nanmax nanmin nanmean nanstd nanvar +nanmedian nanpercentile nanquantile · isnan isinf isfinite iscomplex isreal · maximum minimum fmax +fmin isclose allclose array_equal logical_and/or/xor/not arctan2 · where (incl. non-bool cond) +place clip (incl. complex) copyto · argsort sort (incl. NaN + strided) searchsorted nonzero +flatnonzero argwhere unique · matmul (incl. bool semiring, negstride, k=0) dot outer trace diagonal +(incl. strided/offset) · astype modf round_ convolve · ravel flatten transpose reshape squeeze +expand_dims roll rollaxis repeat tile swapaxes moveaxis delete append insert split hsplit vsplit +dsplit take compress extract put ravel_multi_index unravel_index atleast_1d/2d/3d concatenate stack +hstack vstack dstack pad. Decimal oracle (12 tiers, 695 cases) adds: power (int exponents −2…3) var +std matmul astype (↔int·float·bool·int16·uint64) · floor ceil trunc · diff · clip median ptp +percentile quantile · where · sort · ravel transpose reshape · axis reductions + keepdims + empty + +flat argmax/argmin/all/any/count_nonzero (+ the arith/compare/reduce/scan/unary already shared). --- @@ -44,7 +50,7 @@ Status: `[ ]` todo · `[~]` in progress · `[x]` wired (green or carved+[OpenBug - [x] `argwhere` `flatnonzero` — green - [x] `unique` — green on contiguous+finite (raw-offset views = #11 unreachable-via-API; inf/NaN complex ordering out of scope) - [x] `allclose` `array_equal` — whole-array → 0-D bool · green -- [x] `iscomplex` `isreal` — **BUG**: ignore the imaginary part (complex → all-real) + garbage on strided → carved, `IsComplex_IgnoresImaginaryPart` / `IsReal_IgnoresImaginaryPart` +- [x] `iscomplex` `isreal` — **BUG**: ignore the imaginary part (complex → all-real) + garbage on strided → carved, `IsComplex_IgnoresImaginaryPart` / `IsReal_IgnoresImaginaryPart`. (2026-07-07: the GREEN side — 12 real dtypes × 5 contiguous layouts — now actually generates 120 corpus cells in `logic.jsonl`; before that the OpRegistry wiring existed but ZERO cases were emitted, so "wired" was aspirational) - [x] `take` `put` `compress` `extract` — green (groupa tier) - [x] `ravel_multi_index` `unravel_index` — green (groupa tier). `indices` = creation-shaped (no operand) → Group C - [x] `convolve` — 1-D convolution (full/same/valid) · green @@ -111,9 +117,27 @@ Status: `[ ]` todo · `[~]` in progress · `[x]` wired (green or carved+[OpenBug ## Group D — parameter/mode gaps WITHIN covered ops -- ufunc `out=` / `where=` / `dtype=` — only `out=`/overlap via the small `aliasing`/`copyto` tiers; not the full `where=`-mask / `dtype=`-loop matrix per ufunc. -- Reductions — `keepdims=True`, tuple/multi-axis, `ddof` beyond {0,1} only partial (`params` tier). +Still open: +- ufunc `out=` / `where=` / `dtype=` — only `out=`/overlap via the small `aliasing`/`copyto` tiers; not the full `where=`-mask / `dtype=`-loop matrix per ufunc (the ufunc surface itself is covered by `Math/UfuncDtypeOverloadTests.cs`, outside this corpus). +- Reductions — tuple/multi-axis, `ddof` beyond {0,1} only partial (`params` tier). - Scans — `cumsum`/`cumprod` `axis=` lightly covered (mostly flattened). - `clip` — only scalar lo/hi; no array-broadcast bounds or one-sided. - `searchsorted` — `sorter=` not covered. - `pad` — limited `mode=` set. +- `put`/`take` — no `mode=` (raise/wrap/clip) axis. + +Closed by the 2026-07-07 remediation (`COMPLETENESS_PLAN.md`, branch `worktree-fuzz-completeness`): +- ~~`clip` excluded complex128 on a false premise~~ — complex clip covered, bit-exact (G1). +- ~~`round_` missing bool/int8/uint16/uint32/uint64/complex~~ — widened; 2 real bugs carved+pinned (G2, ledger L2/L3). +- ~~`matmul` missing bool~~ — AND/OR-semiring cases green (G3); negstride + k=0 edges added (G14). +- ~~`where` cond always bool~~ — int32/float64/uint8/complex128 truthiness conds green (G4). +- ~~`iscomplex`/`isreal` zero cases~~ — 120 green cells + carves pointing at the existing pins (G5). +- ~~index oracle `E03` (empty base) dead, V0 absent from random pools~~ — revived (G6); cross-dtype setters added (G15, `index_setter_dtype.jsonl`). +- ~~decimal negative power dead code~~ — exponents −2…3 live (G7); decimal axis/keepdims/empty/argmax-family/astype-widening (G8). +- ~~Char absent from where/logic/matmul/rounding/copyto~~ — woven, +459 cells; round_(char) FIXED, dot(char) 1-D carved+pinned (G9, ledger L8/L9). +- ~~random fuzzer 7 dtypes / 4 kinds~~ — 13 dtypes × 6 kinds incl. flat reduce + astype; the nightly soak sweeps the widened envelope (G10). +- ~~sort: no NaN, no strided~~ — NaN-contract + strided/negstride sort/argsort, zero carves (G11). +- ~~reductions never saw positive-offset views~~ — 4 offset layouts added; caught + FIXED the all/any Half/Complex offset bug (G12, ledger L4). +- ~~errors tier 10 specs~~ — 16 incl. invert(float) (post-crash-guard), min/max/argmax(empty), floor(complex), searchsorted(2-D) (G13). +- ~~trace/diagonal contiguous-only~~ — strided/offset views added (G14). +- Registry excuse over-breadth (int reductions, complex-binary blanket, cumprod/modf/hyperbolic/isclose/complex-NaN) — every branch scoped to its documented cell + tightness self-tests (B1–B7); `RunCorpus` per-file minimum-count floors (B9); invert crash guard verified + pinned (B8). diff --git a/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs b/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs index 93c16b8b1..2990a4c9f 100644 --- a/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs +++ b/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs @@ -58,16 +58,17 @@ public class FuzzCorpusTests [TestCategory("FuzzMatrix")] public void Bitwise() => RunCorpus("bitwise.jsonl"); - // Char dtype (NumSharp-only, bit-identical to uint16) is WOVEN into every tier above: + // Char dtype (NumSharp-only, bit-identical to uint16) is WOVEN into the applicable tiers: // each Char op is generated through the uint16 NumPy proxy and relabelled uint16->char - // (gen_oracle.char_tier), appended into its native tier file (binary_arith/unary/bitwise/ - // comparison/reduce/scan/stat/manip/sort/tail/astype_full). So the existing per-tier gates + // (gen_oracle.char_tier), appended into its native tier file (binary_arith/divmod_power/ + // comparison/unary/unary_extra/bitwise/reduce/scan/stat/manip/sort/tail/astype_full/ + // where/logic/matmul/rounding/copyto — 18 tier files). So the existing per-tier gates // assert NumSharp's Char ≡ uint16. The verified Char bugs (promote(Char,Byte)->Byte, - // reciprocal/power/invert) are carved out of the green corpus and reproduced in - // OpenBugs.Char.cs (class OpenBugsCharTests) under [OpenBugs]. + // reciprocal/power/invert, dot 1-D) are carved out of the green corpus and reproduced in + // OpenBugs.Char.cs (OpenBugsCharTests) / OpenBugs.FuzzGaps.cs under [OpenBugs]. // W3 unary stragglers: exp2/expm1/log2/log10/log1p/sinh/cosh/tanh/arcsin/arccos/arctan/ - // deg2rad/rad2deg/positive across all 13 dtypes and all 25 single-array layouts. + // deg2rad/rad2deg/positive across all 13 dtypes and all 26 single-array layouts. [TestMethod] [TestCategory("FuzzMatrix")] public void UnaryExtra() => RunCorpus("unary_extra.jsonl"); @@ -248,10 +249,62 @@ public void FuzzRegression() [TestCategory("FuzzMatrix")] public void DecimalManip() => RunCorpus("decimal_manip.jsonl"); + // B9 (F26): minimum case-count floor per corpus file, ~80 % of the committed count at + // 2026-07-07 (post G1-G5/G11/G12 regenerations). `Count > 0` alone would let a silently + // TRUNCATED regeneration (encoding hiccup, generator early-exit, partial copy) pass the + // gate with a fraction of its cells. Regenerations only grow tiers, so these floors stay + // conservative; bump them after intentional expansions (WS-DOCS re-checks at D8). + // Unknown files (e.g. regressions/*.jsonl) keep the floor of 1. + private static readonly Dictionary MinCases = new() + { + ["aliasing.jsonl"] = 70, + ["astype_full.jsonl"] = 4056, + ["astype_smoke.jsonl"] = 249, + ["binary_arith.jsonl"] = 1296, + ["binary_divmod_power.jsonl"] = 793, + ["bitwise.jsonl"] = 590, + ["comparison.jsonl"] = 1857, + ["copyto.jsonl"] = 91, + ["decimal_astype.jsonl"] = 17, + ["decimal_binary.jsonl"] = 78, + ["decimal_manip.jsonl"] = 28, + ["decimal_matmul.jsonl"] = 3, + ["decimal_power.jsonl"] = 16, + ["decimal_reduce.jsonl"] = 48, + ["decimal_scan.jsonl"] = 36, + ["decimal_sort.jsonl"] = 5, + ["decimal_stat.jsonl"] = 136, + ["decimal_unary.jsonl"] = 72, + ["decimal_varstd.jsonl"] = 17, + ["decimal_where.jsonl"] = 3, + ["errors.jsonl"] = 8, + ["groupa.jsonl"] = 82, + ["logic.jsonl"] = 1775, + ["manip.jsonl"] = 4244, + ["matmul.jsonl"] = 769, + ["modf.jsonl"] = 51, + ["nanreduce.jsonl"] = 6692, + ["params.jsonl"] = 966, + ["place.jsonl"] = 12, + ["random_smoke.jsonl"] = 1600, + ["reduce.jsonl"] = 9004, + ["rounding.jsonl"] = 665, + ["scan.jsonl"] = 907, + ["sort.jsonl"] = 401, + ["stat.jsonl"] = 3412, + ["tail.jsonl"] = 1872, + ["unary.jsonl"] = 4222, + ["unary_extra.jsonl"] = 4305, + ["where.jsonl"] = 75, + }; + private static void RunCorpus(string file) { var cases = FuzzCorpus.Load(file); - Assert.IsTrue(cases.Count > 0, $"corpus '{file}' has no cases (was it generated/copied?)"); + int floor = MinCases.TryGetValue(file, out var f) ? f : 1; + Assert.IsTrue(cases.Count >= floor, + $"corpus '{file}' has {cases.Count} cases, below the committed floor of {floor} " + + "(truncated/partial regeneration? see MinCases in FuzzCorpusTests)"); var failures = new List(); var documented = new Dictionary(); // intended divergence reason -> count diff --git a/test/NumSharp.UnitTest/Fuzz/IndexOracleTests.cs b/test/NumSharp.UnitTest/Fuzz/IndexOracleTests.cs index e1e27cc73..bf4506397 100644 --- a/test/NumSharp.UnitTest/Fuzz/IndexOracleTests.cs +++ b/test/NumSharp.UnitTest/Fuzz/IndexOracleTests.cs @@ -36,15 +36,23 @@ public class IndexOracleTests [TestCategory("FuzzMatrix")] public void Index_Dtype() => RunDtypeCorpus("index_dtype.jsonl"); - // Seeded random fuzz over the whole index space. As of commit 7e968f5e it is **0 divergences** - // across every measurable window (all five mapping.c-parity buckets fixed; the now-passing - // forms are pinned independently by Indexing.CombinatorialParity, a CI [FuzzMatrix] gate). - // It stays [OpenBugs] ONLY because the full-corpus single-process run still SEGFAULTs at a - // flaky, pre-existing teardown OOB (handover R3) — a memory-safety bug unrelated to indexing - // correctness. Un-mark once R3 is fixed (the full run completes without an AccessViolation). + // G15: CROSS-DTYPE setters — the assigned value's dtype differs from the base's + // (float->int truncation, int->bool coercion, unsigned modular wrap of np-scalar values). + [TestMethod] + [TestCategory("FuzzMatrix")] + public void Index_SetterDtype() => RunSetterDtypeCorpus("index_setter_dtype.jsonl"); + + // Seeded random fuzz over the whole index space — **0 divergences** across every measurable + // window (all five mapping.c-parity buckets fixed; the forms are pinned independently by + // Indexing.CombinatorialParity, a CI [FuzzMatrix] gate). R3 — the flaky teardown SEGFAULT that + // kept this [OpenBugs] — is now FIXED: it was an out-of-bounds heap write in the boolean-mask + // gather/scatter when the trailing block is EMPTY (blockSize == 0, e.g. arr[:, 6:-4][mask] or + // E03[True] = v), which allocated a zero-length result/selection buffer and then wrote an + // element into it, corrupting the native heap and crashing a later GC. Guarded in + // Default.BooleanMask.cs (BooleanMask + BooleanMaskSet); the full 10 000-case single-process + // run now completes cleanly, so this is a live CI gate again. [TestMethod] [TestCategory("FuzzMatrix")] - [OpenBugs] public void Index_Random() => RunIndexCorpus("index_random_20240626.jsonl"); // ───────── base reconstruction (mirrors gen_index_oracle.make_base) ───────── @@ -118,6 +126,21 @@ private static NDArray BuildValue(JsonElement v) .reshape(v[2].EnumerateArray().Select(x => (int)x.GetInt64()).ToArray()); } + // G15 value forms: ["scalar",n] int64 | ["fscalar",x] float64 | ["farr",flat,shape] float64 + // (mirrors gen_index_oracle.setter_val_to_np — np-typed scalars, so uint8 = -1 WRAPS). + private static NDArray BuildTypedValue(JsonElement v) + { + switch (v[0].GetString()) + { + case "scalar": return (NDArray)v[1].GetInt64(); + case "fscalar": return (NDArray)v[1].GetDouble(); + case "farr": + return np.array(v[1].EnumerateArray().Select(x => x.GetDouble()).ToArray()) + .reshape(v[2].EnumerateArray().Select(x => (int)x.GetInt64()).ToArray()); + default: throw new ArgumentException("val? " + v[0].GetString()); + } + } + private static long[] Ravel(NDArray a) => a.size == 0 ? Array.Empty() : a.ravel().ToArray(); private static long[] NpVals(JsonElement np) => np.GetProperty("vals").EnumerateArray().Select(x => x.GetInt64()).ToArray(); @@ -250,6 +273,61 @@ private static void RunDtypeCorpus(string file) string.Join("\n ", failures.Take(60))); } + // G15: replay a cross-dtype SET on the dtype base and compare the mutated array + // (shape + values re-encoded per the base dtype) against NumPy's record. + private static void RunSetterDtypeCorpus(string file) + { + var cases = LoadLines(file).ToList(); + Assert.IsTrue(cases.Count > 0, $"setter-dtype corpus '{file}' has no cases"); + + var failures = new List(); + int pass = 0; + + foreach (var c in cases) + { + string dt = c.GetProperty("dtype").GetString(); + var npEl = c.GetProperty("np"); + bool npOk = npEl.GetProperty("ok").GetBoolean(); + string id = c.GetProperty("id").GetString(); + + bool nsOk; + long[] nsShape = null; + List nsVals = null; + string nsErr = null; + try + { + var b = DtypeBase(dt).copy(); + b[BuildIndex(c.GetProperty("tokens"))] = BuildTypedValue(c.GetProperty("value")); + nsShape = b.shape.Select(x => (long)x).ToArray(); + nsVals = new List(); + var f = b.ravel(); + for (long i = 0; i < b.size; i++) + { + object v = f.GetValue(i); + if (dt == "bool") nsVals.Add(((bool)v) ? 1 : 0); + else nsVals.Add((long)Convert.ToDouble(v)); + } + nsOk = true; + } + catch (Exception e) { nsOk = false; nsErr = e.GetType().Name; } + + if (npOk && nsOk) + { + var es = NpShape(npEl); + var ev = NpVals(npEl); + if (es.SequenceEqual(nsShape) && ev.SequenceEqual(nsVals.ToArray())) pass++; + else failures.Add($"{id}: np shape=[{string.Join(",", es)}] vals=[{Trunc(ev)}] | " + + $"ns shape=[{string.Join(",", nsShape)}] vals=[{Trunc(nsVals.ToArray())}]"); + } + else if (!npOk && !nsOk) pass++; + else failures.Add($"{id}: npOk={npOk} nsOk={nsOk} {nsErr}"); + } + + if (failures.Count > 0) + Assert.Fail($"{failures.Count}/{cases.Count} setter-dtype cases diverged (pass={pass}):\n " + + string.Join("\n ", failures.Take(60))); + } + private static string Trunc(long[] v) { if (v.Length <= 16) return string.Join(",", v); diff --git a/test/NumSharp.UnitTest/Fuzz/MetamorphicTests.cs b/test/NumSharp.UnitTest/Fuzz/MetamorphicTests.cs index 0880e7e9e..860277237 100644 --- a/test/NumSharp.UnitTest/Fuzz/MetamorphicTests.cs +++ b/test/NumSharp.UnitTest/Fuzz/MetamorphicTests.cs @@ -48,6 +48,11 @@ private static void Run(string property, IEnumerable<(string label, Func c { NPTypeCode.Int32, NPTypeCode.Int64, NPTypeCode.Single, NPTypeCode.Double }; private static readonly NPTypeCode[] AllNumeric = { NPTypeCode.Int32, NPTypeCode.Int64, NPTypeCode.Single, NPTypeCode.Double, NPTypeCode.Byte, NPTypeCode.UInt32 }; + // G17: the previously untested dtype tails. Values stay small integer-valued (arange), so + // Half is exact and Complex/Decimal arithmetic is exact -- the invariants genuinely hold. + // bool joins only where pure data movement or ==-reflexivity keeps the invariant meaningful. + private static readonly NPTypeCode[] HalfComplexDecimal = + { NPTypeCode.Half, NPTypeCode.Complex, NPTypeCode.Decimal }; // -(-a) == a [TestMethod] @@ -57,6 +62,10 @@ public void Negate_Involution() var cases = new List<(string, Func)>(); foreach (var tc in IntFloat) cases.Add(($"-(-a)==a [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, -(-a)); })); + foreach (var tc in HalfComplexDecimal) // G17 + cases.Add(($"-(-a)==a [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, -(-a)); })); + foreach (var tc in new[] { NPTypeCode.Int32, NPTypeCode.Double }) // G17: strided view + cases.Add(($"-(-a)==a strided [{tc}]", () => { var a = Arange(16, tc)["::2"]; return BytesEqual(a, -(-a)); })); Run("negate involution", cases); } @@ -73,6 +82,13 @@ public void AdditiveInverse() var b = (Arange(12, tc).reshape(3, 4) + Arange(1, tc)); // b = a+1, distinct return BytesEqual(a, (a + b) - b); })); + foreach (var tc in HalfComplexDecimal) // G17 (values exact) + cases.Add(($"(a+b)-b==a [{tc}]", () => + { + var a = Arange(12, tc).reshape(3, 4); + var b = (Arange(12, tc).reshape(3, 4) + Arange(1, tc)); + return BytesEqual(a, (a + b) - b); + })); Run("additive inverse", cases); } @@ -87,6 +103,10 @@ public void Transpose_Involution() cases.Add(($"(a.T).T==a 2d [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, a.transpose().transpose()); })); cases.Add(($"(a.T).T==a 3d [{tc}]", () => { var a = Arange(24, tc).reshape(2, 3, 4); return BytesEqual(a, a.transpose().transpose()); })); } + foreach (var tc in new[] { NPTypeCode.Half, NPTypeCode.Complex, NPTypeCode.Decimal, NPTypeCode.Boolean }) // G17 + cases.Add(($"(a.T).T==a 2d [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, a.transpose().transpose()); })); + cases.Add(("(v.T).T==v strided [Double]", () => // G17: strided view + { var v = Arange(24, NPTypeCode.Double).reshape(4, 6)[":, ::2"]; return BytesEqual(v, v.transpose().transpose()); })); Run("transpose involution", cases); } @@ -102,6 +122,12 @@ public void Reshape_RoundTrip() var a = Arange(24, tc).reshape(2, 3, 4); return BytesEqual(a, a.reshape(24).reshape(2, 3, 4)); })); + foreach (var tc in new[] { NPTypeCode.Half, NPTypeCode.Complex, NPTypeCode.Decimal, NPTypeCode.Boolean }) // G17 + cases.Add(($"reshape round-trip [{tc}]", () => + { + var a = Arange(24, tc).reshape(2, 3, 4); + return BytesEqual(a, a.reshape(24).reshape(2, 3, 4)); + })); Run("reshape round-trip", cases); } @@ -120,6 +146,13 @@ public void Cast_WideningRoundTrip() return BytesEqual(a, a.astype(NPTypeCode.Int64).astype(NPTypeCode.Int16)); }), ("single->double->single", () => { var a = Arange(12, NPTypeCode.Single).reshape(3, 4); return BytesEqual(a, a.astype(NPTypeCode.Double).astype(NPTypeCode.Single)); }), + // G17: half widens losslessly into double; bool/char survive an int32 round trip. + ("half->double->half", () => { var a = Arange(12, NPTypeCode.Half).reshape(3, 4); + return BytesEqual(a, a.astype(NPTypeCode.Double).astype(NPTypeCode.Half)); }), + ("bool->int32->bool", () => { var a = Arange(12, NPTypeCode.Boolean).reshape(3, 4); + return BytesEqual(a, a.astype(NPTypeCode.Int32).astype(NPTypeCode.Boolean)); }), + ("char->int32->char", () => { var a = Arange(12, NPTypeCode.Char).reshape(3, 4); + return BytesEqual(a, a.astype(NPTypeCode.Int32).astype(NPTypeCode.Char)); }), }; Run("widening cast round-trip", cases); } @@ -135,6 +168,11 @@ public void MultiplicativeAndAdditiveIdentity() cases.Add(($"a*1==a [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, a * np.array(1).astype(tc)); })); cases.Add(($"a+0==a [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, a + np.array(0).astype(tc)); })); } + foreach (var tc in HalfComplexDecimal) // G17 + { + cases.Add(($"a*1==a [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, a * np.array(1).astype(tc)); })); + cases.Add(($"a+0==a [{tc}]", () => { var a = Arange(12, tc).reshape(3, 4); return BytesEqual(a, a + np.array(0).astype(tc)); })); + } Run("identity elements", cases); } @@ -151,6 +189,13 @@ public void Abs_Idempotent() var aa = np.abs(a); return BytesEqual(aa, np.abs(aa)); })); + foreach (var tc in HalfComplexDecimal) // G17 + cases.Add(($"abs(abs(a))==abs(a) [{tc}]", () => + { + var a = (Arange(12, tc).reshape(3, 4) - np.array(6).astype(tc)); + var aa = np.abs(a); // Complex: float64 magnitude, then fixpoint + return BytesEqual(aa, np.abs(aa)); + })); Run("abs idempotent", cases); } @@ -160,7 +205,8 @@ public void Abs_Idempotent() public void SumAll_Equals_FlatSum() { var cases = new List<(string, Func)>(); - foreach (var tc in new[] { NPTypeCode.Int32, NPTypeCode.Int64, NPTypeCode.Double }) + foreach (var tc in new[] { NPTypeCode.Int32, NPTypeCode.Int64, NPTypeCode.Double, + NPTypeCode.Half, NPTypeCode.Complex, NPTypeCode.Decimal }) // G17 cases.Add(($"sum(a)==sum(ravel(a)) [{tc}]", () => { var a = Arange(24, tc).reshape(2, 3, 4); @@ -183,6 +229,14 @@ public void Concatenate_SplitFree() var cat = np.concatenate((a, b), 0); return BytesEqual(a, cat["0:3"]) && BytesEqual(b, cat["3:6"]); })); + foreach (var tc in HalfComplexDecimal) // G17 + cases.Add(($"concat halves [{tc}]", () => + { + var a = Arange(12, tc).reshape(3, 4); + var b = (Arange(12, tc).reshape(3, 4) + np.array(100).astype(tc)); + var cat = np.concatenate((a, b), 0); + return BytesEqual(a, cat["0:3"]) && BytesEqual(b, cat["3:6"]); + })); Run("concatenate split-free", cases); } @@ -197,6 +251,13 @@ public void Argsort_OfSorted_IsIdentity() var idx = np.argsort(a); var expect = np.arange(8).astype(idx.typecode); return BytesEqual(idx, expect); }), ("argsort(arange) double", () => { var a = Arange(8, NPTypeCode.Double); var idx = np.argsort(a); var expect = np.arange(8).astype(idx.typecode); return BytesEqual(idx, expect); }), + // G17: the untested tails (ascending => identity permutation holds for each). + ("argsort(arange) half", () => { var a = Arange(8, NPTypeCode.Half); + var idx = np.argsort(a); var expect = np.arange(8).astype(idx.typecode); return BytesEqual(idx, expect); }), + ("argsort(arange) decimal", () => { var a = Arange(8, NPTypeCode.Decimal); + var idx = np.argsort(a); var expect = np.arange(8).astype(idx.typecode); return BytesEqual(idx, expect); }), + ("argsort(arange) complex", () => { var a = Arange(8, NPTypeCode.Complex); + var idx = np.argsort(a); var expect = np.arange(8).astype(idx.typecode); return BytesEqual(idx, expect); }), }; Run("argsort of sorted is identity", cases); } @@ -213,6 +274,13 @@ public void Equality_Reflexive() var a = Arange(12, tc).reshape(3, 4); return (bool)np.all(a == a); })); + foreach (var tc in new[] { NPTypeCode.Half, NPTypeCode.Complex, NPTypeCode.Decimal, + NPTypeCode.Boolean, NPTypeCode.Char }) // G17 + cases.Add(($"(a==a).all() [{tc}]", () => + { + var a = Arange(12, tc).reshape(3, 4); + return (bool)np.all(a == a); + })); Run("equality reflexive", cases); } } diff --git a/test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs b/test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs index 34f87500a..d6bf2d226 100644 --- a/test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs +++ b/test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs @@ -1,3 +1,4 @@ +using System; using System.Collections.Generic; using System.Linq; using NumSharp; @@ -19,8 +20,12 @@ public enum DivergenceKind { Dtype, Shape, Value, Threw } /// operand's dtype drives promotion). NumPy makes 0-D arrays full participants; only /// Python scalar literals are weak. NumSharp cannot distinguish the two (both are 0-D /// NDArrays), and keeping `arr + 5` ergonomic was chosen over strict NEP50 parity. - /// 2. Complex true-division differs from NumPy's npy_cdivide by ~1 ULP - /// (System.Numerics.Complex uses a different scaling). Add/sub/mul are bit-exact. + /// 2. Complex arithmetic ULP envelopes vs NumPy's npy_c* algorithms (each per-op, + /// measured, and bounded — see the B2 branch): divide within 2 ULP (npy_cdivide + /// scaling); add/subtract within 2 ULP (FMA contraction); multiply within 16 ULP of + /// the ELEMENT magnitude (catastrophic-cancellation regime); power within 512 + /// element-magnitude ULP or at a documented inf/NaN edge (Complex.Pow vs npy_cpow, + /// Bug Ledger L6). Every other complex-binary op is gated bit-exact. /// public static class MisalignedRegistry { @@ -120,8 +125,11 @@ public static string Classify( // (W8-A) np.modf only supports Single/Double/Decimal: float16 and integer inputs throw // "modf only supports floating-point types". NumPy returns (float16,float16) for Half and // promotes integer input to (float64,float64). float32/float64 modf is bit-exact incl. the - // signed-zero/inf edges. Scoped to the two modf outputs that threw. - if ((c.Op == "modf_frac" || c.Op == "modf_int") && kind == DivergenceKind.Threw) + // signed-zero/inf edges. Scoped to the two modf outputs that threw AND to the non-f32/f64 + // input dtypes the bug is documented for (B4/F12) — a modf(float64) throw is a REAL + // regression and fails the gate. + if ((c.Op == "modf_frac" || c.Op == "modf_int") && kind == DivergenceKind.Threw + && c.Operands[0].Dtype != "float32" && c.Operands[0].Dtype != "float64") return "modf(float16/int): no Half kernel, no integer->float64 promotion (throws) [known bug]"; // (W1-E) np.where on the scalar-broadcast path with a narrow-int operand throws @@ -141,10 +149,39 @@ public static string Classify( // loops. `-` has no bool loop and throws on both sides. Classifier branch removed so the // matrix verifies bool add/multiply bit-exact. - // Complex binary arithmetic (add/sub/mul/div): catastrophic cancellation (re*re-im*im -> 0) - // and ~1 ULP from System.Numerics.Complex vs NumPy's npy_c* algorithms. + // (B2/F10) Complex BINARY arithmetic — PER-OP scopes. The former branch here excused ANY + // value divergence of ANY magnitude for ANY 2-operand complex-result op (so a gross + // complex add/matmul/copyto regression passed silently). Dismantled: divide keeps its + // own 2-ULP branch at (2) above; add/subtract/multiply/power get the tight scopes below; + // every other complex-binary op (matmul/dot/outer/copyto/extrema/concatenate/...) must + // be bit-exact and now fails the gate on divergence. if (kind == DivergenceKind.Value && tc == NPTypeCode.Complex && c.Operands.Length == 2) - return "complex binary arithmetic (cancellation / ~ULP) [partly known bug]"; + { + // add/subtract run the same naive component formulas on both sides; only FMA + // contraction / evaluation order can differ -> every diff capped at 2 ULP. + if ((c.Op == "add" || c.Op == "subtract") + && diffs.All(d => BitDiff.WithinUlp(expected, actual, d.Index, tc, 2))) + return "complex add/subtract within 2 ULP (FMA contraction) [documented]"; + // multiply: npy_cmul vs System.Numerics.Complex round (ac-bd)/(ad+bc) differently + // (FMA contraction). In the catastrophic-cancellation regime (ac ~ bd) the RELATIVE + // error of the cancelled component is unbounded, but the ABSOLUTE error stays at + // rounding scale of the products — i.e. of the element's dominant component. So the + // detection: every differing component within 16 ULP *of the element's own + // magnitude* (not of itself). A divergence larger than that is a real kernel bug. + if (c.Op == "multiply" + && diffs.All(d => WithinComplexElementMagnitudeUlp(expected, actual, d.Index, 16))) + return "complex multiply cancellation / ~ULP at element magnitude (npy_cmul vs System.Numerics) [documented #12]"; + // power: Complex.Pow (polar exp(w*log z)) vs npy_cpow (special-cases small integer + // exponents via repeated squaring) — measured on the corpus the finite interior + // diverges by up to ~350 ULP of the affected component, plus the documented gross + // inf/NaN edges (Phase-1 F5) where one side goes non-finite. Bound the finite side + // at 512 ULP of the ELEMENT's magnitude (same absolute-error anchor as multiply: + // still catches sign flips / wrong magnitudes) and excuse the non-finite edges. + if (c.Op == "power" + && diffs.All(d => WithinComplexElementMagnitudeUlp(expected, actual, d.Index, 512) + || NonFiniteInvolved(expected, actual, d.Index))) + return "complex power ~ULP / gross inf-NaN edge (Complex.Pow vs npy_cpow) [documented F5]"; + } // (3) NaN ordering in <= / >= was FIXED in Phase 1 F2 (the unordered Cgt_Un/Clt_Un // compare now yields False for a NaN operand, matching IEEE/NumPy). The classifier @@ -154,8 +191,9 @@ public static string Classify( // it preserves the narrow integer input dtype on the one-element fast path instead of // int16/int32 -> int64, uint8/uint16 -> uint64. cumsum was fixed (ReduceCumAdd now // promotes + reshapes every trivial case to match np.add.accumulate); cumprod still - // carries the bug in ReduceCumMul. Scoped to a cumprod dtype mismatch. - if (c.Op == "cumprod" && kind == DivergenceKind.Dtype) + // carries the bug in ReduceCumMul. Scoped to a cumprod dtype mismatch ON THAT size-<=1 + // fast path only (B3/F11) — a full-size cumprod widening miss is a real bug and fails. + if (c.Op == "cumprod" && kind == DivergenceKind.Dtype && ElementCount(c.Operands[0]) <= 1) return "cumprod(size-1 int): skips NEP50 accumulator widening (int16/int32/uint8/uint16) [known bug]"; // --- T13 element-wise extrema (maximum/minimum/fmax/fmin) + isclose --- @@ -166,7 +204,10 @@ public static string Classify( // LOGIC_BIN_PAIRS, so NO extrema value excuse remains and the matrix verifies them all. // isclose on an F-contiguous complex operand diverges — its own comparison kernel (NOT the // now-fixed clip-routed extrema path) still pairs a strided complex operand by buffer order. - if (c.Op == "isclose" && kind == DivergenceKind.Value) + // Scoped to cases with a complex128 operand present (B6/F14) — a real-dtype isclose + // divergence is a real bug and fails the gate. + if (c.Op == "isclose" && kind == DivergenceKind.Value + && c.Operands.Any(o => o.Dtype == "complex128")) return "isclose: F-contiguous/complex strided pairing divergence [known bug]"; // (W11-A / clip_out FIXED) maximum/minimum/clip now PROPAGATE NaN on the out= path @@ -256,11 +297,28 @@ public static string Classify( if (kind == DivergenceKind.Value && (c.Op == "min" || c.Op == "max") && tc == NPTypeCode.Boolean) return "bool min/max along axis diverges [known bug]"; // Floating accumulation: NumPy pairwise summation / two-pass var vs NumSharp order. - if (kind == DivergenceKind.Value && - (c.Op == "sum" || c.Op == "mean" || c.Op == "std" || c.Op == "var" || c.Op == "prod")) + // Scoped to FLOAT-FAMILY result dtypes (B1/F9): integer/bool accumulation is exact + // (modular) on both sides — an integer-result sum/prod value divergence is a REAL + // bug, not "precision", and fails the gate. + if (kind == DivergenceKind.Value + && (tc == NPTypeCode.Half || tc == NPTypeCode.Single + || tc == NPTypeCode.Double || tc == NPTypeCode.Complex) + && (c.Op == "sum" || c.Op == "mean" || c.Op == "std" || c.Op == "var" || c.Op == "prod")) return "reduction summation/two-pass precision (algorithm order)"; } + // Decimal std (surfaced by scoping B1 to float-family): var — the exact decimal + // mean-of-squared-deviations — is bit-exact, so the divergence is purely sqrt(var): + // the ORACLE uses an independent Newton sqrt (gen_decimal_oracle.DecSqrt) while + // NumSharp uses DecimalMath.Sqrt, and NEITHER is correctly rounded at the 28/29-digit + // limit (probed vs 60-digit truth 2026-07-07: oracle low on 2 cases, NumSharp high on + // 1, both fine on 1). Excuse ONLY std × decimal × Value with every diff within one + // unit of the 28th significant digit (relative 1e-27) — a real iteration/accumulation + // bug diverges orders of magnitude more and still fails. + if (c.Op == "std" && tc == NPTypeCode.Decimal && kind == DivergenceKind.Value + && diffs.All(DecimalLastDigitDiff)) + return "decimal std: independent 28-digit sqrt implementations differ in the last digit [documented]"; + // (4) Unary result-dtype: the transcendental ufuncs (sqrt/cbrt/exp/log/sin/cos/tan) now // follow NumPy's width-based float promotion (Phase 1 F3a) and are verified bit-exact, // so they are NOT excused here. reciprocal now preserves the integer dtype too (bool @@ -277,11 +335,16 @@ public static string Classify( // float16: bool/int8/uint8/float16). The COMPLEX hyperbolic/inverse-trig kernels are now // implemented (NDComplexMath) and verified within ULP below — only Half still throws here; // deg2rad/rad2deg additionally throw for Complex (NumPy has no complex loop for them either). - // Scoped to a single-operand THREW on these op names so value/dtype cells stay gated. + // Scoped to a single-operand THREW on these op names AND to the float16-promoting input + // dtypes the bug is documented for (B5/F13; probed: sinh(bool/i8/u8/f16)->float16, + // i16/u16->float32 works) — a sinh(float64) throw is a real regression and fails. if (kind == DivergenceKind.Threw && c.Operands.Length == 1 && (c.Op == "sinh" || c.Op == "cosh" || c.Op == "tanh" || c.Op == "arcsin" || c.Op == "arccos" || c.Op == "arctan" - || c.Op == "deg2rad" || c.Op == "rad2deg")) + || c.Op == "deg2rad" || c.Op == "rad2deg") + && (c.Operands[0].Dtype == "bool" || c.Operands[0].Dtype == "int8" + || c.Operands[0].Dtype == "uint8" || c.Operands[0].Dtype == "float16" + || ((c.Op == "deg2rad" || c.Op == "rad2deg") && c.Operands[0].Dtype == "complex128"))) return "unary hyperbolic/inverse-trig/angle: no Half kernel (throws NotSupportedException) [known bug]"; // (W3-C) FIXED: np.exp2's float32-output IL kernel used to leave the evaluation stack @@ -335,8 +398,11 @@ public static string Classify( // comparison / accumulation collapses the element to NaN+NaN. A documented complex // NaN-ordering/propagation difference — distinct from the elementwise unary math above, // and scoped to the reduction/scan op names so an elementwise regression still fails. + // The diffs must actually INVOLVE a NaN token (B7/F15) — a finite-value complex + // reduce/scan divergence is not "NaN ordering" and fails the gate. if (kind == DivergenceKind.Value && tc == NPTypeCode.Complex - && (ReduceOps.Contains(c.Op) || c.Op == "cumsum" || c.Op == "cumprod")) + && (ReduceOps.Contains(c.Op) || c.Op == "cumsum" || c.Op == "cumprod") + && diffs.Any(d => d.Expected.Contains("NaN") || d.Actual.Contains("NaN"))) return "complex reduction/scan NaN ordering/propagation differs [documented]"; // Complex np.where was resolved in committed code (no longer throws "Zero-push @@ -351,5 +417,62 @@ public static string Classify( return null; } + + /// Element count of a corpus operand (0-d shape [] counts as 1). + private static long ElementCount(FuzzCorpus.Operand o) + { + long n = 1; + foreach (var d in o.Shape) + n *= d; + return n; + } + + /// + /// True when both differing complex components at lie within + /// ULP of the ELEMENT's magnitude (its largest finite + /// component), not of themselves. This is the absolute-error envelope a differently + /// rounded/contracted (a*c - b*d) can produce: in the catastrophic-cancellation regime + /// the cancelled component's RELATIVE error is unbounded while its ABSOLUTE error stays + /// at rounding scale of the products (~ the dominant component). Non-finite values are + /// never "cancellation". + /// + private static bool WithinComplexElementMagnitudeUlp(byte[] exp, byte[] act, int index, int maxUlp) + { + int o = index * 16; + double er = BitConverter.ToDouble(exp, o), ei = BitConverter.ToDouble(exp, o + 8); + double ar = BitConverter.ToDouble(act, o), ai = BitConverter.ToDouble(act, o + 8); + if (!double.IsFinite(er) || !double.IsFinite(ei) || !double.IsFinite(ar) || !double.IsFinite(ai)) + return false; + double mag = Math.Max(Math.Max(Math.Abs(er), Math.Abs(ei)), Math.Max(Math.Abs(ar), Math.Abs(ai))); + double ulp = Math.BitIncrement(mag) - mag; + return Math.Abs(er - ar) <= maxUlp * ulp && Math.Abs(ei - ai) <= maxUlp * ulp; + } + + /// + /// Both diff tokens parse as decimal and differ by no more than one unit in the 28th + /// significant digit (relative 1e-27) — the disagreement envelope of two independent, + /// not-correctly-rounded 28/29-digit decimal sqrt implementations. + /// + private static bool DecimalLastDigitDiff(BitDiff.Diff d) + { + if (!decimal.TryParse(d.Expected, System.Globalization.NumberStyles.Float, + System.Globalization.CultureInfo.InvariantCulture, out var e) + || !decimal.TryParse(d.Actual, System.Globalization.NumberStyles.Float, + System.Globalization.CultureInfo.InvariantCulture, out var a)) + return false; + decimal diff = Math.Abs(e - a); + decimal mag = Math.Max(Math.Abs(e), Math.Abs(a)); + return diff <= mag * 1e-27m; + } + + /// Either side's complex element at has a NaN/inf component. + private static bool NonFiniteInvolved(byte[] exp, byte[] act, int index) + { + int o = index * 16; + return !double.IsFinite(BitConverter.ToDouble(exp, o)) + || !double.IsFinite(BitConverter.ToDouble(exp, o + 8)) + || !double.IsFinite(BitConverter.ToDouble(act, o)) + || !double.IsFinite(BitConverter.ToDouble(act, o + 8)); + } } } diff --git a/test/NumSharp.UnitTest/Fuzz/README.md b/test/NumSharp.UnitTest/Fuzz/README.md index ba4c6ef6c..a3ca3a58c 100644 --- a/test/NumSharp.UnitTest/Fuzz/README.md +++ b/test/NumSharp.UnitTest/Fuzz/README.md @@ -17,8 +17,9 @@ test/oracle/ corpus generators (NumPy 2.4.2) via the uint16 proxy (char_tier) — relabelled uint16->char, bytes intact gen_decimal_oracle.cs INDEPENDENT C# oracle for Decimal (no NumPy analog): naive scalar System.Decimal math -> decimal_{unary,binary,reduce,scan,power, - varstd,matmul,astype,stat,where,sort,manip}.jsonl (12 tiers, 579 cases) - fuzz_random.py seeded random fuzzer (NumSharp-producible layouts) + varstd,matmul,astype,stat,where,sort,manip}.jsonl (12 tiers, 695 cases) + fuzz_random.py seeded random fuzzer (13 dtypes × unary/binary/comparison/where/ + flat-reduce/astype kinds; NumSharp-producible layouts) test/NumSharp.UnitTest/Fuzz/ FuzzCorpus.cs reconstructs EXACT NDArray views from (dtype,shape,strides,offset,bytes) BitDiff.cs bit-exact compare; NaN tokenized; Decimal tokenized by canonical VALUE @@ -33,6 +34,26 @@ test/NumSharp.UnitTest/Fuzz/ A divergence is one of: **bit-exact** (passes), a **documented difference** in `MisalignedRegistry` (excused + logged, never silent), or a **failure** (any unknown divergence — the gate is red). +### Gate semantics — what is (and is not) asserted + +- **Value / dtype / shape parity** (the ordinary case): the replay checks result **dtype** + (NEP50 promotion), then result **shape** (broadcasting), then the raw result **bytes** + (bit-exact; NaN tokenized, Decimal compared by canonical value). Any divergence not classified + by `MisalignedRegistry` fails the tier. +- **Error parity** (`errors.jsonl` and any corpus case flagged `expects_throw`): NumPy raised at + generation time, so NumSharp must throw **something** — a throw of ANY exception type passes; + a normal return is the divergence. **Exception type/message parity is NOT asserted** (NumSharp + does not mirror Python's exception taxonomy). The reverse direction is gated on every ordinary + case: NumSharp throwing where NumPy returned a result is a `Threw` divergence — a failure + unless a registry branch excuses it. +- **Index oracle** (`IndexOracleTests`): compares result shape, values, and **which side raised** + — if both NumPy and NumSharp raise, the case passes regardless of exception type. NumPy's + exception name is carried in the corpus (`err`) for failure messages only, never for parity. +- **Excused divergences are logged, never silent**: every case a `MisalignedRegistry` branch + classifies is counted and printed per tier even when the test passes — + `[] documented Misaligned divergences excused: x ; …` — so growth in an + excused class stays visible in the test output. Anything unclassified is red. + ## Regenerating the corpus ```bash @@ -45,13 +66,21 @@ python test/oracle/gen_oracle.py reduce # sum/prod/min/max/mean/std/va python test/oracle/gen_oracle.py where # np.where(cond,x,y) python test/oracle/gen_oracle.py place # np.place(arr,mask,vals) python test/oracle/gen_oracle.py matmul # T8 linalg: matmul/dot/outer (gufunc shapes, C/F layouts) +python test/oracle/gen_index_oracle.py # the four index_* corpora (seed pinned 20240626) python test/oracle/fuzz_random.py 1234 2000 random_smoke.jsonl dotnet run test/oracle/gen_decimal_oracle.cs # Decimal tiers (independent C# System.Decimal oracle) ``` -Char rides every NumPy mode automatically (`char_tier` appends uint16-proxy cases relabelled to -`char`); there is no separate `char` mode. Decimal is the one dtype with no NumPy analog, so it has -its own C# generator (the last line above) rather than a `gen_oracle.py` mode. +The block shows the most-used modes; the full `gen_oracle.py` mode list (one tier file per mode) is +`smoke astype_full binary divmod_power comparison unary reduce where place matmul rounding bitwise +unary_extra nanreduce scan stat logic modf manip sort tail params aliasing copyto errors groupa`. +Regeneration is deterministic: rerunning an untouched mode must produce a zero corpus diff. + +Char rides the applicable NumPy modes automatically (`char_tier` appends uint16-proxy cases +relabelled to `char` into 18 tier files — arith/divmod/comparison/unary×2/bitwise/reduce/scan/stat/ +manip/sort/tail/astype/where/logic/matmul/rounding/copyto); there is no separate `char` mode. +Decimal is the one dtype with no NumPy analog, so it has its own C# generator (the last line +above) rather than a `gen_oracle.py` mode. Then `dotnet build` (copies the corpus to output) and run: @@ -66,42 +95,94 @@ pins it on every CI thereafter. ## Documented divergence ledger (Misaligned / known bugs) -All are excused + logged by `MisalignedRegistry`; intended differences stay, real bugs are tracked -for fix (remove the classifier branch + corpus tag when fixed). - -| Class | Disposition | Task | -|-------|-------------|------| -| `complex -> bool` dropped imaginary part | **FIXED** | — | -| `floor_divide`/`mod`: int ÷0→0, float `//0`→±inf, signed floor, MIN/-1, mixed-precision | **FIXED (F1)** | — | -| NEP50 weak-scalar (0-D operand promoted weakly) | intended (Misaligned) | — | -| complex division / multiply ~1 ULP + cancellation | intended (algorithm) | #12 | -| `power`: complex power ~1 ULP + gross inf/NaN edge | [Misaligned] (complex-binary) | F5 | -| `<=`/`>=` return True for NaN | known bug | #8 | -| unary NEP50 promotion (int->float64 vs width-based); `negative(uint)` throws; `reciprocal` | known bug | #9 | -| reductions: NaN propagation, complex-axis throw, bool min/max, summation precision | known bug | #10 | -| `np.where` complex throws ("Zero-push unsupported") | known bug | — | -| bool arithmetic (`True+True -> 2`), size-1 result collapse | known bug | #12 | -| ops vs raw NumPy stride/offset representation (offset!=0, junk size-1 strides) | unreachable via API | #11 | - -### Char & Decimal dtype coverage (the two NumPy-orphan dtypes) - -Both are now exercised across the grids (previously excluded). Verified bugs are NOT excused in -`MisalignedRegistry` — each is carved out of the green corpus and reproduced under `[OpenBugs]` -(remove the carve + test when fixed): - -| dtype | op / combo | NumSharp | NumPy/value truth | Repro | -|-------|-----------|----------|-------------------|-------| -| Char | `promote(Char, Byte)` → Byte (truncates high byte) — corrupts arithmetic AND comparisons | Byte / wrong bool | uint16 (Char≡uint16) | `OpenBugsCharTests.Char_Add_Byte_*`, `Char_Compare_Byte_*` | -| Char | `reciprocal(char)` | Double | uint16 | `Char_Reciprocal_ReturnsDouble` | -| Char | `power(char, float32)` | Double | float32 | `Char_Power_Single_ReturnsDouble` | -| Char | `power(char, …)` scalar path | InvalidCastException (`Convert.To*(char)`) | computes | `Char_Power_ScalarChar_Crashes` | -| Char | `bitwise_*(bool, char)` | KeyNotFoundException `(Boolean,Char)` | uint16 | `Char_BitwiseAnd_Bool_KeyNotFound` | -| Char | `invert(char)` N≥16 (SIMD path) | NotSupportedException | uint16 | `Char_Invert_LargeN_NotSupported` | -| bool | `clip(bool)` non-contiguous (strided/transposed/F) | NotSupportedException | bool (contiguous works) | `OpenBugsDtypeCoverageTests.Clip_Bool_*` | +Two mechanisms, both loud: a **registry excuse** (`MisalignedRegistry` classifies the divergence at +replay time — counted + printed per tier) and a **corpus carve** (the cell is deliberately absent +from the green corpus, with a comment at the carve site and an `[OpenBugs]` pin reproducing the +bug). Every excuse branch is scoped to its exact (op set × dtype × kind) cell — a regression in a +neighbouring cell fails the gate — and `MisalignedRegistryTightnessTests` (OpenBugs.FuzzGate.cs) +pins each scope with paired not-excused/still-excused cases. "Hits" = excused-case count in the +2026-07-07 full-gate sweep (83/83 green, net10.0+net8.0); a 0-hit branch is live code kept as a +guard and a removal candidate once confirmed dead. + +### Table 1 — live `MisalignedRegistry` excuse branches + +**Intended / algorithmic differences (permanent):** + +| Excuse class | Scope | Hits | +|---|---|---| +| NEP50 weak-scalar: 0-D operand promoted weakly | any multi-operand op × Dtype kind, 0-D operand present | 261 | +| unary ~ULP (transcendental/magnitude algorithm difference) | single-operand × Value, every diff ≤2 ULP | 563 | +| complex unary within 3 ULP (full NumPy-algorithm port) | complex unary × Value, ≤3 ULP | 11 | +| complex cos/sin/arccos/sinh/cosh pathological edge (NaN zero-sign / subnormal / overflow boundary) | those 5 ops × complex × Value | 0 | +| complex division ~1 ULP (npy_cdivide vs System.Numerics.Complex) | divide × complex × Value, ≤2 ULP | 17 | +| complex add/subtract within 2 ULP (FMA contraction) | add/subtract × complex × Value, ≤2 ULP | 0 | +| complex multiply cancellation / ~ULP at element magnitude (#12) | multiply × complex × Value, ≤16 element-magnitude ULP | 16 | +| complex power ~ULP / gross inf-NaN edge (Complex.Pow vs npy_cpow) (F5, ledger L6) | power × complex × Value, ≤512 element-magnitude ULP or non-finite | 30 | +| reduction summation/two-pass precision (algorithm order) | sum/mean/std/var/prod × float-family result (Half/Single/Double/Complex) × Value | 401 | +| complex reduction/scan NaN ordering/propagation differs | reduce+cumsum/cumprod × complex × Value, diffs must contain a NaN token | 35 | +| decimal std last digit (independent 28-digit sqrts) (ledger L7) | std × Decimal × Value, ≤1 unit in the 28th significant digit | 4 | + +**Known bugs (tracked for fix — remove the branch when fixed):** + +| Excuse class | Scope | Hits | Task | +|---|---|---|---| +| floor_divide/mod(float16): NDDivision has no Half path | float16 operand/result × Value/Threw | 38 | | +| power(uint64,int64): NEP50 →float64 not applied; int-power path throws | that dtype pair × Threw | 8 | | +| power(*,float16): result widened past float16 | power × Half-expected × Dtype | 0 | | +| dot(int8): Sum(int8)→int8 IL reduction kernel missing | dot × int8·int8 × Threw | 0 | | +| where(narrow-int) scalar-broadcast: NDExpr zero-push unsupported | where × {i8,u8,i16,u16} operand × Threw | 0 | | +| cumprod(size-1 int): skips NEP50 accumulator widening | cumprod × Dtype, operand element-count ≤1 | 14 | | +| modf(float16/int): no Half kernel, no int→float64 promotion | modf × dtype ∉ {f32,f64} × Threw | 32 | | +| unary hyperbolic/inverse-trig/angle: no Half kernel | sinh…arctan × {bool,i8,u8,f16} (+deg2rad/rad2deg×c128) × Threw | 0 | | +| unary preserve-dtype pending: square/floor/ceil/trunc widen int→float64 | those 4 ops × Dtype | 78 | F3b | +| reduction result dtype differs (NEP50 accumulator / complex→real) | reductions × Dtype | 239 | #10 | +| axis-reduction NaN propagation: axis SIMD min/max skips NaN (flat fixed) | min/max × axis≠null × all-NaN diffs | 8 | #10 | +| bool min/max along axis diverges | min/max × Boolean × Value | 0 | #10 | +| complex 1-D axis reduction throws (NDCoordinatesAxisIncrementor) | (nan)reductions × complex 1-D × Threw | 8 | #10 | +| nan-reduction family: shape ([1] vs scalar, keepdims dropped) / value (masking·count·order) / dtype / nanmedian propagates NaN / empty throws | nan* ops, per-kind branches | 885/526/184/176/4 | #10 | +| median/percentile/quantile: ±inf-NaN interpolation · float interp precision · int-axis gross error | QuantileEngine ops × Value, three branches | 72/40/28 | | +| average: summation-order precision (pairwise vs naive) | average × Value | 30 | | +| isclose: F-contiguous/complex strided pairing | isclose × complex-operand-present × Value | 1 | | +| ops vs raw NumPy stride/offset representation (offset≠0, junk size-1 strides) | corpus-only reconstructions unreachable via the API | n/a | #11 | + +### Table 2 — corpus carves (each pinned under `[OpenBugs]`) + +| Carve (generator site) | Cell | Pin | +|---|---|---| +| `char_tier` partner filter | Char × {uint8, bool} arithmetic/comparison/bitwise (promote(Char,Byte)→Byte truncation; (Boolean,Char) kernel missing) | `OpenBugsCharTests.Char_Add_Byte_*`, `Char_Compare_Byte_*`, `Char_BitwiseAnd_Bool_KeyNotFound` | +| `_CHAR_UNARY_OPS` / `_CHAR_DIVMOD_OPS` | reciprocal(char)→Double; power(char,·) crash/Double | `Char_Reciprocal_ReturnsDouble`, `Char_Power_Single_ReturnsDouble`, `Char_Power_ScalarChar_Crashes` | +| `char_tier "bitwise"` (invert absent) | invert(char) N≥16 SIMD → NotSupportedException | `Char_Invert_LargeN_NotSupported` | +| `char_tier "matmul"` filters `(dot,(4,))` | dot(char) 1-D·1-D → "Sum not supported for Char" (ledger L9) | `OpenBugsFuzzGapsTests.Dot_Char_1D_Throws` | +| `CLIP_DTYPES` excludes bool | clip(bool) non-contiguous → NotSupportedException (contiguous works) | `OpenBugsDtypeCoverageTests.Clip_Bool_*` | +| `gen_round` dec ∈ {0,1,2} only | round_ dec=-1 (int throws / float wrong) | `Round_NegativeDecimals_Broken` | +| `gen_round` skips float16 dec≥1 | round_(float16) fractional diverges | `Round_Float16_Fractional_Diverges` | +| `ROUND_DTYPES` excludes bool | round_(bool) → Double, NumPy → float16 (ledger L2) | `OpenBugsFuzzGapsTests.Round_Bool_Dtype_Diverges` | +| `gen_round` complex at dec=0 only | round_(complex, dec≠0) is a no-op (ledger L3) | `OpenBugsFuzzGapsTests.Round_Complex_NonzeroDecimals_NoOp` | +| `TRACE_DTYPES` excludes uint8 | trace(unsigned) → Int64, NumPy → uint64 | `Trace_Unsigned_WrongResultDtype` | +| `gen_unary` iscomplex/isreal: real dtypes × contiguous only | complex input ignores imag; strided real garbage | `IsComplex_IgnoresImaginaryPart`, `IsReal_IgnoresImaginaryPart` | +| `gen_unique` contiguous+finite | unique on raw-offset views (#11) + inf/NaN complex ordering | documented at carve site (no pin — unreachable via API) | +| `ALIAS_DTYPES` excludes complex128 | a·a self-multiply catastrophic cancellation (NumSharp matches NumPy *scalar*; NumPy's array ufunc disagrees with itself) | documented non-bug | +| `gen_nanquantile` finite+NaN (no inf) | percentile interpolation across ±inf is ill-defined (inf−inf) | documented out-of-scope | + +**FIXED on this branch or before it** (classifier branch/carve removed — the matrix now verifies +these bit-exact): complex→bool imaginary drop · floor_divide/mod integer ÷0/±inf/signed-floor (F1) +· NaN `<=`/`>=` (F2) · transcendental width-based promotion (F3a) · negative(uint) + integer +reciprocal (F4) · bool arithmetic True+True (F6) · size-1 result collapse (F7) · complex np.where +zero-push · maximum/minimum/fmax/fmin direct ufuncs + NaN-propagating clip/out= SIMD · +exp2 malformed-IL crash (W3-C) · power(float16) scalar-broadcast crash (W1-B) · +**invert(float/complex/decimal) illegal-instruction crash** (guard @ `Default.Invert.cs`, pinned by +5 always-run tests in `FuzzGateRegressionTests`) · **convolve(complex) discarded the imaginary +dimension** + int64/decimal/bool convolve accumulator (ledger L5, @737c59d6) · **all/any Half+Complex +ignored `Shape.offset`** (ledger L4, @7804b2ad) · **round_(char)→Double** (ledger L8, @1a9cfa9f). + +### Decimal (independent oracle — no NumPy analog) `Decimal` rides an **independent C# oracle** (`gen_decimal_oracle.cs`, naive scalar `System.Decimal`; `std` is oracled by an independent Newton decimal sqrt, NOT NumSharp's `DecimalMath`) across -unary / binary / reduce / scan / power(int-exp) / var / std / matmul / astype(decimal↔int·float) × -13 single + 7 pair layouts — **302 cases, all green** (no decimal kernel bug found). Two non-bugs were classified and carved (not OpenBugs): the complex self-multiply ULP -(NumSharp matches NumPy *scalar*; NumPy's own array ufunc disagrees on a catastrophic-cancellation -input) and `argsort/` "not supported" (a harness `OpRegistry` gap, now wired → green). +unary / binary / reduce (flat + **axis×keepdims** + **empty**) / scan / power (int exponents +**−2…3**) / var / std / matmul / astype (decimal↔int·float·**bool·int16·uint64**) / stat (clip + +median/ptp/percentile/quantile) / where / sort / manip × 13 single + 9 pair layouts — **695 cases +across 12 tiers, all green** except the 15 registry-excused cells (11 argmax/argmin/count_nonzero +result-dtype + 4 std-last-digit, both in Table 1). The one decimal-adjacent finding of the +remediation: `DecimalMath.Pow` matches the exact reciprocal-of-product oracle for negative integer +exponents by value — zero divergence. diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/copyto.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/copyto.jsonl index f97ca19cd..019cec1c1 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/copyto.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/copyto.jsonl @@ -112,3 +112,21 @@ {"id":"copyto/cast_contig/complex128->float64/111","op":"copyto","params":{"casting":"unsafe"},"operands":[{"dtype":"float64","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"000000000000f87f000000000000f07f000000000000f0ff000000000000e041000020000000e0c100000000000000800000000000000000000000000000f03f"},{"dtype":"complex128","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"000000000000f87f0000000000004540000000000000f87f000000000000f87f000000000000f8ff000000000000f07f000000000000f8ff000000000000f0ff000020000000e0c1000000000000e0410000000000000080000020000000e0c100000000000000000000000000000000000000000000f03f0000000000000000"}],"expected":{"dtype":"float64","shape":[8],"buffer":"000000000000f87f000000000000f87f000000000000f8ff000000000000f8ff000020000000e0c100000000000000800000000000000000000000000000f03f"},"layout":"copyto_cast","valueclass":"cast"} {"id":"copyto/cast_strided_dst/complex128->float64/112","op":"copyto","params":{"casting":"unsafe"},"operands":[{"dtype":"float64","shape":[8],"strides":[2],"offset":0,"bufferSize":16,"buffer":"000000000000f87f000000000000f07f000000000000f0ff000000000000e041000020000000e0c100000000000000800000000000000000000000000000f03f000000000000f0bf000000000000e03f000000000000e0bf666666666666fe3f666666666666febf0000000000c05f4000000000000060400000000000e06f40"},{"dtype":"complex128","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"000000000000f87f0000000000004540000000000000f87f000000000000f87f000000000000f8ff000000000000f07f000000000000f8ff000000000000f0ff000020000000e0c1000000000000e0410000000000000080000020000000e0c100000000000000000000000000000000000000000000f03f0000000000000000"}],"expected":{"dtype":"float64","shape":[8],"buffer":"000000000000f87f000000000000f87f000000000000f8ff000000000000f8ff000020000000e0c100000000000000800000000000000000000000000000f03f"},"layout":"copyto_cast","valueclass":"cast"} {"id":"copyto/cast_bcast_src/complex128->float64/113","op":"copyto","params":{"casting":"unsafe"},"operands":[{"dtype":"float64","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"000000000000f87f000000000000f07f000000000000f0ff000000000000e041000020000000e0c100000000000000800000000000000000000000000000f03f"},{"dtype":"complex128","shape":[8],"strides":[0],"offset":0,"bufferSize":1,"buffer":"000000000000f87f0000000000004540"}],"expected":{"dtype":"float64","shape":[8],"buffer":"000000000000f87f000000000000f87f000000000000f87f000000000000f87f000000000000f87f000000000000f87f000000000000f87f000000000000f87f"},"layout":"copyto_cast","valueclass":"cast"} +{"id":"copyto_overlap/shift_fwd/char/0","op":"copyto_overlap","params":{"dst":{"shape":[7],"strides":[1],"offset":1},"src":{"shape":[7],"strides":[1],"offset":0}},"operands":[{"dtype":"char","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"0000ffff7f008000ff00000180ff7fff"}],"expected":{"dtype":"char","shape":[7],"buffer":"0000ffff7f008000ff00000180ff"},"layout":"overlap_shift_fwd","valueclass":"overlap"} +{"id":"copyto_overlap/shift_bwd/char/1","op":"copyto_overlap","params":{"dst":{"shape":[7],"strides":[1],"offset":0},"src":{"shape":[7],"strides":[1],"offset":1}},"operands":[{"dtype":"char","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"0000ffff7f008000ff00000180ff7fff"}],"expected":{"dtype":"char","shape":[7],"buffer":"ffff7f008000ff00000180ff7fff"},"layout":"overlap_shift_bwd","valueclass":"overlap"} +{"id":"copyto_overlap/reverse/char/2","op":"copyto_overlap","params":{"dst":{"shape":[8],"strides":[1],"offset":0},"src":{"shape":[8],"strides":[-1],"offset":7}},"operands":[{"dtype":"char","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"0000ffff7f008000ff00000180ff7fff"}],"expected":{"dtype":"char","shape":[8],"buffer":"7fff80ff0001ff0080007f00ffff0000"},"layout":"overlap_reverse","valueclass":"overlap"} +{"id":"copyto_overlap/step_wbr/char/3","op":"copyto_overlap","params":{"dst":{"shape":[3],"strides":[2],"offset":2},"src":{"shape":[3],"strides":[2],"offset":0}},"operands":[{"dtype":"char","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"0000ffff7f008000ff00000180ff7fff"}],"expected":{"dtype":"char","shape":[3],"buffer":"00007f00ff00"},"layout":"overlap_step_wbr","valueclass":"overlap"} +{"id":"copyto_overlap/rev2d/char/4","op":"copyto_overlap","params":{"dst":{"shape":[4,4],"strides":[4,1],"offset":0},"src":{"shape":[4,4],"strides":[-4,-1],"offset":15}},"operands":[{"dtype":"char","shape":[4,4],"strides":[4,1],"offset":0,"bufferSize":16,"buffer":"0000ffff7f008000ff00000180ff7fffff7f0080ffff0000ffff000001000200"}],"expected":{"dtype":"char","shape":[4,4],"buffer":"020001000000ffff0000ffff0080ff7f7fff80ff0001ff0080007f00ffff0000"},"layout":"overlap_rev2d","valueclass":"overlap"} 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diff --git a/test/NumSharp.UnitTest/OpenBugs.FuzzGaps.cs b/test/NumSharp.UnitTest/OpenBugs.FuzzGaps.cs new file mode 100644 index 000000000..920ab3c13 --- /dev/null +++ b/test/NumSharp.UnitTest/OpenBugs.FuzzGaps.cs @@ -0,0 +1,89 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; + +namespace NumSharp.UnitTest +{ + /// + /// Open bugs surfaced by the WS-GAPS fuzz-completeness pass (closing false-premise + /// exclusions and dead wiring in the differential-fuzz corpus — see + /// Fuzz/COMPLETENESS_PLAN.md). Each is a NumPy-parity gap found while widening a + /// corpus tier; the offending (op, dtype/param) cell is CARVED OUT of the green corpus + /// (carve comment at the generator site points here) and reproduced under [OpenBugs]. + /// NumPy 2.4.2 is the source of truth (probed 2026-07-07). Remove the generator carve + /// and the test together when fixed. + /// + [TestClass] + public class OpenBugsFuzzGapsTests : TestClass + { + // ============================================================================ + // BUG: np.round_ on a Boolean array resolves the wrong result dtype. + // + // NumPy 2.4.2: np.round(np.array([False, True]), 0) -> float16 [0., 1.] + // (bool takes the rint float-tier: bool/i8/u8 -> float16). NumSharp's round_ + // resolves Boolean -> Double instead ([0., 1.] as float64). Values match, + // dtype does not. Carved from ROUND_DTYPES in gen_oracle.py. + // Root cause: DefaultEngine.Round's decimals==0 path — Boolean fails + // IsInteger() (so it skips the int identity-copy) and ResolveUnaryReturnType + // maps bool -> Double, while the rint tier table maps bool -> Half. + // ============================================================================ + [TestMethod, OpenBugs] + public void Round_Bool_Dtype_Diverges() + { + var r = np.round_(np.array(new bool[] { false, true }), 0); + r.typecode.Should().Be(NPTypeCode.Half, + "NumPy round(bool, 0) returns float16 (the rint float-tier); NumSharp resolves Double"); + ((double)(Half)r.GetValue(0)).Should().Be(0.0); + ((double)(Half)r.GetValue(1)).Should().Be(1.0); + } + + // ============================================================================ + // BUG: np.round_ with decimals != 0 is a NO-OP for Complex input. + // + // NumPy 2.4.2 rounds real and imaginary parts via the multiply -> rint -> + // divide composition: np.round([1.55+2.45j], 1) -> [1.6+2.4j]. + // NumSharp returns the input unchanged ([1.55+2.45j]) — the decimals!=0 + // path (RoundDecimalsCore) never touches Complex components. + // decimals==0 IS correct (probed: [1.5+2.5j] -> [2+2j], banker's). + // Carved from the rounding tier: complex128 kept at decimals=0 only. + // ============================================================================ + [TestMethod, OpenBugs] + public void Round_Complex_NonzeroDecimals_NoOp() + { + var a = np.array(new System.Numerics.Complex[] { new(1.55, 2.45) }); + var r = np.round_(a, 1); + var v = (System.Numerics.Complex)r.GetValue(0); + v.Real.Should().Be(1.6, "NumPy rounds the real part: 1.55*10=15.500000000000002 -> rint 16 -> 1.6"); + v.Imaginary.Should().Be(2.4, "NumPy rounds the imaginary part: 2.45*10=24.499999999999996 -> rint 24 -> 2.4"); + } + + // ============================================================================ + // BUG: np.dot on two 1-D Char vectors throws instead of the uint16-modular + // inner product. + // + // Char is bit-identical to uint16; the NumPy proxy says dot(uint16, uint16) + // -> 0-D uint16 (modular). NumSharp's vector-dot path reduces through + // DefaultEngine.sum_elementwise_il with an EXPLICIT Char result typecode, + // and that switch has no Char arm: + // NotSupportedException: Sum not supported for type Char + // np.matmul on the same 1-D Char vectors works (different path), as do all + // 2-D+ Char matmul/dot/outer cases and flat np.sum(char) (which accumulates + // to UInt64 via GetAccumulatingType, hitting an existing arm). + // Carved from the char matmul weave (gen_oracle.char_tier "matmul"). + // ============================================================================ + [TestMethod, OpenBugs] + public void Dot_Char_1D_Throws() + { + var a = np.array(new char[] { (char)1, (char)2, (char)3, (char)4 }); + var b = np.array(new char[] { (char)5, (char)6, (char)7, (char)8 }); + NDArray r = null; + Action act = () => r = np.dot(a, b); + act.Should().NotThrow("NumPy dot(uint16, uint16) is the modular uint16 inner product; " + + "Char is bit-identical to uint16"); + r.typecode.Should().Be(NPTypeCode.Char); + ((int)(char)r.GetValue(0)).Should().Be(70, "1*5 + 2*6 + 3*7 + 4*8 = 70"); + } + } +} diff --git a/test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs b/test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs new file mode 100644 index 000000000..d50cf8281 --- /dev/null +++ b/test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs @@ -0,0 +1,308 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using System.Linq; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; +using NumSharp.UnitTest.Fuzz; + +namespace NumSharp.UnitTest +{ + /// + /// Regression pins for the differential-fuzz GATE-TIGHTENING pass (COMPLETENESS_PLAN + /// WS-BUGS): every excuse branch in + /// was narrowed from a blanket to its documented (op, dtype, kind) cell, and each REAL bug + /// the tightening exposed is either fixed in src (verified by a normal test here) or pinned + /// under [OpenBugs] below. NumPy 2.4.2 is the source of truth for every assertion. + /// + [TestClass] + public class FuzzGateRegressionTests : TestClass + { + // ============================================================================ + // F16 / B8: np.invert on non-integer dtypes must throw CLEANLY, never crash. + // + // Historically np.invert(float) reached the IL BitwiseNot emitter with a dtype + // it has no opcode for and executed an ILLEGAL CPU INSTRUCTION + // (ExecutionEngineException — killed the whole test host; documented in + // test/oracle/gen_oracle.py's errors tier as the reason the invert spec was + // omitted). The loop-resolution guard in Default.Invert.cs now rejects every + // non-(bool|integer) loop dtype up front with NumPy's verbatim TypeError: + // "ufunc 'invert' not supported for the input types, and the inputs could + // not be safely coerced to any supported types according to the casting + // rule ''safe''" (probed identical on NumPy 2.4.2) + // UfuncUnaryBatchOutWhereTests.Invert_FloatInputs_NotSupportedText_AndOrder + // pins the float64 message/order; these pin the remaining non-integer dtypes + // (float64 kept per plan-spec, plus Half / complex128 / decimal — decimal has + // no NumPy analog but must take the same clean-throw path, not the crash). + // ============================================================================ + + [TestMethod] + public void Invert_Double_ThrowsCleanly_NoHostCrash() + { + Action act = () => np.invert(np.array(new double[] { 1.5 })); + act.Should().Throw() + .WithMessage("ufunc 'invert' not supported for the input types, and the inputs " + + "could not be safely coerced to any supported types according to the casting rule ''safe''"); + } + + [TestMethod] + public void Invert_Half_ThrowsCleanly_NoHostCrash() + { + Action act = () => np.invert(np.array(new Half[] { (Half)1.5f })); + act.Should().Throw().WithMessage("*ufunc 'invert' not supported*"); + } + + [TestMethod] + public void Invert_Complex_ThrowsCleanly_NoHostCrash() + { + Action act = () => np.invert(np.array(new System.Numerics.Complex[] { new(1, 2) })); + act.Should().Throw().WithMessage("*ufunc 'invert' not supported*"); + } + + [TestMethod] + public void Invert_Decimal_ThrowsCleanly_NoHostCrash() + { + Action act = () => np.invert(np.array(new decimal[] { 1.5m })); + act.Should().Throw().WithMessage("*ufunc 'invert' not supported*"); + } + + [TestMethod] + public void InvertOperator_Float_ThrowsCleanly_NoHostCrash() + { + var a = np.array(new float[] { 1.5f, 2.5f }); + Action act = () => { var _ = ~a; }; + act.Should().Throw().WithMessage("*ufunc 'invert' not supported*"); + } + } + + /// + /// Tightness self-tests for (B1-B7): each + /// excuse branch was narrowed from a blanket to its documented (op, dtype, kind) cell, + /// and these pin the NEGATIVE space — a synthetic GROSS regression in a neighbouring + /// cell must classify as NOT excused (null), while the documented divergence stays + /// excused. Without these, a future "helpful" re-broadening of a branch would be + /// invisible until a real regression sailed through the gate. + /// + [TestClass] + public class MisalignedRegistryTightnessTests : TestClass + { + private static FuzzCorpus.Case Case(string op, params (string dtype, long[] shape)[] operands) + => new FuzzCorpus.Case + { + Id = "selftest/" + op, + Op = op, + Layout = "selftest", + Operands = operands.Select(o => new FuzzCorpus.Operand + { + Dtype = o.dtype, + Shape = o.shape, + Strides = o.shape.Select(_ => 1L).ToArray(), + Offset = 0, + BufferSize = o.shape.Aggregate(1L, (a, b) => a * b), + }).ToArray(), + }; + + private static byte[] C128(double re, double im) + => BitConverter.GetBytes(re).Concat(BitConverter.GetBytes(im)).ToArray(); + + private static readonly BitDiff.Diff[] OneDiff = { new BitDiff.Diff(0, "aa", "bb") }; + + private static double UlpUp(double v, int n = 1) + => BitConverter.Int64BitsToDouble(BitConverter.DoubleToInt64Bits(v) + n); + + // ---- B1: integer-result reduction value divergence is NOT "summation precision" ---- + + [TestMethod] + public void B1_IntegerSumValueDiff_NotExcused() + { + var c = Case("sum", ("int32", new long[] { 8 })); + var exp = BitConverter.GetBytes(100L); + var act = BitConverter.GetBytes(101L); + MisalignedRegistry.Classify(c, DivergenceKind.Value, exp, act, NPTypeCode.Int64, + new[] { new BitDiff.Diff(0, "64", "65") }).Should().BeNull( + "integer accumulation is exact/modular — a wrong int64 sum is a real bug"); + } + + [TestMethod] + public void B1_FloatSumValueDiff_StillExcused() + { + var c = Case("sum", ("float64", new long[] { 8 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + BitConverter.GetBytes(0.3), BitConverter.GetBytes(UlpUp(0.3)), NPTypeCode.Double, OneDiff) + .Should().NotBeNull("float summation-order drift is the documented divergence"); + } + + // ---- B2: complex binary per-op scopes ---- + + [TestMethod] + public void B2_ComplexAdd_GrossDiff_NotExcused() + { + var c = Case("add", ("complex128", new long[] { 1 }), ("complex128", new long[] { 1 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(1.0, 2.0), C128(1.5, 2.0), NPTypeCode.Complex, OneDiff).Should().BeNull( + "complex add is only excused within 2 ULP; 0.5 absolute is a real kernel bug"); + } + + [TestMethod] + public void B2_ComplexAdd_OneUlp_StillExcused() + { + var c = Case("add", ("complex128", new long[] { 1 }), ("complex128", new long[] { 1 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(1.0, 2.0), C128(UlpUp(1.0), 2.0), NPTypeCode.Complex, OneDiff).Should().NotBeNull(); + } + + [TestMethod] + public void B2_ComplexMultiply_WrongMagnitude_NotExcused() + { + var c = Case("multiply", ("complex128", new long[] { 1 }), ("complex128", new long[] { 1 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(1e10, 1.0), C128(2e10, 1.0), NPTypeCode.Complex, OneDiff).Should().BeNull( + "a 2x-magnitude error is not the cancellation regime"); + } + + [TestMethod] + public void B2_ComplexMultiply_CancellationResidue_StillExcused() + { + // expected exactly 0 (NumPy's rounding), actual a tiny residue at rounding scale of + // the dominant component 1e10 (ulp(1e10) ~ 1.9e-6) — the documented regime. + var c = Case("multiply", ("complex128", new long[] { 1 }), ("complex128", new long[] { 1 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(0.0, 1e10), C128(1e-6, 1e10), NPTypeCode.Complex, OneDiff).Should().NotBeNull(); + } + + [TestMethod] + public void B2_ComplexPower_FiniteSignFlip_NotExcused() + { + var c = Case("power", ("complex128", new long[] { 1 }), ("complex128", new long[] { 1 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(1.0, 0.5), C128(-1.0, 0.5), NPTypeCode.Complex, OneDiff).Should().BeNull( + "a finite sign flip is far outside the 512 element-magnitude-ULP envelope"); + } + + [TestMethod] + public void B2_ComplexMatmul_AnyDiff_NotExcused() + { + // The old blanket excused ANY 2-operand complex value diff — matmul included. + var c = Case("matmul", ("complex128", new long[] { 2, 2 }), ("complex128", new long[] { 2, 2 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(1.0, 2.0), C128(UlpUp(1.0), 2.0), NPTypeCode.Complex, OneDiff).Should().BeNull( + "complex matmul has no excuse branch — it must be bit-exact"); + } + + // ---- B3: cumprod dtype excuse only on the size<=1 fast path ---- + + [TestMethod] + public void B3_CumprodDtype_FullSize_NotExcused() + { + MisalignedRegistry.Classify(Case("cumprod", ("int16", new long[] { 5 })), + DivergenceKind.Dtype, null, null, NPTypeCode.Int64, System.Array.Empty()) + .Should().BeNull("a full-size cumprod NEP50 widening miss is a real bug"); + } + + [TestMethod] + public void B3_CumprodDtype_SizeOne_StillExcused() + { + MisalignedRegistry.Classify(Case("cumprod", ("int16", new long[] { 1 })), + DivergenceKind.Dtype, null, null, NPTypeCode.Int64, System.Array.Empty()) + .Should().NotBeNull("the documented ReduceCumMul bug is the size-1 fast path"); + } + + // ---- B4: modf threw excuse excludes f32/f64 ---- + + [TestMethod] + public void B4_ModfFloat64Threw_NotExcused() + { + MisalignedRegistry.Classify(Case("modf_frac", ("float64", new long[] { 4 })), + DivergenceKind.Threw, null, null, default, System.Array.Empty()) + .Should().BeNull("modf(float64) throwing would be a real regression"); + } + + [TestMethod] + public void B4_ModfFloat16Threw_StillExcused() + { + MisalignedRegistry.Classify(Case("modf_frac", ("float16", new long[] { 4 })), + DivergenceKind.Threw, null, null, default, System.Array.Empty()) + .Should().NotBeNull(); + } + + // ---- B5: hyperbolic threw excuse scoped to the float16-promoting inputs ---- + + [TestMethod] + public void B5_SinhFloat64Threw_NotExcused() + { + MisalignedRegistry.Classify(Case("sinh", ("float64", new long[] { 4 })), + DivergenceKind.Threw, null, null, default, System.Array.Empty()) + .Should().BeNull("sinh(float64) throwing would be a real regression"); + } + + [TestMethod] + public void B5_SinhInt8Threw_StillExcused() + { + MisalignedRegistry.Classify(Case("sinh", ("int8", new long[] { 4 })), + DivergenceKind.Threw, null, null, default, System.Array.Empty()) + .Should().NotBeNull("int8 promotes to float16 — the documented no-Half-kernel bug"); + } + + // ---- B6: isclose value excuse requires a complex128 operand ---- + + [TestMethod] + public void B6_IscloseRealValueDiff_NotExcused() + { + MisalignedRegistry.Classify( + Case("isclose", ("float64", new long[] { 4 }), ("float64", new long[] { 4 })), + DivergenceKind.Value, new byte[] { 0 }, new byte[] { 1 }, NPTypeCode.Boolean, + new[] { new BitDiff.Diff(0, "00", "01") }).Should().BeNull( + "the documented isclose bug involves a complex operand; real-dtype divergence is new"); + } + + [TestMethod] + public void B6_IscloseComplexValueDiff_StillExcused() + { + MisalignedRegistry.Classify( + Case("isclose", ("complex128", new long[] { 4 }), ("float64", new long[] { 4 })), + DivergenceKind.Value, new byte[] { 0 }, new byte[] { 1 }, NPTypeCode.Boolean, + new[] { new BitDiff.Diff(0, "00", "01") }).Should().NotBeNull(); + } + + // ---- B7: complex reduce/scan excuse requires a NaN token in the diffs ---- + + [TestMethod] + public void B7_ComplexMinFiniteDiff_NotExcused() + { + var c = Case("min", ("complex128", new long[] { 4 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(1.0, 2.0), C128(3.0, 4.0), NPTypeCode.Complex, + new[] { new BitDiff.Diff(0, "aa:bb", "cc:dd") }).Should().BeNull( + "a finite complex min divergence is not 'NaN ordering'"); + } + + [TestMethod] + public void B7_ComplexMinNaNDiff_StillExcused() + { + var c = Case("min", ("complex128", new long[] { 4 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, + C128(double.NaN, 4540.0), C128(double.NaN, double.NaN), NPTypeCode.Complex, + new[] { new BitDiff.Diff(0, "NaN:aa", "NaN:NaN") }).Should().NotBeNull(); + } + + // ---- decimal std last-digit scope (surfaced by B1) ---- + + [TestMethod] + public void DecimalStd_GrossDiff_NotExcused() + { + var c = Case("std", ("decimal", new long[] { 8 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, null, null, NPTypeCode.Decimal, + new[] { new BitDiff.Diff(0, "100", "101") }).Should().BeNull( + "a 1% decimal std error is an iteration/accumulation bug, not sqrt rounding"); + } + + [TestMethod] + public void DecimalStd_LastDigit_StillExcused() + { + var c = Case("std", ("decimal", new long[] { 8 })); + MisalignedRegistry.Classify(c, DivergenceKind.Value, null, null, NPTypeCode.Decimal, + new[] { new BitDiff.Diff(0, "3278.9071286096267380354468786", "3278.9071286096267380354468787") }) + .Should().NotBeNull("one unit in the 28th significant digit is the documented sqrt envelope"); + } + } +} diff --git a/test/NumSharp.UnitTest/Selection/Indexing.CombinatorialParity.MatrixTests.cs b/test/NumSharp.UnitTest/Selection/Indexing.CombinatorialParity.MatrixTests.cs index 87863fcec..e8630ff5b 100644 --- a/test/NumSharp.UnitTest/Selection/Indexing.CombinatorialParity.MatrixTests.cs +++ b/test/NumSharp.UnitTest/Selection/Indexing.CombinatorialParity.MatrixTests.cs @@ -13,8 +13,8 @@ namespace NumSharp.UnitTest.Selection; /// mapping.c-parity work (docs/plans/advanced-index-combinatorial-handover.md). Every expected /// shape/value/raise was probed against NumPy 2.4.2. These are the exact forms the seeded random /// differential sweep (test/oracle/gen_index_oracle.py, index_random_20240626.jsonl) flagged and -/// that are now bit-identical to NumPy; they are split out as a CI gate because the full random -/// corpus is still [OpenBugs] behind a flaky teardown OOB (handover R3), unrelated to correctness. +/// that are now bit-identical to NumPy; they are kept as a fast, focused CI gate alongside the full +/// random corpus (Index_Random), which is GREEN and no longer [OpenBugs] now that R3 is fixed. /// /// Buckets (see the handover): /// R1 — value must broadcast to an EMPTY / scalar selection on assignment, else ValueError. @@ -22,6 +22,9 @@ namespace NumSharp.UnitTest.Selection; /// B3 — empty advanced indices gather an empty-shaped result (no bounds-check, empty bool mask). /// B4 — basic assignment into an EMPTY slice selection is a no-op (not a crash). /// R2 — non-consecutive 0-d-bool/int advanced block moves to the FRONT (_get_transpose). +/// R3 — a boolean mask whose TRAILING block is EMPTY (blockSize == 0) selects nothing: it used to +/// allocate a zero-length gather/scatter buffer and write an element into it — an OOB +/// native-heap write that crashed a later GC (the flaky teardown SEGFAULT). /// /// Fixture: A=arange(12).reshape(3,4) V=arange(5) B=arange(24).reshape(2,3,4) s=array(5) (0-d) /// ACS=A[:,::2] (3,2) ASO=A[1:] (2,4) ARS=A[::2] (2,4) ANC=A[:,::-1] (3,4) @@ -37,6 +40,8 @@ public class Indexing_CombinatorialParity_MatrixTests private static NDArray ASO() => A()["1:"]; private static NDArray ARS() => A()["::2"]; private static NDArray ANC() => A()[":", "::-1"]; + private static NDArray ANR() => A()["::-1"]; + private static NDArray E03() => np.zeros(new Shape(0, 3), dtype: np.int64); public sealed record GCase(string Name, Func Op, int[] Shape, long[]? Vals); public sealed record SCase(string Name, Func Op, long[] Vals); @@ -61,6 +66,17 @@ private static IEnumerable GetCases() // Non-empty R2: int + slice + True -> block (1,) FRONT, then slice -> (1,2) [4,5] (NOT (2,1)). yield return Wrap(new("R2_A_int_sl_T", () => A()[new object[] { 1, new Slice(0L, 2L, 1L), (NDArray)true }], new[] { 1, 2 }, new long[] { 4, 5 })); yield return Wrap(new("R2_A_int_new_sl_T", () => A()[new object[] { 1, Slice.NewAxis, new Slice(0L, 2L, 1L), (NDArray)true }], new[] { 1, 1, 2 }, new long[] { 4, 5 })); + + // ── R3: a boolean mask whose TRAILING block is EMPTY (blockSize == 0 — a basic slice emptied + // the last axis, or the array already had a 0-length trailing axis). The selection + // (trueCount,)+trailing is empty, so the result is empty and NOTHING is gathered. Was + // handover R3: BooleanMask allocated a zero-length gather buffer and the kernel wrote an + // element into it — an out-of-bounds native-heap write that crashed a later GC. ── + yield return Wrap(new("R3_ANR_mask_emptySlice", () => ANR()[new object[] { np.array(new bool[] { true, true, true }), new Slice(6L, -4L, 1L) }], new[] { 3, 0 }, new long[0])); + yield return Wrap(new("R3_A_partMask_emptySl", () => A()[new object[] { np.array(new bool[] { true, false, true }), new Slice(2L, 2L, 1L) }], new[] { 2, 0 }, new long[0])); + yield return Wrap(new("R3_A_slice_then_mask", () => A()[":", "6:-4"][np.array(new bool[] { true, true, true })], new[] { 3, 0 }, new long[0])); + yield return Wrap(new("R3_B_mask_emptySlice", () => B()[new object[] { np.array(new bool[] { true, true }), new Slice(2L, 2L, 1L) }], new[] { 2, 0, 4 }, new long[0])); + yield return Wrap(new("R3_E03_get_0dTrue", () => E03()[np.array(true)], new[] { 1, 0, 3 }, new long[0])); } [DataTestMethod] @@ -77,6 +93,12 @@ private static IEnumerable SetCases() yield return WrapS(new("B4_emptySlices_ellipsis", () => { var a = A(); a[new object[] { new Slice(-1L, -4L, 1L), new Slice(-2L, 2L, 2L), Slice.Ellipsis }] = np.array(new long[] { }); return a; }, identity)); // B2 OK: a 0-d bool on a 0-d scalar consumes no axis -> (1,). yield return WrapS(new("B2_s_0dTrue_value", () => s()[np.array(true)], new long[] { 5 })); + + // R3 SET: boolean assignment into an EMPTY selection (blockSize == 0) is a no-op, NOT an OOB + // scatter into arr's zero-length buffer (handover R3, BooleanMaskSet). E03[True] = -7 is the + // exact corpus repro (set/E03/rand/7171); the (0,3) array stays empty and unchanged. + yield return WrapS(new("R3_E03_set_0dTrue_scalar", () => { var a = E03(); a[np.array(true)] = (NDArray)(-7L); return a; }, new long[0])); + yield return WrapS(new("R3_A_mask_emptySlice_set", () => { var a = A(); a[new object[] { np.array(new bool[] { true, true, true }), new Slice(2L, 2L, 1L) }] = (NDArray)99L; return a; }, identity)); } [DataTestMethod] diff --git a/test/oracle/fuzz_random.py b/test/oracle/fuzz_random.py index c8220d20d..6aab80bc2 100644 --- a/test/oracle/fuzz_random.py +++ b/test/oracle/fuzz_random.py @@ -28,8 +28,14 @@ from layout_catalog import _cbase, _fill, describe # noqa: E402 import gen_oracle as G # noqa: E402 -DTYPES = ["bool", "int32", "int64", "uint8", "float32", "float64", "complex128"] +# G10 (F18): widened from 7 dtypes to all 13 — float16 + the narrow integers were exactly the +# dtypes where the W1 widening found real bugs, yet the nightly soak never explored them. +DTYPES = ["bool", "int32", "int64", "uint8", "float32", "float64", "complex128", + "float16", "int8", "int16", "uint16", "uint32", "uint64"] NP_BIN = {**G.BINARY_OPS, **G.COMPARISON_OPS} # add/sub/mul/divide + comparisons (bit-exact tier) +# G10: flat reductions (axis=None) drawn into the random space; argmax/argmin/std/var stay out +# (no flatten-argmax overload in the harness; std/var ride the documented precision excuse). +REDUCE_FLAT = {k: G.REDUCE_OPS[k] for k in ("sum", "prod", "min", "max", "mean")} def random_view(rng, dtype, max_ndim=4): @@ -97,13 +103,27 @@ def gen_random(seed, count): attempts = 0 while len(cases) < count and attempts < count * 20: attempts += 1 - kind = rng.choice(["unary", "binary", "comparison", "where"]) + kind = rng.choice(["unary", "binary", "comparison", "where", "reduce", "astype"]) try: if kind == "unary": dt = rng.choice(DTYPES) b, v = random_view(rng, np.dtype(dt)) opn = rng.choice(list(G.UNARY_OPS)) cases.append(_case(opn, [describe(b, v)], G.UNARY_OPS[opn](v), len(cases))) + elif kind == "reduce": # G10: flat reductions over random views + dt = rng.choice(DTYPES) + b, v = random_view(rng, np.dtype(dt)) + opn = rng.choice(list(REDUCE_FLAT)) + case = _case(opn, [describe(b, v)], np.asarray(REDUCE_FLAT[opn](v, None, False)), len(cases)) + case["params"] = {"axis": None, "keepdims": False} + cases.append(case) + elif kind == "astype": # G10: random src->dst casts over random views + src = rng.choice(DTYPES) + dst = rng.choice(G.ALL_DTYPES) + b, v = random_view(rng, np.dtype(src)) + case = _case("astype", [describe(b, v)], v.astype(np.dtype(dst)), len(cases)) + case["params"] = {"dtype": np.dtype(dst).name} + cases.append(case) elif kind in ("binary", "comparison"): pool = list(G.BINARY_OPS) if kind == "binary" else list(G.COMPARISON_OPS) ba, va = random_view(rng, np.dtype(rng.choice(DTYPES))) diff --git a/test/oracle/gen_decimal_oracle.cs b/test/oracle/gen_decimal_oracle.cs index a1d79bbe9..0bca1ec1b 100644 --- a/test/oracle/gen_decimal_oracle.cs +++ b/test/oracle/gen_decimal_oracle.cs @@ -110,6 +110,8 @@ static Operand SingleLayout(string name, int rot, bool nonzero) case "scalar_0d": { var b = Fill(1, nonzero, rot); return new Operand { Base = b, Shape = new int[0], Strides = new long[0], Offset = 0 }; } case "one_element_1d": { var b = Fill(1, nonzero, rot); return new Operand { Base = b, Shape = new[]{1}, Strides = new long[]{1}, Offset = 0 }; } case "highrank_5d": { var b = Fill(12, nonzero, rot); return new Operand { Base = b, Shape = new[]{2,1,3,1,2}, Strides = new long[]{6,6,2,2,1}, Offset = 0 }; } + // G8b: on-demand empty (NOT in SINGLE_LAYOUTS — used only by the explicit empty cases). + case "empty_2d": { return new Operand { Base = new decimal[0], Shape = new[]{0,3}, Strides = new long[]{3,1}, Offset = 0 }; } default: throw new Exception("unknown single layout " + name); } } @@ -134,12 +136,17 @@ static Operand SingleLayout(string name, int rot, bool nonzero) case "pp_broadcast_row": return (C(new[]{4,5},0,false), C(new[]{5},3,bNonzero)); case "pp_negstride_both": { var ab=Fill(8,false,0); var bb=Fill(8,bNonzero,3); return (new Operand{Base=ab,Shape=new[]{8},Strides=new long[]{-1},Offset=7}, new Operand{Base=bb,Shape=new[]{8},Strides=new long[]{-1},Offset=7}); } + // G8c: the two pair layouts the decimal tier missed (mirrors layout_catalog.py). + case "pp_contig_strided": { var a = C(new[]{4,5},0,false); var bb = Fill(40,bNonzero,3); + return (a, new Operand{ Base=bb, Shape=new[]{4,5}, Strides=new long[]{10,2}, Offset=0 }); } // (4,10)[:, ::2] + case "pp_broadcast_col": return (C(new[]{4,1},0,false), C(new[]{1,5},3,bNonzero)); // (4,1) op (1,5) -> (4,5) default: throw new Exception("unknown pair layout " + name); } } static readonly string[] PAIR_LAYOUTS = { "pp_contig_contig","pp_contig_fortran","pp_strided_strided","pp_scalar_right", "pp_scalar_left","pp_broadcast_row","pp_negstride_both", + "pp_contig_strided","pp_broadcast_col", // G8c }; // ---- numpy-style broadcast of two shapes ---- @@ -257,6 +264,82 @@ public static void Main() Add("mean", log.Aggregate(0m,(x,y)=>x+y) / log.Length); } + // ----- G8a: AXIS reductions sum/min/max/mean × axis {0,last} × keepdims {F,T} over the + // three 2-D layouts. decimal + is exact so accumulation order is irrelevant; mean is one + // division of the same exact sum on both sides. ----- + foreach (var ln in new[] { "c_contiguous_2d", "f_contiguous_2d", "strided_2d_cols" }) + { + var o = SingleLayout(ln, 1, false); + var log = o.Logical(); // C-order logical values + int rows = o.Shape[0], cols = o.Shape[1]; + foreach (int axis in new[] { 0, 1 }) + { + int outN = axis == 0 ? cols : rows; + int m = axis == 0 ? rows : cols; + var sums = new decimal[outN]; var mins = new decimal[outN]; + var maxs = new decimal[outN]; var means = new decimal[outN]; + for (int j = 0; j < outN; j++) + { + decimal acc = 0m, mn = 0m, mx = 0m; + for (int i = 0; i < m; i++) + { + decimal v = axis == 0 ? log[i * cols + j] : log[j * cols + i]; + acc += v; + if (i == 0) { mn = v; mx = v; } + else { if (v < mn) mn = v; if (v > mx) mx = v; } + } + sums[j] = acc; mins[j] = mn; maxs[j] = mx; means[j] = acc / m; + } + foreach (var kd in new[] { false, true }) + { + int[] shp = kd ? (axis == 0 ? new[] { 1, cols } : new[] { rows, 1 }) : new[] { outN }; + string pj = $"{{\"axis\":{axis},\"keepdims\":{(kd ? "true" : "false")}}}"; + void AddAx(string op, decimal[] vals) => reduce.Add(Case( + $"{op}/decimal/{ln}/ax{axis}kd{(kd ? 1 : 0)}/{n++}", op, pj, + new[] { o.Describe() }, "decimal", shp, HexOf(vals))); + AddAx("sum", sums); AddAx("min", mins); AddAx("max", maxs); AddAx("mean", means); + } + } + } + + // ----- G8b: EMPTY decimal — sum(empty)=0m, prod(empty)=1m (flat; NumPy identity values). ----- + { + var o = SingleLayout("empty_2d", 0, false); + reduce.Add(Case($"sum/decimal/empty_2d/{n++}", "sum", "{}", new[] { o.Describe() }, + "decimal", new int[0], HexOf(new[] { 0m }))); + reduce.Add(Case($"prod/decimal/empty_2d/{n++}", "prod", "{}", new[] { o.Describe() }, + "decimal", new int[0], HexOf(new[] { 1m }))); + } + + // ----- G8e: flat argmax/argmin (-> int64, first-occurrence on value ties), all/any + // (-> bool, x != 0m truthiness), count_nonzero (-> int64). argmax/argmin/count_nonzero + // replay with axis=0 over 1-D layouts (== flatten for 1-D; the harness has no + // flatten-argmax overload); all/any replay flat (axis=None). ----- + foreach (var ln in new[] { "c_contiguous_1d", "strided_step2_1d", "negstride_1d", "simple_slice_offset_1d" }) + { + var o = SingleLayout(ln, 1, false); + var log = o.Logical(); + int iMax = 0, iMin = 0; long nz = 0; + bool all = true, any = false; + for (int i = 0; i < log.Length; i++) + { + if (log[i] > log[iMax]) iMax = i; + if (log[i] < log[iMin]) iMin = i; + if (log[i] != 0m) { nz++; any = true; } else all = false; + } + string pj0 = "{\"axis\":0,\"keepdims\":false}"; + reduce.Add(Case($"argmax/decimal/{ln}/{n++}", "argmax", pj0, new[] { o.Describe() }, + "int64", new int[0], HexOf(Bytes(new[] { (long)iMax })))); + reduce.Add(Case($"argmin/decimal/{ln}/{n++}", "argmin", pj0, new[] { o.Describe() }, + "int64", new int[0], HexOf(Bytes(new[] { (long)iMin })))); + reduce.Add(Case($"count_nonzero/decimal/{ln}/{n++}", "count_nonzero", pj0, new[] { o.Describe() }, + "int64", new int[0], HexOf(Bytes(new[] { nz })))); + reduce.Add(Case($"all/decimal/{ln}/{n++}", "all", "{}", new[] { o.Describe() }, + "bool", new int[0], HexOf(new[] { (byte)(all ? 1 : 0) }))); + reduce.Add(Case($"any/decimal/{ln}/{n++}", "any", "{}", new[] { o.Describe() }, + "bool", new int[0], HexOf(new[] { (byte)(any ? 1 : 0) }))); + } + // ----- SCAN (axis=None -> flatten): cumsum/cumprod ----- foreach (var ln in SINGLE_LAYOUTS) { @@ -294,10 +377,12 @@ public static void Main() var manip = new List(); // ----- POWER decimal^int (exact: repeated multiply / reciprocal). Exponent is a 0-D - // decimal whose value is a whole number — DecimalMath.Pow must be exact for integer powers. ----- + // decimal whose value is a whole number — DecimalMath.Pow must be exact for integer powers. + // G7 (F7): negative exponents were dead code (loop was {0,1,2,3} while IntPow and the + // nonzero-base plumbing below already supported e<0). decimal^-n = 1/(a^n), exact oracle. ----- foreach (var ln in new[] { "c_contiguous_1d", "c_contiguous_2d", "strided_step2_1d", "negstride_1d", "broadcast_1d_to_2d" }) { - foreach (int e in new[] { 0, 1, 2, 3 }) + foreach (int e in new[] { -2, -1, 0, 1, 2, 3 }) { var a = SingleLayout(ln, 0, e < 0); // nonzero base only when exponent<0 var b = new Operand { Base = new[] { (decimal)e }, Shape = new int[0], Strides = new long[0], Offset = 0 }; @@ -357,6 +442,37 @@ public static void Main() astype.Add(AstypeTo("float64", sh, Bytes(dv), HexOf(dv.Select(x => (decimal)x).ToArray()), ref n)); } + // ----- G8d: astype decimal <-> {bool, int16, uint64} (exact for the pools used). ----- + foreach (var ln in new[] { "c_contiguous_1d", "strided_step2_1d" }) + { + var o = SmallSingle(ln); // pool has 0m -> real bool mix + var log = o.Logical(); + astype.Add(Case($"astype/decimal->bool/{ln}/{n++}", "astype", "{\"dtype\":\"bool\"}", + new[] { o.Describe() }, "bool", o.Shape, + HexOf(log.Select(x => (byte)(x != 0m ? 1 : 0)).ToArray()))); + astype.Add(Case($"astype/decimal->int16/{ln}/{n++}", "astype", "{\"dtype\":\"int16\"}", + new[] { o.Describe() }, "int16", o.Shape, + HexOf(Bytes(log.Select(x => (short)x).ToArray())))); // truncation toward zero + } + { + // decimal -> uint64: NONNEGATIVE pool only (C# decimal->ulong throws for negatives; + // NumPy has no oracle to mirror a modular wrap for base-10, so stay in-range). + decimal[] np2 = { 0m, 1m, 2.75m, 7.9m, 42.5m, 100m, 9.99m, 3m }; + var o = new Operand { Base = np2, Shape = new[]{8}, Strides = new long[]{1}, Offset = 0 }; + astype.Add(Case($"astype/decimal->uint64/nonneg/{n++}", "astype", "{\"dtype\":\"uint64\"}", + new[] { o.Describe() }, "uint64", o.Shape, + HexOf(Bytes(np2.Select(x => (ulong)x).ToArray())))); + } + { + // {bool, int16, uint64} -> decimal (always exact). + byte[] bv = { 1, 0, 1, 1, 0, 0 }; + astype.Add(AstypeTo("bool", new[]{6}, bv, HexOf(bv.Select(x => (decimal)x).ToArray()), ref n)); + short[] sv = { 0, -1, 127, -128, 32767, -32768 }; + astype.Add(AstypeTo("int16", new[]{6}, Bytes(sv), HexOf(sv.Select(x => (decimal)x).ToArray()), ref n)); + ulong[] uv = { 0, 1, 255, 65536, 4294967295, 9000000000000000000 }; + astype.Add(AstypeTo("uint64", new[]{6}, Bytes(uv), HexOf(uv.Select(x => (decimal)x).ToArray()), ref n)); + } + // ----- STAT (axis=None -> scalar): clip / median / ptp / percentile / quantile. // clip is elementwise (Max(lo,Min(hi,x))); the order stats flatten the logical view. ----- foreach (var ln in SINGLE_LAYOUTS) @@ -593,6 +709,8 @@ static string BoolOperandDesc(byte[] mask, int[] shape) } static byte[] Bytes(long[] v) { var b = new byte[v.Length*8]; Buffer.BlockCopy(v, 0, b, 0, b.Length); return b; } + static byte[] Bytes(short[] v) { var b = new byte[v.Length*2]; Buffer.BlockCopy(v, 0, b, 0, b.Length); return b; } + static byte[] Bytes(ulong[] v) { var b = new byte[v.Length*8]; Buffer.BlockCopy(v, 0, b, 0, b.Length); return b; } static byte[] Bytes(int[] v) { var b = new byte[v.Length*4]; Buffer.BlockCopy(v, 0, b, 0, b.Length); return b; } static byte[] Bytes(double[] v) { var b = new byte[v.Length*8]; Buffer.BlockCopy(v, 0, b, 0, b.Length); return b; } static byte[] Bytes(float[] v) { var b = new byte[v.Length*4]; Buffer.BlockCopy(v, 0, b, 0, b.Length); return b; } diff --git a/test/oracle/gen_index_oracle.py b/test/oracle/gen_index_oracle.py index 627e1bad1..be97e8004 100644 --- a/test/oracle/gen_index_oracle.py +++ b/test/oracle/gen_index_oracle.py @@ -250,6 +250,18 @@ def mask_for(shape): for base in LAYOUTS2: adds(base,[S([None,None,None]),FARR["f02"]],SV["sc"],"set:slice,fancy=scalar") +# 4b) G6 (F6) — E03 (empty (0,3)): the recipe existed on both sides but had ZERO cases, so +# empty-array indexing (get AND set) was entirely ungated. Appended after the setter block so +# every pre-existing curated ordinal (and therefore case id) stays stable. +addg("E03",[],"emptytuple") # -> (0,3) itself +addg("E03",[S([None,None,None])],"basic1") # [:] -> (0,3) +addg("E03",[["int",0]],"basic1") # [0] -> IndexError +addg("E03",[S([None,None,None]),["int",1]],"basic2") # [:, 1] -> (0,) +addg("E03",[mask_for([0,3])],"bool:full") # mask(0,3)-> (0,) +addg("E03",[FARR["f08"]],"fancy1:f08") # arr [] -> (0,3) +adds("E03",[S([None,None,None])],SV["sc"],"set:colon=scalar") # no-op OK +adds("E03",[["int",0]],SV["sc"],"set:int=scalar") # err + # 5) DTYPE sweep — a handful of forms across all 13 dtypes dtype_forms = { "int":[["int",1]], "slice":[S([1,3,None])], "negslice":[S([None,None,-1])], @@ -261,8 +273,48 @@ def mask_for(shape): for fnm,toks in dtype_forms.items(): dtype_cases.append({"dtype":dt,"tokens":toks,"tag":fnm,"np":eval_get_dtype(dt,toks)}) +# 5b) G15 — CROSS-DTYPE setters: the assigned value's dtype differs from the base's, exercising +# cast-on-set (float->int truncation toward zero, int->bool coercion, unsigned modular wrap for +# np-SCALAR values — all probed NumPy 2.4.2; python-int scalars would range-check instead, so the +# oracle assigns np.int64/np.float64). value spec: ["scalar",n] int64 | ["fscalar",x] float64 | +# ["farr",flat,shape] float64. Replayed by IndexOracleTests.Index_SetterDtype. +def setter_val_to_np(v): + if v[0] == "scalar": return np.int64(v[1]) + if v[0] == "fscalar": return np.float64(v[1]) + return np.array(v[1], dtype=np.float64).reshape(v[2]) + +def eval_set_dtype(dt, tokens, value): + try: + b = make_dtype_base(dt).copy() + b[np_index(tokens)] = setter_val_to_np(value) + if dt == "bool": + vals = [1 if x else 0 for x in b.ravel(order="C").tolist()] + else: + vals = [int(x) for x in np.real(b).ravel(order="C").tolist()] + return {"ok": True, "shape": list(b.shape), "vals": vals} + except Exception as e: + return {"ok": False, "err": type(e).__name__} + +SETTER_DTYPE_CASES = [ + ("int32", [["int",0]], ["fscalar", 2.75]), # trunc -> 2 + ("int32", [["int",1]], ["fscalar", -3.9]), # trunc toward zero -> -3 + ("int32", [["int",0]], ["farr", [1.5, -2.5, 3.9, -0.1], [4]]), + ("int32", [S([None,None,None])], ["fscalar", 7.5]), + ("bool", [["int",0]], ["scalar", 5]), # nonzero -> True + ("bool", [["int",1]], ["scalar", 0]), # zero -> False + ("bool", [S([None,None,None])], ["scalar", 3]), + ("uint8", [["int",0]], ["scalar", -1]), # np.int64 wrap -> 255 + ("uint8", [S([None,None,None])], ["scalar", -2]), # wrap -> 254 + ("uint8", [["int",2]], ["scalar", 300]), # wrap -> 44 +] +setter_dtype_cases = [] +for (dt, toks, val) in SETTER_DTYPE_CASES: + setter_dtype_cases.append({"op": "set", "dtype": dt, "tokens": toks, "value": val, + "tag": "xdtype", "np": eval_set_dtype(dt, toks, val)}) + # 6) RANDOM FUZZ — seeded, explores the space far beyond the curated forms -ND = {"V6":1,"V1":1,"S":0,"A":2,"AT":2,"ARS":2,"ACS":2,"ANR":2,"ANC":2,"ASO":2,"ABC":2,"B":3,"BT":3} +ND = {"V6":1,"V1":1,"V0":1,"S":0,"A":2,"AT":2,"ARS":2,"ACS":2,"ANR":2,"ANC":2,"ASO":2,"ABC":2, + "B":3,"BT":3,"E03":2} def rand_tokens(rng, ndim): L = rng.randint(0, ndim+2); toks=[]; used_ell=False for _ in range(L): @@ -296,8 +348,10 @@ def radds(base, tokens, value, tag): random_set.append({"op":"set","base":base,"tokens":tokens,"value":value,"tag":tag,"np":eval_set(base,tokens,value)}) def random_fuzz(seed, ng, ns): rng = random.Random(seed) - gpool=["V6","A","B","AT","ARS","ACS","ANR","ANC","ASO","ABC","BT","V1","S"] - spool=["V6","A","B","ARS","ANR","ASO","ACS"] + # G6: E03 (empty 2-D) + V0 (empty 1-D) joined the getter pool, E03 the setter pool — + # empty bases were previously absent from the whole random space. + gpool=["V6","A","B","AT","ARS","ACS","ANR","ANC","ASO","ABC","BT","V1","S","E03","V0"] + spool=["V6","A","B","ARS","ANR","ASO","ACS","E03"] for _ in range(ng): base=rng.choice(gpool); raddg(base, rand_tokens(rng, ND[base]), "rand") for _ in range(ns): @@ -323,11 +377,13 @@ def write_jsonl(path, cases): corpus_dir = os.path.normpath(os.path.join(here, "..", "NumSharp.UnitTest", "Fuzz", "corpus")) write_jsonl(os.path.join(corpus_dir, "index_curated.jsonl"), curated) write_jsonl(os.path.join(corpus_dir, "index_dtype.jsonl"), dtype_cases) +write_jsonl(os.path.join(corpus_dir, "index_setter_dtype.jsonl"), setter_dtype_cases) write_jsonl(os.path.join(corpus_dir, f"index_random_{RANDOM_SEED}.jsonl"), random_get + random_set) def nok(cs): return sum(1 for c in cs if c["np"]["ok"]) print(f"curated={len(curated)} (np_ok={nok(curated)} np_err={len(curated)-nok(curated)})") print(f"dtype={len(dtype_cases)} (np_ok={nok(dtype_cases)})") +print(f"setter_dtype={len(setter_dtype_cases)} (np_ok={nok(setter_dtype_cases)})") rnd = random_get + random_set print(f"random[seed={RANDOM_SEED}]={len(rnd)} (get={len(random_get)} set={len(random_set)} np_ok={nok(rnd)} np_err={len(rnd)-nok(rnd)})") print(f"-> {corpus_dir}") diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 38c3ebd5c..5d5ee92a1 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -196,7 +196,12 @@ def gen_unary(ops, dtypes, layout_names): # (and, for f64/f32 min/max, the stride-ordered NDIter routing gated by # DefaultEngine.MinMaxLayoutFavorsNDIter; the Direct kernel walks these # cache-hostile, so they were a measured 6–10× cliff before the routing). - "negstride_1d", "negstride_2d_offset"] + "negstride_1d", "negstride_2d_offset", + # G12 (F19): positive-offset slices + composed/0-d/reshape views — offset + # handling in reductions was previously reached only via negstride_2d_offset + # (and the W9-B repeat bug was precisely an offset bug). + "simple_slice_offset_1d", "sliced_composed", "zerod_from_index", + "reshape_view_2d"] def _axes(ndim): @@ -303,11 +308,13 @@ def gen_binary(ops, dt_pairs, pair_layout_names): STAT_LAYOUTS = ["c_contiguous_1d", "c_contiguous_2d", "c_contiguous_3d", "f_contiguous_2d", "transposed_3d", "strided_2d_cols", "one_element_1d"] CNZ_DTYPES = list(ALL_DTYPES) # widened: count_nonzero is dtype-agnostic -# clip needs an ORDERED dtype — complex128 has no ordering (NumPy raises). bool is CARVED OUT: -# NumSharp's general (strided/transposed/F-contig) clip kernel throws "clip not supported for +# clip dtypes. complex128 IS supported by NumPy's clip (probed 2.4.2: lexicographic +# real-then-imag ordering, NaN-poisoning comparisons — np.clip([1+2j,5+1j,-3+0j],0,2) -> +# [1+2j, 2+0j, 0+0j]); included below. bool is CARVED OUT: NumSharp's general +# (strided/transposed/F-contig) clip kernel throws "clip not supported for # Boolean" (only the contiguous path handles bool) — reproduced under [OpenBugs] (Clip_Bool_Strided_*). CLIP_DTYPES = ["int8", "uint8", "int16", "uint16", "int32", "uint32", "int64", "uint64", - "float16", "float32", "float64"] + "float16", "float32", "float64", "complex128"] QUANTILE_SPECS = [ ("percentile", lambda a, q, ax: np.percentile(a, q, axis=ax), [0.0, 25.0, 50.0, 75.0, 100.0]), ("quantile", lambda a, q, ax: np.quantile(a, q, axis=ax), [0.0, 0.25, 0.5, 0.75, 1.0]), @@ -425,6 +432,46 @@ def gen_clip(dtypes, layout_names): ] +# G4 (F4) — NON-bool where cond: NumPy selects by TRUTHINESS of any dtype cond (probed 2.4.2: +# NaN is truthy, -0.0 is falsy, complex is truthy iff re!=0 or im!=0). NumSharp matches +# (probed on all four cond dtypes). The float/complex pools front-load NaN/inf/-0.0, so the +# truthiness edges are exercised in every case. +WHERE_COND_DTYPES = ["int32", "float64", "uint8", "complex128"] +WHERE_COND_XY_PAIRS = [("int32", "int32"), ("float64", "int32"), ("float32", "float64")] + + +def gen_where_cond(cond_dtypes, xy_pairs): + cases = [] + n = 0 + for cdt in cond_dtypes: + for (sx, sy) in xy_pairs: + # contiguous: cond/x/y all (4,5) C-contiguous + cb = _cbase((4, 5), np.dtype(cdt)) + xb = _cbase((4, 5), np.dtype(sx)) + yb = _cbase((4, 5), np.dtype(sy)) + # strided: all three are [:, ::2] views of (4,10) bases + cb2 = _cbase((4, 10), np.dtype(cdt)) + xb2 = _cbase((4, 10), np.dtype(sx)) + yb2 = _cbase((4, 10), np.dtype(sy)) + for (tag, c_pair, x_pair, y_pair) in [ + ("wh_cond_contig", (cb, cb), (xb, xb), (yb, yb)), + ("wh_cond_strided", (cb2, cb2[:, ::2]), (xb2, xb2[:, ::2]), (yb2, yb2[:, ::2])), + ]: + r = np.where(c_pair[1], x_pair[1], y_pair[1]) + cases.append({ + "id": f"where/{tag}/{cdt}-cond/{sx},{sy}/{n}", + "op": "where", + "params": {}, + "operands": [describe(*c_pair), describe(*x_pair), describe(*y_pair)], + "expected": {"dtype": r.dtype.name, "shape": [int(d) for d in r.shape], + "buffer": np.ascontiguousarray(r).tobytes().hex()}, + "layout": tag, + "valueclass": "mixed", + }) + n += 1 + return cases + + # T11 — cumulative scans (cumsum/cumprod) and finite differences (diff). NumPy is the oracle for # value, NEP50 accumulator dtype (cumsum(int32)->int64), and the diff output shape (shrinks by n). SCAN_OPS = { @@ -546,6 +593,18 @@ def gen_where(dt_pairs, layout_names): ("complex128", "complex128"), ] +# G5 (F5) — iscomplex/isreal: REAL dtypes × CONTIGUOUS layouts ONLY (this is the verified-green +# envelope). CARVED (both documented bugs already pinned in OpenBugs.DtypeCoverage.cs — +# IsComplex_IgnoresImaginaryPart / IsReal_IgnoresImaginaryPart, ≈:119/:130): +# * complex128 input — NumSharp never inspects the imaginary part (iscomplex -> all False, +# isreal -> all True, both wrong for nonzero-imag values); +# * strided/F-contiguous/transposed REAL input — same op emits garbage bytes on the +# non-contiguous path. +ISCOMPLEX_OPS = {"iscomplex": np.iscomplex, "isreal": np.isreal} +ISCOMPLEX_DTYPES = [d for d in ALL_DTYPES if d != "complex128"] +ISCOMPLEX_LAYOUTS = ["c_contiguous_1d", "c_contiguous_2d", "c_contiguous_3d", + "one_element_1d", "scalar_0d"] + # Group A Batch 1: logical_and/or/xor (binary -> bool, truthiness of each element), # logical_not (unary -> bool), arctan2 (binary -> float; NumPy promotes int -> float64, # raises on complex so gen_binary skips those). @@ -606,8 +665,10 @@ def gen_place(dtypes, layout_names): # W1: added float16 + the narrow integers (int8/int16/uint16/uint32/uint64) — exercises the # stride-aware GEMM accumulator at every width (NumPy matmul preserves the input dtype, so e.g. # int8@int8 -> int8 with modular overflow; float16@float16 -> float16). +# G3: added bool — NumPy matmul/dot/outer on bool run the AND/OR semiring with a bool result +# (probed 2.4.2: matmul(bool,bool) -> dtype bool, OR-of-ANDs). MATMUL_DTYPES = ["int8", "int16", "int32", "int64", "uint8", "uint16", "uint32", "uint64", - "float16", "float32", "float64", "complex128"] + "float16", "float32", "float64", "complex128", "bool"] # (op, shapeA, shapeB) — spans the matmul gufunc shape space + dot/outer specifics. MATMUL_SHAPE_CASES = [ @@ -639,6 +700,8 @@ def _mm_fill(shape, dt): dtype = np.dtype(dt) if dtype.kind == "c": a = (((np.arange(n) % 7) - 3) + 1j * ((np.arange(n) % 5) - 2)).astype(dtype) + elif dtype.kind == "b": + a = (np.arange(n) % 3 != 1) # 2/3 True — AND/OR semiring gets a mix elif dtype.kind in "iu": a = ((np.arange(n) % 7) + 1).astype(dtype) # 1..7 (uint-safe, positive) else: @@ -694,6 +757,42 @@ def gen_matmul(shape_cases, dtypes, layouts): return cases +# G14 — matmul edge layouts the C/F matrix misses: a NEGATIVE-STRIDE operand (B row-reversed +# via [::-1], nonzero offset) and the k=0 empty inner dimension ((2,0)@(0,3) -> (2,3) zeros; +# both probed against NumPy 2.4.2 and matching in NumSharp). +MATMUL_EDGE_DTYPES = ["int32", "float64", "complex128", "bool"] + + +def gen_matmul_edges(dtypes): + cases = [] + n = 0 + for dt in dtypes: + A = _mm_fill((2, 3), dt) + Bbase = _mm_fill((3, 2), dt) + Bneg = Bbase[::-1] # negative row stride, offset != 0 + r = np.asarray(np.matmul(A, Bneg)) + cases.append({ + "id": f"matmul/negstride/{dt}/{n}", "op": "matmul", "params": {}, + "operands": [describe(A, A), describe(Bbase, Bneg)], + "expected": {"dtype": r.dtype.name, "shape": [int(d) for d in r.shape], + "buffer": np.ascontiguousarray(r).tobytes().hex()}, + "layout": "negstride", "valueclass": "mixed", + }) + n += 1 + A0 = np.zeros((2, 0), dtype=np.dtype(dt)) # k=0: empty inner dim + B0 = np.zeros((0, 3), dtype=np.dtype(dt)) + r0 = np.asarray(np.matmul(A0, B0)) + cases.append({ + "id": f"matmul/k0/{dt}/{n}", "op": "matmul", "params": {}, + "operands": [describe(A0, A0), describe(B0, B0)], + "expected": {"dtype": r0.dtype.name, "shape": [int(d) for d in r0.shape], + "buffer": np.ascontiguousarray(r0).tobytes().hex()}, + "layout": "k0", "valueclass": "mixed", + }) + n += 1 + return cases + + # T9 — bitwise & shift. NumPy defines bitwise_and/or/xor & invert for integer + bool; the shifts # for integers. Float/complex raise TypeError (gen_binary/gen_unary skip those automatically). BITWISE_BIN_OPS = { @@ -1186,6 +1285,16 @@ def _numpy_raises(opname, arrs, params): _ = np.stack(list(arrs), axis=params["axis"]) elif opname == "subtract": _ = arrs[0] - arrs[1] + elif opname == "min": + _ = np.min(arrs[0], axis=params.get("axis")) + elif opname == "max": + _ = np.max(arrs[0], axis=params.get("axis")) + elif opname == "argmax": + _ = np.argmax(arrs[0], axis=params.get("axis")) + elif opname == "floor": + _ = np.floor(arrs[0]) + elif opname == "searchsorted": + _ = np.searchsorted(arrs[0], arrs[1], side=params.get("side", "left")) return False except Exception: return True @@ -1207,11 +1316,19 @@ def gen_errors(): ("concatenate", [_cbase((2, 3), i32), _cbase((2, 4), i32)], {"axis": 0}), # dim mismatch ("reshape", [_cbase((6,), i32)], {"shape": [4]}), # incompatible size ("sum", [_cbase((3,), i32)], {"axis": 5, "keepdims": False}), # axis out of range - # NOTE: ("invert", [float]) is DELIBERATELY EXCLUDED — it does not raise a catchable - # exception, it executes an ILLEGAL CPU INSTRUCTION (ExecutionEngineException) and crashes - # the whole test host (a 🔴 crash bug) and - # cannot be gated here until the kernel is fixed to reject float input cleanly. ("stack", [_cbase((2, 3), i32), _cbase((2, 4), i32)], {"axis": 0}), # mismatched shapes + # G13 (F17) additions — each probed to raise in NumPy 2.4.2 AND throw cleanly in NumSharp. + # less(complex) was in the plan but NumPy 2.4.2 does NOT raise (comparisons on complex + # return bool, lexicographic) — dropped. + ("min", [np.array([], dtype=f64)], {"axis": None, "keepdims": False}), # zero-size reduce + ("max", [np.array([], dtype=f64)], {"axis": None, "keepdims": False}), # zero-size reduce + ("argmax", [np.array([], dtype=f64)], {"axis": 0, "keepdims": False}), # argmax of empty + ("floor", [np.array([1.5 + 2.0j, -0.5 + 1.0j])], {}), # floor(complex) + ("searchsorted", [_cbase((2, 3), i32), np.array([1, 2], dtype=i32)], {"side": "left"}), # 2-D a + # invert(float): NumPy raises TypeError. Historically this was an ILLEGAL-INSTRUCTION + # host crash in NumSharp; the B8 loop-resolution guard (Default.Invert.cs) now throws + # NumPy's verbatim TypeError, so the spec is safe to gate (see COMPLETENESS_PLAN L1). + ("invert", [_cbase((4,), f64)], {}), ] for (opname, arrs, params) in specs: if not _numpy_raises(opname, arrs, params): @@ -1339,7 +1456,15 @@ def _relabel_dtype(cases, frm, to): # --------------------------------------------------------------------------- # Group A Batch 2 generators: sort / round_ / trace / diagonal / ediff1d / nan-quantile. # --------------------------------------------------------------------------- -ROUND_DTYPES = ["uint8", "int16", "int32", "int64", "float16", "float32", "float64"] +# bool is CARVED OUT: np.round(bool, 0) -> float16 [0,1] in NumPy (rint float-tier), while +# NumSharp's round_ resolves bool -> Double — dtype divergence pinned under [OpenBugs] +# (OpenBugs.FuzzGaps.cs: Round_Bool_Dtype_Diverges). (bool with decimals!=0 raises in NumPy.) +# complex128 is included at decimals=0 ONLY: NumSharp's round_ with decimals!=0 is a NO-OP +# identity for Complex (NumPy rounds re+im via multiply->rint->divide: round(1.55+2.45j, 1) +# -> 1.6+2.4j) — pinned under [OpenBugs] (OpenBugs.FuzzGaps.cs: Round_Complex_NonzeroDecimals_NoOp); +# the dec!=0 complex carve lives in gen_round. +ROUND_DTYPES = ["int8", "uint8", "int16", "int32", "int64", "uint16", "uint32", "uint64", + "float16", "float32", "float64", "complex128"] # uint8 CARVED: trace of an unsigned dtype upcasts to Int64 in NumSharp but uint64 in NumPy -> [OpenBugs]. TRACE_DTYPES = ["int16", "int32", "int64", "float16", "float32", "float64", "complex128"] EDIFF_DTYPES = ["int16", "int32", "int64", "uint8", "float32", "float64", "complex128"] # no bool (NumPy bans bool `-`) @@ -1385,6 +1510,70 @@ def gen_sort(dtypes): return cases +# G11 (F20) — NaN sorting IS contractual in NumPy (NaN to the end; complex extended order +# [R+Rj, R+nanj, nan+Rj, nan+nanj] — probed 2.4.2 and matching in NumSharp) + strided/negstride +# operands (the NumPy-oracle sort tier was contiguous-only; only the decimal tier covered strided). +# Determinism guards: argsort operands keep ALL values distinct with at most ONE NaN per +# axis-slice (default quicksort is UNSTABLE — duplicate keys would make the index permutation +# implementation-defined on both sides); sort-only operands may carry duplicate NaNs (identical +# bit pattern -> identical result bytes). bool is sort-only in the strided family for the same +# tie reason. +def gen_sort_special(): + cases = [] + n = 0 + + def emit(op, a_base, a_view, axis, tag): + nonlocal n + try: + r = np.asarray(np.sort(a_view, axis=axis) if op == "sort" else np.argsort(a_view, axis=axis)) + except Exception: + return + cases.append({ + "id": f"{op}/{tag}/{a_view.dtype.name}/axis={axis}/{n}", + "op": op, + "params": {"axis": axis}, + "operands": [describe(a_base, a_view)], + "expected": {"dtype": r.dtype.name, "shape": [int(d) for d in r.shape], + "buffer": np.ascontiguousarray(r).tobytes().hex()}, + "layout": tag, + "valueclass": "nan" if "nan" in tag else "distinct", + }) + n += 1 + + nan = float("nan") + for dt in ["float16", "float32", "float64"]: + d = np.dtype(dt) + a1 = np.array([3.5, nan, -2.0, np.inf, 0.25, -np.inf, 7.0, 1.5], dtype=d) # distinct + 1 NaN + for op in ("sort", "argsort"): + emit(op, a1, a1, -1, "nan_1d") + a2 = np.array([nan, 4.0, -1.0, nan, 2.5, 0.5, -3.0, 6.0], dtype=d) # 2 NaNs -> sort only + emit("sort", a2, a2, -1, "nan_1d_multi") + m = np.array([5.0, -3.5, 12.25, 0.5, nan, 8.0, -7.25, 3.0, 1.5, -0.25, 9.75, -12.5], + dtype=d).reshape(3, 4) # distinct + 1 NaN + for op in ("sort", "argsort"): + for ax in (0, 1, -1): + emit(op, m, m, ax, "nan_2d") + sb = np.array([nan, 9.0, 3.5, 1.0, -2.0, 8.0, 0.5, 2.0, 7.0, 4.0, -np.inf, 5.0, + 12.0, 6.0, np.inf, 0.0], dtype=d) # [::2] -> distinct + 1 NaN + for op in ("sort", "argsort"): + emit(op, sb, sb[::2], -1, "nan_strided") + + # complex: exactly ONE entry per NaN group (R+nanj, nan+Rj, nan+nanj) -> no within-group ties. + cx = np.array([3 + 1j, complex(nan, 1), 1 + 2j, complex(1, nan), 2 + 0j, + complex(nan, nan), -1j, 5 + 3j], dtype=np.complex128) + for op in ("sort", "argsort"): + emit(op, cx, cx, -1, "nan_1d") + + # strided + negstride views over the distinct permutation pool, every sortable dtype. + for dt in SORT_DTYPES: + b = _distinct(16, dt) + ops = ("sort",) if dt == "bool" else ("sort", "argsort") # bool: 15 dup keys -> unstable ties + for op in ops: + emit(op, b, b[::2], -1, "strided") + emit(op, b, b[::-1], -1, "negstride") + return cases + + def gen_unique(dtypes): """np.unique -> sorted distinct values, over CONTIGUOUS finite data with duplicates. Contiguous + finite on purpose: unique is correct via the public API (verified), but the corpus's raw-offset @@ -1421,7 +1610,9 @@ def gen_unique(dtypes): def gen_round(dtypes, layout_names): """np.round_/around with decimals; every layout. NumPy is the oracle (banker's rounding). CARVE-OUTS (-> [OpenBugs]): dec=-1 (NumSharp's Math.Round rejects negative digits for ints and - mis-rounds floats) and float16 with dec>=1 (float16 fractional rounding diverges).""" + mis-rounds floats), float16 with dec>=1 (float16 fractional rounding diverges), and + complex128 with dec>=1 (NumSharp round_ is a no-op identity for Complex when decimals!=0; + OpenBugs.FuzzGaps.cs: Round_Complex_NonzeroDecimals_NoOp).""" cases = [] n = 0 skipped = 0 @@ -1433,6 +1624,8 @@ def gen_round(dtypes, layout_names): for dec in (0, 1, 2): # dec=-1 carved (negative-decimals bug) if s == "float16" and dec != 0: # float16 fractional rounding carved continue + if s == "complex128" and dec != 0: # complex dec!=0 carved (NumSharp no-op bug) + continue try: r = np.asarray(np.round(view, dec)) except Exception: @@ -1455,7 +1648,9 @@ def gen_round(dtypes, layout_names): def gen_trace_diag(dtypes): - """np.trace (2-D -> 0-D sum of diagonal) and np.diagonal (2-D -> 1-D).""" + """np.trace (2-D -> 0-D sum of diagonal) and np.diagonal (2-D -> 1-D). + G14: contiguous bases PLUS strided/offset views (a[1:5].T, a[:, ::2]) — the diagonal + walk must honor a nonzero offset and non-contiguous strides.""" cases = [] n = 0 for dt in dtypes: @@ -1477,6 +1672,27 @@ def gen_trace_diag(dtypes): "valueclass": "mixed", }) n += 1 + # G14 — strided/offset views (appended so the contiguous case ids above stay stable). + for dt in dtypes: + b1 = _cbase((6, 4), dt) + b2 = _cbase((4, 6), dt) + for (tag, base, view) in [("sliced_T", b1, b1[1:5].T), ("strided_cols", b2, b2[:, ::2])]: + for opname, f in (("trace", np.trace), ("diagonal", np.diagonal)): + try: + r = np.asarray(f(view)) + except Exception: + continue + cases.append({ + "id": f"{opname}/{tag}/{dt}/{n}", + "op": opname, + "params": {}, + "operands": [describe(base, view)], + "expected": {"dtype": r.dtype.name, "shape": [int(d) for d in r.shape], + "buffer": np.ascontiguousarray(r).tobytes().hex()}, + "layout": tag, + "valueclass": "mixed", + }) + n += 1 return cases @@ -1684,6 +1900,14 @@ def emit(opname, params, operands, r): _CHAR_DIVMOD_OPS = {k: v for k, v in DIVMOD_POWER_OPS.items() if k != "power"} _CHAR_UNARY_OPS = {k: v for k, v in UNARY_OPS.items() if k != "reciprocal"} +# G9 (F8) — pairs/op-sets for the additionally woven modes. The uint16 slot IS the Char; +# uint8/bool partners stay carved (char-promote bug), power/reciprocal/invert stay carved. +CHAR_WHERE_PAIRS = [(_C, _C), (_C, "int32"), ("float64", _C)] # cond stays bool +CHAR_EXTREMA_OPS = {"maximum": np.maximum, "minimum": np.minimum, "fmax": np.fmax, "fmin": np.fmin} +CHAR_LOGIC_UNARY = {"isnan": np.isnan, "isinf": np.isinf, "isfinite": np.isfinite, + "logical_not": np.logical_not} +CHAR_COPYTO_CROSS = [(_C, "int32"), ("int32", _C), (_C, "float64"), ("float64", _C)] + def char_tier(mode): """Relabelled Char cases to append into tier-file `mode` (woven coverage).""" @@ -1720,6 +1944,22 @@ def char_tier(mode): raw = gen_tail([_C]) elif mode == "astype_full": raw = gen_astype([_C], ALL_DTYPES, L) + gen_astype(ALL_DTYPES, [_C], L) + elif mode == "where": # G9: char select values + raw = gen_where(CHAR_WHERE_PAIRS, list(WHERE_LAYOUTS.keys())) + elif mode == "logic": # G9: extrema + predicates + raw = gen_binary(CHAR_EXTREMA_OPS, CHAR_CMP_PAIRS, PL) + raw += gen_unary(CHAR_LOGIC_UNARY, [_C], L) + elif mode == "matmul": # G9: uint16@uint16 modular GEMM + # dot 1-D.1-D CARVED: NumSharp's vector-dot reduces through sum_elementwise_il with an + # explicit Char result typecode, and that switch has no Char arm -> NotSupportedException + # ("Sum not supported for type Char"). matmul 1-D.1-D and every 2-D+ char case work. + # Pinned at OpenBugsFuzzGapsTests.Dot_Char_1D_Throws. + shape_cases = [c for c in MATMUL_SHAPE_CASES if not (c[0] == "dot" and c[1] == (4,))] + raw = gen_matmul(shape_cases, [_C], MATMUL_LAYOUTS) + elif mode == "rounding": # G9: char identity, dec 0/1/2 + raw = gen_round([_C], L) + elif mode == "copyto": # G9: overlap + int32/float64 cross + raw = gen_copyto([_C], CHAR_COPYTO_CROSS) return _relabel_dtype(raw, _C, "char") @@ -1768,16 +2008,21 @@ def main(): write_jsonl(os.path.join(corpus_dir, "reduce.jsonl"), cases) elif mode == "where": cases = gen_where(WHERE_DT_PAIRS, list(WHERE_LAYOUTS.keys())) + cases += gen_where_cond(WHERE_COND_DTYPES, WHERE_COND_XY_PAIRS) # G4: non-bool cond + cases += char_tier("where") # G9 write_jsonl(os.path.join(corpus_dir, "where.jsonl"), cases) elif mode == "place": cases = gen_place(PLACE_DTYPES, PLACE_LAYOUTS) write_jsonl(os.path.join(corpus_dir, "place.jsonl"), cases) elif mode == "matmul": cases = gen_matmul(MATMUL_SHAPE_CASES, MATMUL_DTYPES, MATMUL_LAYOUTS) + cases += gen_matmul_edges(MATMUL_EDGE_DTYPES) # G14: negstride + k=0 cases += gen_trace_diag(TRACE_DTYPES) # Group A: trace/diagonal + cases += char_tier("matmul") # G9 write_jsonl(os.path.join(corpus_dir, "matmul.jsonl"), cases) elif mode == "rounding": cases = gen_round(ROUND_DTYPES, list(LAYOUTS.keys())) # Group A: round_/around + cases += char_tier("rounding") # G9 write_jsonl(os.path.join(corpus_dir, "rounding.jsonl"), cases) elif mode == "bitwise": cases = gen_binary(BITWISE_BIN_OPS, BITWISE_DT_PAIRS, list(PAIR_LAYOUTS.keys())) @@ -1813,6 +2058,8 @@ def main(): cases += gen_unary(LOGICAL_NOT_OP, ALL_DTYPES, list(LAYOUTS.keys())) # Group A B1 cases += gen_binary(ARCTAN2_OP, ARCTAN2_PAIRS, list(PAIR_LAYOUTS.keys())) # Group A B1 cases += gen_binary(ALLCLOSE_OPS, ALLCLOSE_PAIRS, list(PAIR_LAYOUTS.keys())) # Group A B3 + cases += gen_unary(ISCOMPLEX_OPS, ISCOMPLEX_DTYPES, ISCOMPLEX_LAYOUTS) # G5 + cases += char_tier("logic") # G9 write_jsonl(os.path.join(corpus_dir, "logic.jsonl"), cases) elif mode == "modf": cases = gen_modf(MODF_DTYPES, MODF_LAYOUTS) @@ -1830,6 +2077,7 @@ def main(): cases += gen_nonzero(SORT_DTYPES) cases += gen_unary(NZ_OPS, NZ_DTYPES, list(LAYOUTS.keys())) # Group A B3: flatnonzero/argwhere cases += gen_unique(["bool", "int32", "uint8", "int64", "float64", "float32", "complex128"]) # B3: unique + cases += gen_sort_special() # G11: NaN + strided/negstride cases += char_tier("sort") write_jsonl(os.path.join(corpus_dir, "sort.jsonl"), cases) elif mode == "tail": @@ -1844,6 +2092,7 @@ def main(): write_jsonl(os.path.join(corpus_dir, "aliasing.jsonl"), cases) elif mode == "copyto": cases = gen_copyto(COPYTO_OVERLAP_DTYPES, COPYTO_CROSS) + cases += char_tier("copyto") # G9 write_jsonl(os.path.join(corpus_dir, "copyto.jsonl"), cases) elif mode == "errors": cases = gen_errors() @@ -1852,7 +2101,7 @@ def main(): cases = gen_groupa() # Group A B4-6 write_jsonl(os.path.join(corpus_dir, "groupa.jsonl"), cases) else: - print(f"unknown mode '{mode}' (expected: smoke | astype_full | binary | divmod_power | comparison | unary | reduce | where | place | matmul | bitwise | unary_extra | nanreduce | scan | stat | logic | modf | manip | sort | tail | params | aliasing | copyto | errors)") + print(f"unknown mode '{mode}' (expected: smoke | astype_full | binary | divmod_power | comparison | unary | reduce | where | place | matmul | rounding | bitwise | unary_extra | nanreduce | scan | stat | logic | modf | manip | sort | tail | params | aliasing | copyto | errors | groupa)") sys.exit(2) diff --git a/test/oracle/layout_catalog.py b/test/oracle/layout_catalog.py index fe679b704..f316eda59 100644 --- a/test/oracle/layout_catalog.py +++ b/test/oracle/layout_catalog.py @@ -1,5 +1,6 @@ """ -layout_catalog.py — the canonical catalog of memory layouts (the "44 variations"). +layout_catalog.py — the canonical catalog of memory layouts (the 40 variations: +26 single-array + 9 pairwise + 5 where-triple). Mirrored 1:1 by NumSharp.UnitTest/Fuzz/LayoutCatalog.cs (same layout names both sides).