From 6d990d20a421e85f50abb93115922293c431ac2b Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 07:47:08 +0300 Subject: [PATCH 01/26] plan(fuzz): open the fuzz/oracle completeness remediation plan (source of truth) Findings inventory F1-F31 from the 2026-07-07 completeness review of test/oracle + test/NumSharp.UnitTest/Fuzz against NumPy 2.4.2, split into three owned workstreams: - WS-BUGS (MisalignedRegistry gate tightening B1-B7, invert(float) illegal-instruction crash fix B8, RunCorpus count floors B9, final excuse-class sweep B10) - WS-GAPS (probed false-premise exclusions G1-G4: clip/round/matmul/where; dead wiring G5-G7: iscomplex+isreal zero cases, E03 empty-index recipe, decimal negative power; char weaving G9, soak envelope G10, sort-NaN G11, reduce offset layouts G12, errors tier G13, decimal widening G8, trace/matmul layouts G14) - WS-DOCS (44-vs-40 layouts, 302-vs-579 decimal contradiction, corpus count drift, divergence-ledger refresh, COVERAGE_GAPS truth pass) Encodes ground rules (worktree-only work, mutex-capture for all build/test/git, corpus regeneration determinism protocol, carve-vs-fix policy, ownership matrix, cross-team dependencies incl. B8->G13), an append-only Bug Ledger seeded with the invert crash (L1), per-workstream status tables the three agents actively update, and the branch-level definition of done. --- .../Fuzz/COMPLETENESS_PLAN.md | 431 ++++++++++++++++++ 1 file changed, 431 insertions(+) create mode 100644 test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md diff --git a/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md new file mode 100644 index 000000000..940953691 --- /dev/null +++ b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md @@ -0,0 +1,431 @@ +# 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 `[FuzzMatrix]+[OpenBugs]` because of a known flaky teardown SEGFAULT (R3) + — never let it block you; run it best-effort only. +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` | + +--- + +## 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) | OPEN → B8 | review | + +(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 | todo | | +| B2 | todo | | +| B3 | todo | | +| B4 | todo | | +| B5 | todo | | +| B6 | todo | | +| B7 | todo | | +| B8 | todo | **G13 waits on this** | +| B9 | todo | | +| B10 | todo | excuse-class handoff for DOCS goes here | + +### Status — WS-GAPS (owner: fuzz-gaps — edit ONLY this subsection) +| Task | State | Result note | +|------|-------|-------------| +| G1 | todo | | +| G2 | todo | | +| G3 | todo | | +| G4 | todo | | +| G5 | todo | | +| G6 | todo | | +| G7 | todo | | +| G8 | todo | | +| G9 | todo | | +| G10 | todo | | +| G11 | todo | | +| G12 | todo | | +| G13 | todo | waits on B8 | +| G14 | todo | | +| G16 | todo | | +| G15 | stretch | | +| G17 | stretch | | + +### Status — WS-DOCS (owner: fuzz-docs — edit ONLY this subsection) +| Task | State | Result note | +|------|-------|-------------| +| D7 | todo | Phase 1 | +| D3a | todo | Phase 1 | +| D1 | todo | Phase 2 | +| D2 | todo | Phase 2 | +| D3b | todo | Phase 2 | +| D4 | todo | Phase 2 | +| D5 | todo | Phase 2 — needs B10 handoff | +| D6 | todo | Phase 2 | +| D8 | todo | Phase 2 — last | + +### Final Summary (WS-DOCS writes at D8) +_(pending)_ + +--- + +## 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. From f11cf0ce7af786cb12f508fe0a5fa81da66c063d Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 07:53:40 +0300 Subject: [PATCH 02/26] =?UTF-8?q?fuzz(gate):=20B8=20=E2=80=94=20verify=20i?= =?UTF-8?q?nvert(non-integer)=20crash=20guard,=20pin=205=20regression=20te?= =?UTF-8?q?sts?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit F16/L1 claimed np.invert(float) executes an illegal CPU instruction (ExecutionEngineException, killing the test host) because the BitwiseNot IL kernel had no dtype guard — documented only in a gen_oracle.py comment that deliberately excluded the invert spec from the errors tier. Verified 2026-07-07: the crash is ALREADY FIXED on this branch. The loop- resolution guard in src/NumSharp.Core/Backends/Default/Math/Default.Invert.cs (lines 27-39, landed with the ufunc out=/where= work) rejects every non-(bool|integer) loop dtype before any kernel dispatch, throwing 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''" Probe evidence (dotnet_run, 7 paths, all clean-throw, host survives): np.invert(float64/float32-via-~/complex128/decimal/Half), plus both positional-dtype overloads (NPTypeCode/Type). NumPy 2.4.2 probed for f16/f32/f64/c128 — message text identical. Added OpenBugs.FuzzGate.cs :: FuzzGateRegressionTests (NORMAL tests, not [OpenBugs] — the guard works): Invert_{Double,Half,Complex,Decimal}_ ThrowsCleanly_NoHostCrash + InvertOperator_Float. All 5 green (net10.0). float64 message/ordering was already pinned by UfuncUnaryBatchOutWhereTests. Invert_FloatInputs_NotSupportedText_AndOrder; these cover the remaining non-integer dtypes (decimal has no NumPy analog but must take the same clean-throw path). Plan: L1 dispositioned, B8 DONE — G13 (errors-tier invert spec) unblocked; the gen_oracle.py ≈1210 crash comment is now stale (fuzz-gaps owns that file). --- .../Fuzz/COMPLETENESS_PLAN.md | 42 ++++++++++- test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs | 75 +++++++++++++++++++ 2 files changed, 113 insertions(+), 4 deletions(-) create mode 100644 test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs diff --git a/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md index 940953691..4a51c7f0c 100644 --- a/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md +++ b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md @@ -358,7 +358,7 @@ Format per row: `| L | | | | | | | | | Owner: fuzz-docs. Filled from B10's verbatim excuse-class handoff (WS-BUGS Status) + WS-GAPS' +> carve/pin list. This section is DELETED when D5/D8 land the final README. + +Target structure replacing README § "Documented divergence ledger (Misaligned / known bugs)": + +**Table 1 — live `MisalignedRegistry` excuse branches** (one row per branch, post-B1–B7 scope): + +| Excuse class (registry reason string) | Scope (op set × dtype/kind, as tightened) | Why excused (intended / known bug) | Task/issue | +|---|---|---|---| +| _(from B10 handoff: every `documented Misaligned divergences excused:` class actually hit, verbatim)_ | | | | + +**Table 2 — corpus carves** (cells deliberately absent from the green corpus, each pinned): + +| Carve site (generator + comment) | Cell (op × dtype × layout) | Pin (`[OpenBugs]` test) | +|---|---|---| +| _(existing: char power/reciprocal/invert/bool-partner carves, clip-bool noncontig, round dec=-1 + f16-fractional, trace-unsigned, iscomplex/isreal complex+strided, unique raw-offset)_ | | | +| _(new from G1-G14: fill from WS-GAPS Status/commits)_ | | | + +**Rules the rewrite must satisfy:** +- every LIVE MisalignedRegistry branch appears exactly once, wording matched to the registry + comment text (no drift); scope column shows the post-tightening (op, dtype, kind) bounds; +- rows whose branch was DELETED (bug fixed) are removed, or kept once as **FIXED** with the + fixing commit sha; +- every carve in gen_oracle.py / gen_decimal_oracle.cs / char_tier / layout exclusions appears + in Table 2 with its `[OpenBugs]` pin name; +- the existing "Char & Decimal dtype coverage" README subsection merges into Table 2 (single + source for carves) — decimal count fixed by D2 at the same time; +- cross-check: no excuse class printed by the final full-gate run (B10) is missing from Table 1, + and no Table 1 row corresponds to a class that can no longer fire. diff --git a/test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs b/test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs new file mode 100644 index 000000000..08c096d17 --- /dev/null +++ b/test/NumSharp.UnitTest/OpenBugs.FuzzGate.cs @@ -0,0 +1,75 @@ +using Microsoft.VisualStudio.TestTools.UnitTesting; +using System; +using AwesomeAssertions; +using NumSharp; +using NumSharp.Backends; + +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*"); + } + } +} From 6fc3be08d2ef0b03f0d6ba21b31d16997bbd0949 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 07:53:45 +0300 Subject: [PATCH 03/26] docs(fuzz): Phase 1 gate-semantics truth pass (D7 + D3a) WS-DOCS Phase 1 of the fuzz-completeness remediation (COMPLETENESS_PLAN.md par.4): D7 - Fuzz/README.md gains an explicit "Gate semantics - what is (and is not) asserted" section, pinning down three previously implicit contracts, each grounded in the harness code: * error-parity tier (errors.jsonl / expects_throw): NumSharp must throw SOMETHING; ANY exception type passes and type/message parity is NOT asserted (FuzzCorpusTests.RunCorpus catch-all around OpRegistry.Apply). The reverse direction is gated on every ordinary case: NumSharp throwing where NumPy returned is a Threw divergence - red unless excused. * index oracle: compares shape, values, and WHICH SIDE raised - both-raise passes regardless of exception type; NumPy exception name (err) is used in failure messages only (IndexOracleTests npOk/nsOk booleans). * excused divergences are logged, never silent: the per-tier console line "documented Misaligned divergences excused: Nx " keeps every excused class visible even on green runs; anything unclassified is red. Same-class doc rot fixed in the README regenerate block: added the missing gen_index_oracle.py line (seed pinned 20240626) and the FULL gen_oracle.py mode list (26 modes) - the previous 9-line example silently omitted rounding, groupa, bitwise, unary_extra, nanreduce, scan, stat, logic, modf, manip, sort, tail, params, aliasing, copyto, errors (F29/F31 doc-rot class). D3a (F29) - worktree .claude/CLAUDE.md regenerate-mode list += rounding + groupa (both modes exist and are wired in gen_oracle.py; the list now matches plan par.0.5 exactly). Plan housekeeping: WS-DOCS Status D7/D3a -> done; appended par.9 scratch skeleton for the D5 divergence-ledger rewrite (two-table structure: live registry excuse branches from the B10 handoff + corpus carves with their OpenBugs pins), to be filled in Phase 2. --- .claude/CLAUDE.md | 2 +- test/NumSharp.UnitTest/Fuzz/README.md | 26 ++++++++++++++++++++++++++ 2 files changed, 27 insertions(+), 1 deletion(-) diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md index f0a9fa284..be899de2b 100644 --- a/.claude/CLAUDE.md +++ b/.claude/CLAUDE.md @@ -681,7 +681,7 @@ 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). +- **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/test/NumSharp.UnitTest/Fuzz/README.md b/test/NumSharp.UnitTest/Fuzz/README.md index ba4c6ef6c..f75d33de9 100644 --- a/test/NumSharp.UnitTest/Fuzz/README.md +++ b/test/NumSharp.UnitTest/Fuzz/README.md @@ -33,6 +33,26 @@ 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 @@ -45,10 +65,16 @@ 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 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 # Decimal tiers (independent C# System.Decimal oracle) ``` +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 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. From cb52e42ebc135eb441671ffab205fbf585bb36e2 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:01:11 +0300 Subject: [PATCH 04/26] fuzz(oracle): close clip-complex + round dtype false-premise exclusions (G1, G2, G16) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit G1 (F1) — clip complex128: the CLIP_DTYPES comment "complex128 has no ordering (NumPy raises)" was FALSE (probed 2.4.2: np.clip on complex works, lexicographic real-then-imag with NaN-poisoning comparisons). Comment corrected, complex128 added. stat.jsonl 4258 -> 4265 (+7: clip/complex128 across the 7 STAT_LAYOUTS). NumSharp matches bit-exact including the NaN-poisoned pool cells — Stat gate green. G2 (F2) — ROUND_DTYPES widened from 7 to 12 dtypes: += int8, uint16, uint32, uint64 (identity at dec>=0, green) and complex128 (dec=0 only). rounding.jsonl 494 -> 832 (+338). Rounding gate green. Two REAL product bugs found while probing, carved + pinned in NEW OpenBugs.FuzzGaps.cs (both verified failing): * Round_Bool_Dtype_Diverges — np.round(bool,0) is float16 in NumPy (rint float-tier) but Double in NumSharp; bool therefore stays OUT of ROUND_DTYPES (carve comment at the dtype list). * Round_Complex_NonzeroDecimals_NoOp — np.round(complex, dec!=0) rounds re+im in NumPy (1.55+2.45j -> 1.6+2.4j) but is a NO-OP identity in NumSharp; complex carved to dec=0 in gen_round. Existing carves kept: float16 dec>=1, dec=-1. G16 (F31) — usage/error string now lists the rounding and groupa modes. Determinism self-check: regenerating the untouched stat tier before the edit produced a zero diff. --- .../Fuzz/corpus/rounding.jsonl | 1326 +++++++++++------ test/NumSharp.UnitTest/Fuzz/corpus/stat.jsonl | 139 +- test/NumSharp.UnitTest/OpenBugs.FuzzGaps.cs | 62 + test/oracle/gen_oracle.py | 26 +- 4 files changed, 987 insertions(+), 566 deletions(-) create mode 100644 test/NumSharp.UnitTest/OpenBugs.FuzzGaps.cs diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/rounding.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/rounding.jsonl index a99147ea5..fdb3c5ed4 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/rounding.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/rounding.jsonl @@ -1,494 +1,832 @@ 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+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"); + } + } +} diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 38c3ebd5c..5fcd20488 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -303,11 +303,13 @@ 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]), @@ -1339,7 +1341,15 @@ 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 `-`) @@ -1421,7 +1431,9 @@ 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 +1445,8 @@ 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: @@ -1852,7 +1866,7 @@ 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) From 1bb5551601cb60f5cba250ff7d5cea7ed7eea658 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:05:35 +0300 Subject: [PATCH 05/26] fuzz(oracle): matmul bool semiring + negstride/k0 edges + strided trace/diagonal (G3, G14) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit G3 (F3) — MATMUL_DTYPES += bool: NumPy matmul/dot/outer on bool run the AND/OR semiring with a bool result (probed 2.4.2). _mm_fill gained a dedicated bool branch (arange%3 != 1 -> 2/3 True) so the semiring output is a real True/False mix instead of the float-cast near-all-True. +68 cases (17 shape cases x 4 C/F layout combos). NumSharp matches bit-exact. G14 (F22/F21) — two edge families the C/F matrix missed: * gen_matmul_edges: a negative-stride operand (B row-reversed [::-1], nonzero offset) and the k=0 empty-inner-dim case (2,0)@(0,3) -> (2,3) zeros, over int32/float64/complex128/bool (+8 cases; both probed matching in NumSharp). * gen_trace_diag: strided/offset views appended — a[1:5].T (offset+transpose) and a[:, ::2] (inner-strided) for trace AND diagonal across the 7 TRACE_DTYPES (+28 cases; uint8 trace-upcast carve unchanged). Appended after the contiguous loop so pre-existing case ids stay stable. matmul.jsonl 858 -> 962. Matmul gate green on net10.0. --- .../Fuzz/corpus/matmul.jsonl | 1640 +++++++++-------- test/oracle/gen_oracle.py | 68 +- 2 files changed, 938 insertions(+), 770 deletions(-) diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/matmul.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/matmul.jsonl index 1d91c0ac0..b07c662d3 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/matmul.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/matmul.jsonl @@ -46,774 +46,850 @@ 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diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 5fcd20488..27b0c84d9 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -608,8 +608,10 @@ 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 = [ @@ -641,6 +643,8 @@ 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: @@ -696,6 +700,42 @@ 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 = { @@ -1469,7 +1509,9 @@ 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: @@ -1491,6 +1533,27 @@ 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 @@ -1788,6 +1851,7 @@ def main(): 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 write_jsonl(os.path.join(corpus_dir, "matmul.jsonl"), cases) elif mode == "rounding": From 7418a26aa2edb0c0460fd18440accbb63e7ba71f Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:07:32 +0300 Subject: [PATCH 06/26] fuzz(oracle): non-bool where cond + revive iscomplex/isreal wiring (G4, G5) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit G4 (F4) — np.where with a NON-bool cond was never gated: every WHERE_LAYOUTS builder hardcodes a bool cond while NumPy selects by TRUTHINESS of any dtype (probed 2.4.2: NaN is truthy, -0.0 falsy, complex truthy iff re!=0 or im!=0; NumSharp probed MATCHING on all four dtypes). New gen_where_cond: cond dtypes {int32, float64, uint8, complex128} x xy pairs {(i4,i4),(f8,i4),(f4,f8)} x {contiguous, all-strided [:, ::2]} = +24 cases appended into where.jsonl (70 -> 94). The float/complex pools front-load NaN/inf/-0.0 so the truthiness edges are in every float/complex cond. Green. G5 (F5) — iscomplex/isreal were registered in OpRegistry and marked covered, but ZERO corpus cases existed anywhere (dead wiring). Green envelope now gated: REAL dtypes (12 = ALL minus complex128) x contiguous layouts (c_contiguous_ 1d/2d/3d, one_element_1d, scalar_0d) x 2 ops = +120 cases appended into logic.jsonl (2099 -> 2219). CARVED with pointers to the existing [OpenBugs] pins (OpenBugs.DtypeCoverage.cs IsComplex_IgnoresImaginaryPart / IsReal_IgnoresImaginaryPart): complex128 input (imaginary part ignored) and strided/F/transposed real input (garbage bytes on the non-contiguous path). Where + Logic gates green on net10.0. --- .../NumSharp.UnitTest/Fuzz/corpus/logic.jsonl | 120 ++++++++++++++++++ .../NumSharp.UnitTest/Fuzz/corpus/where.jsonl | 24 ++++ test/oracle/gen_oracle.py | 54 ++++++++ 3 files changed, 198 insertions(+) diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/logic.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/logic.jsonl index 269fd62dd..cefb9991e 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/logic.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/logic.jsonl @@ -2097,3 +2097,123 @@ 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+{"id":"where/wh_cond_contig/complex128-cond/float32,float64/22","op":"where","params":{},"operands":[{"dtype":"complex128","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"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"},{"dtype":"float32","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"0000c07f0000807f000080ff0000004f000000cf00000080000000000000803f000080bf0000003f000000bf3333f33f3333f3bf0000fe420000004300007f430000804300feff4600ff7f470000004f"},{"dtype":"float64","shape":[4,5],"strides":[5,1],"offset":0,"bufferSize":20,"buffer":"000000000000f87f000000000000f07f000000000000f0ff000000000000e041000020000000e0c100000000000000800000000000000000000000000000f03f000000000000f0bf000000000000e03f000000000000e0bf666666666666fe3f666666666666febf0000000000c05f4000000000000060400000000000e06f40000000000000704000000000c0ffdf4000000000e0ffef400000c0ffffffdf41"}],"expected":{"dtype":"float64","shape":[4,5],"buffer":"000000000000f87f000000000000f07f000000000000f0ff000000000000e041000000000000e0c100000000000000800000000000000000000000000000f03f000000000000f0bf000000000000e03f000000000000e0bf000000606666fe3f000000606666febf0000000000c05f4000000000000060400000000000e06f40000000000000704000000000c0ffdf4000000000e0ffef40000000000000e041"},"layout":"wh_cond_contig","valueclass":"mixed"} +{"id":"where/wh_cond_strided/complex128-cond/float32,float64/23","op":"where","params":{},"operands":[{"dtype":"complex128","shape":[4,5],"strides":[10,2],"offset":0,"bufferSize":40,"buffer":"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"},{"dtype":"float32","shape":[4,5],"strides":[10,2],"offset":0,"bufferSize":40,"buffer":"0000c07f0000807f000080ff0000004f000000cf00000080000000000000803f000080bf0000003f000000bf3333f33f3333f3bf0000fe420000004300007f430000804300feff4600ff7f470000004f000000cf0000804fd9ccf95ed9ccf9deec78ad60ec78ade00000807f66569a4466569ac4000080470000004000004040000028420000c07f0000807f000080ff0000004f000000cf0000008000000000"},{"dtype":"float64","shape":[4,5],"strides":[10,2],"offset":0,"bufferSize":40,"buffer":"000000000000f87f000000000000f07f000000000000f0ff000000000000e041000020000000e0c100000000000000800000000000000000000000000000f03f000000000000f0bf000000000000e03f000000000000e0bf666666666666fe3f666666666666febf0000000000c05f4000000000000060400000000000e06f40000000000000704000000000c0ffdf4000000000e0ffef400000c0ffffffdf41000000000000e0c10000e0ffffffef4100a138149b39df4300a138149b39dfc3408cb5781daf1544408cb5781daf15c47bcdd3c4f874f047cdcccccccc4a9340cdcccccccc4a93c0000000000000f040000000000000004000000000000008400000000000004540000000000000f87f000000000000f07f000000000000f0ff000000000000e041000020000000e0c100000000000000800000000000000000"}],"expected":{"dtype":"float64","shape":[4,5],"buffer":"000000000000f87f000000000000f0ff000000000000e0c10000000000000000000000000000f0bf000000000000e0bf000000606666febf0000000000006040000000000000704000000000e0ffef40000000000000e0c1000000209b39df43000000801daf1544000000000000f07f000000c0cc4a93c000000000000000400000000000004540000000000000f07f000000000000e0410000000000000080"},"layout":"wh_cond_strided","valueclass":"mixed"} diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index 27b0c84d9..a93692926 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -427,6 +427,46 @@ 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 = { @@ -548,6 +588,18 @@ 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). @@ -1845,6 +1897,7 @@ 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 write_jsonl(os.path.join(corpus_dir, "where.jsonl"), cases) elif mode == "place": cases = gen_place(PLACE_DTYPES, PLACE_LAYOUTS) @@ -1891,6 +1944,7 @@ 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 write_jsonl(os.path.join(corpus_dir, "logic.jsonl"), cases) elif mode == "modf": cases = gen_modf(MODF_DTYPES, MODF_LAYOUTS) From 1c7c7e748f79b7b4addada191bbae7a3e7a2d269 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:12:59 +0300 Subject: [PATCH 07/26] fix(math): np.convolve accumulates per NumPy *_dot dtype contract (complex imag was DROPPED) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The single generic ConvolveFullTyped accumulated EVERY dtype in a double: Converts.ToDouble(boxed element) * ... -> double sum -> cast back to T. For Complex that is catastrophic: ToDouble collapses the complex element and (Complex)sum reconstructs with imag=0 — np.convolve(complex128) silently DISCARDED THE ENTIRE IMAGINARY DIMENSION. It stayed hidden because (a) the fuzz corpus complex pools happen to have imag=0 and (b) the MisalignedRegistry complex-binary blanket excused any complex value divergence. Dismantling the blanket (WS-BUGS B2) exposed it via the NaN cells: NumPy NaN*(x+0j) = NaN+NaNj, NumSharp produced NaN+0j (convolve/84-86 in groupa.jsonl). Also wrong, latently: int64/uint64/decimal accumulated through double (rounds above 2^53 / loses decimal precision instead of NumPy modular wrap), and the raw Address walk ignored Shape.offset/strides for view inputs (same family as the W9-B repeat bug; corpus operands are all contiguous so ungated). Rewritten to mirror NumPy correlate inner loops (*_dot, arraytypes.c.src): - Complex: component sums in double, naive complex product (CDOUBLE_dot) — NaN propagates into BOTH components; imag computed correctly. - All integers + Char: ONE IBinaryInteger kernel, ulong CreateTruncating multiply-accumulate + truncate — bit-identical to native-width wrap at any width (mod-2^N ring hom), so NumPy platform npy_long width is moot. Probed: np.convolve(i64 2^40-vec, self) wraps to 0 — now matched. - Half: float products accumulated in float, one final round (HALF_dot). - Single: float32 accumulation (FLOAT_dot; the CBLAS sdot path is f32 too). - Boolean: OR-of-ANDs with early exit (BOOL_dot) — bool convolve previously threw NotSupportedException; probed np.convolve(bool,bool) -> bool. - Decimal (no NumPy analog): decimal accumulation, full 28-digit precision. - Double: unchanged double accumulation. - Sliced/strided/broadcast inputs are materialized (.copy()) before the raw pointer walk since Address does not include Shape.offset. Evidence: FuzzCorpusTests.GroupA (convolve int32/float64/uint8/complex128 x full/same/valid) green incl. the 3 previously-hidden complex NaN cells; NdArray.Convolve.Test.cs green. --- src/NumSharp.Core/Math/NdArray.Convolve.cs | 216 +++++++++++++++------ 1 file changed, 162 insertions(+), 54 deletions(-) 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); } } From a4e79cd86fc59a446eefa23558d6a27bf050c1aa Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:13:00 +0300 Subject: [PATCH 08/26] =?UTF-8?q?fuzz(gate):=20B1-B7=20=E2=80=94=20scope?= =?UTF-8?q?=20every=20over-broad=20MisalignedRegistry=20excuse=20to=20its?= =?UTF-8?q?=20documented=20cell?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The registry header promises excuses "scoped tightly to the exact (op, dtype) cell so a regression in a neighbouring cell still fails". Seven branches broke that promise (plan F9-F15); each is now scoped to exactly the documented bug: B1 (F9) reduction summation-precision (sum/mean/std/var/prod, Value): now requires a FLOAT-FAMILY result tc {Half,Single,Double,Complex}. Integer/bool accumulation is exact/modular — a garbage sum(int32) no longer passes as "precision". Surfaced: decimal std last-digit sqrt (see below). Reduce/Params/Tail/NanReduce otherwise green. B2 (F10) complex-binary blanket (ANY value divergence, ANY magnitude, ANY 2-operand complex op) DISMANTLED into per-op scopes: divide -> unchanged existing 2-ULP branch; add/subtract -> every diff within 2 ULP (FMA contraction only); multiply -> every diff within 16 ULP of the ELEMENT magnitude (cancellation regime: relative error unbounded, absolute error stays at product rounding scale); power -> 512 element-magnitude ULP or non-finite edge (Complex.Pow polar vs npy_cpow integer-exponent squaring; measured up to ~350 ULP finite + the documented F5 inf/NaN edges); everything else (matmul/dot/outer/copyto/extrema/concatenate/...) complex-binary is now hard-gated bit-exact. Surfaced: np.convolve(complex) dropped the imaginary dimension — FIXED in src (commit fix(math): np.convolve accumulates per NumPy *_dot dtype contract). B3 (F11) cumprod dtype excuse -> only operand element-count <= 1 (the documented ReduceCumMul size-1 fast-path widening miss). B4 (F12) modf threw excuse -> only operand dtype not in {float32,float64}. B5 (F13) hyperbolic/inverse-trig/angle threw excuse -> only the float16- promoting inputs {bool,int8,uint8,float16} (probed: i16/u16->f32 works) plus (deg2rad|rad2deg) x complex128 (probed: NumPy raises too). B6 (F14) isclose value excuse -> only cases with a complex128 operand. B7 (F15) complex reduce/scan "NaN ordering" excuse -> diffs must actually contain a NaN token; finite complex reduce/scan divergences fail. New tightly-scoped excuse (evidence-first): decimal std last-digit — var is bit-exact so the divergence is purely sqrt(var); oracle DecSqrt (Newton) vs NumSharp DecimalMath.Sqrt, NEITHER correctly rounded at the 28/29-digit limit (probed vs 60-digit truth: oracle 1 low on strided_step2_1d/325 + strided_2d_cols/331, NumSharp 1 high on highrank_5d/335, both fine on negstride_1d/327). Scoped to std x decimal x Value with every diff within one unit of the 28th significant digit (relative 1e-27, DecimalLastDigitDiff). New helpers: WithinComplexElementMagnitudeUlp (absolute-error anchor for the cancellation regimes), NonFiniteInvolved, ElementCount, DecimalLastDigitDiff. Gate: FuzzCorpusTests 40 tiers — all green except Reduce, which is red from WS-GAPS G12 mid-flight regeneration (new simple_slice_offset_1d layout, 4 all(f16/c128 offset-slice) cells — a REAL product bug being triaged, not excusable under any branch past or present). --- .../Fuzz/MisalignedRegistry.cs | 145 ++++++++++++++++-- 1 file changed, 132 insertions(+), 13 deletions(-) diff --git a/test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs b/test/NumSharp.UnitTest/Fuzz/MisalignedRegistry.cs index 34f87500a..bc0e6899f 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; @@ -120,8 +121,11 @@ 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 +145,39 @@ 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 +187,9 @@ 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 +200,10 @@ 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 +293,28 @@ 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 +331,16 @@ 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 +394,11 @@ 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 +413,62 @@ 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)); + } } } From 07042d4f4ad5d017b9efd44216bd43d8164c4227 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:13:51 +0300 Subject: [PATCH 09/26] fuzz(oracle): reduce offset-view layouts + fix all/any Half+Complex offset bug (G12) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit G12 (F19) — REDUCE_LAYOUTS += simple_slice_offset_1d, sliced_composed, zerod_from_index, reshape_view_2d: positive-offset slices and composed/0-d/ reshape views were previously reached only via negstride_2d_offset (and the W9-B repeat bug was precisely an offset bug). reduce.jsonl 8708 -> 11256 (+2548), nanreduce.jsonl 6494 -> 8366 (+1872). The new simple_slice_offset_1d cells immediately caught a REAL product bug (Bug Ledger L4): np.all / np.any on Half and Complex take a contiguous fast path reading (T*)nd.Address for nd.size elements WITHOUT adding shape.offset. A raw view Shape (offset kept in the Shape rather than rebased into Storage.Address — exactly what the corpus reconstructs for b[2:7]) is still C-contiguous, so the loop scanned elements [0..5) instead of [2..7): all(view containing +-0/0+0j) returned True where NumPy says False. All other dtypes route through NDIter.ReduceBool which honors the offset; any() had the identical latent bug masked by the pool data (any of both windows happened to agree). FIX (src/NumSharp.Core, 4 sites, the established idiom used by NonZero.cs:258 and LogicalReduction.cs:68): AllImplHalf/AllImplComplex (Default.All.cs) and AnyImplHalf/AnyImplComplex (Default.Any.cs) now compute (T*)nd.Address + shape.offset. API-produced slices keep offset==0 (rebased storage) so the term is a no-op there. The 4 previously-red corpus cells are the pinned regression proof (policy 0.8(a): fix with the green cell as proof). Reduce + NanReduce + DecimalReduce gates green on net10.0. --- .../Backends/Default/Logic/Default.All.cs | 7 +- .../Backends/Default/Logic/Default.Any.cs | 6 +- .../Fuzz/corpus/nanreduce.jsonl | 1872 ++++++++++++ .../Fuzz/corpus/reduce.jsonl | 2548 +++++++++++++++++ test/oracle/gen_oracle.py | 7 +- 5 files changed, 4435 insertions(+), 5 deletions(-) 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/test/NumSharp.UnitTest/Fuzz/corpus/nanreduce.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/nanreduce.jsonl index 6c3e8918c..f8f8a895d 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/nanreduce.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/nanreduce.jsonl @@ -6342,6 +6342,1878 @@ 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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): From ab08600f8128dead7fac88a120b8501e132e8c15 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:16:09 +0300 Subject: [PATCH 10/26] fuzz(oracle): NaN-contract + strided/negstride sort/argsort coverage (G11) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit G11 (F20) — the NumPy-oracle sort tier used distinct finite values on contiguous 1-D/2-D operands only, so two contractual behaviors were ungated: NaN-to-the-end ordering and non-contiguous operands. New gen_sort_special (+85 cases into sort.jsonl, 417 -> 502): * float16/32/64: 1-D distinct+one-NaN (sort+argsort), 1-D dup-NaN (sort only), (3,4) all-distinct+one-NaN across axes 0/1/-1 (sort+argsort), and a [::2] strided view with a NaN (sort+argsort). * complex128: the FULL extended sort order [R+Rj, R+nanj, nan+Rj, nan+nanj] with exactly ONE entry per NaN group (no within-group ties) — probed 2.4.2; NumSharp matches bit-exact including nan+nanj. * strided [::2] + negstride [::-1] views of the 16-element distinct permutation across all 13 SORT_DTYPES (bool sort-only: 15 duplicate keys would make the argsort permutation tie-dependent under unstable quicksort). Determinism guards documented at the generator: argsort operands keep all values distinct with at most one NaN per axis-slice. Sort gate green on net10.0 — zero carves needed. --- test/NumSharp.UnitTest/Fuzz/corpus/sort.jsonl | 85 +++++++++++++++++++ test/oracle/gen_oracle.py | 65 ++++++++++++++ 2 files changed, 150 insertions(+) diff --git a/test/NumSharp.UnitTest/Fuzz/corpus/sort.jsonl b/test/NumSharp.UnitTest/Fuzz/corpus/sort.jsonl index 6e88e6c27..51fb0d092 100644 --- a/test/NumSharp.UnitTest/Fuzz/corpus/sort.jsonl +++ b/test/NumSharp.UnitTest/Fuzz/corpus/sort.jsonl @@ -408,6 +408,91 @@ {"id":"unique/1d/float64/4","op":"unique","params":{},"operands":[{"dtype":"float64","shape":[8],"strides":[1],"offset":0,"bufferSize":8,"buffer":"000000000000f83f00000000000000c0000000000000f83f0000000000000a4000000000000000c000000000000000000000000000000a400000000000001ec0"}],"expected":{"dtype":"float64","shape":[5],"buffer":"0000000000001ec000000000000000c00000000000000000000000000000f83f0000000000000a40"},"layout":"1d","valueclass":"dup"} 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{"id":"argsort/2d/char/axis=1/2","op":"argsort","params":{"axis":1},"operands":[{"dtype":"char","shape":[3,4],"strides":[4,1],"offset":0,"bufferSize":12,"buffer":"03000a000500000007000200090004000b00060001000800"}],"expected":{"dtype":"int64","shape":[3,4],"buffer":"030000000000000000000000000000000200000000000000010000000000000001000000000000000300000000000000000000000000000002000000000000000200000000000000010000000000000003000000000000000000000000000000"},"layout":"2d","valueclass":"distinct"} diff --git a/test/oracle/gen_oracle.py b/test/oracle/gen_oracle.py index d341516e1..6f2d049b8 100644 --- a/test/oracle/gen_oracle.py +++ b/test/oracle/gen_oracle.py @@ -1492,6 +1492,70 @@ 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 @@ -1967,6 +2031,7 @@ 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": From 73d86dfe5cae21ceb0f06b85a3dba48c27a6d2d1 Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:19:05 +0300 Subject: [PATCH 11/26] =?UTF-8?q?fuzz(gate):=20B9=20=E2=80=94=20per-corpus?= =?UTF-8?q?=20minimum=20case-count=20floors=20in=20RunCorpus?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit RunCorpus asserted only Count > 0 (F26): a regeneration that silently truncated a tier to 10% of its cells — encoding hiccup, generator early-exit, partial file copy — would still pass the gate while gating a fraction of the intended matrix. Added MinCases: a static file -> floor map at ~80% of every committed corpus count as of 2026-07-07 (post G1-G5/G11/G12 regenerations; reduce 11256 -> floor 9004, nanreduce 8366 -> 6692, unary_extra 5382 -> 4305, ...). Unknown files (regressions/*.jsonl pins) keep the old floor of 1. Regenerations only grow tiers so the floors stay conservative; WS-DOCS re-checks them at D8 after WS-GAPS finishes expanding (per plan section 5). Verified: all FuzzCorpusTests tiers pass the floor check; the only reds in the working tree are WS-GAPS G9 mid-flight char cells (matmul dot/char, rounding round_/char) owned by their triage. --- .../NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs | 54 ++++++++++++++++++- 1 file changed, 53 insertions(+), 1 deletion(-) diff --git a/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs b/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs index 93c16b8b1..c0f185da5 100644 --- a/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs +++ b/test/NumSharp.UnitTest/Fuzz/FuzzCorpusTests.cs @@ -248,10 +248,62 @@ 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 From 103cdf2e24e7700aacb2a3e7e80a987904c96ddf Mon Sep 17 00:00:00 2001 From: Eli Belash Date: Tue, 7 Jul 2026 08:21:11 +0300 Subject: [PATCH 12/26] plan(fuzz): WS-BUGS status B1-B9 DONE + ledger L5/L6/L7 + L4 review-ack B1-B7 registry tightening landed @3976b565, B8 verified @058ca3d0, B9 floors @e91f7b5a, convolve fix @737c59d6. Ledger: L5 convolve(complex) imag-drop fixed; L6 complex power ~350-ULP finite envelope excused (element-magnitude 512-ULP scope); L7 decimal std last-digit excused (probed vs 60-digit truth: neither sqrt correctly rounded). L4 fix by fuzz-gaps reviewed-OK by src owner. B10 interim: my state green on net10.0; final both-framework sweep pending WS-GAPS completion. --- .../Fuzz/COMPLETENESS_PLAN.md | 45 +++++++++++-------- 1 file changed, 26 insertions(+), 19 deletions(-) diff --git a/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md index 4a51c7f0c..b48d4125e 100644 --- a/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md +++ b/test/NumSharp.UnitTest/Fuzz/COMPLETENESS_PLAN.md @@ -360,6 +360,13 @@ Format per row: `| L | | |