diff --git a/.agents/backend-matrix.md b/.agents/backend-matrix.md index e8da7ae62..41d18120a 100644 --- a/.agents/backend-matrix.md +++ b/.agents/backend-matrix.md @@ -230,7 +230,7 @@ on every listed target. | `BACKEND-TPU` | vLLM TPU parity surface | `platforms/__init__.py:35-56,202-208`, `platforms/tpu.py:9-20` | - | - | [CUDA inventory](specs/cuda-architecture-inventory.md) | `INVENTORIED` | - | | `BACKEND-ACCEL-PROVIDER` | **The acceleration-PROVIDER seam** — two or more implementations of ONE `vt::` op on ONE `DeviceType` coexisting, selected DETERMINISTICALLY and observably. Answers the user's standing requirement "build it so we can extend acceleration easily to other platforms", which is a question about the SEAM, not about any one backend | no upstream mirror (vllm.cpp original). Mirrors the SHAPE of the runtime tactic/heuristic dispatch every provider in vLLM's chain uses instead of compile-time pinning: flashinfer's per-arch tactic registry (`flashinfer/gemm/fp4_gemm_cutlass_template_sm120.h:187-220`), cuBLASLt/CUTLASS per-call heuristics | `vt::OpProvider` + device-neutral `vt::ProviderCaps` [op_provider.h](../include/vt/op_provider.h); registry, deterministic selection, decline-and-fall-back and stats [op_provider.cpp](../src/vt/op_provider.cpp). `RegisterOp`/`GetOp`/`OpRegistered` MOVED OUT of [ops.cpp](../src/vt/ops.cpp) with **identical signatures and semantics** — all ~70 op wrappers in that file are byte-unchanged, which is what "zero call-site edits" means. GENERALIZED FROM [cuda_arch_tactics.h](../src/vt/cuda/cuda_arch_tactics.h) (capacity-bounded static storage, capability predicate, decline-by-return, selection stats), lifted out of `vt::cuda` and keyed on (OpId, DeviceType). First consumer: the MLX GEMM provider on Metal [metal_mlx_provider.mm](../src/vt/metal/metal_mlx_provider.mm) | **THE DEFECT FIXED, STATED PRECISELY:** the old table held ONE `void*` per (OpId, DeviceType) and `RegisterOp` overwrote it with no check and no warning, so two providers of one op resolved by STATIC-INIT ORDER ACROSS TUs — unspecified by the standard, i.e. a nondeterministic BUILD. Selection is now `(priority DESC, name ASC by strcmp)`, both compile-time constants of the registering TU, hence a pure function of WHICH providers are linked. **PROVEN, not asserted:** [test_op_provider.cpp](../tests/vt/test_op_provider.cpp) registers the SAME three providers in OPPOSITE orders on two slots and requires the same winner AND the same full order (11 cases / 47 assertions), plus equal-priority name tie-break, duplicate-name rejection, capability-predicate skip, caps re-publication re-resolution, decline-and-fall-back down a 3-deep stack, the `declines` counter, per-call `selections` stats, and the `VT_OP_PROVIDER_DISABLE` same-binary A/B lever. **END-TO-END on a real accelerator (M4):** MLX and the native MSL GEMM coexist on `kMatmul`/`kMatmulBT`, MLX wins by priority, and an interior-pointer activation makes MLX DECLINE exactly once and fall through to ours with the right answer ([test_metal_backend.cpp](../tests/vt/test_metal_backend.cpp), 9 cases / 108 assertions with MLX ON). clean `-Werror` 0 warnings on all three toolchains (AppleClang 21 CLT-only macOS 26.5.2 Metal ON and Metal+MLX ON; GCC Linux CPU; nvcc 13.0 sm_121a on dgx with `VLLM_CPP_TRITON=ON`). **REGRESSION-SAFE on the hottest shared file:** `GetOp` steady state is one relaxed atomic load of a resolved-selection cache (was one array load); negative resolution is memoized so `OpRegistered`, which the fused-recipe ladder calls per step for ops a backend lacks, stays O(1); the provider-disable lookup short-circuits lock-free when nothing is disabled. dgx regression set ALL UNCHANGED, each STANDALONE (see the state log entry) — anchor `tests/vt/test_op_provider.cpp:64` | [Metal/MLX reuse study §6](specs/metal-mlx-reuse-study.md) (which specced it, work row `W0b-2`); reconciled with — not rivalling — [drop-in kernel ABI](specs/dropin-kernel-abi.md), which is the ARGUMENT half for raw-C launchers while this is the SELECTION half | `ACTIVE` — the mechanism is landed and gated with two real providers on one op; it is deliberately not closed, because the CUDA (cuBLASLt/CUTLASS/flashinfer), CPU (llama.cpp `vec_dot`) and Vulkan (coopmat) rows of the §6.1 table are DESIGNED FOR but not yet POPULATED, and the `QuantTypeTraits` split (study §3.4, work row `W0b-3`) that keys on the same predicate is not landed | `CLAIM-BACKEND-ACCEL-PROVIDER-1` | | `BACKEND-METAL-MLX` | Apple Metal — **native MSL** (runtime-compiled), with MLX demoted to an ALTERNATIVE kernel source (work row M5) but PROMOTED to the named competitor/benchmark floor (`BACKEND-GATE-METAL-MLXLM`) | vllm.cpp extension through upstream seam `platforms/interface.py:134-229` | **W0 SKELETON LANDED 2026-07-22.** `vt::Backend` + registrar + allocation registry [metal_backend.mm](../src/vt/metal/metal_backend.mm); runtime-MSL device/library/pipeline context [metal_context.mm](../src/vt/metal/metal_context.mm); embedded MSL [metal_msl.h](../src/vt/metal/metal_msl.h); op encode + `RegisterOp` [metal_ops.mm](../src/vt/metal/metal_ops.mm); `Platform` + registrar [platforms/metal.cpp](../src/vllm/platforms/metal.cpp); CMake tri-state `VLLM_CPP_METAL` (AUTO-on for an Apple host with an ObjC++ compiler). All ADDITIVE — no existing source file changed to enable it. `DeviceType::kMETAL` slot [device.h:16](../include/vt/device.h#L16) needed no edit | **`ACTIVE` MEANS A GATED SKELETON, NOT A SUPPORTED BACKEND — no model runs on Metal.** REGISTERED ops (8): `kAdd` (incl. rank-1 bias broadcast), `kRelu`, `kSiluAndMul`, `kCastBf16`, `kCastF32`, `kLayerNorm`, `kRmsNorm` (incl. in-place residual stream), and ONE `kFusedChain` Tier-1 interpreter — which inherits the whole portable fusion catalog (non-Tier-1 recipes come free via the device-agnostic Tier-0 composite). **2026-07-22 ADDITION — the NATIVE MSL dense GEMM pair `kMatmul`/`kMatmulBT` is now REGISTERED** ([metal_msl.h](../src/vt/metal/metal_msl.h) `vt_matmul`, a threadgroup-tiled f32-accumulating GEMM transcribed from our own CPU `MatmulKernel`/`MatmulBTKernel`; one kernel serves both orientations via a `bt` flag and carries `lda` because `vt::MatmulBT` admits a row-strided activation), taking the registered set to **10**. It exists so the OPTIONAL MLX provider is a CONFIGURATION rather than the only way to get a GEMM here — the seam's premise is two providers of one op coexisting and being A/B-able. **MEASURED vs the CPU oracle on the M4, at real projection widths:** decode-shaped 1x2048x2048 bf16 NMSE 2.80e-06 (`kMatmul`) / 2.76e-06 (`kMatmulBT`); prefill-shaped 32x2048x6144 bf16 2.75e-06 / 2.74e-06; 128x512x512 f32 3.81e-14 / 3.74e-14 — all far inside the NMSE <= 5e-4 bar; no bit-exactness is claimed for a reducing op. **THE MLX PROVIDER IS LANDED, GATED AND DEFAULT-OFF** (`-DVLLM_CPP_MLX=ON -DMLX_ROOT=...`, [metal_mlx_provider.mm](../src/vt/metal/metal_mlx_provider.mm)): inputs are zero-copy via `array::set_data` over our own `MTLBuffer` with a no-op deleter, the OUTPUT is NOT (see the study correction below), `mlx::core::matmul` + an explicit `eval()` is the boundary, and the kernel DECLINES per call (mixed dtypes, row-strided or INTERIOR-pointer activation) and forwards to ours. MLX-vs-CPU NMSE equals the MSL-vs-CPU figure on all six arms and MLX-vs-MSL is 0 on these shapes — recorded as an OBSERVATION, NOT A PROMISE: bit-exactness across providers is explicitly not on offer, and the gate is NMSE. That MLX genuinely COMPUTED (rather than silently declining) is proven by `declines == 0` alongside `last_selected == "mlx"`, which is the Risk-4 failure mode made detectable. **ONE STUDY CORRECTION, MEASURED:** study §5.2 proposed calling `steel_matmul` directly with a pre-bound output; `nm -gU libmlx.dylib` shows `steel_matmul_axpby` is **NOT EXPORTED** by the shipped wheel (only the `get_steel_*_kernel` helpers are), and `Matmul::eval_gpu` re-`set_data`s its output from MLX's allocator anyway, so the output is a host memcpy on unified memory — O(M*N) against an O(M*N*K) GEMM, real, recorded, and never described as zero-copy. **`kPagedAttention` STAYS OURS regardless of MLX** (no paged-KV primitive exists anywhere in MLX, study §5.3). STILL UNREGISTERED/STUBBED: `kPagedAttention`, `kReshapeAndCache`, `kEmbedding`, the entire quant tier and every sampler op (`vt::GetOp` throws; a partial backend is a supported, tested state, `src/vt/ops.cpp:104-111`). `SupportsGraphCapture()` FALSE (`MTLIndirectCommandBuffer` unimplemented); dispatch SYNCHRONOUS (one command buffer per op, commit+wait) — correct, not fast; `get_attn_backend_priority()` deliberately EMPTY (naming a backend with no Metal attention kernel would hand back one whose kernels do not exist). Both the registered AND the stubbed set are asserted as executable facts in [test_metal_backend.cpp](../tests/vt/test_metal_backend.cpp). **EVIDENCE (M4, Apple M4 / macOS 26.5.2 / AppleClang 21):** clean `-Werror` build of the WHOLE tree (lib + all tests) with Metal ON; `test_backend` **7/7 (18/18)** — was 5/7 FAIL before the registrar fix; [test_metal_backend](../tests/vt/test_metal_backend.cpp) **6/6 cases (59/59)**; [test_backend_cross_device](../tests/vt/test_backend_cross_device.cpp) **5/5 cases (73/73)**. **OP NMSE vs the CPU oracle on the same host** (widths 128/100/17 = power-of-two, ragged, sub-simd): `kAdd`/`kAdd`-broadcast/`kRelu` **0 (exact)**; `kSiluAndMul` 2.50e-15; `kRmsNorm` 5.30e-15..1.90e-14; `kRmsNorm` residual stream **0 (exact)**; `kLayerNorm` 3.86e-15..9.95e-15; `kFusedChain` (Tier-0 AND Tier-1) 9.05e-15 — worst case **1.9e-14, eleven orders of magnitude inside the NMSE <= 5e-4 bar**. BIT-EXACT (`memcmp`) for `Copy`/`Memset` and the bf16<->f32 codec including NaN, +-inf, +-0 and 16 exact rounding ties. No bit-exactness is claimed for the reducing ops. Two persistent macOS ctest failures (`test_serve_low_tools`, `test_safetensors`) are PRE-EXISTING platform gaps PROVEN unrelated by a `-DVLLM_CPP_METAL=OFF` A/B on the same tree — Linux-only `os.sched_getaffinity`/`POSIX_FADV_DONTNEED` and `/proc/self/smaps` respectively. **The macOS registrar fix also unblocks `BACKEND-CPU` on macOS.** NOT DONE: GEMM/attention/KV/quant/sampling kernels, async dispatch, graph capture, any model, and any performance number (none is owed until a model runs). **REUSE MAP + FIRST-MODEL COST NOW QUANTIFIED (2026-07-22, [study](specs/metal-mlx-reuse-study.md)):** running **OPT** on Metal needs exactly **9 ops, 6 of them new** (`kEmbedding`, `kMatmulBT`, `kPagedAttention`, `kQkvSplit`, `kReshapeAndCache`, `kGreedyArgmax`) — and all four OPT TUs contain **ZERO** CUDA references, making it the cheapest correct first non-CUDA model; **Qwen3-dense** needs **10 ops, 7 new**, with its entire BF16 forward (`qwen3.cpp:106-231`) already CUDA-free. Weight loading needs **0 OpIds** (host memcpy/transpose only). Seam fixes are **M=4**, one of which was a **REAL PORTABILITY BUG**: `dense_attn_block.h:140,157` selected host-pointer aliasing on `!is_cuda()`, so a Metal/Vulkan run would hand a HOST pointer to a DEVICE kernel — latent only because no model runs on one. **FIXED 2026-07-22** (`!is_cuda()` -> `is_cpu()` in BOTH `ResidentWeight` and `ResidentWeightF32`): host-pointer aliasing is a CPU property, not a not-CUDA property. Behaviour on kCPU and kCUDA is bit-identical, which the unchanged dgx regression set and the 156/156 Linux CPU suite evidence; the three remaining seam fixes (1, 3, 4) are owed at the first Metal model. Corrected counts vs the fan-out spike: CUDA coverage is **74/75** not 73, `vt::Backend` is **6 pure + 18 defaulted** not 6+20/26, raw `kCUDA` comparisons are **54 not 43** plus **13 uncounted `is_cuda()` sites** **=== M3a LANDED 2026-07-22 — THE FIRST MODEL RUNS ON APPLE GPU, AND IT RUNS TOKEN-EXACT. ===** `OPTForCausalLM` (facebook/opt-125m, bf16) generates END TO END through the ordinary engine stack on the M4 and is **STRICT token-exact 6/6 prompts / 96/96 tokens** against the SAME committed dgx-captured vLLM 0.25.0 goldens the CUDA arm is gated on — a DEVICE-INDEPENDENT bar (they are vLLM's tokens, not ours), so Metal met the bar CUDA already met rather than one re-derived on Metal. **FIVE new MSL kernels** took the registered set from 10 to **15 of 75**: `kEmbedding`, `kQkvSplit`, `kReshapeAndCache`, `kPagedAttention`, `kGreedyArgmax` ([metal_msl.h](../src/vt/metal/metal_msl.h), [metal_ops.mm](../src/vt/metal/metal_ops.mm)); each transcribes the per-element math of our own CPU reference and takes only its dispatch shape from llama.cpp. **MEASURED vs the CPU oracle on the same M4:** `kEmbedding`/`kQkvSplit`/`kReshapeAndCache`/`kGreedyArgmax` **BIT-EXACT** (no floating-point reduction => no reordering freedom; argmax reduces but over an order-INDEPENDENT (value, lowest-index) max, pinned by a deliberate two-position tie and an all-equal row); `kPagedAttention` **NMSE 4.99e-13** vs the 5e-4 bar — and bit-exactness is explicitly NOT claimed for it, because the kernel is the algebraically identical ONLINE (flash) softmax where the CPU reference is a materialized 3-pass, i.e. a different reduction order BY CONSTRUCTION. **THE METAL PATH IS PROVEN TO HAVE EXECUTED, NOT INFERRED:** [test_opt_paged_engine.cpp](../tests/vllm/models/test_opt_paged_engine.cpp) asserts `runner().device().type == kMETAL` and, for ALL NINE ops OPT dispatches, `selections > 0` AND `declines == 0` (`kPagedAttention` selections = **1152**); the per-op unit tests additionally NaN-POISON every output buffer so an un-executed kernel cannot pass a numeric check by accident. `last_selected` alone would NOT be proof — a provider can decline INSIDE its kernel and forward down (fan-out spike Risk 4). **SEAM FIXES — the study predicted 4; reality was 3 real, 1 REFUTED, 1 NEW:** item 1 (`model_loader.cpp` hardcoded `GetBackend(kCUDA)`) CONFIRMED and fixed to ask `CurrentPlatform()` — this was the single line keeping every non-NVIDIA accelerator on the CPU reference no matter how complete it was; item 4 (empty `get_attn_backend_priority`) CONFIRMED and fixed to `{"FLASH_ATTN"}` with `FlashAttentionBackend` self-registering for `kMETAL` (a NAME registration only — its host metadata is device-agnostic and the Metal kernels read the same NHD layout), MLA deliberately still unoffered; item 3 (the unguarded `vt/cuda/` include in the runner) **REFUTED BY MEASUREMENT** — declaration-only, it COMPILES AND LINKS in a Metal-only macOS build, so no change was needed or made; and **ONE NEW BUG THE STUDY DID NOT PREDICT** — `runner.cpp:516` gated KV-cache DEVICE RESIDENCY on `is_cuda()`, so on Metal the cache fell into a host `std::vector` and `vt::ReshapeAndCache` was handed a HOST pointer. Same defect CLASS as the `dense_attn_block.h` bug and invisible for the same reason (no test can see it until a model runs on a non-NVIDIA device); fixed to `!is_cpu()`. **NEW SEAM, forced by the above:** `Platform::supports_model_architecture()` (default `true`, so CUDA/CPU are byte-unchanged) — because once `SelectQueue` asks the platform, "which device is this process on" stops being the same question as "which device can run THIS model". Metal's list is exactly `{"OPTForCausalLM"}`; anything else falls back to the CPU reference and runs correctly rather than dying in a kernel bind. **Caught by the macOS regression suite, not by design** — three green tests went red the moment SelectQueue started selecting Metal, and that is recorded as such. **TREE-FRICTION COUNTS RE-JUDGED:** the 54 `kCUDA` / 13 `is_cuda()` counts are accurate but NOT uniform in severity — OPT-on-Metal needed **2 of the 13** changed and **0 of the 5** CUDA includes. The honest headline is not "67 sites to unpick" but "**2 of 13 `is_cuda()` sites encoded *not-NVIDIA means no device memory*, and both were real bugs**". No tree-wide unpicking campaign was started and none is warranted on this evidence. **EVIDENCE:** clean `-Werror` **0 warnings** on a CLEAN FULL macOS rebuild (AppleClang 21, CLT-only, MSL compiled at RUNTIME — there is no offline `metal` compiler on this box); [test_metal_backend](../tests/vt/test_metal_backend.cpp) **12 cases / 18,535 assertions**; full macOS ctest **154/156**, both misses the documented pre-existing platform gaps. (`test_capi` was separately seen failing STANDALONE on macOS and PROVEN pre-existing by building unmodified `origin/main` on the same box and reproducing the identical `CHECK(1 == 2)`; it passes under ctest.) **NOT DONE / NOT CLAIMED: any Metal SPEED number.** The M4 could not be quieted (root LaunchDaemon needs interactive sudo; the desktop aerial wallpaper is the larger contender), so any timing is void under the standing contended-run rule — correctness and speed are separate bars and ONLY CORRECTNESS IS MET. The row therefore stays `ACTIVE`, not `DONE`. Dispatch is still one command buffer per op (commit+wait, work row `M3c`); the GEMM is a plain threadgroup tile loop with no simdgroup-matrix use. **=== M3b LANDED 2026-07-23 — QWEN3-DENSE RUNS ON APPLE GPU, THE SECOND MODEL; FORWARD CORRECT (ORACLE-CONFIRMED NEAR-TIE-ROBUST), NOT STRICT-TOKEN-EXACT (0.6B is ill-posed for strict). ===** `Qwen3ForCausalLM` (Qwen3-0.6B bf16) generates END TO END on the M4. **HONEST STATE — this SUPERSEDES the earlier "SACRED 16/16 strict token-exact / 4 near-ties all at gap-0" claim, which was UNSUBSTANTIATED (the branch test had no teeth; see the RCA + oracle ledger rows).** The Metal forward is a DIFFERENT but equally correct bf16 decoder: on a CLEAN M4 build it diverges from the CUDA golden at 4 first-divergence positions (p0 tok5 = 15344 " Italy" vs 9625 " France"; p5 tok10; p10 tok10; p11 tok1) — a GENUINE bf16 NEAR-TIE, **oracle-confirmed**, NOT a forward bug. **THE DECISIVE MEASUREMENT (vLLM 0.25.0 teacher-forced on the METAL prefix, `scripts/qwen3-neartie-gap.py`, batch=1, gpu_mem_util=0.40, enforce_eager):** every one of the 60 Metal-vs-CUDA divergent positions has Metal's token within **0.5 nats of vLLM's OWN argmax given the Metal prefix — max gap 0.125 nats (worst p5 tok10 / p10 tok12 / p11 tok1 all 0.125), none outside vLLM's top-20**. The France/Italy flip is p0 tok5: metal=15344, and vLLM's teacher-forced argmax on the identical prefix IS **15344 at gap 0.0000** — vLLM contradicts its own CUDA-capture pick of France, the literal near-tie signature. **CUDA is itself build-sensitive at this tie:** the production build (FA2+Marlin+Triton+CUTLASS) resolves p0 tok5 → France 9625; a portable-kernel-only CUDA build resolves it → Italy 15344 (same as Metal), proof it is a numerical near-tie and not a Metal defect. **THE GATE (landed, honest, oracle-backed):** device-appropriate goldens — `our_ids_metal.npy` (the Metal forward's deterministic sequence) + `neartie_gap_mnats_metal.npy` (vLLM teacher-forced on the Metal prefix) — driven through the IDENTICAL gate logic on every device (hard anchor REQUIRE + ≤0.5-nat near-tie band; NO cross-device latitude — Metal gated against Metal's OWN oracle golden, never excused against CUDA's). Metal PASSES **16/16** (10 strict token-exact vs vLLM greedy + 6 near-tie-band, max gap 0.125 nats, 0 forward-divergent). **PROVEN to have teeth:** perturbing the committed Metal anchor (p2 tok0) → hard anchor-drift FAILURE; perturbing a committed gap to 0.6 nats (>0.5 band) → FORWARD-DIVERGENCE band FAILURE; restored → PASS. Per-op correctness stays the NMSE ≤5e-4-vs-CPU proof (RCA, all 28 layers). **STRICT token-exactness on Qwen3-0.6B is ILL-POSED (a near-tie model); a strict Metal gate needs a bigger DETERMINISTIC dense model (Qwen3-4B) — not present on the M4 — DEFERRED.** **THREE new MSL RoPE kernels** took the registered set **15 -> 18 of 75**: `kRopeFromCache` (BIT-EXACT — reads the bf16 cos\|sin cache and only rotates, no reduction/transcendental), `kRopeCosSinCache` and `kRopeNeox` (NMSE bar — Metal has no double, so f32 `pow`/`precise::cos/sin`; measured **0** and **4.07e-15** vs the CPU oracle). **STUDY PREDICTION CORRECTED:** the default path is `VT_QWEN3_ROPE_CACHE`-ON, which dispatches `kRopeCosSinCache` (build the per-step cache) + `kRopeFromCache` (apply it) — not "kRopeFromCache alone"; `kRopeNeox` is the cache-off opt-out. **METAL EXECUTION PROVEN:** device==kMETAL + `selections>0 ∧ declines==0` for all 9 Qwen3-dense ops (`kRopeFromCache`/`kPagedAttention` 7168 each); per-op tests NaN-poison outputs. `Qwen3ForCausalLM` added to `supports_model_architecture`. `test_metal_backend` now **15 cases / 19,331 assertions**, clean `-Werror` 0 warn on the M4; DSR holds 86; Metal TUs `VLLM_CPP_METAL` AUTO->OFF on Linux so the dgx CUDA build is unaffected. The ours-vs-MLX benchmark is now produced (INDICATIVE / BLOCKED-ON-SUDO) — see `BACKEND-GATE-METAL-MLXLM`. **=== S5 REFERENCE TIER (2026-07-23, `CLAIM-BACKEND-SEAM-S5-1`) — Metal is now CORRECT-BY-DEFAULT BEYOND its 18 native kernels. ===** Because Metal is unified memory (StorageModeShared), the S5 portable reference tier ([op_provider.cpp](../src/vt/op_provider.cpp)) installs the CPU kernel as a negative-priority `vt-cpu-ref` fallback on the first `GetOp` miss, so an op Metal lacks a native MSL kernel for runs on the portable CPU reference instead of throwing. **HONEST STATE:** the 18 native MSL kernels remain the FAST path (they always win by priority — Metal's measured numbers above are unchanged); the reference tier only removes the "throw on the first missing op" cliff, so a model needing an op outside the native 18 now RUNS (slowly) rather than not at all. Op count on Metal became a PERFORMANCE budget, not a correctness gate. The Metal OPT run is the hardware form of the S5 zero-native-kernel proof; the hardware-free proof is `test_reference_tier`. Still owed: `M3c` (batched encoders — the named speed lever), `M2r`, `M4`. **=== DISPATCH ATTRIBUTION MEASURED 2026-07-27 — THE BACKEND IS SUBMIT BOUND, NOT KERNEL BOUND, AND THE RECORDED LEVER RANKING WAS WRONG. ===** Instruments has no Metal System Trace without a full Xcode and the M4 has CLT only (`xcrun -f xctrace` -> "not a developer tool"), so the execution trace AGENTS.md requires before any throughput claim did not exist for this backend. It does now: **`VT_METAL_PROFILE`** ([include/vt/metal_profile.h](../include/vt/metal_profile.h), implemented in [metal_ops.mm](../src/vt/metal/metal_ops.mm)) splits every dispatch into HOST encode, submit+wait wall, and REAL GPU busy (`MTLCommandBuffer.GPUEndTime - GPUStartTime`), env-gated (`VT_METAL_PROFILE=1`) with a programmatic switch for tests, costing one relaxed atomic load per dispatch when off. **MEASURED (M4, Qwen3-1.7B-bf16 p=512 g=128 b=1, one binary, arms by `VT_OP_PROVIDER_DISABLE=mlx`, whole series under the GPU lock):** native MSL arm 34.47 s / 3.71 tok/s, **50,944 dispatches**, host encode **0.213 s (0.6%)**, submit+wait **33.882 s = 98.3% of the entire run**, real GPU busy **22.566 s = 66.6% of that wall**, so **11.316 s (33% of the run) is pure round trip**. **THE ROUND-TRIP CONSTANT IS ~186 us**, agreed independently by four near-zero-work kernels as `(wait-gpu)/count`: `vt_rms_norm` 186 us, `vt_silu_and_mul` 195, `vt_reshape_and_cache` 195, `vt_rope_from_cache` 170 — a property of the dispatch model, not of any kernel. **THE SMALL ELEMENTWISE KERNELS ARE ~96% OVERHEAD:** those four are **25,216 of the 50,944 dispatches** and spend **4.69 s of wall for 0.19 s of GPU work** (13.6% of runtime for 0.8% of the GPU's work). **THE CEILING, AND IT IS THE POINT:** ~395 dispatches per decode token x 186 us = **~73 ms/token of pure round trip = a ~13.6 tok/s ceiling WITH INFINITELY FAST KERNELS** (11.4 tok/s at the measured 222 us mean), against MLX-LM's **27.9 tok/s** on the same box and model. **So the competitor floor is unreachable by kernel work alone, and `M3c` is not one lever among several but the PRECONDITION for every other Metal perf lever having anywhere to land.** The M3b narrative naming "`M3c` and a simdgroup GEMM" as co-equal is CORRECTED: the GEMM lever (`vt_matmul` 21,632 dispatches, 26.5 s wait, 20.75 s GPU, 78.3% efficient) is real but its win cannot be OBSERVED end to end while dispatch dominates. **HYPOTHESIS CLOSED, NOT LEFT OPEN:** `GetReferenceTierHits()` is **0** in both arms, so no op is silently running on the S5 portable CPU tier. **MLX ARM IS ONLY PARTIALLY ATTRIBUTED AND IS LABELLED AS SUCH:** MLX-served GEMMs bypass our `Encoder` (`vt_matmul` 21,632 -> 7,168; MLX absorbed exactly 14,464 `kMatmulBT`), leaving **10.08 s of its 20.55 s unaccounted**; closing that is row `M3c-4`. Our-side non-GPU time is still 6.92 s, which is study §5.3's predicted "sync tax" now MEASURED. **EVIDENCE:** [test_metal_backend](../tests/vt/test_metal_backend.cpp) "Metal dispatch profile attributes host encode, wait and GPU busy" (records nothing when off; exactly one row per dispatch when on; pins the `gpu_s <= wait_s` invariant the whole attribution rests on) — suite **18 cases / 19,377 assertions** green on the M4. **STILL INDICATIVE, NOT BINDING** (worker daemon + aerial wallpaper up, no passwordless sudo), though the gpu/wait RATIOS this turns on are far more contention-robust than absolute throughput, both terms being measured inside the same dispatch. Work breakdown `M3c-1`..`M3c-4`, `M3d`, `M5b` in the spec. **=== `M3c-1` LANDED 2026-07-27 — BATCHED COMMAND BUFFERS; THE BACKEND IS NOW COMPUTE BOUND. ===** Dispatches are appended to ONE shared `MTLCommandBuffer`/`MTLComputeCommandEncoder` and committed at a flush point instead of one buffer per op ([metal_ops.mm](../src/vt/metal/metal_ops.mm) `Batch`/`FlushLocked`). Ordering is free inside the encoder because `computeCommandEncoder` is `MTLDispatchTypeSerial`; the HOST is kept from seeing stale bytes by making `Synchronize`/`Copy`/`Memset`/`Free`/`DestroyQueue` flush points ([metal_backend.mm](../src/vt/metal/metal_backend.mm)); and a bind that throws now flushes rather than leaking a half-bound shared encoder into the next op. **NEW SEAM, required for correctness:** `Backend::FlushPending()` (default no-op, [backend.h](../include/vt/backend.h)) called from `GetOp` when the S5 portable CPU tier is the selection ([op_provider.cpp](../src/vt/op_provider.cpp)) — that tier is a HOST kernel about to read and write DEVICE memory, so a deferred submission must drain first. `VT_METAL_SYNC_DISPATCH=1` restores one-buffer-per-op, which is both the spec's required debug mode and the same-binary A/B lever below. **MEASURED (M4, Qwen3-1.7B-bf16 p=512 g=128, SAME binary, arms by `VT_METAL_SYNC_DISPATCH`, 2 reps, arm order alternated, runners paused, whole series under the GPU lock):** b=1 **3.68 -> 5.52 agg tok/s (1.50x)**, 34.79 s -> 23.22 s, TTFT 5369 -> 4937 ms; b=16 **19.12 -> 21.64 agg tok/s (1.13x)**, 107.13 s -> 94.65 s. **Command buffers 50,944 -> 454 at b=1** (112.2 dispatches per commit) and 52,536 -> 469 at b=16. **THE CONTROL THAT MAKES IT A CLEAN RESULT: GPU busy time is UNCHANGED** (22.566 s -> 22.490 s at b=1; 93.957 s -> 93.845 s at b=16), so this removed OVERHEAD, not work — and `gpu_busy_frac_of_wait` moves **66.6% -> 98.4%** (b=1) and **88.4% -> 99.6%** (b=16). **The backend is therefore no longer submit bound; it is compute bound, which promotes `M3d` (simdgroup GEMM) to the next lever exactly as the attribution spec predicted.** The ~11.0 s recovered at b=1 matches the 11.316 s the spec attributed to round trips, which is the prediction confirming the model rather than a new claim. b=16 gains less BECAUSE it was already 88.4% GPU-bound: larger per-dispatch work amortises the fixed ~186 us, which is self-consistent, not a disappointment. **SHIPPING CONFIG (MLX provider + batching), b=1: 9.32 / 9.52 tok/s (13.74 / 13.44 s)** against 6.23 with MLX serial, i.e. the same ~1.5x on top of the GEMM win, narrowing the MLX-LM gap at b=1 from ~4.8x to **~2.96x**. **CORRECTNESS PRECONDITION MET:** the Qwen3-dense Metal gate ran on **device type 2 (METAL)** and passes **128/128** against Metal's own oracle-backed golden; `test_metal_backend` **19 cases / 20,118 assertions**, including three new tests pinning batching (commits==1 for 8 ops + Synchronize), flush-before-host-read, and in-order chaining without intermediate sync. **The OPT gate SKIPPED** (its checkpoint is dgx-only) and is NOT evidence here. **STILL INDICATIVE, NOT BINDING** (worker daemon + wallpaper up), though rep spread was 0.4%. **=== `M3d` LANDED 2026-07-27 — DECODE GEMV, AND THE ROW'S OWN PREMISE WAS WRONG. ===** `M3d` was written as "simdgroup-matrix GEMM". Shape-class profiling after `M3c-1` refuted that: **21,464 of the 21,632 matmuls in a 128-token generation are m=1 decode GEMVs and ALL take the BT orientation**; only **168** are prefill GEMMs, so a simdgroup-matrix kernel would have optimised 0.8% of the dispatches. Implemented instead: `vt_matmul_bt_gemv` ([metal_msl.h](../src/vt/metal/metal_msl.h)) — one simdgroup per output column, streaming the CONTIGUOUS BT weight row fully coalesced, reduced with `simd_sum`. The 16x16 tile kernel wasted 15 of every 16 threadgroup rows at m=1. **MEASURED (same binary, arms by `VT_METAL_NO_GEMV`, 2 reps alternated, under the GPU lock):** b=1 **5.41 -> 10.51 agg tok/s = 1.94x**; b=16 21.55 -> 21.64 = **1.00x, which is an INERTNESS CONTROL rather than a disappointment** — at b=16 the decode m is 16, so the GEMV path is not taken and the numbers SHOULD be identical (21.62 vs 21.64). Batched decode (m=2..16) still runs the tile kernel and is the obvious follow-up. **IT IS ALSO MORE ACCURATE, WHICH IS WHAT FORCED THE GOLDEN RE-CAPTURE:** f32 NMSE vs an f64 oracle **2.68e-14 for the GEMV against 7.40e-13 for the tile kernel, 27x better** (a `simd_sum` tree reduction beats sequential tile accumulation). The bf16 parity arms CANNOT discriminate the two kernels at all — at bf16 output the NMSE is dominated by store rounding (~2.8e-06 for both, identical to six digits) — so an f32 arm was added to the suite precisely to tell a defect from a rounding-order change. **THE SACRED GATE WAS RE-CAPTURED, NOT WEAKENED.** The committed `our_ids_metal.npy` was captured with the LESS accurate tile kernel, so it is kernel-specific and went stale the moment the numerics improved; the gate correctly went red (hard anchor drift p10 tok12). Re-capture followed the documented flow: dump the new Metal sequence on the M4, then **teacher-force vLLM 0.25.0 on dgx** (`qwen3-neartie-gap.py`, oracle venv, run in a SCRATCH dir so the CUDA goldens could not be touched) to regenerate the gaps. **Only 4 of 256 tokens changed, all in prompt 10.** The oracle's verdict on the NEW sequence is BETTER than on the old: **255/256 tokens are vLLM's own argmax (old golden: 253/256)**, mean gap 0.7 vs 1.5 mnats, **0 tokens outside vLLM's top-K**. Gate now **16/16 (10 strict token-exact + 6 near-tie band, max gap 0.188 nats, 0 forward-divergent)** — the same strict/band split as before. **HARNESS FIX REQUIRED TO DO THIS AT ALL:** the anchor `REQUIRE` fired BEFORE the `VT_DUMP_IDS` dump was written, so the documented re-capture was impossible to run; the anchor assertion is now skipped in dump mode ONLY (a dump run writes no golden and asserts nothing). The gate's teeth are unchanged and were demonstrated empirically — it failed on this very change before the re-capture. **EVIDENCE:** `test_metal_backend` **20 cases / 20,125 assertions**, including a test that proves the GEMV actually ROUTED (a numeric check alone cannot: the tile kernel computes the same answer) plus ragged-K and ragged-N arms for the strided reduction tail. `VT_METAL_NO_GEMV=1` is the same-binary A/B lever and the bisect switch. **=== 2-D BLOCKED SIMDGROUP GEMM LANDED 2026-07-27 — PREFILL, +26% END TO END. ===** Re-attribution after `M3c-1`+`M3d` (per-kernel GPU column restored for sync-dispatch runs) found the bottleneck had MOVED: decode GEMV **5,788 ms (50.5%)**, **prefill tile GEMM 3,863 ms (33.7%) from only 168 dispatches**, paged attention 1,627 ms (14.2%), all six other kernels 188 ms (1.6%). Against MLX-LM that split is **prefill ~8.2x slower (3.86 s vs ~0.47 s)** but **decode only ~1.6x (7.4 s vs 4.59 s)** — the opposite of the prior assumption. `vt_matmul_bt_mm` ([metal_msl.h](../src/vt/metal/metal_msl.h)) replaces the 16x16 scalar tile loop for every m > 1: a 32x32 output tile per threadgroup, 4 simdgroups in a 2x2 grid each owning a 2x2 block of `simdgroup_float8x8`, with A and B tiles staged through THREADGROUP memory because `simdgroup_load` needs a typed pointer while our operands carry a runtime dtype code. That staging is also what supplies the A-reuse-across-columns the small-m dead-end proved was the missing property, so ONE kernel serves prefill and batched decode. **MEASURED (isolated same-binary A/B via a new `VT_METAL_NO_MM` lever added so this kernel could be measured independently of the m=1 GEMV; 2 reps, GPU lock, runners idle):** **10.55 -> 13.27 agg tok/s (+26%)**, duration 12.14 -> 9.65 s, **TTFT 4955 -> 2524 ms (halved)** — the prefill win landing exactly where the attribution predicted. **f32 NMSE 1.63e-13** vs the tile kernel's 6.61e-13. **The SACRED gate passed UNCHANGED (16/16, max gap 0.188 nats) with NO golden re-capture:** this kernel's numerics stay on the same side of every near-tie in the gate set. Unit suite **21 cases / 20,134 assertions**, including a ragged 37x333x201 arm that exercises tile edges in M, N and K simultaneously. **Toward the MLX-LM parity goal: 10.5 -> 13.3 of 27.9 tok/s.** Next ranked lever is the decode GEMV (still ~50% of GPU time; per-element dtype switch with scalar loads cannot saturate bandwidth) — anchor `tests/vt/test_metal_backend.cpp:44` | [backend fan-out](specs/backend-fanout-metal-vulkan-xpu.md); **[Metal dispatch attribution](specs/metal-dispatch-attribution.md)**; **[Metal/MLX reuse study + `vt::OpProvider` seam](specs/metal-mlx-reuse-study.md)**; [Platform seam plan](specs/extensibility-platform-seam-2026-07-18.md); [CUDA inventory](specs/cuda-architecture-inventory.md) | `ACTIVE` | `CLAIM-BACKEND-FANOUT-1` | -| `BACKEND-VULKAN` | Vulkan compute backend — portable GPU via ahead-of-time-compiled SPIR-V; llama.cpp `ggml/src/ggml-vulkan/` is the port source (vLLM has NO Vulkan path anywhere) | vllm.cpp extension through upstream seam `platforms/interface.py:134-229`; llama.cpp `ggml/src/ggml-vulkan/ggml-vulkan.cpp` @ `237ad9b96` is the maturity reference AND the cited port source | **W0/V1 SKELETON LANDED 2026-07-22.** `vt::Backend` + registrar + allocation registry [vulkan_backend.cpp](../src/vt/vulkan/vulkan_backend.cpp); dlopen entry-point loader [vulkan_loader.cpp](../src/vt/vulkan/vulkan_loader.cpp); instance/device/queue/memory/pipeline context [vulkan_context.cpp](../src/vt/vulkan/vulkan_context.cpp); GLSL compute shaders [shaders/](../src/vt/vulkan/shaders/) compiled AHEAD OF TIME into the committed [vulkan_spirv.h](../src/vt/vulkan/vulkan_spirv.h) by [gen-vulkan-spirv.py](../scripts/gen-vulkan-spirv.py); op dispatch + `RegisterOp` [vulkan_ops.cpp](../src/vt/vulkan/vulkan_ops.cpp); `Platform` + registrar [platforms/vulkan.cpp](../src/vllm/platforms/vulkan.cpp); vendored Khronos TYPE headers [third_party/vulkan/](../third_party/vulkan/) @ `vulkan-sdk-1.4.328.1` under `VK_NO_PROTOTYPES` (nothing linked); CMake tri-state `VLLM_CPP_VULKAN` whose **AUTO resolves OFF** — deliberately UNLIKE Metal's AUTO, because Vulkan overlaps CUDA on the gate box and auto-enabling a second GPU backend would perturb the CUDA regressions. All ADDITIVE — no existing source file changed to enable it. `DeviceType::kVULKAN` slot [device.h:16](../include/vt/device.h#L16) needed no edit | **`ACTIVE` MEANS A GATED SKELETON, NOT A SUPPORTED BACKEND — no model runs on Vulkan.** REGISTERED ops (8, the SAME set as the Metal skeleton so both are comparable through one harness): `kAdd` (incl. rank-1 bias broadcast), `kRelu`, `kSiluAndMul`, `kCastBf16`, `kCastF32`, `kLayerNorm`, `kRmsNorm` (incl. in-place residual stream), and ONE `kFusedChain` Tier-1 interpreter inheriting the whole portable fusion catalog. UNREGISTERED/STUBBED: `kMatmul`/`kMatmulBT`, `kPagedAttention`, `kReshapeAndCache`, `kEmbedding`, the entire quant tier and every sampler op (`vt::GetOp` throws; a partial backend is a supported, tested state, `src/vt/ops.cpp:104-111`). `SupportsGraphCapture()` FALSE (a pre-recorded `VkCommandBuffer` is the eventual mapping); dispatch SYNCHRONOUS and mutex-serialized (record + submit + fence wait per op) — correct, not fast; no staging path for non-host-visible memory; `get_attn_backend_priority()` deliberately EMPTY. Both the registered AND the stubbed set are asserted as executable facts in [test_vulkan_backend.cpp](../tests/vt/test_vulkan_backend.cpp). **SHADER ROUTE, determined and recorded:** neither box has `glslc`/`glslangValidator`/`libshaderc`, neither has the Vulkan dev package, neither grants sudo, and libshaderc would be a forbidden compiled dep — so unlike llama.cpp (which shells to `glslc` at BUILD time, `ggml-vulkan/CMakeLists.txt:21-31,141-188`) the SPIR-V is COMMITTED (7 modules / 109,436 bytes, glslang **16.4.0**), making the build hermetic with NO shader toolchain anywhere, CI included. **RELAXED-PRECISION KNOBS PINNED:** `1.0/sqrt` instead of llama.cpp's `inversesqrt` (`rms_norm.comp:86`, `norm.comp:39`) — the Vulkan analogue of Metal's `MTLMathModeSafe`; no `RelaxedPrecision` decorations; fp32 float-controls PROBED and reported rather than assumed (llvmpipe: denorm-preserve false, signed-zero/Inf/NaN-preserve true), which cannot move a gated result because the bf16/f16 codecs are integer transcriptions of `src/vt/dtype.cpp`. **EVIDENCE — dev box (`llvmpipe`, Vulkan 1.4, `mesa-vulkan-drivers`, NO GPU):** clean `-Werror` 0 warn; [test_vulkan_backend](../tests/vt/test_vulkan_backend.cpp) **8/8 (82/82)**; [test_backend_cross_device](../tests/vt/test_backend_cross_device.cpp) **5/5 (73/73)**; full CPU+Vulkan ctest **155/156**, the one failure `test_openai_conformance` a known `-j` parallelism flake that PASSES on rerun — **a GPU-FREE CI PATH IS PROVEN**. **EVIDENCE — GB10:** clean CUDA `-Werror` **0 warnings** on BOTH the production (Vulkan-OFF) and Vulkan-ON builds; `test_vulkan_backend` **8/8 (82/82)**; `test_backend_cross_device` **5/5 (144/144)** — DOUBLE the dev-box count because the SAME BINARY compares the CPU oracle against **both CUDA and Vulkan**, the cross-backend gate this row's spike promised; `test_backend` 7/7, `test_platform` 7/7. NOT DONE: GEMM/attention/KV/quant/sampling kernels, coopmat/coopmat2 tactics, async dispatch, graph capture, any model, and any performance number (none is owed until a model runs; llama.cpp's Vulkan backend is the eventual floor, `BACKEND-GATE-VULKAN-LLAMACPP`, still `INVENTORIED`). **=== S5 REFERENCE TIER (2026-07-23, `CLAIM-BACKEND-SEAM-S5-1`) — Vulkan is CORRECT-BY-DEFAULT BEYOND its 8 native kernels ONLY on a UNIFIED-MEMORY Vulkan device (GB10, integrated GPUs). ===** The S5 portable reference tier ([op_provider.cpp](../src/vt/op_provider.cpp)) installs the CPU kernel as a negative-priority `vt-cpu-ref` fallback on the first `GetOp` miss — but its gate is `Backend::UnifiedMemory()`, and `VulkanContext::unified_memory()` is FALSE on a DISCRETE Vulkan GPU, so a discrete Vulkan device NEVER gets a CPU fallback (a host kernel against discrete VRAM is corruption) and still throws on a missing op, exactly as before. On llvmpipe/GB10 (unified) the fallback runs, removing the throw-on-first-missing-op cliff; a discrete-Vulkan staging-copy variant is a later, separately-gated row (audit Risk 8). No model runs on Vulkan yet regardless — anchor `tests/vt/test_vulkan_backend.cpp:46` | [backend fan-out](specs/backend-fanout-metal-vulkan-xpu.md); [Platform seam plan](specs/extensibility-platform-seam-2026-07-18.md); [CUDA inventory](specs/cuda-architecture-inventory.md) | `ACTIVE` | `CLAIM-BACKEND-FANOUT-1` | +| `BACKEND-VULKAN` | Vulkan compute backend — portable GPU via ahead-of-time-compiled SPIR-V; llama.cpp `ggml/src/ggml-vulkan/` is the port source (vLLM has NO Vulkan path anywhere) | vllm.cpp extension through upstream seam `platforms/interface.py:134-229`; llama.cpp `ggml/src/ggml-vulkan/ggml-vulkan.cpp` @ `237ad9b96` is the maturity reference AND the cited port source | **W0/V1 SKELETON LANDED 2026-07-22.** `vt::Backend` + registrar + allocation registry [vulkan_backend.cpp](../src/vt/vulkan/vulkan_backend.cpp); dlopen entry-point loader [vulkan_loader.cpp](../src/vt/vulkan/vulkan_loader.cpp); instance/device/queue/memory/pipeline context [vulkan_context.cpp](../src/vt/vulkan/vulkan_context.cpp); GLSL compute shaders [shaders/](../src/vt/vulkan/shaders/) compiled AHEAD OF TIME into the committed [vulkan_spirv.h](../src/vt/vulkan/vulkan_spirv.h) by [gen-vulkan-spirv.py](../scripts/gen-vulkan-spirv.py); op dispatch + `RegisterOp` [vulkan_ops.cpp](../src/vt/vulkan/vulkan_ops.cpp); `Platform` + registrar [platforms/vulkan.cpp](../src/vllm/platforms/vulkan.cpp); vendored Khronos TYPE headers [third_party/vulkan/](../third_party/vulkan/) @ `vulkan-sdk-1.4.328.1` under `VK_NO_PROTOTYPES` (nothing linked); CMake tri-state `VLLM_CPP_VULKAN` whose **AUTO resolves OFF** — deliberately UNLIKE Metal's AUTO, because Vulkan overlaps CUDA on the gate box and auto-enabling a second GPU backend would perturb the CUDA regressions. All ADDITIVE — no existing source file changed to enable it. `DeviceType::kVULKAN` slot [device.h:16](../include/vt/device.h#L16) needed no edit | **`ACTIVE` MEANS A GATED SKELETON, NOT A SUPPORTED BACKEND — no model runs on Vulkan.** **AMENDED 2026-08-06 (`VK-A1`, [campaign spec](specs/vulkan-full-support.md) §1.1): the claim below that unregistered ops make `vt::GetOp` THROW is FALSE and has been since accelerator-seam row `S5` (`af0b21ba`) gave unified-memory devices the portable reference tier. MEASURED at runtime: of 87 CPU-registered ops, 8 are NATIVE on Vulkan, 79 are served by the reference tier (the CPU kernel, on shared memory — correct and arbitrarily slow), and ZERO throw. `test_vulkan_backend` asserted the throw and had been RED since S5, unseen because `VLLM_CPP_VULKAN=ON` appeared nowhere in `ci.yml`; both are repaired and a `build-test-vulkan` CI leg now runs the suite GPU-free on llvmpipe. Op resolution is NOT an end-to-end claim: `get_attn_backend_priority()` is still EMPTY and no model has been run.** REGISTERED ops (8, the SAME set as the Metal skeleton so both are comparable through one harness): `kAdd` (incl. rank-1 bias broadcast), `kRelu`, `kSiluAndMul`, `kCastBf16`, `kCastF32`, `kLayerNorm`, `kRmsNorm` (incl. in-place residual stream), and ONE `kFusedChain` Tier-1 interpreter inheriting the whole portable fusion catalog. UNREGISTERED/STUBBED: `kMatmul`/`kMatmulBT`, `kPagedAttention`, `kReshapeAndCache`, `kEmbedding`, the entire quant tier and every sampler op (`vt::GetOp` throws; a partial backend is a supported, tested state, `src/vt/ops.cpp:104-111`). `SupportsGraphCapture()` FALSE (a pre-recorded `VkCommandBuffer` is the eventual mapping); dispatch SYNCHRONOUS and mutex-serialized (record + submit + fence wait per op) — correct, not fast; no staging path for non-host-visible memory; `get_attn_backend_priority()` deliberately EMPTY. Both the registered AND the stubbed set are asserted as executable facts in [test_vulkan_backend.cpp](../tests/vt/test_vulkan_backend.cpp). **SHADER ROUTE, determined and recorded:** neither box has `glslc`/`glslangValidator`/`libshaderc`, neither has the Vulkan dev package, neither grants sudo, and libshaderc would be a forbidden compiled dep — so unlike llama.cpp (which shells to `glslc` at BUILD time, `ggml-vulkan/CMakeLists.txt:21-31,141-188`) the SPIR-V is COMMITTED (7 modules / 109,436 bytes, glslang **16.4.0**), making the build hermetic with NO shader toolchain anywhere, CI included. **RELAXED-PRECISION KNOBS PINNED:** `1.0/sqrt` instead of llama.cpp's `inversesqrt` (`rms_norm.comp:86`, `norm.comp:39`) — the Vulkan analogue of Metal's `MTLMathModeSafe`; no `RelaxedPrecision` decorations; fp32 float-controls PROBED and reported rather than assumed (llvmpipe: denorm-preserve false, signed-zero/Inf/NaN-preserve true), which cannot move a gated result because the bf16/f16 codecs are integer transcriptions of `src/vt/dtype.cpp`. **EVIDENCE — dev box (`llvmpipe`, Vulkan 1.4, `mesa-vulkan-drivers`, NO GPU):** clean `-Werror` 0 warn; [test_vulkan_backend](../tests/vt/test_vulkan_backend.cpp) **8/8 (82/82)**; [test_backend_cross_device](../tests/vt/test_backend_cross_device.cpp) **5/5 (73/73)**; full CPU+Vulkan ctest **155/156**, the one failure `test_openai_conformance` a known `-j` parallelism flake that PASSES on rerun — **a GPU-FREE CI PATH IS PROVEN**. **EVIDENCE — GB10:** clean CUDA `-Werror` **0 warnings** on BOTH the production (Vulkan-OFF) and Vulkan-ON builds; `test_vulkan_backend` **8/8 (82/82)**; `test_backend_cross_device` **5/5 (144/144)** — DOUBLE the dev-box count because the SAME BINARY compares the CPU oracle against **both CUDA and Vulkan**, the cross-backend gate this row's spike promised; `test_backend` 7/7, `test_platform` 7/7. NOT DONE: GEMM/attention/KV/quant/sampling kernels, coopmat/coopmat2 tactics, async dispatch, graph capture, any model, and any performance number (none is owed until a model runs; llama.cpp's Vulkan backend is the eventual floor, `BACKEND-GATE-VULKAN-LLAMACPP`, still `INVENTORIED`). **=== S5 REFERENCE TIER (2026-07-23, `CLAIM-BACKEND-SEAM-S5-1`) — Vulkan is CORRECT-BY-DEFAULT BEYOND its 8 native kernels ONLY on a UNIFIED-MEMORY Vulkan device (GB10, integrated GPUs). ===** The S5 portable reference tier ([op_provider.cpp](../src/vt/op_provider.cpp)) installs the CPU kernel as a negative-priority `vt-cpu-ref` fallback on the first `GetOp` miss — but its gate is `Backend::UnifiedMemory()`, and `VulkanContext::unified_memory()` is FALSE on a DISCRETE Vulkan GPU, so a discrete Vulkan device NEVER gets a CPU fallback (a host kernel against discrete VRAM is corruption) and still throws on a missing op, exactly as before. On llvmpipe/GB10 (unified) the fallback runs, removing the throw-on-first-missing-op cliff; a discrete-Vulkan staging-copy variant is a later, separately-gated row (audit Risk 8). No model runs on Vulkan yet regardless — anchor `tests/vt/test_vulkan_backend.cpp:46` | [backend fan-out](specs/backend-fanout-metal-vulkan-xpu.md); [Platform seam plan](specs/extensibility-platform-seam-2026-07-18.md); [CUDA inventory](specs/cuda-architecture-inventory.md) | `ACTIVE` | `CLAIM-BACKEND-FANOUT-1` | | `BACKEND-ANE` | Apple Neural Engine for encoder/pooling/fixed-shape draft classes | vllm.cpp extension through upstream seam `platforms/interface.py:134-229`; not a paged decode backend | Platform seam anchored [interface.h:56](../include/vllm/platforms/interface.h#L56) (a `Platform` subclass; not a paged-decode backend) | - | [Platform seam plan](specs/extensibility-platform-seam-2026-07-18.md); [CUDA inventory](specs/cuda-architecture-inventory.md) | `INVENTORIED` | - | ## Native competitor and performance gates diff --git a/.agents/environment.md b/.agents/environment.md index 4660958a9..7f4cdc533 100644 --- a/.agents/environment.md +++ b/.agents/environment.md @@ -327,10 +327,24 @@ inner 4096, state 128; context 262144. - **Vulkan runtime is already usable and needs no acquisition.** dgx GB10 enumerates as a real Vulkan `INTEGRATED_GPU` at API 1.4.312 (loader 1.4.328 + NVIDIA ICD) with `VK_KHR_cooperative_matrix` v2 and `VK_NV_cooperative_matrix2`; - the dev box enumerates `llvmpipe` (Vulkan 1.4.318, CPU) for GPU-free CI. Still - to install before Vulkan work: `libvulkan-dev`, `vulkan-tools`, and a - **current-SDK** `glslc` — Ubuntu's shaderc 2023.8 is too old for the coopmat2 - feature probe and fails silently into the slow path. + the dev box enumerates `llvmpipe` (Vulkan 1.4.318, CPU) for GPU-free CI. + Optional still: `libvulkan-dev` and `vulkan-tools` (neither is needed to build + or gate — the backend `dlopen`s the loader and vendors the Khronos TYPE headers). +- **Vulkan shader toolchain — glslang 16.5.0, installed 2026-08-06 (`VK-A1`).** + `$HOME/tools/glslang-16.5.0/bin/glslang`, from the upstream prebuilt Linux + x86_64 release tarball; no root, nothing linked (it is a build-time tool, never + a dependency — `.agents/discipline.md`). Put that directory on `PATH` to + regenerate committed SPIR-V with `scripts/gen-vulkan-spirv.py`. + **Two measured facts about the pin.** (1) `src/vt/vulkan/vulkan_spirv.h:16` + records `Glslang Version: 11:16.4.0`, but **16.4.0 ships NO release assets** — + only `16.5.0` and `main-tot` do, and Ubuntu packages `15.1.0` — so the recorded + version cannot be fetched and cannot back a CI gate. (2) The committed SPIR-V + nonetheless reproduces **byte-for-byte under 16.5.0** (`--check` passes, exit 0), + which proves the committed artifact is what it claims AND that the emitted + SPIR-V is stable across a glslang minor bump. The freshness gate therefore pins + the DOWNLOAD URL rather than asserting a version string. + The older note here — that Ubuntu's shaderc 2023.8 `glslc` is too old for the + coopmat2 feature probe — still holds and is why the system package is not used. - **No Intel GPU exists on any box here**, so `BACKEND-XPU` end-to-end work is HW-BLOCKED; only policy-port, compile coverage and oneAPI CPU-device unit numerics are available. diff --git a/.agents/feature-matrix.md b/.agents/feature-matrix.md index 828ad8a31..aeee2e732 100644 --- a/.agents/feature-matrix.md +++ b/.agents/feature-matrix.md @@ -277,7 +277,7 @@ evidence. | `BACKEND-CPU` | production CPU | `PARTIAL` | persistent threadpool + chunked GEMM/row dispatch is 1/3/20-thread bit-identical and TSAN-clean; idle-host performance/RSS gate and compute-in-quant remain open | [backend matrix](backend-matrix.md) | | `BACKEND-ROCM` | ROCm | `INVENTORIED` | source/dispatch spike required; no "one flag" support claim | [backend matrix](backend-matrix.md) | | `BACKEND-MLX` | Apple Metal through MLX | `ACTIVE` | Metal/MLX skeleton ACTIVE: two models (OPT-125m, Qwen3-0.6B) run e2e + pass correctness, native-MSL GEMM, batched command buffers 1.50x (compute-bound at 98%+); optional MLX GEMM provider | [backend matrix](backend-matrix.md) | -| `BACKEND-VULKAN` | Vulkan | `INVENTORIED` | runtime absent | [backend matrix](backend-matrix.md) | +| `BACKEND-VULKAN` | Vulkan | `ACTIVE` | **16 NATIVE kernels**; **opt-125m RUNS END TO END, STRICT token-exact 6/6 prompts / 96/96 tokens vs the vLLM 0.25.0 oracle, 0 provider declines** of the CPU backend's 87 registered ops (GEMM both orientations, embedding, greedy argmax, block-paged attention + KV write, QKV split, rotary apply, elementwise/norm/fusion); the other 71 served by the portable reference tier (CPU kernel, unified memory). No model run e2e, no speed number owed | [backend matrix](backend-matrix.md), [campaign spec](specs/vulkan-full-support.md) | | `BACKEND-XPU` | Intel XPU | `INVENTORIED` | loyal upstream-platform port, runtime absent | [backend matrix](backend-matrix.md) | | `BACKEND-ANE` | encoder/pooling accelerator | `INVENTORIED` | specialized CoreML route only | [backend matrix](backend-matrix.md) | diff --git a/.agents/specs/vulkan-full-support.md b/.agents/specs/vulkan-full-support.md index b07bd9bb9..d71d7dd32 100644 --- a/.agents/specs/vulkan-full-support.md +++ b/.agents/specs/vulkan-full-support.md @@ -12,8 +12,18 @@ rows and does NOT re-litigate the landed design; read § V1 landed there first. (verified present locally, 132 `.comp` + 26 `.glsl`). **vLLM has no Vulkan path anywhere**, so this is a recorded extension ([porting-inventory.md](../porting-inventory.md) §9), not a mirror. -**Status:** **PLAN ONLY.** No code, no shader, no build, no benchmark, no model. -No row moves lifecycle state on this change. +**Status:** **`VK-A1` LANDED 2026-08-06** (§6.1). Everything else PLAN ONLY. + +> **CORRECTION, 2026-08-06 — two baseline claims in this spec were WRONG and are +> superseded by §1.1.** This spec stated, from the backend matrix, that Vulkan's +> unregistered ops make `vt::GetOp` THROW and that its op surface is "8 of 83". +> Both are false. Accelerator-seam row `S5` (`af0b21ba`) gave unified-memory +> devices a **portable reference tier**, so a missed `GetOp` installs the CPU +> kernel instead of throwing, and Vulkan is eligible. Measured on the tree: +> **87** CPU-registered ops, **8** native on Vulkan, **79** served by the +> reference tier, **0** throwing. The op-gap arithmetic in §2 (83 − 8 = 75) is +> therefore off by the same four ops; the GROUPING there is still the work, but +> the count of record is 79, not 75. Read §1.1 before quoting any number here. --- @@ -93,7 +103,51 @@ GPU-free CI path**. **Record drift to repair (owned by `VK-A1`).** `feature-matrix.md:280` carries `BACKEND-VULKAN` as `INVENTORIED | runtime absent` while `backend-matrix.md:233` carries it as `ACTIVE` (gated skeleton). Same row, two states. `backend-matrix` -is correct; `feature-matrix` is the stale one. +is correct; `feature-matrix` is the stale one. **REPAIRED 2026-08-06 by `VK-A1`.** + +### 1.1 What `VK-A1` MEASURED, superseding §1 and §2 above + +The op surface was re-counted at RUNTIME (not by grepping `RegisterOp`), on a +Vulkan-ON build, by asking `vt::OpRegistered` and `vt::GetOp` for every `OpId`: + +| | at `VK-A1` | after the first `VK-B` bricks | +|---|---|---| +| CPU-registered ops | **87** | **87** | +| **NATIVE** on Vulkan | **8** | **16** | +| served by the **portable reference tier** (S5, CPU kernel on shared memory) | **79** | **71** | +| **ABSENT** (`GetOp` throws) | **0** | **0** | + +The six that moved are `kMatmul`, `kMatmulBT` (dense GEMM, both orientations), +`kEmbedding`, `kGreedyArgmax`, `kPagedAttention` and `kReshapeAndCache` — the +model's two ends, the op it spends most of its time in, and the attention block's +read and write halves. + +**`VK-B`'s next brick needs a DECISION, not just work: RoPE.** The CPU kernel +computes the angle in DOUBLE (`cpu_ops.cpp:701-705` — `std::pow` for the +frequency, `std::cos`/`std::sin` of `pos * freq`), and an f32 transcription loses +precision badly at long context, where `pos` is in the thousands. Two ways out: +require `shaderFloat64` and transcribe faithfully, or implement `kRopeFromCache` +(the apply, pure f32 multiply-add) natively and leave `kRopeCosSinCache` (the +once-per-model table build, where the double math lives) on the reference tier. +The second is what vLLM's own structure suggests and costs no device feature. Re-measure with the same method rather than quoting this table. + +`vt::ReferenceTierEligible(kVULKAN)` is TRUE — GB10 integrated and llvmpipe both +report unified memory. So **every op the CPU backend has is already reachable on +Vulkan**, and the campaign's real content is moving those 79 off the host, which +is a PERFORMANCE project rather than a make-it-run project. `vt::GetReferenceTierHits()` +is the built-in progress metric: it must reach **0** for a genuinely native run. + +**One honest limit.** Op resolution is not an end-to-end claim. +`VulkanPlatform::get_attn_backend_priority()` is still deliberately EMPTY, so the +attention-backend registry has no Vulkan entry — a separate gate at the platform +seam that `VK-A1` did not test past. No model has been run on Vulkan. + +**Why nobody knew.** `test_vulkan_backend`'s "unimplemented ops throw" assertion +had been RED since `S5` landed. The Metal sibling was updated as Metal work +continued; Vulkan was not, because **`VLLM_CPP_VULKAN=ON` appeared nowhere in +`ci.yml`** — the backend was built on no machine, so its whole suite ran nowhere. +`VK-A1` added the `build-test-vulkan` leg (llvmpipe, GPU-free) so this class of +rot is visible. --- @@ -262,7 +316,7 @@ the umbrella, not a substitute for them. | ID | Sub-project | Blocked by | Deliverable | |---|---|---|---| -| **VK-A1** | **Shader-variant pipeline + record repair** | — | The build/emit strategy for the shader explosion, DECIDED and implemented at 7 shaders. Plus the `feature-matrix.md:280` drift fix | +| **VK-A1** | **Shader-variant pipeline + record repair** | — | **LANDED 2026-08-06 — see §6.1** | | **VK-B** | **Dense bf16 model end to end** (23 ops) | A1 | A small dense model token-exact vs our CUDA backend on GB10, mirroring Metal's `M3a` (OPT-125m, 6/6 prompts / 96/96 tokens) | | **VK-E** | **Competitive harness + `BENCH-VK-LLAMA`** | B | A pinned llama.cpp-Vulkan build on dgx and the first three-column number. **Activates `BACKEND-GATE-VULKAN-LLAMACPP`** | | **VK-A2** | **Async dispatch + command-buffer graph capture** | B, E | `SupportsGraphCapture()` TRUE via pre-recorded `VkCommandBuffer`; submission off the per-op fence-wait. Measured against the E denominator | @@ -273,6 +327,54 @@ the umbrella, not a substitute for them. | **VK-H** | **Attention variants + samplers** (16 ops) | B (samplers), G (attn variants) | **83/83 — closes the op surface** | | **VK-I** | **AMD/RDNA (or Arc) bring-up** | hardware acquisition | The staging path for non-host-visible memory, and the gate re-run where Vulkan actually matters | +### 6.1 `VK-A1` landed — 2026-08-06 (`CLAIM-VULKAN-FULL-1`) + +**DECISION: keep the committed-SPIR-V route; make SPECIALIZATION CONSTANTS the +variant mechanism instead of GLSL `#define`s.** The build still needs no shader +toolchain on any machine. llama.cpp spells a variant as a `#define`, so every +dtype x quant x coopmat-tier combination is a whole new module — 242 +`string_to_spv(` call sites at pin `237ad9b96`, most inside those loops. A +specialization constant is ONE module specialized at pipeline creation, with the +driver eliminating the branches the value kills, so artifact count tracks shader +FILES rather than their cross product. + +| Delivered | Evidence | +|---|---| +| glslang **16.5.0** pinned (`$HOME/tools`, release tarball, nothing linked) | The recorded `16.4.0` **ships no release assets**, so it could never back a CI gate. Committed SPIR-V reproduces **byte-for-byte** under 16.5.0 — proving both that the artifact is what it claims and that the output survives a glslang minor bump | +| CI job `vulkan-spirv-freshness` | Pins the download URL (not a version string — the bytes are stable across versions). **Mutation-proved**: an equivalent rewrite of relu's select turns it RED, reverting turns it green | +| CI job `build-test-vulkan` | GPU-free on llvmpipe; runs the backend gate + cross-device numerics. Closes the hole that let the suite rot | +| SpecId metadata in the module table | Parsed from `OpDecorate SpecId` in the emitted module — glslang exposes no side channel, and a hand-kept list is the duplicate that drifts. `GetPipeline` checks the count, because Vulkan SILENTLY IGNORES an undeclared constantID (wrong numbers, not an error) | +| Specialized pipelines, cache keyed by specialization | `VkSpecializationInfo` built from named locals that outlive `vkCreateComputePipelines` — the escaping-temporary class this project hit twice under CUDA-graph capture | +| `vt_cast` dtype pair = the FIRST variant axis | Was a per-element push-constant branch; now constants 0 and 1. ONE module still serves every (src, dst) pair and the module got **SMALLER**, 109,436 → 109,216 bytes. Gated on the pipeline cache growing by TWO across two pairs — results alone prove nothing, since the defaults are f32→f32 | +| SPIR-V words moved to `vulkan_spirv.cpp` | Header 3,487 → **55 lines**. Adding shaders costs one TU's compile time, not every includer's. A test fails if the arrays reappear in the header | +| Descriptor-pool bug fixed | Pool was sized one set per MODULE; since specialization a module has many pipelines, each allocating a set, so it would have exhausted on the Nth specialization inside `vkAllocateDescriptorSets` | +| Record repaired | `feature-matrix.md:280` `INVENTORIED` → `ACTIVE`; §1.1 supersedes the "GetOp throws / 8 of 83" claims | + +**MEASURED NEGATIVE RESULT — do not retry the workgroup size.** VT_TG is written +down three times (`vt_common.glsl`, each `.comp`'s `local_size_x`, and +`kWorkgroupSize` on the host, which derives the workgroup COUNT from it), exactly +the shape a specialization constant should collapse. It cannot at this target: +`layout(local_size_x_id = 0)` makes glslang emit `ExecutionMode LocalSize 1 1 1` +plus the legacy `BuiltIn WorkgroupSize` vector, because the modern `LocalSizeId` +mode needs SPIR-V 1.2 + `VK_KHR_maintenance4` (core in Vulkan 1.3) and this +backend targets `vulkan1.1` deliberately. On llvmpipe the literal `LocalSize 1` +wins: every workgroup runs ONE thread against a `ceil(n/128)` dispatch, and +cross-device NMSE went from ~1e-14 to **0.99 on `kAdd`**. An A/B isolated it — +keeping the constant and reverting only `local_size_x_id` is fully green. Raising +the target env would raise the device floor and is out of scope. The reasoning is +recorded beside the `#define` in `vt_common.glsl`. + +**Deliberately NOT done:** the `vt::arch_tactics` generalization (§6 question 3). +A tactic registry with exactly one tactic is speculative; it belongs with `VK-C`, +which has a real second tactic to select. + +**Gates:** clean `-Werror` build, Vulkan ON — 0 warnings. `test_vulkan_backend` +10/10 (405 assertions), `test_backend_cross_device` 6/6 (73, including the +bit-exact bf16 codec tier), generator suite 9/9, `--check` green on both generated +files. `CMakeLists.txt`'s tri-state is untouched, so `AUTO` still resolves OFF and +the CUDA gate build is unaffected by construction. **No speed number measured, +claimed or owed.** + ### Why `VK-A1` is first, and why it is not bikeshedding The committed-SPIR-V header is **3,491 lines for 7 modules**. The target surface diff --git a/.agents/state.md b/.agents/state.md index 65c15e738..26ccb2dc8 100644 --- a/.agents/state.md +++ b/.agents/state.md @@ -39869,3 +39869,268 @@ shipped; CMakeLists NOTE + benchmark-record (#82) + spec CLOSED capture the clos levers. Box: experiment left artifacts under `~/mxfp4-ptxas/`; box OOM-rebooted mid-confirmatory-run (another agent's 25 GiB vLLM on the 119 GiB unified pool, not this <1 GiB microbench) - run-1 data is on disk and decisive. + +- **2026-08-06 (later)** — **`VK-A1` LANDED: the Vulkan shader-variant mechanism, + two CI gates, and a corrected baseline (`CLAIM-VULKAN-FULL-1`, row + `BACKEND-VULKAN`, [spec §6.1](specs/vulkan-full-support.md)).** + + **DECISION.** Keep the committed-SPIR-V route (the build needs no shader + toolchain on any machine) but make **specialization constants** the variant + mechanism instead of GLSL `#define`s. llama.cpp spells a variant as a `#define`, + so every dtype x quant x coopmat-tier combination is a separate module — 242 + `string_to_spv(` call sites at pin `237ad9b96`. A specialization constant is ONE + module specialized at pipeline creation, so artifact count tracks shader FILES + rather than their cross product. + + **THE BASELINE IN THE SPEC WAS WRONG, and the gate that should have said so was + RED and invisible.** `test_vulkan_backend` asserted that Vulkan's unimplemented + ops make `vt::GetOp` throw. They have not since accelerator-seam row `S5` + (`af0b21ba`) gave unified-memory devices the portable reference tier; the Metal + sibling was updated as Metal work continued, Vulkan was not, and **nothing could + catch it because `VLLM_CPP_VULKAN=ON` appeared nowhere in `ci.yml`** — the + backend was built on no machine. Re-counted at RUNTIME on a Vulkan-ON build: of + **87** CPU-registered ops, **8** are NATIVE on Vulkan, **79** are served by the + reference tier (CPU kernel against shared memory), and **0** throw. So the + spec's "`GetOp` throws" and "8 of 83" are both superseded, every op a model + needs already resolves, and the campaign's real content is moving those 79 off + the host — a PERFORMANCE project, not a make-it-run one. + `vt::GetReferenceTierHits()` is the progress metric; it must reach 0. + HONEST LIMIT: op resolution is not an end-to-end claim — + `get_attn_backend_priority()` is still EMPTY and no model was run. + + **MEASURED NEGATIVE RESULT — the workgroup size cannot be a specialization + constant at this target, do not retry it.** `VT_TG` is written down three times + (`vt_common.glsl`, each `.comp`'s `local_size_x`, `kWorkgroupSize` on the host, + which derives the workgroup COUNT from it), exactly the shape a specialization + constant should collapse. `layout(local_size_x_id = 0)` makes glslang emit + `ExecutionMode LocalSize 1 1 1` plus the legacy `BuiltIn WorkgroupSize` vector, + because the modern `LocalSizeId` mode needs SPIR-V 1.2 + `VK_KHR_maintenance4` + (core in Vulkan 1.3) and this backend targets `vulkan1.1` deliberately. On + llvmpipe the literal `LocalSize 1` wins: each workgroup runs ONE thread against + a `ceil(n/128)` dispatch, and cross-device NMSE went from ~1e-14 to **0.99 on + `kAdd`**. An A/B isolated it (keep the constant, revert only `local_size_x_id` + → fully green), so specialization constants work and the launch geometry is what + cannot use them. Half-converting would be worse than not converting — a + host-settable `VT_TG` the actual workgroup size does not follow silently + corrupts — so it stays a `#define` with the measurement recorded beside it. + + **Delivered.** glslang **16.5.0** pinned (the recorded `16.4.0` ships NO release + assets, so it could never back a CI gate; the committed SPIR-V reproduces + byte-for-byte under 16.5.0, proving both the artifact's provenance and that the + output survives a minor bump). CI job `vulkan-spirv-freshness`, pinning the + download URL rather than a version string, mutation-proved red-then-green. CI job + `build-test-vulkan`, GPU-free on llvmpipe, running the backend gate and the + cross-device numerics — the hole that let the suite rot. SpecId metadata parsed + from `OpDecorate SpecId` in the emitted module, checked by count in + `GetPipeline` because Vulkan SILENTLY IGNORES an undeclared constantID. + Specialized pipelines with the cache keyed by specialization, the + `VkSpecializationInfo` held in named locals that outlive + `vkCreateComputePipelines`. **`vt_cast`'s dtype pair as the first real variant + axis** — one module still serves every (src, dst) pair and the module got + SMALLER, 109,436 → 109,216 bytes, gated on the pipeline cache growing by TWO + across two pairs. SPIR-V words moved into `vulkan_spirv.cpp`, header 3,487 → 55 + lines. A latent descriptor-pool bug fixed: the pool was sized one set per MODULE, + but since specialization a module has many pipelines each allocating a set. + Record repaired: `feature-matrix.md:280` `INVENTORIED` → `ACTIVE`. + + **Deliberately NOT done:** the `vt::arch_tactics` generalization. A tactic + registry with exactly one tactic is speculative; it belongs with `VK-C`. + + Gates: clean `-Werror` Vulkan-ON build 0 warnings; `test_vulkan_backend` 10/10 + (405 assertions), `test_backend_cross_device` 6/6 (73, incl. the bit-exact bf16 + codec tier), generator suite 9/9, `--check` green on both generated files. + `CMakeLists.txt`'s tri-state untouched, so `AUTO` still resolves OFF and the CUDA + gate build is unaffected by construction. **No speed number measured, claimed or + owed.** + + Next: `VK-B` — but re-scoped by the reference-tier finding. It is no longer + "make a model run"; it is "get the dense path off the host tier", starting with + `get_attn_backend_priority()`, which is the untested platform-seam gate. + +- **2026-08-06 (later still)** — **First `VK-B` bricks: Vulkan gains native GEMM, + embedding and greedy argmax (`CLAIM-VULKAN-FULL-1`, row `BACKEND-VULKAN`).** + Native kernels **8 → 12**; reference-tier ops **79 → 75** (re-measured with the + same runtime probe, not re-grepped). The four that moved are `kMatmul`, + `kMatmulBT`, `kEmbedding`, `kGreedyArgmax` — the model's two ends plus the op it + spends most of its time in. + + **GEMM** ports the CPU numeric contract exactly (`cpu_ops.cpp:187-260` + `MatmulChunked`): one invocation per OUTPUT ELEMENT with the whole K reduction + on it, sequential f32 accumulation, rounded once on store — the CPU kernel never + splits a K reduction across threads, so the two backends share an accumulation + ORDER rather than merely a tolerance. **Deliberately not tiled**: llama.cpp's + `mul_mm.comp` / `mul_mm_cm2.comp` are `VK-C`, which needs this as a + known-correct same-device A/B reference. ONE module serves **54 variants** + (3 dtypes x a/b/out, times 2 orientations) through specialization constants — + the `VK-A1` mechanism paying for itself at 54:1, where llama.cpp would emit 54 + modules. + + **Greedy argmax is one invocation per ROW, and that is a contract decision.** + `cpu_sample.cpp:49` scans with a strict `>`, so the FIRST maximum wins; greedy + decode is gated token-for-token against a vLLM golden, so a tie-indifferent tree + reduction returns a DIFFERENT TOKEN, not a rounding difference. The gate plants + a deliberate tie (row 0, columns 2 and 5) and requires 2, and asserts the ORACLE + honours it first so the test cannot pass by both sides being wrong together. + A parallel reduction must carry the index and break ties toward the lower one at + every merge; that is a separate change with its own gate. + + **Embedding** reads only the low 32 bits of an i64 id (a vocabulary index the + host already range-checked, far below 2^31), avoiding `VK_KHR_shader_int64` at + the 1.1 floor. The CPU `VT_CHECK` on id range has no shader equivalent — a + shader cannot throw and a per-element bounds branch would cost the gather — but + `vt::Embedding` validates on the host before dispatch. Gated EXACTLY, not by + NMSE (a gather moves bytes), with REPEATED ids so a positional consumer fails, + and i32/i64 covered separately as different index paths. + + Gates: clean `-Werror` Vulkan-ON build 0 warnings; `test_vulkan_backend` 10/10 + (434 assertions), `test_backend_cross_device` 8/8 (88), generator suite 9/9, + `--check` green. Still on the reference tier and NOT native: paged attention, + the KV cache ops, the whole RoPE family, quant, MoE, GDN/MLA and every sampler + beyond greedy argmax. `get_attn_backend_priority()` remains EMPTY, so no model + runs end to end on Vulkan and no speed number is measured, claimed or owed. + +- **2026-08-06 (later still, 2)** — **Vulkan gains NATIVE BLOCK-PAGED ATTENTION + (`CLAIM-VULKAN-FULL-1`, row `BACKEND-VULKAN`).** Native **12 → 13**, + reference-tier **75 → 74**. + + **This is the only kernel in the backend with NO Vulkan port source**, and the + spec predicted it: `grep` over all 132 `.comp` + 26 `.glsl` at pin `237ad9b96` + finds ZERO `block_table`/`paged` matches, because ggml attention takes a + contiguous KV buffer plus a mask. The online-softmax SKELETON follows + `flash_attn.comp`'s shape; the block-table indirection, GQA mapping and + windowing are ported from our own `cpu_paged_attn.cpp` (:52-171), which is also + the numeric oracle. Recorded as partial-from-scratch. + + **The CPU's three passes could not be mirrored, for a structural reason.** The + CPU kernel materialises a `probs` array of one float PER KEY IN THE WINDOW + (:121,131) — unbounded, thousands at long context — and a shader has no such + allocation. The passes fuse into the standard running max/denominator + recurrence: same mathematical result, different rounding ORDER, so this op sits + in the NMSE ≤ 5e-4 tier and claims no bit-exactness against the CPU. That is a + deliberate tier choice, not a tolerance that was widened to fit. + + Structure: ONE WORKGROUP per (query token, query head), lanes splitting the head + dimension, each key's q·k a cooperative `vt_tg_sum`. A first draft added a + lane-0 broadcast of the score plus two barriers; that was removed once + `vt_tg_sum`'s contract was actually read — it returns `smem[0]` to EVERY lane + and its leading barrier makes back-to-back calls in a loop safe, so all lanes + derive the score from the same dot with the same instructions. Simpler, and one + fewer barrier hazard. + + **fp8 KV DECLINES rather than throws.** Those pages are 1-byte and need + `Dequant(fp8) * k_scale|v_scale` before the f32 softmax + (`cpu_paged_attn.cpp:79-93`), which this shader does not do — and throwing would + REMOVE a capability the portable reference tier already provides. It forwards + through `GetOpFallback`, which `op_provider.h:94-100` documents as exactly the + place for a per-call refusal since `GetOp` has no shape or dtype to inspect. + + Gated in THREE configurations (causal; causal+softcap; sliding window) because + they are different branches and one causal case would leave two unexercised. The + block table is deliberately NON-IDENTITY (page j at cache block `nblocks-1-j`) + so a kernel that ignored it and indexed linearly fails, and 37 tokens over block + size 4 leaves the last page partly occupied so a whole-page walk reads past the + sequence. One defect found by the gate and it was the TEST's: `AttentionWindow` + requires both bounds ≥ 0 (`ops.cpp:2778`), so `{8, -1}` threw at the seam. + + **AMD Vulkan testing asked about and ANSWERED NO (2026-08-06).** The dev box is + a KVM virtual machine; the AMD here is the **CPU** (Ryzen 9 9950X3D), not a GPU. + Display is QEMU virtual VGA `1234:1111`, `/dev/dri` has **no `renderD*` node**, + and Vulkan enumerates only `llvmpipe`. Useful corollary: `radeon_icd.json` + (RADV) IS installed, so an AMD GPU passed into this VM would enumerate with zero + code changes and `VK-I`'s discrete-GPU staging path would become testable. The + blocker is hardware passthrough, not software. (Separately, `environment.md` + describes the dev box as having an RTX 5070 Ti, which this VM does not see — + left for the owner rather than guessed at.) + + Still on the reference tier: the KV cache write, the whole RoPE family, quant, + MoE, GDN/MLA and every sampler beyond greedy argmax. + `get_attn_backend_priority()` remains EMPTY, so no model runs end to end on + Vulkan and no speed number is measured, claimed or owed. + +- **2026-08-06 (later still, 3)** — **Vulkan gains the KV-CACHE WRITE + (`kReshapeAndCache`), completing the attention block's device side + (`CLAIM-VULKAN-FULL-1`).** Native **13 → 14**, reference tier **74 → 73**. Paged + attention reads the cache; this writes it. + + Ported from `cpu_cache.cpp` (:33-72), which is two memcpys per token and + CONVERTS NOTHING — so the dtype selects only the copy WIDTH (32-bit via the + uint32 view, 16-bit via the uint16 view, never mixed) and the gate is + BIT-EXACTNESS, not NMSE. The host refuses a source/cache dtype mismatch rather + than silently converting. Slot `-1` is a PADDED token and must be SKIPPED + (:60); the mapping is i64, so the shader tests the HIGH word for the sign — + reading it unsigned would turn `-1` into `0xFFFFFFFF` and index astronomically + out of range. The gate seeds the cache with RANDOM contents (not zeros, so + "padded token left the page intact" cannot pass vacuously) and uses scattered + out-of-order slots so a kernel assuming `slot == token index` fails. + + **RoPE IS NEXT AND IT NEEDS A DECISION FIRST — flagged rather than half-built.** + The CPU kernel computes the angle in DOUBLE (`cpu_ops.cpp:701-705`: `std::pow` + for the frequency, `std::cos`/`std::sin` of `pos * freq`). An f32 transcription + loses precision badly at long context, where `pos` is in the thousands and the + angle is large — i.e. it would be subtly wrong in exactly the regime that + matters, and would still pass a short-sequence gate. Two ways out: (a) require + `shaderFloat64` and transcribe faithfully, or (b) implement `kRopeFromCache` + (the apply — pure f32 multiply-add) natively and leave `kRopeCosSinCache` (the + once-per-model table build, where the double math lives) on the reference tier. + (b) matches vLLM's own structure and costs no device feature; it is the + recommendation on record. + + Still on the reference tier: the whole RoPE family, quant, MoE, GDN/MLA and + every sampler beyond greedy argmax. `get_attn_backend_priority()` remains EMPTY, + so no model runs end to end on Vulkan and no speed number is measured, claimed + or owed. + +- **2026-08-06 (later still, 4)** — **★ A MODEL RUNS END TO END ON VULKAN, STRICT + TOKEN-EXACT (`CLAIM-VULKAN-FULL-1`, row `BACKEND-VULKAN`).** Native **14 → 16**, + reference tier **73 → 71**. + + ``` + opt-125m: the engine selected device type 3 (VULKAN) + BACKEND PROOF — all 9 OPT ops dispatched on device type 3 with 0 declines + (kPagedAttention selections=1152) + STRICT correctness gate: 6/6 prompts token-exact (96/96 tokens) + vs the vLLM 0.25.0 oracle + ``` + + This is the STRONG form, not "it produced plausible text". The gate first + verifies vLLM's own greedy is DETERMINISTIC on these prompts (0 multi-valued + cells over K=5 runs), so it is the STRICT bar rather than the ratified + distributional one. The engine selected Vulkan ITSELF through + `CurrentPlatform()` with no test-side override. And **0 declines is the + load-bearing half**: a provider can be selected and then decline INSIDE its + kernel and forward down to the CPU tier, so 1152 `kPagedAttention` selections + with zero declines is what proves attention actually ran on Vulkan rather than + on the host fallback wearing its name. + + **Measured on llvmpipe** (software rasterizer) — no Vulkan GPU is reachable from + this VM. That is a correctness proof, not a performance one, and no speed number + is measured, claimed or owed. + + Three pieces closed the gap. (1) **RoPE split the way vLLM splits it** (user + directive "we want to be faithful to vllm"): `RotaryEmbedding` builds + `cos_sin_cache` once in `__init__` and the forward only applies it — which is + why `ops.rotary_embedding()` takes the cache rather than a base and a scaling + factor (`rotary_embedding/base.py:160-252`, `common.py:145-185` @ `e24d1b24fe96`). + So the TABLE build stays on the portable tier, where the double-precision + `pow`/`cos`/`sin` lives, and the per-token APPLY is native. Faithfulness and + numerics agreed: an f32 transcription of the angle construction is wrong at long + context AND would still pass a short-sequence gate. mrope DECLINES through the + provider seam rather than throwing. (2) **`kQkvSplit`**, mirroring + `QKVParallelLinear`'s `qkv.split([q_size, kv_size, kv_size])` — three + INDEPENDENT widths, because under GQA k and v are narrower than q. + (3) **`FLASH_ATTN` registered for `kVULKAN`** on exactly Metal's footing; the + real precondition is not the device name but that our `kPagedAttention` and + `kReshapeAndCache` use the same NHD layout `get_kv_cache_shape` allocates, which + they do because both are ports of the CPU pair. **MLA still returns EMPTY + deliberately** — `kMlaDecodeAttention`/`kMlaPrefillAttention`/ + `kConcatAndCacheMla` have no Vulkan kernel, and naming a backend there would + route an MLA model into one that cannot serve it. + + Gates: clean `-Werror` Vulkan-ON build 0 warnings; `test_vulkan_backend` 10/10 + (480 assertions), `test_backend_cross_device` 11/11 (123), `test_opt_load` 1/1 + (958), `test_opt_paged_engine` 1/1 (63), generator suite 13/13. CPU-only build + (`AUTO`=OFF) rebuilt clean and its ctest re-run, since `attention/backend.cpp` + is shared. + + Still on the reference tier: quant, MoE, GDN/MLA, the rotary TABLE build and + every sampler beyond greedy argmax. diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 2aba6d5f4..6a33fd831 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -243,6 +243,80 @@ jobs: - uses: actions/checkout@v4 - name: CUDA feature table resolves per architecture run: cmake -P cmake/CudaArchFeaturesTest.cmake + vulkan-spirv-freshness: + # The Vulkan backend commits its SPIR-V (src/vt/vulkan/vulkan_spirv.h) instead + # of compiling shaders at build time, so the build needs no shader toolchain on + # any machine -- strictly better than llama.cpp, which requires glslc on every + # build box. The trade is an obligation to regenerate by hand, and NOTHING + # ENFORCED IT: `gen-vulkan-spirv.py --check` existed but no job ran it, so a + # .comp edit without a regenerate shipped silently. That is the failure mode + # this job closes, before the shader surface grows (BACKEND-VULKAN, VK-A1). + # + # The glslang DOWNLOAD URL is the pin. An exact version-string assertion was + # deliberately NOT used: the committed SPIR-V was measured byte-identical under + # both the 16.4.0 that produced it and the 16.5.0 pinned here, so gating on the + # string would be brittle without buying anything. The URL being fixed is what + # makes the run deterministic. + # + # Tree-scoped (checks HEAD's artifact): cancellable. + concurrency: + group: ci-vulkan-spirv-freshness-${{ github.ref }}-${{ github.repository }} + cancel-in-progress: true + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Install pinned glslang + run: | + set -euo pipefail + curl -fsSL -o /tmp/glslang.tar.gz \ + https://github.com/KhronosGroup/glslang/releases/download/16.5.0/glslang-16.5.0-linux-x86_64-release.tar.gz + mkdir -p /tmp/glslang + tar xzf /tmp/glslang.tar.gz -C /tmp/glslang + /tmp/glslang/bin/glslang --version | head -1 + echo "/tmp/glslang/bin" >> "$GITHUB_PATH" + - name: Committed SPIR-V is not stale + run: python3 scripts/gen-vulkan-spirv.py --check + build-test-vulkan: + # The Vulkan backend had NO CI leg at all: `VLLM_CPP_VULKAN=ON` appeared + # nowhere in this workflow, so tests/vt/test_vulkan_backend.cpp ran on no + # machine. It rotted exactly as you would expect. Accelerator-seam row S5 + # (af0b21ba) gave unified-memory devices a portable CPU reference tier, which + # means a missed GetOp no longer throws; the Metal sibling test was updated for + # that as Metal work continued, and the Vulkan one was not, so its "the + # unimplemented ops throw" assertion sat RED and INVISIBLE from S5 until + # VK-A1 built the backend by hand (2026-08-06). That is the gap this closes. + # + # Runs GPU-FREE on `mesa-vulkan-drivers`' llvmpipe software ICD, which is the + # arrangement the fan-out spike already recorded as working. The suite is + # scoped to the Vulkan-specific targets rather than all of ctest: the full + # suite is already covered by build-test-cpu, and this lane exists to keep the + # Vulkan-only TUs compiled and executed, not to duplicate it. + # + # Tree-scoped: cancellable. + concurrency: + group: ci-build-test-vulkan-${{ github.ref }}-${{ github.repository }} + cancel-in-progress: true + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Install the software Vulkan ICD + # Loader + llvmpipe only. No shader toolchain: the backend consumes the + # COMMITTED SPIR-V, which is the whole point of the committed-artifact + # route, and the vulkan-spirv-freshness job above is what keeps it honest. + run: | + set -euo pipefail + sudo apt-get update + sudo apt-get install -y --no-install-recommends libvulkan1 mesa-vulkan-drivers + - name: Configure + run: cmake -S . -B build-vulkan -DVLLM_CPP_BUILD_TESTS=ON -DVLLM_CPP_VULKAN=ON + - name: Build + # Bounded parallelism for the same reason as build-test-cpu: an unbounded + # parallel link OOM-kills the runner. + run: cmake --build build-vulkan -j 2 --target test_vulkan_backend test_backend_cross_device + - name: Vulkan backend gate + run: ./build-vulkan/tests/test_vulkan_backend + - name: Cross-device numerics vs the CPU oracle + run: ./build-vulkan/tests/test_backend_cross_device device-leakage: # The DSR RATCHET (work row `S1` of .agents/specs/accelerator-seam-audit.md). # Counts device-specific references in `src/vllm/` + `include/vllm/` — the diff --git a/CMakeLists.txt b/CMakeLists.txt index 4b59576b7..b5689cbb5 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -920,7 +920,11 @@ if(VLLM_CPP_VULKAN) src/vt/vulkan/vulkan_loader.cpp src/vt/vulkan/vulkan_context.cpp src/vt/vulkan/vulkan_backend.cpp - src/vt/vulkan/vulkan_ops.cpp) + src/vt/vulkan/vulkan_ops.cpp + # GENERATED by scripts/gen-vulkan-spirv.py, alongside vulkan_spirv.h. The + # SPIR-V words are here rather than in the header so that adding shaders costs + # ONE TU's compile time instead of every TU that includes the table. + src/vt/vulkan/vulkan_spirv.cpp) target_link_libraries(vllm PUBLIC ${CMAKE_DL_LIBS}) endif() if(VLLM_CPP_CUDA) diff --git a/docs/BENCHMARKS.md b/docs/BENCHMARKS.md index 52467c24f..85ca366cf 100644 --- a/docs/BENCHMARKS.md +++ b/docs/BENCHMARKS.md @@ -316,6 +316,7 @@ built on it rather than keeping the flattering one. | Memory footprint vs declared workload (`ROAD-V1-MEM`, #83) | **Never measured, and not measurable today**: there is no auto-sizing to compare against, because the KV pool is a hand-typed `--num-blocks`, so "what the run actually needed" has no number | Once M1's `MemoryBudget` lands: predicted-vs-actual bytes per allocation class, then peak footprint ours-auto vs vLLM at its 0.9 default on the same model and config | | Startup latency (cold launch to first `/health`) | **PENDING: no number measured or claimed.** Listed in the gate protocol, never captured (readiness polled every 5 s, duration discarded). Harness landed 2026-08-06. [Detail](../.agents/specs/startup-latency-axis.md) | Run `dgx-online-serving.sh --startup-only --model 27` on dgx (needs a CUDA `server` build; the box was at 100% disk on 2026-08-06), then record ours/vLLM medians and the ratio here | | Speculation depth (`ROAD-V1-D3-SPEC-K`, #81) | **Never measured, MTP is k=1** (our port covers vLLM's k=1 branch only), so no acceptance-vs-depth curve exists | k=2..4 three-way greedy gate, then the c1/c>1 A/B + the per-workload (prose vs code) acceptance-vs-depth curve any dynamic or adaptive depth policy needs | +| Vulkan vs llama.cpp Vulkan (`BENCH-VK-LLAMA`) | **NOT APPLICABLE: nothing measured, claimed or owed.** 16 NATIVE kernels; 71 on the host reference tier. opt-125m runs e2e token-exact; no speed measured. [Detail](../.agents/specs/vulkan-full-support.md) | `VK-E`: llama.cpp `-DGGML_VULKAN=ON` at `237ad9b96` on dgx, `llama-bench`, same GGUF, three columns (ours-Vulkan, llama.cpp-Vulkan, ours-CUDA). Until then: `GetReferenceTierHits()` must reach 0 | | SGLang floor arms | Never ran | Both arms of the SGLang comparison | | cuBLAS invocation-parity guard | CI guard landed (CPU); `kGemvHeuristicAlgos` refactor build-verify owed | `nvcc` rebuild + SACRED gate on dgx | | Ampere consumer (`sm_86`, RTX 3090 class) | **No number owed; no such board here.** 2026-08-06 build-verify: 7/7 FA2 TUs 0-warn, real `sm_86` SASS. [Detail](../.agents/benchmark-record.md) | External RTX 3090 report. Floor is llama.cpp on that card (GGUF, not our Blackwell-only NVFP4 grid) | diff --git a/docs/FEATURES.md b/docs/FEATURES.md index a57d3c36a..51c4225ec 100644 --- a/docs/FEATURES.md +++ b/docs/FEATURES.md @@ -208,6 +208,14 @@ CUDA runtime-verified on GB10 (sm_121a), Jetson Thor (sm_110) and Jetson AGX Orin (sm_87). sm_110 is a correctness venue only: CUTLASS has no FP4 tensor-core kernels for it. +Vulkan **runs a model end to end**: `opt-125m` greedy is STRICT token-exact, 6/6 +prompts / 96/96 tokens vs the vLLM 0.25.0 oracle, all nine of that model's ops +dispatched natively with **zero provider declines**, on llvmpipe (no Vulkan GPU is +reachable here). Still partial: **16 native kernels**, the other 71 ops fall back +to the portable CPU tier, and quant/MoE/MLA/linear-attention have none at all (MLA +is refused at the platform seam, not mis-routed). **No speed number is owed.** +Build with `-DVLLM_CPP_VULKAN=ON`; off by default. + ## Serving, API and operations | Feature | vllm.cpp | vLLM | SGLang | llama.cpp | diff --git a/docs/STATUS.md b/docs/STATUS.md index ae07bc8a4..150ff7278 100644 --- a/docs/STATUS.md +++ b/docs/STATUS.md @@ -394,7 +394,8 @@ The correctness form and the full D0-D14 measured chronology live in ## Not supported yet LoRA (W1 CPU runtime brick landed; not yet usable end-to-end), multi-GPU, -Vulkan (gated skeleton: 8 of the CPU backend's 83 ops, no model runs; +Vulkan (16 native kernels, 71 on the CPU tier; opt-125m +runs e2e token-exact; [campaign](../.agents/specs/vulkan-full-support.md)), and the full tool-calling template surface. **Scale-out / distributed execution is scoped but unbuilt** (2026-07-28): the engine is single-GPU today — no NCCL / tensor-parallel / @@ -1349,9 +1350,9 @@ portable-kernels-only (fp8/fp4/CUTLASS/Marlin/FA2 fast paths resolve EMPTY). non-GB10 runtime proof.** vllm.cpp was built natively for `sm_110` on an NVIDIA Jetson Thor board (aarch64, JetPack R38, nvcc 13.0, `compute_cap=11.0`; cutlass absent and not needed), Release `-Werror` 0 warnings, 16 TUs of real `sm_110` -SASS. It then ran the Llama-3.2-1B -paged-engine greedy gate and was **STRICT token-exact 12/16 prompts (192/192 -tokens) vs the committed vLLM oracle golden** (every vLLM-deterministic prompt), +SASS. It ran the Llama-3.2-1B paged-engine +greedy gate and was **STRICT token-exact 12/16 prompts (192/192 tokens) vs the +committed vLLM oracle golden** (every vLLM-deterministic prompt), **15/16 bit-identical to the GB10 `sm_121a` anchor**; the remaining 4/16 are the ratified bf16 near-tie prompts (committed teacher-forced gap 0.000 nats). Scope is precise: it covers only the portable bf16 path that ran; the fp8/fp4/CUTLASS diff --git a/docs/superpowers/plans/2026-08-06-vk-a1-shader-variant-pipeline.md b/docs/superpowers/plans/2026-08-06-vk-a1-shader-variant-pipeline.md new file mode 100644 index 000000000..c06eb959d --- /dev/null +++ b/docs/superpowers/plans/2026-08-06-vk-a1-shader-variant-pipeline.md @@ -0,0 +1,1196 @@ +# VK-A1: Vulkan shader-variant pipeline Implementation Plan + +> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking. + +**Goal:** Give the Vulkan backend a shader-variant mechanism that scales to ~100 shaders without a combinatorial explosion of committed artifacts, and gate the committed SPIR-V against staleness in CI. + +**Architecture:** Keep the committed-SPIR-V route (the build stays hermetic — no shader toolchain on any build box, which is strictly better than llama.cpp's build-time `glslc` requirement), but change the *variant* mechanism from GLSL `#define`s to **SPIR-V specialization constants**. llama.cpp needs 242 `string_to_spv(` call sites largely because a `#define` variant is a whole new module; a specialization constant is one module specialized at pipeline-creation time, with the driver dead-code-eliminating the untaken branches. That collapses artifact count from the dtype × quant × coopmat-tier *cross product* down to roughly the number of shader *files*. Emission is split from one monolithic header into a header + `.cpp` so blob growth does not land in every including TU. + +**Tech Stack:** GLSL 450 compute → SPIR-V (glslang, ahead-of-time, committed), Vulkan 1.1 compute pipelines, C++20, CMake, doctest, GitHub Actions. + +## Global Constraints + +- **Row:** `BACKEND-VULKAN`. **Claim:** `CLAIM-VULKAN-FULL-1`. **Spec:** `.agents/specs/vulkan-full-support.md` (sub-project `VK-A1`). +- **`VLLM_CPP_VULKAN` AUTO must keep resolving OFF.** The SACRED CUDA gates are untouched by construction; any CMake change must preserve this and it must be re-verified, not assumed. +- **Everything is additive.** No existing non-Vulkan source file changes behavior. +- **No compiled third-party dependencies.** `.agents/discipline.md` forbids them; `third_party/` is single-header only. glslang is a *build-time tool run by hand and in CI*, never linked. +- **Every commit carries `FOLLOWING_AGENTS_PROTOCOL` plus `Assisted-by:`**, and never `Signed-off-by` or `Co-Authored-By`. +- **Author is `mudler`**, never `localai-bot`. +- **Run `scripts/agent-preflight.sh`** before committing. Note: `check-fusion-consistency` is **RED on `main`** for an unrelated reason (`minimax_h3_video_vae_device` GEMM merge drift, verified pre-existing at `075b9f21^`). Do not attempt to fix it here; confirm it is the *same* failure and no new one. +- **Target environment is `vulkan1.1`** (`TARGET_ENV` in `scripts/gen-vulkan-spirv.py`) — the floor `vulkan_context.cpp` requires. Do not raise it in this plan. +- **Pinned shader compiler: glslang `16.5.0`, prebuilt Linux x86_64 release tarball.** CORRECTED during execution (2026-08-06): the header recorded `Glslang Version: 11:16.4.0`, but **16.4.0 ships no release assets** (only `16.5.0` and `main-tot` do; Ubuntu packages `15.1.0`), so the recorded version is not fetchable and could not back a CI gate. MEASURED: the committed SPIR-V reproduces **byte-for-byte under 16.5.0** — `gen-vulkan-spirv.py --check` passes unchanged. That both proves the committed artifact is what it claims and shows the emitted SPIR-V is stable across a glslang minor bump, so the gate pins the DOWNLOAD URL rather than asserting a version string. +- **llama.cpp port pin: `237ad9b96`**, readable at `/home/mudler/_git/llama.cpp`. Cite `file:line` for any ported structure. + +## PRECONDITIONS — verify before Task 1, stop if unmet + +1. **Disk.** `df -h /home/mudler` showed **4.8 GB free (99% full)** on 2026-08-06. A build under ENOSPC produces partial objects and *bogus* test failures. Require **≥ 40 GB free** before any build step. Free it with `go clean -cache`, pruning stale `source-*` trees and old worktrees, or ask the user. **Do not build under 99%.** +2. **No glslang on either box** (`which glslang glslangValidator glslc` → all not found). Task 1 installs it. Until then, no `.comp` file can be changed, because the committed SPIR-V could not be regenerated. +3. **Work in the worktree** `.claude/worktrees/row+BACKEND-VULKAN-A1` on branch `row/BACKEND-VULKAN-A1`, based on `075b9f21`. + +## File Structure + +| File | Responsibility | Change | +|---|---|---| +| `scripts/gen-vulkan-spirv.py` | AOT shader build: GLSL → SPIR-V → committed C arrays | Modify: emit specialization-constant metadata; split output into `.h` + `.cpp` | +| `src/vt/vulkan/vulkan_spirv.h` | GENERATED. Module table declaration | Regenerate: blobs move out; declarations only | +| `src/vt/vulkan/vulkan_spirv.cpp` | GENERATED. The SPIR-V word arrays | Create (generated) | +| `src/vt/vulkan/vulkan_context.h` | Context API; `Dispatch` signature | Modify: `Dispatch` takes specialization values | +| `src/vt/vulkan/vulkan_context.cpp` | Pipeline cache + `VkSpecializationInfo` | Modify: cache key includes specialization; wire `pSpecializationInfo` | +| `src/vt/vulkan/shaders/vt_common.glsl` | Shared GLSL: storage model, reductions | Modify: `VT_TG` becomes a specialization constant | +| `src/vt/vulkan/shaders/*.comp` | The 7 compute shaders | Modify: `local_size_x_id` instead of a literal | +| `tests/vt/test_vulkan_backend.cpp` | The Vulkan unit gate | Modify: new cases for specialization + metadata | +| `.github/workflows/ci.yml` | CI | Modify: add the `vulkan-spirv-freshness` job | +| `.agents/feature-matrix.md` | Record | Modify: repair the `BACKEND-VULKAN` drift | +| `.agents/backend-matrix.md`, `.agents/state.md`, `docs/STATUS.md`, `docs/BENCHMARKS.md` | Record | Modify: land the row + the doc checkpoint | + +--- + +### Task 1: Pin glslang and prove the committed SPIR-V reproduces + +This task exists because **everything downstream is unbuildable without it**, and because it answers a question nobody has answered: does the committed header actually reproduce? If it does not, the committed-SPIR-V route has no CI gate and the rest of the plan changes. + +**Files:** +- Modify: `.agents/environment.md` (record the installed tool) +- No source changes + +**Interfaces:** +- Consumes: nothing +- Produces: a `glslang` binary on `PATH` reporting exactly `Glslang Version: 11:16.4.0`; the fact (recorded) that `--check` passes or fails at that version + +- [ ] **Step 1: Confirm no compiler is present, so the starting state is known** + +```bash +which glslang glslangValidator glslc || echo "none present (expected)" +``` + +Expected: `none present (expected)`. + +- [x] **Step 2: Install the pinned glslang** — DONE 2026-08-06 + +The recorded `16.4.0` has **no release assets**, so it is not installable without a +source build. `16.5.0` is the nearest tag that ships a prebuilt Linux x86_64 +binary, and Step 3 measured that it produces byte-identical SPIR-V: + +```bash +mkdir -p "$HOME/tools" && cd "$HOME/tools" +curl -fsSL -o glslang-16.5.0.tar.gz \ + https://github.com/KhronosGroup/glslang/releases/download/16.5.0/glslang-16.5.0-linux-x86_64-release.tar.gz +mkdir -p glslang-16.5.0 && tar xzf glslang-16.5.0.tar.gz -C glslang-16.5.0 +export PATH="$HOME/tools/glslang-16.5.0/bin:$PATH" +glslang --version | head -1 +``` + +Result: `Glslang Version: 11:16.5.0` at `$HOME/tools/glslang-16.5.0/bin/glslang`. + +- [x] **Step 3: Run the staleness check against the committed header** — DONE 2026-08-06 + +```bash +PATH="$HOME/tools/glslang-16.5.0/bin:$PATH" python3 scripts/gen-vulkan-spirv.py --check +``` + +Result: **`vulkan_spirv.h is up to date`, exit 0.** + +This is a stronger outcome than the step was written to obtain. The check compares +SPIR-V bytes and ignores only the version comment, so a byte-identical result under +a *different, newer* compiler proves two things at once: the committed artifact is +genuinely what it claims to be, and the emitted SPIR-V did not change across a +glslang minor bump. The second is what lets Task 2 pin the download URL instead of +asserting a version string, which would have been brittle for no gain. + +- [ ] **Step 4: Record the toolchain in the environment doc** + +Add to `.agents/environment.md`, in the dev-box profile section alongside the other toolchain facts: + +```markdown +- **Vulkan shader toolchain (2026-08-06, `VK-A1`).** `glslang` **16.4.0** installed + per-user at `$HOME/tools/glslang-16.4.0/bin` (release tarball, no root). This is + the EXACT version recorded at `src/vt/vulkan/vulkan_spirv.h:16`; a different + build emits different SPIR-V and fails `scripts/gen-vulkan-spirv.py --check`, + which compares SPIR-V bytes and ignores only the version comment. Regenerate + committed SPIR-V with that directory on `PATH`. Nothing links against glslang — + it is a build-time tool, never a dependency (`.agents/discipline.md`). +``` + +- [ ] **Step 5: Verify the env doc gate still passes** + +Run: `python3 scripts/check-env-doc.py` +Expected: OK. + +- [ ] **Step 6: Commit** + +```bash +git add .agents/environment.md +git commit -m "$(cat <<'MSG' +build(vulkan): pin glslang 16.4.0 and prove the committed SPIR-V reproduces + +VK-A1 precondition. Neither box had a GLSL compiler, so no .comp file could be +changed without invalidating the committed SPIR-V. glslang 16.4.0 (the exact +version recorded in vulkan_spirv.h) is now installed per-user from the release +tarball; `gen-vulkan-spirv.py --check` reproduces the committed header, which is +the first evidence that the committed-artifact route is gateable at all. + +Nothing is linked against glslang; it is a build-time tool. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +``` + +--- + +### Task 2: CI job that fails on stale committed SPIR-V + +Today `--check` exists but **no CI job runs it**, so a `.comp` edit without a regenerate would ship silently — exactly the failure mode the committed-artifact route trades for hermeticity. This closes it before ~100 shaders exist. + +**Files:** +- Modify: `.github/workflows/ci.yml` + +**Interfaces:** +- Consumes: `scripts/gen-vulkan-spirv.py --check` from Task 1 +- Produces: CI job `vulkan-spirv-freshness` + +- [ ] **Step 1: Write the job** + +Add to `.github/workflows/ci.yml` under `jobs:`, following the shape of the existing lightweight record jobs (`cuda-arch-features`, `device-leakage`): + +```yaml + vulkan-spirv-freshness: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Install pinned glslang + run: | + set -euo pipefail + curl -fsSL -o /tmp/glslang.zip \ + https://github.com/KhronosGroup/glslang/releases/download/16.4.0/glslang-master-linux-Release.zip + unzip -q /tmp/glslang.zip -d /tmp/glslang + echo "/tmp/glslang/bin" >> "$GITHUB_PATH" + - name: Verify the pinned version + run: | + set -euo pipefail + glslang --version | head -1 + glslang --version | head -1 | grep -qF 'Glslang Version: 11:16.4.0' + - name: Committed SPIR-V is not stale + run: python3 scripts/gen-vulkan-spirv.py --check +``` + +The explicit version assertion is deliberate: without it, a glslang release bump turns this gate from "your shader is stale" into a confusing red on an unrelated PR, and the failure message would not say why. + +- [ ] **Step 2: Verify the workflow parses** + +Run: +```bash +python3 -c "import yaml,sys; d=yaml.safe_load(open('.github/workflows/ci.yml')); assert 'vulkan-spirv-freshness' in d['jobs']; print('job registered, keys:', list(d['jobs']['vulkan-spirv-freshness'].keys()))" +``` +Expected: `job registered, keys: ['runs-on', 'steps']` + +- [ ] **Step 3: Prove the gate actually catches staleness (mutation test)** + +The gate is worthless if it passes over a real edit. Prove it locally: + +```bash +export PATH="$HOME/tools/glslang-16.4.0/bin:$PATH" +# Perturb a shader in a way that changes SPIR-V but not semantics +printf '\n// mutation probe\n' >> src/vt/vulkan/shaders/vt_relu.comp +sed -i 's/out_f32\[p.out_off + i\] = max(v, 0.0);/out_f32[p.out_off + i] = max(0.0, v);/' src/vt/vulkan/shaders/vt_relu.comp +python3 scripts/gen-vulkan-spirv.py --check ; echo "exit=$?" +``` +Expected: `vulkan_spirv.h is STALE` and `exit=1`. + +If the `sed` did not match (the shader text differs), make any equivalent +expression-level edit that changes emitted code, and re-run. A comment-only +change may compile to identical SPIR-V under `-g0` — that is correct behavior, +not a gate failure, but it does not prove the gate, so the edit must change code. + +- [ ] **Step 4: Revert the mutation and confirm green** + +```bash +git checkout -- src/vt/vulkan/shaders/vt_relu.comp +python3 scripts/gen-vulkan-spirv.py --check +``` +Expected: `vulkan_spirv.h is up to date`, and `git status --short` shows no shader change. + +- [ ] **Step 5: Commit** + +```bash +git add .github/workflows/ci.yml +git commit -m "$(cat <<'MSG' +ci(vulkan): gate the committed SPIR-V against staleness + +The committed-artifact route trades a build-time shader toolchain for the +obligation to regenerate by hand, and nothing enforced that obligation: --check +existed but no job ran it, so a .comp edit without a regenerate shipped silently. + +The job downloads the pinned glslang 16.4.0 and asserts the version string before +running --check, so a glslang release bump reads as a version mismatch rather than +as a confusing "your shader is stale" on an unrelated PR. Verified by mutation: +an expression-level shader edit turns the gate red, and reverting turns it green. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +``` + +--- + +### Task 3: Generator emits specialization-constant metadata + +The host must know which specialization constants a module declares, or it will pass values that silently do nothing (Vulkan ignores map entries whose `constantID` is not declared — a wrong value would not fail, it would produce wrong numbers). This mirrors the existing `buffer_count`/`push_size` drift guard at `vulkan_context.cpp:427`. + +**Files:** +- Modify: `scripts/gen-vulkan-spirv.py` +- Modify: `tests/vt/test_vulkan_backend.cpp` +- Regenerate: `src/vt/vulkan/vulkan_spirv.h` + +**Interfaces:** +- Consumes: `SpirvModule` from Task 1's committed header +- Produces: `SpirvModule` gains `const uint32_t* spec_ids; size_t spec_id_count;` — sorted ascending, the SpecId values decorated in the module + +- [ ] **Step 1: Write the failing test** + +Add to `tests/vt/test_vulkan_backend.cpp`, after the existing `"the committed SPIR-V table is present and well-formed"` case: + +```cpp +TEST_CASE("the committed SPIR-V table records each module's specialization constants") { + // Device-independent: a property of the checked-in artifact, so this also gates + // the generator on a box with no Vulkan. The host passes specialization values + // positionally by constantID; Vulkan SILENTLY IGNORES a map entry whose ID the + // module does not declare, so a drift here is wrong numbers, not a clean error. + for (const auto& m : vt::vulkan::kSpirvModules) { + CAPTURE(m.name); + // Every module must at least declare the workgroup-size constant (Task 5). + REQUIRE(m.spec_id_count >= 1); + for (size_t i = 1; i < m.spec_id_count; ++i) { + CHECK(m.spec_ids[i - 1] < m.spec_ids[i]); // sorted ascending, no duplicates + } + CHECK(m.spec_ids[0] == 0u); // ID 0 is reserved for VT_TG (vt_common.glsl) + } +} +``` + +- [ ] **Step 2: Run it to verify it fails** + +Run: `cmake --build build-vulkan --target test_vulkan_backend && ./build-vulkan/tests/test_vulkan_backend -tc="*specialization constants*"` + +(Configure once with `cmake -S . -B build-vulkan -DCMAKE_BUILD_TYPE=Release -DVLLM_CPP_VULKAN=ON` — **only after the disk precondition is met**.) + +Expected: FAIL to COMPILE with `'const struct vt::vulkan::SpirvModule' has no member named 'spec_id_count'`. + +- [ ] **Step 3: Teach the generator to parse SpecId decorations** + +Add to `scripts/gen-vulkan-spirv.py`, above `render`: + +```python +# SPIR-V decoration opcode/operand constants (SPIR-V 1.x core spec, §3.32.3 +# OpDecorate = 71, §3.20 Decoration SpecId = 1). Parsing the module directly is +# the only source of truth: glslang gives no side-channel listing of the SpecIds +# it emitted, and a hand-maintained list is exactly the kind of duplicate that +# drifts. +SPIRV_OP_DECORATE = 71 +SPIRV_DECORATION_SPEC_ID = 1 +SPIRV_HEADER_WORDS = 5 + + +def spec_ids(blob: bytes) -> list[int]: + """Return the SpecId values decorated in one SPIR-V module, sorted ascending.""" + words = [int.from_bytes(blob[i:i + 4], "little") for i in range(0, len(blob), 4)] + ids: set[int] = set() + i = SPIRV_HEADER_WORDS + while i < len(words): + word_count = words[i] >> 16 + opcode = words[i] & 0xFFFF + if word_count == 0: + sys.exit("malformed SPIR-V: zero-length instruction") + # OpDecorate [...] + if opcode == SPIRV_OP_DECORATE and word_count >= 4: + if words[i + 2] == SPIRV_DECORATION_SPEC_ID: + ids.add(words[i + 3]) + i += word_count + return sorted(ids) +``` + +- [ ] **Step 4: Emit the metadata** + +In `render`, replace the `SpirvModule` struct and table emission with: + +```python + for name in sorted(blobs): + ids = spec_ids(blobs[name]) + if ids: + add(f"inline constexpr uint32_t kSpecIds_{name}[] = {{") + add(" " + ", ".join(f"{i}u" for i in ids) + ",") + add("};") + add("") + + add("// Name -> SPIR-V module. The NAME is the shader's file stem and is also the") + add("// key the pipeline cache uses (src/vt/vulkan/vulkan_context.cpp).") + add("//") + add("// spec_ids lists the SPECIALIZATION CONSTANT IDs the module declares, parsed") + add("// from its OpDecorate SpecId instructions, sorted ascending. The host passes") + add("// specialization values by ID; Vulkan SILENTLY IGNORES a map entry whose ID") + add("// the module does not declare, so without this table a host/shader drift") + add("// produces WRONG NUMBERS instead of a clean failure.") + add("struct SpirvModule {") + add(" const char* name;") + add(" const uint32_t* words;") + add(" size_t word_count;") + add(" const uint32_t* spec_ids;") + add(" size_t spec_id_count;") + add("};") + add("") + add("inline constexpr SpirvModule kSpirvModules[] = {") + for name in sorted(blobs): + ids = spec_ids(blobs[name]) + idp = f"kSpecIds_{name}" if ids else "nullptr" + add(f' {{"{name}", kSpv_{name}, sizeof(kSpv_{name}) / sizeof(uint32_t), ' + f'{idp}, {len(ids)}}},') + add("};") +``` + +- [ ] **Step 5: Add a generator unit test for the parser** + +Create `tests/scripts/test_gen_vulkan_spirv.py`, following the shape of the existing `tests/scripts/test_check_*.py` suites: + +```python +"""Unit tests for scripts/gen-vulkan-spirv.py (BACKEND-VULKAN, VK-A1).""" +import importlib.util +import pathlib +import struct +import unittest + +ROOT = pathlib.Path(__file__).resolve().parents[2] +spec = importlib.util.spec_from_file_location( + "gen_vulkan_spirv", ROOT / "scripts" / "gen-vulkan-spirv.py") +gen = importlib.util.module_from_spec(spec) +spec.loader.exec_module(gen) + + +def module(*instructions: tuple[int, list[int]]) -> bytes: + """Build a minimal SPIR-V blob: 5 header words then the given instructions.""" + words = [0x07230203, 0x00010300, 0, 1, 0] + for opcode, operands in instructions: + words.append(((len(operands) + 1) << 16) | opcode) + words.extend(operands) + return b"".join(struct.pack("= 1)` — no shader declares a specialization constant yet. That is correct: Task 5 makes it pass. Leaving it red here is deliberate, so do **not** weaken the assertion. + +- [ ] **Step 8: Commit** + +```bash +git add scripts/gen-vulkan-spirv.py src/vt/vulkan/vulkan_spirv.h \ + tests/scripts/test_gen_vulkan_spirv.py tests/vt/test_vulkan_backend.cpp +git commit -m "$(cat <<'MSG' +feat(vulkan): record each module's specialization-constant IDs in the SPIR-V table + +The host will pass specialization values by constantID, and Vulkan SILENTLY +IGNORES a map entry whose ID the module does not declare -- a host/shader drift +would produce wrong numbers rather than a clean failure. The generator now parses +OpDecorate SpecId straight out of the emitted module (glslang exposes no +side-channel listing, and a hand-maintained list is exactly the duplicate that +drifts) and emits the sorted IDs alongside each blob. + +Parser covered by unit tests including the two ways a naive scanner breaks: +non-SpecId decorations, and stepping over unrelated opcodes by word count. The +C++ assertion that every module declares at least one constant is RED on purpose +until the workgroup size becomes one. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +``` + +--- + +### Task 4: Specialize pipelines, and key the cache by specialization + +**Files:** +- Modify: `src/vt/vulkan/vulkan_context.h:66-67` (`Dispatch`), `:109` (`GetPipeline`) +- Modify: `src/vt/vulkan/vulkan_context.cpp:419-502` (`GetPipeline`), `:504+` (`Dispatch`) +- Modify: `src/vt/vulkan/vulkan_ops.cpp` (all `Dispatch` call sites) + +**Interfaces:** +- Consumes: `SpirvModule::spec_ids` / `spec_id_count` from Task 3 +- Produces: + - `void VulkanContext::Dispatch(const std::string& name, const void* const* buffers, uint32_t buffer_count, const void* push_constants, uint32_t push_size, uint32_t group_count_x, const uint32_t* spec_values = nullptr, uint32_t spec_count = 0)` + - Pipeline cache key type `std::string` of the form `name + "|" + decimal spec values joined by ","` + +- [ ] **Step 1: Write the failing test** + +Add to `tests/vt/test_vulkan_backend.cpp`: + +```cpp +TEST_CASE("Vulkan specializes pipelines and caches them per specialization") { + if (!vt::vulkan::VulkanDeviceAvailable()) return; // no device: nothing to assert + auto& ctx = vt::vulkan::VulkanContext::Get(); + + // vt_relu with the workgroup size specialized to two different values must + // produce two DISTINCT pipelines and IDENTICAL results. Identical results are + // the real assertion: a specialization that silently did nothing would also + // return identical results, so the pipeline-count check is what proves the + // mechanism engaged. + const size_t before = ctx.PipelineCacheSize(); + + const int64_t n = 300; // deliberately not a multiple of either workgroup size + std::vector in(n), out64(n), out128(n); + for (int64_t i = 0; i < n; ++i) in[i] = static_cast(i) - 150.0f; + + RunReluWithWorkgroup(ctx, in, out64, 64u); + RunReluWithWorkgroup(ctx, in, out128, 128u); + + CHECK(ctx.PipelineCacheSize() == before + 2); // two variants, two pipelines + for (int64_t i = 0; i < n; ++i) { + CAPTURE(i); + CHECK(out64[i] == doctest::Approx(std::max(in[i], 0.0f))); + CHECK(out64[i] == out128[i]); // specialization must not change numerics + } +} +``` + +Add the helper above the case (it allocates through the backend so the buffer +registry resolves the pointers, exactly as the existing op cases do): + +```cpp +// Dispatch vt_relu over `in` with VT_TG specialized to `tg`. Mirrors the push +// constant layout in src/vt/vulkan/shaders/vt_relu.comp. +static void RunReluWithWorkgroup(vt::vulkan::VulkanContext& ctx, + const std::vector& in, std::vector& out, + uint32_t tg) { + vt::Backend& be = *vt::GetBackend(vt::DeviceType::kVULKAN); + const size_t bytes = in.size() * sizeof(float); + void* din = be.Alloc(bytes); + void* dout = be.Alloc(bytes); + std::memcpy(din, in.data(), bytes); + + struct Push { uint32_t n, in_off, out_off; } push{ + static_cast(in.size()), 0u, 0u}; + const void* bufs[2] = {be.BufferOf(din), be.BufferOf(dout)}; + const uint32_t spec[1] = {tg}; + const uint32_t groups = static_cast((in.size() + tg - 1) / tg); + ctx.Dispatch("vt_relu", bufs, 2, &push, sizeof(push), groups, spec, 1); + + std::memcpy(out.data(), dout, bytes); + be.Free(din); + be.Free(dout); +} +``` + +If `Backend::BufferOf` is not the accessor the existing cases use to turn a +device pointer into a `VkBuffer`, use whatever `tests/vt/test_vulkan_backend.cpp` +already uses in its interior-pointer case (`"Vulkan resolves INTERIOR pointers"`, +line 136) and keep the rest identical. + +- [ ] **Step 2: Run it to verify it fails** + +Run: `cmake --build build-vulkan --target test_vulkan_backend && ./build-vulkan/tests/test_vulkan_backend -tc="*specializes pipelines*"` +Expected: FAIL to compile — `Dispatch` takes 6 arguments, and `PipelineCacheSize` does not exist. + +- [ ] **Step 3: Extend the context API** + +In `src/vt/vulkan/vulkan_context.h`, change the `Dispatch` declaration and add the accessor: + +```cpp + // Dispatch one compute kernel, SYNCHRONOUSLY (record, submit, wait). `name` is + // a key in the committed SPIR-V table (src/vt/vulkan/vulkan_spirv.h). + // ... (existing comment retained) ... + // + // `spec_values` are SPECIALIZATION CONSTANT values, supplied in ascending + // constantID order and matching the module's declared `spec_ids` exactly. They + // are part of the pipeline cache KEY: each distinct combination is a distinct + // VkPipeline, specialized once and reused. This is the variant mechanism that + // replaces llama.cpp's per-#define module explosion + // (ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @ 237ad9b96 has + // 242 string_to_spv call sites, most inside dtype/quant/coopmat loops). + void Dispatch(const std::string& name, const void* const* buffers, uint32_t buffer_count, + const void* push_constants, uint32_t push_size, uint32_t group_count_x, + const uint32_t* spec_values = nullptr, uint32_t spec_count = 0); + + // Number of distinct pipelines currently cached. Exposed for the unit gate: it + // is how a test proves a specialization actually produced a NEW pipeline rather + // than silently reusing one. + size_t PipelineCacheSize() const; +``` + +and change the private declaration: + +```cpp + Pipeline& GetPipeline(const std::string& name, uint32_t buffer_count, uint32_t push_size, + const uint32_t* spec_values, uint32_t spec_count); +``` + +- [ ] **Step 4: Implement specialization in `GetPipeline`** + +In `src/vt/vulkan/vulkan_context.cpp`, replace the head of `GetPipeline` (currently `vulkan_context.cpp:419-441`) with: + +```cpp +namespace { +// Cache key: the module name plus the specialization values, which together +// identify a VkPipeline. Values are decimal so the key is human-readable in the +// VT_CHECK messages below. +std::string PipelineKey(const std::string& name, const uint32_t* spec_values, + uint32_t spec_count) { + std::string key = name; + for (uint32_t i = 0; i < spec_count; ++i) { + key += (i == 0 ? '|' : ','); + key += std::to_string(spec_values[i]); + } + return key; +} +} // namespace + +VulkanContext::Pipeline& VulkanContext::GetPipeline(const std::string& name, + uint32_t buffer_count, uint32_t push_size, + const uint32_t* spec_values, + uint32_t spec_count) { + const std::string key = PipelineKey(name, spec_values, spec_count); + auto& cache = *static_cast*>(pipelines_); + auto it = cache.find(key); + if (it != cache.end()) { + VT_CHECK(it->second.buffer_count == buffer_count && it->second.push_size == push_size, + "vulkan: pipeline " + key + " re-requested with a different binding layout"); + return it->second; + } + + const VulkanApi& vk = Api(); + auto device = Unpack(device_); + + const SpirvModule* module = nullptr; + for (const SpirvModule& m : kSpirvModules) { + if (name == m.name) { module = &m; break; } + } + VT_CHECK(module != nullptr, + "vulkan: no committed SPIR-V for kernel '" + name + + "' — regenerate with scripts/gen-vulkan-spirv.py"); + + // The host passes specialization values POSITIONALLY against the module's + // declared SpecIds. Vulkan silently ignores a map entry for an undeclared ID, + // so a mismatch here would be wrong numbers rather than an error — check it. + VT_CHECK(spec_count == module->spec_id_count, + "vulkan: kernel '" + name + "' declares " + + std::to_string(module->spec_id_count) + + " specialization constants but " + std::to_string(spec_count) + + " values were supplied — host and committed SPIR-V have drifted"); +``` + +Then, immediately before the `VkComputePipelineCreateInfo` block (currently `:484`), build the specialization info, and reference it from the stage: + +```cpp + // One uint32 per constant, tightly packed; entry i carries the module's i-th + // declared SpecId (they are emitted sorted ascending). + std::vector spec_entries(spec_count); + for (uint32_t i = 0; i < spec_count; ++i) { + spec_entries[i].constantID = module->spec_ids[i]; + spec_entries[i].offset = i * static_cast(sizeof(uint32_t)); + spec_entries[i].size = sizeof(uint32_t); + } + VkSpecializationInfo spec_info{}; + spec_info.mapEntryCount = spec_count; + spec_info.pMapEntries = spec_entries.data(); + spec_info.dataSize = spec_count * sizeof(uint32_t); + spec_info.pData = spec_values; +``` + +and in the existing `cpci.stage` setup add: + +```cpp + cpci.stage.pSpecializationInfo = spec_count ? &spec_info : nullptr; +``` + +**`spec_entries` and `spec_info` must be declared in the same scope as `cpci` and +must outlive the `vkCreateComputePipelines` call.** A function-local temporary +whose address is captured and read later is precisely the use-after-free class +this project has already hit twice with CUDA-graph capture; keep them as named +locals in `GetPipeline`'s body, not in a nested block. + +Finally, change the cache insert at the end from `cache.emplace(name, p)` to +`cache.emplace(key, p)`. + +- [ ] **Step 5: Thread it through `Dispatch` and add the accessor** + +In `Dispatch`, change the signature to match the header and the `GetPipeline` call to: + +```cpp + Pipeline& p = GetPipeline(name, buffer_count, push_size, spec_values, spec_count); +``` + +Add, next to the other small accessors: + +```cpp +size_t VulkanContext::PipelineCacheSize() const { + std::lock_guard guard(*static_cast(mutex_)); + return static_cast*>(pipelines_)->size(); +} +``` + +`mutex_` is a `void*` to a `std::mutex` and this method is `const`, so the +`static_cast` is on the pointer, not on `this` — no `mutable` is needed. + +- [ ] **Step 6: Run the test** + +Run: `./build-vulkan/tests/test_vulkan_backend -tc="*specializes pipelines*"` +Expected: still FAILS — `vt_relu` declares 0 specialization constants, so the new `VT_CHECK` fires with "declares 0 ... but 1 values were supplied". That is the drift guard working. Task 5 makes it pass. + +- [ ] **Step 7: Verify the existing suite is unbroken** + +All existing `Dispatch` call sites in `vulkan_ops.cpp` use the defaulted arguments, so they pass `spec_count == 0` and match today's `spec_id_count == 0`. + +Run: `./build-vulkan/tests/test_vulkan_backend` +Expected: every case except `"*specialization constants*"` and `"*specializes pipelines*"` passes — 8 of the pre-existing cases green, the 2 new ones red. + +- [ ] **Step 8: Commit** + +```bash +git add src/vt/vulkan/vulkan_context.h src/vt/vulkan/vulkan_context.cpp \ + tests/vt/test_vulkan_backend.cpp +git commit -m "$(cat <<'MSG' +feat(vulkan): specialize compute pipelines and key the cache by specialization + +The variant mechanism VK-A1 exists to choose. llama.cpp spells a shader variant +as a GLSL #define, so every dtype x quant x coopmat-tier combination is a whole +new SPIR-V module -- 242 string_to_spv call sites at pin 237ad9b96, most inside +those loops. A specialization constant is instead ONE module specialized at +pipeline creation, with the driver eliminating the untaken branches, so artifact +count tracks shader FILES rather than their cross product. + +Dispatch now takes specialization values, the pipeline cache is keyed by name plus +those values, and the count is checked against the module's declared SpecIds -- +Vulkan silently ignores a map entry for an undeclared ID, so an unchecked drift +would be wrong numbers, not an error. The specialization structures are named +locals that outlive the create call, not temporaries whose address escapes. + +Existing call sites use the defaulted arguments and are unaffected. The two new +gates stay RED until a shader actually declares a constant. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +``` + +--- + +### Task 5: Make the workgroup size a specialization constant + +This proves the mechanism on a real shader and removes a genuine hazard: the workgroup size is currently duplicated as `#define VT_TG 128u` (`vt_common.glsl:60`), a literal `local_size_x = 128` in every `.comp`, and `kWorkgroupSize = 128` on the host (`vulkan_context.h:148`) — three copies held in agreement by a comment. It also turns out to be the first thing a real device needs to vary: llama.cpp selects workgroup size per device. + +**Files:** +- Modify: `src/vt/vulkan/shaders/vt_common.glsl:60,177,183` +- Modify: all 7 of `src/vt/vulkan/shaders/*.comp` (the `local_size_x` line) +- Modify: `src/vt/vulkan/vulkan_context.h:148` (`kWorkgroupSize`) +- Modify: `src/vt/vulkan/vulkan_ops.cpp` (pass the value at every `Dispatch`) +- Regenerate: `src/vt/vulkan/vulkan_spirv.h` + +**Interfaces:** +- Consumes: `Dispatch(..., spec_values, spec_count)` from Task 4 +- Produces: specialization constant **ID 0 = workgroup size**, declared by every module; host constant `vt::vulkan::kWorkgroupSize` stays 128 and is the value passed + +- [ ] **Step 1: Convert the shared header** + +In `src/vt/vulkan/shaders/vt_common.glsl`, replace `#define VT_TG 128u` (line 60) with: + +```glsl +// Workgroup size, as SPECIALIZATION CONSTANT ID 0. It was a #define, duplicated +// into every .comp's local_size_x and again into kWorkgroupSize on the host and +// held in agreement by a comment. As a specialization constant there is ONE +// declaration: the .comp files derive local_size_x from it via local_size_x_id, +// and the host supplies the value at pipeline creation +// (src/vt/vulkan/vulkan_context.cpp GetPipeline). ID 0 is reserved for this +// across every shader in the backend. +layout(constant_id = 0) const uint VT_TG = 128u; +``` + +`vt_smem` (line 177) is declared `shared float vt_smem[VT_TG]`. A specialization +constant **is** a valid array size in GLSL/SPIR-V (it becomes `OpSpecConstant` +sized), so this line needs no change — but verify it compiles rather than +assuming, because that is the one construct in this file that could reject a +spec constant. + +- [ ] **Step 2: Convert every shader's workgroup declaration** + +In each of the 7 `src/vt/vulkan/shaders/*.comp`, replace the literal layout line: + +```glsl +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; +``` + +with: + +```glsl +// local_size_x comes from specialization constant 0 (VT_TG, vt_common.glsl), so +// the host chooses the workgroup size at pipeline creation and there is exactly +// one place it is written down. +layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; +``` + +Verify you changed all 7 and that no literal remains: + +```bash +grep -c 'local_size_x_id = 0' src/vt/vulkan/shaders/*.comp | grep -v ':1$' || echo "all 7 converted" +grep -n 'local_size_x = 128' src/vt/vulkan/shaders/*.comp && echo "LEFTOVER LITERAL" || echo "no literals remain" +``` + +Expected: `all 7 converted` then `no literals remain`. + +- [ ] **Step 3: Regenerate and confirm every module now declares ID 0** + +```bash +export PATH="$HOME/tools/glslang-16.4.0/bin:$PATH" +python3 scripts/gen-vulkan-spirv.py +grep -c 'kSpecIds_' src/vt/vulkan/vulkan_spirv.h +``` +Expected: `7` occurrences of the array definition (one per module), plus their uses in the table. + +If glslang **rejects** `shared float vt_smem[VT_TG]` with a spec-constant size, +that is the one real risk in this task: fall back to sizing the shared array by +the MAXIMUM supported workgroup size (a plain `const uint VT_TG_MAX = 1024u;`) +and indexing only the first `VT_TG` entries. Record the fallback and why, in the +commit body — it costs shared memory and must not be silently taken. + +- [ ] **Step 4: Pass the value at every dispatch** + +In `src/vt/vulkan/vulkan_ops.cpp`, every `ctx.Dispatch(...)` call gains the +specialization argument. The value is the existing host constant, so behavior is +unchanged: + +```cpp + static constexpr uint32_t kSpecTg[1] = {vt::vulkan::kWorkgroupSize}; +``` + +declared once at file scope near the top of the anonymous namespace, then each +call site gains `, kSpecTg, 1` before the closing paren. Confirm none were +missed: + +```bash +grep -c 'kSpecTg, 1' src/vt/vulkan/vulkan_ops.cpp +grep -c 'ctx.Dispatch(' src/vt/vulkan/vulkan_ops.cpp +``` +Expected: the two counts are EQUAL. + +- [ ] **Step 5: Update the host constant's comment** + +In `src/vt/vulkan/vulkan_context.h`, replace the `kWorkgroupSize` comment (line 145-147): + +```cpp +// Workgroup size this backend specializes its kernels with. It is no longer +// duplicated in the shaders: the .comp files declare `local_size_x_id = 0` and +// vt_common.glsl declares `layout(constant_id = 0) const uint VT_TG`, so this is +// the single value the host supplies at pipeline creation. Kernels that compute +// their workgroup COUNT from it (FlatGroupCount) therefore cannot disagree with +// the SPIR-V. +inline constexpr uint32_t kWorkgroupSize = 128; +``` + +- [ ] **Step 6: Run both new gates** + +Run: `cmake --build build-vulkan --target test_vulkan_backend && ./build-vulkan/tests/test_vulkan_backend` +Expected: **all cases PASS**, including `"*specialization constants*"` (every module now declares ID 0) and `"*specializes pipelines*"` (two workgroup sizes, two pipelines, identical results). + +- [ ] **Step 7: Verify the numerics did not move** + +The specialization must be numerically inert at the default value. Run the cross-device harness, which compares Vulkan against the CPU oracle: + +Run: `./build-vulkan/tests/test_backend_cross_device` +Expected: 5/5 cases pass, same assertion count as before the change (73/73 on a dev box with llvmpipe only; 144/144 on GB10 where CUDA is also present). + +If any NMSE moved, stop: a specialization constant changed generated code in a +way that altered the reduction, and that needs explaining before it lands. + +- [ ] **Step 8: Commit** + +```bash +git add src/vt/vulkan/shaders/ src/vt/vulkan/vulkan_spirv.h \ + src/vt/vulkan/vulkan_context.h src/vt/vulkan/vulkan_ops.cpp +git commit -m "$(cat <<'MSG' +refactor(vulkan): workgroup size becomes specialization constant 0 + +Proves the Task 4 mechanism on a real shader and removes a live hazard. The +workgroup size was written down three times -- #define VT_TG in vt_common.glsl, a +literal local_size_x in each of the 7 .comp files, and kWorkgroupSize on the host +-- held in agreement by a comment. Kernels compute their workgroup COUNT from the +host constant, so a drift would have been a silently wrong dispatch shape. + +There is now one declaration: constant_id 0, with the .comp files taking +local_size_x_id = 0 and the host supplying the value at pipeline creation. ID 0 is +reserved for it across the backend. + +Numerically inert at the default: the cross-device harness against the CPU oracle +is unchanged, and the new gate dispatches the same shader at two workgroup sizes +and requires two distinct pipelines with identical results. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +``` + +--- + +### Task 6: Split SPIR-V emission out of the header + +At 7 modules the committed header is 3,491 lines / 109 KB and is included by two TUs. At the target surface it is megabytes of `constexpr` arrays re-parsed by every includer, which costs compile time and memory and makes every regeneration a huge diff in a header. Splitting now is cheap; splitting after ~100 shaders is not. + +**Files:** +- Modify: `scripts/gen-vulkan-spirv.py` (`render` → `render_header` + `render_source`) +- Regenerate: `src/vt/vulkan/vulkan_spirv.h` (declarations only) +- Create (generated): `src/vt/vulkan/vulkan_spirv.cpp` +- Modify: `CMakeLists.txt` (add the generated source to the Vulkan target sources) + +**Interfaces:** +- Consumes: the `SpirvModule` layout from Task 3 +- Produces: `vulkan_spirv.h` declaring `extern const SpirvModule kSpirvModules[]; extern const size_t kSpirvModuleCount;`; `vulkan_spirv.cpp` defining them + +- [ ] **Step 1: Write the failing test** + +The existing case computes the module count with `sizeof(kSpirvModules)/sizeof(...)`, which cannot work on an `extern` array of unknown bound. Update it to use the new count symbol, which makes it fail first: + +In `tests/vt/test_vulkan_backend.cpp`, in `"the committed SPIR-V table is present and well-formed"`, replace: + +```cpp + const size_t n = sizeof(vt::vulkan::kSpirvModules) / sizeof(vt::vulkan::kSpirvModules[0]); + CHECK(n == 7); + for (const auto& m : vt::vulkan::kSpirvModules) { +``` + +with: + +```cpp + // The blobs live in vulkan_spirv.cpp, so the array is `extern` and of unknown + // bound here; the generated count is the only way to size it. That is the point + // of the split: at ~100 shaders the words must not be re-parsed by every TU + // that merely needs the table. + const size_t n = vt::vulkan::kSpirvModuleCount; + CHECK(n == 7); + for (size_t mi = 0; mi < n; ++mi) { + const auto& m = vt::vulkan::kSpirvModules[mi]; +``` + +and close the loop accordingly. Apply the same `kSpirvModuleCount` indexing to the two other range-`for` loops over `kSpirvModules` in that file and in the Task 3 case. + +- [ ] **Step 2: Run it to verify it fails** + +Run: `cmake --build build-vulkan --target test_vulkan_backend` +Expected: FAIL to compile — `'kSpirvModuleCount' is not a member of 'vt::vulkan'`. + +- [ ] **Step 3: Split the generator's output** + +In `scripts/gen-vulkan-spirv.py`, add the second output path next to `OUT_HEADER`: + +```python +OUT_SOURCE = REPO / "src" / "vt" / "vulkan" / "vulkan_spirv.cpp" +``` + +Replace `render` with two functions. `render_header` emits the same banner comment plus: + +```python + add("namespace vt::vulkan {") + add("") + add("// Name -> SPIR-V module. The NAME is the shader's file stem and is also the") + add("// key the pipeline cache uses (src/vt/vulkan/vulkan_context.cpp).") + add("//") + add("// spec_ids lists the SPECIALIZATION CONSTANT IDs the module declares, parsed") + add("// from its OpDecorate SpecId instructions, sorted ascending. The host passes") + add("// specialization values by ID; Vulkan SILENTLY IGNORES a map entry whose ID") + add("// the module does not declare, so without this table a host/shader drift") + add("// produces WRONG NUMBERS instead of a clean failure.") + add("struct SpirvModule {") + add(" const char* name;") + add(" const uint32_t* words;") + add(" size_t word_count;") + add(" const uint32_t* spec_ids;") + add(" size_t spec_id_count;") + add("};") + add("") + add("// DEFINED IN vulkan_spirv.cpp. The SPIR-V words are deliberately NOT in this") + add("// header: at the target shader surface they are megabytes of array initializer") + add("// that every including TU would re-parse.") + add("extern const SpirvModule kSpirvModules[];") + add("extern const size_t kSpirvModuleCount;") + add("") + add("} // namespace vt::vulkan") +``` + +`render_source` emits the banner, `#include "vulkan_spirv.h"`, the per-module +`kSpv_*` and `kSpecIds_*` arrays in an anonymous namespace, then the definitions: + +```python + add("const SpirvModule kSpirvModules[] = {") + for name in sorted(blobs): + ids = spec_ids(blobs[name]) + idp = f"kSpecIds_{name}" if ids else "nullptr" + add(f' {{"{name}", kSpv_{name}, sizeof(kSpv_{name}) / sizeof(uint32_t), ' + f'{idp}, {len(ids)}}},') + add("};") + add("const size_t kSpirvModuleCount = sizeof(kSpirvModules) / sizeof(kSpirvModules[0]);") +``` + +Update `main` to write and `--check` **both** files: + +```python + header = render_header(blobs, version) + source = render_source(blobs, version) + + if args.check: + stale = [] + for path, text in ((OUT_HEADER, header), (OUT_SOURCE, source)): + current = path.read_text() if path.exists() else "" + if strip_version(current) != strip_version(text): + stale.append(path.relative_to(REPO)) + if stale: + sys.exit("STALE, re-run scripts/gen-vulkan-spirv.py: " + + ", ".join(str(p) for p in stale)) + print("committed SPIR-V is up to date") + return + + OUT_HEADER.write_text(header) + OUT_SOURCE.write_text(source) +``` + +Hoist `strip_version` to module scope so both branches use the one definition. + +- [ ] **Step 4: Add the generated source to the build** + +In `CMakeLists.txt`, in the Vulkan backend block at line 903, add +`src/vt/vulkan/vulkan_spirv.cpp` to the same source list that already carries +`src/vt/vulkan/vulkan_context.cpp`. + +- [ ] **Step 5: Regenerate, build, and run** + +```bash +export PATH="$HOME/tools/glslang-16.4.0/bin:$PATH" +python3 scripts/gen-vulkan-spirv.py +python3 scripts/gen-vulkan-spirv.py --check +cmake --build build-vulkan --target test_vulkan_backend +./build-vulkan/tests/test_vulkan_backend +``` +Expected: `committed SPIR-V is up to date`; build succeeds; **all cases pass**. + +- [ ] **Step 6: Confirm the header actually shrank** + +```bash +wc -l src/vt/vulkan/vulkan_spirv.h src/vt/vulkan/vulkan_spirv.cpp +``` +Expected: the header is on the order of 40 lines; the `.cpp` carries the ~3,450 lines of words. If the header did not shrink, the blobs did not move and the split did not happen. + +- [ ] **Step 7: Full Vulkan-on build, clean, `-Werror`** + +Header changes are exactly where an incremental build reports green over a red clean build. + +```bash +rm -rf build-vulkan +cmake -S . -B build-vulkan -DCMAKE_BUILD_TYPE=Release -DVLLM_CPP_VULKAN=ON +cmake --build build-vulkan -j"$(nproc)" 2>&1 | tee /tmp/vk-build.log +grep -ci warning /tmp/vk-build.log +``` +Expected: build succeeds; warning count **0**. + +- [ ] **Step 8: Prove the CUDA gate build is untouched** + +`VLLM_CPP_VULKAN` AUTO must still resolve OFF. + +```bash +cmake -S . -B /tmp/vk-auto-probe -DCMAKE_BUILD_TYPE=Release 2>&1 | grep -i vulkan +``` +Expected: Vulkan reported OFF (or absent). Nothing in this task may change that. + +- [ ] **Step 9: Commit** + +```bash +git add scripts/gen-vulkan-spirv.py src/vt/vulkan/vulkan_spirv.h \ + src/vt/vulkan/vulkan_spirv.cpp CMakeLists.txt tests/vt/test_vulkan_backend.cpp +git commit -m "$(cat <<'MSG' +refactor(vulkan): emit SPIR-V words into a .cpp, leaving declarations in the header + +At 7 modules the generated header is 3,491 lines and two TUs include it. At the +target shader surface it is megabytes of constexpr array initializer that every +includer re-parses, and every regeneration is a huge header diff. The words now +live in a generated vulkan_spirv.cpp and the header carries the struct plus extern +declarations, so adding shaders costs one TU's compile time rather than all of +them. Doing this at 7 modules is cheap; doing it at 100 is not. + +--check now covers both generated files. Clean -Werror Vulkan-ON build is 0-warn, +and VLLM_CPP_VULKAN AUTO still resolves OFF so the CUDA gate build is untouched. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +``` + +--- + +### Task 7: Repair the record drift and land the row + +**Files:** +- Modify: `.agents/feature-matrix.md:280` +- Modify: `.agents/backend-matrix.md:233` +- Modify: `.agents/specs/vulkan-full-support.md` (mark `VK-A1` landed) +- Modify: `.agents/state.md`, `docs/STATUS.md`, `docs/BENCHMARKS.md` +- Modify: `docs/FEATURES.md` (required: `feature-matrix.md` is a feature-surface trigger) + +**Interfaces:** +- Consumes: the landed state from Tasks 1-6 +- Produces: no code + +- [ ] **Step 1: Repair the feature-matrix drift** + +`.agents/feature-matrix.md:280` reads `INVENTORIED | runtime absent` while +`.agents/backend-matrix.md:233` carries `ACTIVE` (gated skeleton). `backend-matrix` +is correct. Change the feature-matrix row to: + +```markdown +| `BACKEND-VULKAN` | Vulkan | `ACTIVE` | gated skeleton: 8 of the CPU backend's 83 registered ops, no model runs | [backend matrix](backend-matrix.md) | +``` + +- [ ] **Step 2: Verify the two matrices now agree** + +```bash +grep -n 'BACKEND-VULKAN' .agents/feature-matrix.md | cut -c1-160 +grep -o 'W0/V1 SKELETON LANDED[^.]*\.' .agents/backend-matrix.md | head -1 +``` +Expected: both describe a landed skeleton; neither says `INVENTORIED`. + +- [ ] **Step 3: Record `VK-A1` as landed in the campaign spec** + +In `.agents/specs/vulkan-full-support.md` §6, change the `VK-A1` row's +Deliverable cell to state what actually landed, and add a short subsection under +it recording: the decision taken (specialization constants over `#define` +variants) with the evidence (242 `string_to_spv(` call sites vs. our artifact +count), the glslang pin, the CI gate and its mutation proof, the header/source +split with before/after line counts, and — if the `vt_smem` fallback from Task 5 +Step 3 was taken — that fallback and its shared-memory cost. + +**Do not claim a speed number.** Nothing in VK-A1 was benchmarked, and the row +owes none. + +- [ ] **Step 4: Update the public checkpoints** + +`docs/STATUS.md` is under a **size ratchet that only shrinks** (currently 284,073; +`scripts/check-public-doc-tables.py`). Adding text requires compacting elsewhere +in the same change. Keep the STATUS entry to one or two sentences pointing at the +spec, put the narrative in `.agents/state.md` (append-only, no ratchet), and +update the existing `BENCH-VK-LLAMA` row in `docs/BENCHMARKS.md` rather than +adding a new one — it must still read NOT APPLICABLE, because VK-A1 measures +nothing. + +`docs/FEATURES.md` must also move, because `.agents/feature-matrix.md` is a +feature-surface trigger in `scripts/check-doc-checkpoint.py`. Its `Vulkan` row is +at `docs/FEATURES.md:157`; make it agree with the repaired feature-matrix state. + +- [ ] **Step 5: Run the record gates** + +```bash +bash scripts/agent-preflight.sh --quiet +``` +Expected: every gate OK **except** `check-fusion-consistency` / `test_check_fusion_consistency`, which are red on `main` for the unrelated `minimax_h3_video_vae_device` drift. Confirm the failure text is that same one and no other gate moved. + +- [ ] **Step 6: Commit and open the PR** + +```bash +git add .agents/ docs/ +git commit -m "$(cat <<'MSG' +record(vulkan): VK-A1 landed -- variant mechanism decided, staleness gated + +Repairs the BACKEND-VULKAN drift found while scoping the campaign: feature-matrix +carried INVENTORIED/"runtime absent" against backend-matrix's ACTIVE for the same +row. backend-matrix was right; the feature matrix now says gated skeleton, 8 of +the CPU backend's 83 registered ops, no model runs. + +Records the VK-A1 decision and its evidence, the glslang 16.4.0 pin, the CI +freshness gate and its mutation proof, and the header/source split. No speed +number is measured, claimed or owed. + +FOLLOWING_AGENTS_PROTOCOL +Assisted-by: Claude Code:claude-opus-5 [Claude Code] +MSG +)" +git push -u origin row/BACKEND-VULKAN-A1 +gh pr create --draft --title "VK-A1: Vulkan shader-variant pipeline" --body "$(cat <<'BODY' +Implements sub-project `VK-A1` of `.agents/specs/vulkan-full-support.md`. + +Decides and implements the shader-variant mechanism before ~100 shaders exist: +SPIR-V **specialization constants** over llama.cpp's `#define`-per-variant model, +keeping the committed-SPIR-V route so the build stays hermetic on every box. + +- glslang 16.4.0 pinned; committed SPIR-V proven to reproduce +- CI job fails on stale committed SPIR-V (mutation-proved) +- generator records each module's declared SpecIds; host checks the count +- pipelines specialized, cache keyed by specialization +- workgroup size collapsed from three copies to one specialization constant +- SPIR-V words moved out of the header into a generated `.cpp` +- `BACKEND-VULKAN` feature-matrix/backend-matrix drift repaired + +No model runs on Vulkan and no speed number is measured, claimed or owed. + +🤖 Generated with [Claude Code](https://claude.com/claude-code) +BODY +)" +``` + +--- + +## Self-Review + +**Spec coverage.** `.agents/specs/vulkan-full-support.md` §6 lists three questions VK-A1 must answer plus the drift repair: +1. *build-time generation vs committed artifacts vs hybrid* → answered in Tasks 1, 2, 6: committed artifacts retained (hermetic), made viable by the header/source split and gated by CI. The premise change that reopened it (sudo now available) is what makes Task 1's install and Task 2's CI download possible. +2. *how coopmat tiers are spelled — defines vs specialization constants* → answered in Tasks 3-5: specialization constants, proved end to end on the workgroup size. +3. *where the tier is selected — the `vt::arch_tactics` generalization* → **deliberately not in this plan.** VK-A1 builds the mechanism for *passing* a variant; there is no device capability worth branching on until a coopmat kernel exists, and `arch_tactics` is listed in the spec as shared with `VK-C`. Building a tactic registry with exactly one tactic would be speculative. This is a scope narrowing against the spec's §6 wording and is called out here rather than left implicit — flag it to the user at handoff. +4. *`feature-matrix.md:280` drift repair* → Task 7. + +**Placeholder scan.** No "TBD"/"handle edge cases"/"similar to Task N". Two conditional branches are specified with concrete fallbacks rather than left open: Task 1 Step 3 (committed SPIR-V does not reproduce → stop and report) and Task 5 Step 3 (`vt_smem` rejects a spec-constant size → size by max, record the cost). + +**Type consistency.** `Dispatch(..., const uint32_t* spec_values, uint32_t spec_count)` is declared in Task 4 Step 3, implemented in Step 5, and called with `kSpecTg, 1` in Task 5 Step 4. `SpirvModule::spec_ids`/`spec_id_count` are emitted in Task 3 Step 4, consumed in Task 4 Step 4, asserted in Task 3 Step 1. `kSpirvModuleCount` is introduced in Task 6 Step 3 and consumed in Step 1's test. `PipelineCacheSize()` is declared in Task 4 Step 3, defined in Step 5, used in Step 1's test. `gen.spec_ids` / `gen.SPIRV_OP_DECORATE` / `gen.SPIRV_DECORATION_SPEC_ID` are defined in Task 3 Step 3 and used by the unit test in Step 5. + +**Known-red gate.** `check-fusion-consistency` is red on `main` before this branch exists (`minimax_h3_video_vae_device`). Every task that runs preflight expects that one failure and no other. diff --git a/scripts/gen-vulkan-spirv.py b/scripts/gen-vulkan-spirv.py index e6f91c73f..e7207e544 100755 --- a/scripts/gen-vulkan-spirv.py +++ b/scripts/gen-vulkan-spirv.py @@ -47,6 +47,7 @@ REPO = pathlib.Path(__file__).resolve().parent.parent SHADER_DIR = REPO / "src" / "vt" / "vulkan" / "shaders" OUT_HEADER = REPO / "src" / "vt" / "vulkan" / "vulkan_spirv.h" +OUT_SOURCE = REPO / "src" / "vt" / "vulkan" / "vulkan_spirv.cpp" # Vulkan 1.1 is the floor the backend requires (src/vt/vulkan/vulkan_context.cpp). TARGET_ENV = "vulkan1.1" @@ -104,24 +105,61 @@ def compile_one(cc: pathlib.Path, src: pathlib.Path) -> bytes: return data -def render(blobs: dict[str, bytes], version: str) -> str: - lines: list[str] = [] +# SPIR-V decoration constants (SPIR-V core spec: OpDecorate = 71 in §3.32.3 +# Annotation Instructions, Decoration SpecId = 1 in §3.20). Parsing the emitted +# module is the only source of truth here: glslang offers no side-channel listing +# of the SpecIds it produced, and a hand-maintained list beside the shaders is +# exactly the kind of duplicate that drifts silently. +SPIRV_OP_DECORATE = 71 +SPIRV_DECORATION_SPEC_ID = 1 +SPIRV_HEADER_WORDS = 5 + + +def spec_ids(blob: bytes) -> list[int]: + """Return the SpecId values decorated in one SPIR-V module, sorted ascending.""" + words = [int.from_bytes(blob[i:i + 4], "little") for i in range(0, len(blob), 4)] + ids: set[int] = set() + i = SPIRV_HEADER_WORDS + while i < len(words): + word_count = words[i] >> 16 + opcode = words[i] & 0xFFFF + if word_count == 0: + sys.exit("malformed SPIR-V: zero-length instruction") + # OpDecorate [...] + if opcode == SPIRV_OP_DECORATE and word_count >= 4: + if words[i + 2] == SPIRV_DECORATION_SPEC_ID: + ids.add(words[i + 3]) + i += word_count + return sorted(ids) + + +BANNER = [ + "// GENERATED FILE - DO NOT EDIT BY HAND.", + "// Regenerate with: scripts/gen-vulkan-spirv.py", + "//", + "// SPIR-V for the Vulkan backend's compute kernels (BACKEND-VULKAN),", + "// compiled from the GLSL in src/vt/vulkan/shaders/*.comp.", + "//", + "// WHY THE SPIR-V IS COMMITTED rather than compiled by the build, as", + "// llama.cpp's vulkan-shaders-gen does at build time: the build then needs NO", + "// shader toolchain on any machine, which is hermetic everywhere including CI", + "// and the aarch64 gate box. libshaderc would also be a compiled third-party", + "// dependency, which .agents/discipline.md forbids. The cost is an obligation", + "// to re-run this generator when a .comp changes, which the", + "// vulkan-spirv-freshness CI job enforces.", + "//", + "// WHY THE WORDS LIVE IN THE .cpp AND NOT THE HEADER (VK-A1): at the target", + "// shader surface the blobs are megabytes of array initializer, and anything in", + "// the header is re-parsed by every including TU. The header carries the struct", + "// and extern declarations; vulkan_spirv.cpp carries the data, so adding shaders", + "// costs one TU's compile time rather than all of them.", + "//", +] + + +def render_header(blobs: dict[str, bytes], version: str) -> str: + lines = list(BANNER) add = lines.append - add("// GENERATED FILE — DO NOT EDIT BY HAND.") - add("// Regenerate with: scripts/gen-vulkan-spirv.py") - add("//") - add("// SPIR-V for the Vulkan backend's compute kernels (BACKEND-VULKAN, W0),") - add("// compiled from the GLSL in src/vt/vulkan/shaders/*.comp.") - add("//") - add("// WHY THE SPIR-V IS COMMITTED rather than compiled by the build, as") - add("// llama.cpp's vulkan-shaders-gen does at build time: neither of our boxes") - add("// has a GLSL compiler (no glslc/glslangValidator/libshaderc, no sudo), and") - add("// libshaderc would be a compiled third-party dependency, which") - add("// .agents/discipline.md forbids. Committing the SPIR-V makes the build") - add("// hermetic everywhere — including CI and the aarch64 gate box — at the cost") - add("// of re-running the generator when a .comp changes. See the generator's") - add("// docstring for the full rationale.") - add("//") add(f"// Produced by: {version}") add(f"// Target environment: {TARGET_ENV}") add("#ifndef VT_VULKAN_VULKAN_SPIRV_H_") @@ -132,39 +170,86 @@ def render(blobs: dict[str, bytes], version: str) -> str: add("") add("namespace vt::vulkan {") add("") + add("// Name -> SPIR-V module. The NAME is the shader's file stem and is also the") + add("// key the pipeline cache uses (src/vt/vulkan/vulkan_context.cpp).") + add("//") + add("// spec_ids lists the SPECIALIZATION CONSTANT IDs the module declares, parsed") + add("// from its OpDecorate SpecId instructions and sorted ascending. The host") + add("// passes specialization values BY ID, and Vulkan SILENTLY IGNORES a map entry") + add("// whose ID the module does not declare - so without this table a host/shader") + add("// drift produces WRONG NUMBERS instead of a clean failure.") + add("struct SpirvModule {") + add(" const char* name;") + add(" const uint32_t* words;") + add(" size_t word_count;") + add(" const uint32_t* spec_ids;") + add(" size_t spec_id_count;") + add("};") + add("") + add("// DEFINED IN vulkan_spirv.cpp. The array is `extern` and therefore of unknown") + add("// bound here, so kSpirvModuleCount is the ONLY way to size it - use it rather") + add("// than sizeof/sizeof.") + add("extern const SpirvModule kSpirvModules[];") + add("extern const size_t kSpirvModuleCount;") + add("") + add("} // namespace vt::vulkan") + add("") + add("#endif // VT_VULKAN_VULKAN_SPIRV_H_") + return "\n".join(lines) + "\n" + + +def render_source(blobs: dict[str, bytes], version: str) -> str: + lines = list(BANNER) + add = lines.append + add(f"// Produced by: {version}") + add(f"// Target environment: {TARGET_ENV}") + add("") + add('#include "vulkan_spirv.h"') + add("") + add("namespace vt::vulkan {") + add("namespace {") + add("") for name in sorted(blobs): words = [int.from_bytes(blobs[name][i:i + 4], "little") for i in range(0, len(blobs[name]), 4)] - add(f"inline constexpr uint32_t kSpv_{name}[] = {{") + add(f"constexpr uint32_t kSpv_{name}[] = {{") for i in range(0, len(words), 8): chunk = ", ".join(f"0x{w:08x}u" for w in words[i:i + 8]) add(f" {chunk},") add("};") add("") - add("// Name -> SPIR-V module. The NAME is the shader's file stem and is also the") - add("// key the pipeline cache uses (src/vt/vulkan/vulkan_context.cpp).") - add("struct SpirvModule {") - add(" const char* name;") - add(" const uint32_t* words;") - add(" size_t word_count;") - add("};") + for name in sorted(blobs): + ids = spec_ids(blobs[name]) + if ids: + add(f"constexpr uint32_t kSpecIds_{name}[] = {{") + add(" " + ", ".join(f"{i}u" for i in ids) + ",") + add("};") + add("") + add("} // namespace") add("") - add("inline constexpr SpirvModule kSpirvModules[] = {") + add("const SpirvModule kSpirvModules[] = {") for name in sorted(blobs): - add(f' {{"{name}", kSpv_{name}, sizeof(kSpv_{name}) / sizeof(uint32_t)}},') + ids = spec_ids(blobs[name]) + idp = f"kSpecIds_{name}" if ids else "nullptr" + add(f' {{"{name}", kSpv_{name}, sizeof(kSpv_{name}) / sizeof(uint32_t), ' + f'{idp}, {len(ids)}}},') add("};") + add("const size_t kSpirvModuleCount = sizeof(kSpirvModules) / sizeof(kSpirvModules[0]);") add("") add("} // namespace vt::vulkan") - add("") - add("#endif // VT_VULKAN_VULKAN_SPIRV_H_") return "\n".join(lines) + "\n" +def strip_version(s: str) -> str: + """Drop the compiler-version line, which legitimately differs per machine.""" + return "\n".join(l for l in s.splitlines() if not l.startswith("// Produced by:")) + + def main() -> None: ap = argparse.ArgumentParser() ap.add_argument("--compiler", default=None) ap.add_argument("--check", action="store_true", - help="fail if the committed header is stale instead of rewriting it") + help="fail if the committed artifacts are stale instead of rewriting them") args = ap.parse_args() cc = find_compiler(args.compiler) @@ -174,22 +259,24 @@ def main() -> None: sys.exit(f"no shaders found in {SHADER_DIR}") blobs = {src.stem: compile_one(cc, src) for src in sources} - text = render(blobs, version) + outputs = ((OUT_HEADER, render_header(blobs, version)), + (OUT_SOURCE, render_source(blobs, version))) if args.check: - current = OUT_HEADER.read_text() if OUT_HEADER.exists() else "" - # The compiler-version line legitimately differs between machines, so - # compare everything else. - def strip_version(s: str) -> str: - return "\n".join(l for l in s.splitlines() if not l.startswith("// Produced by:")) - if strip_version(current) != strip_version(text): - sys.exit("vulkan_spirv.h is STALE — re-run scripts/gen-vulkan-spirv.py") - print("vulkan_spirv.h is up to date") + stale = [path.relative_to(REPO) for path, text in outputs + if strip_version(path.read_text() if path.exists() else "") + != strip_version(text)] + if stale: + sys.exit("STALE, re-run scripts/gen-vulkan-spirv.py: " + + ", ".join(str(p) for p in stale)) + print("committed SPIR-V is up to date") return - OUT_HEADER.write_text(text) + for path, text in outputs: + path.write_text(text) total = sum(len(b) for b in blobs.values()) - print(f"wrote {OUT_HEADER.relative_to(REPO)}: {len(blobs)} modules, {total} bytes of SPIR-V") + print(f"wrote {OUT_HEADER.relative_to(REPO)} + {OUT_SOURCE.relative_to(REPO)}: " + f"{len(blobs)} modules, {total} bytes of SPIR-V") print(f"compiler: {version}") diff --git a/src/vllm/platforms/vulkan.cpp b/src/vllm/platforms/vulkan.cpp index a46d40d00..226972df1 100644 --- a/src/vllm/platforms/vulkan.cpp +++ b/src/vllm/platforms/vulkan.cpp @@ -67,10 +67,22 @@ class VulkanPlatform final : public Platform { // back a backend whose kernels do not exist on this device. Work row V4 (the // port of llama.cpp's flash_attn.comp family) adds the kernel and the one-line // name here in the same change. + // interface.py get_attn_backend_cls. EMPTY until VK-B: the selector must not be + // able to hand out a backend whose kernels do not exist, and until Vulkan had + // native kPagedAttention + kReshapeAndCache the honest answer was "none". + // + // Both now exist and read/write the same NHD layout FlashAttentionBackend's + // get_kv_cache_shape allocates, so FLASH_ATTN is reachable on exactly the + // footing Metal reached it (metal.cpp:88-92). + // + // MLA still returns EMPTY, and that is not a stub: MLA needs + // kMlaDecodeAttention / kMlaPrefillAttention / kConcatAndCacheMla, none of + // which has a Vulkan kernel. Answering FLASH_ATTN there would route an MLA + // model into a backend that cannot serve it. std::vector get_attn_backend_priority( const AttnSelectorConfig& cfg) const override { - (void)cfg; - return {}; + if (cfg.use_mla) return {}; + return {"FLASH_ATTN"}; } }; diff --git a/src/vllm/v1/attention/backend.cpp b/src/vllm/v1/attention/backend.cpp index a1d22e7ee..9d492a344 100644 --- a/src/vllm/v1/attention/backend.cpp +++ b/src/vllm/v1/attention/backend.cpp @@ -210,6 +210,17 @@ const AttentionBackendRegistrar kFlashAttnCpu{vt::DeviceType::kCPU, const AttentionBackendRegistrar kFlashAttnMetal{vt::DeviceType::kMETAL, FlashAttentionBackend::kName, MakeFlashAttentionBackend}; +// ...and kVULKAN, on exactly the same footing (BACKEND-VULKAN work row VK-B). The +// Vulkan kPagedAttention / kReshapeAndCache kernels +// (src/vt/vulkan/shaders/vt_paged_attn.comp, vt_reshape_and_cache.comp) are ports +// of the CPU pair and read and write the SAME NHD +// (num_blocks, 2, block_size, num_kv_heads, head_size) layout get_kv_cache_shape +// allocates -- that shared layout is the actual precondition for this line, not +// the device name. So this is a NAME registration only, and +// VulkanPlatform::get_attn_backend_priority is what decides whether it is reached. +const AttentionBackendRegistrar kFlashAttnVulkan{vt::DeviceType::kVULKAN, + FlashAttentionBackend::kName, + MakeFlashAttentionBackend}; } // namespace } // namespace vllm::v1 diff --git a/src/vt/vulkan/shaders/vt_cast.comp b/src/vt/vulkan/shaders/vt_cast.comp index 55b243268..d51188ef4 100644 --- a/src/vt/vulkan/shaders/vt_cast.comp +++ b/src/vt/vulkan/shaders/vt_cast.comp @@ -15,10 +15,25 @@ layout(binding = 1) readonly buffer Ab16 { uint16_t v[]; } A16; layout(binding = 2) buffer Db32 { uint v[]; } D32; layout(binding = 3) buffer Db16 { uint16_t v[]; } D16; +// The dtype pair is a SPECIALIZATION CONSTANT, not a push constant — this is the +// backend's first variant axis and the reason the mechanism exists. +// +// It used to be `p.a_dt` / `p.out_dt`, re-tested per element inside VT_LOAD and +// VT_STORE. As specialization constants the driver folds them at pipeline +// creation and eliminates the branch that cannot be taken, so each (src, dst) +// pair gets its own specialized pipeline out of ONE committed module. That is the +// alternative to llama.cpp's approach, which spells the same axis as a GLSL +// #define and therefore emits a separate SPIR-V module per combination. +// +// IDs are assigned per shader starting at 0 and must be passed by the host in +// ascending order; vulkan_spirv.h records the declared set and GetPipeline checks +// the count. Values are the VT_DT_* codes from vt_common.glsl. The defaults are +// never relied upon — CastKernel always supplies both. +layout(constant_id = 0) const uint VT_CAST_A_DT = VT_DT_F32; +layout(constant_id = 1) const uint VT_CAST_OUT_DT = VT_DT_F32; + layout(push_constant) uniform Params { uint n; - uint a_dt; - uint out_dt; uint a_off; uint out_off; } p; @@ -26,5 +41,6 @@ layout(push_constant) uniform Params { void main() { uint gid = gl_GlobalInvocationID.x; if (gid >= p.n) { return; } - VT_STORE(D32, D16, p.out_dt, p.out_off, gid, VT_LOAD(A32, A16, p.a_dt, p.a_off, gid)); + VT_STORE(D32, D16, VT_CAST_OUT_DT, p.out_off, gid, + VT_LOAD(A32, A16, VT_CAST_A_DT, p.a_off, gid)); } diff --git a/src/vt/vulkan/shaders/vt_common.glsl b/src/vt/vulkan/shaders/vt_common.glsl index 8f4bf5fd8..9a1a2d719 100644 --- a/src/vt/vulkan/shaders/vt_common.glsl +++ b/src/vt/vulkan/shaders/vt_common.glsl @@ -57,6 +57,30 @@ // llvmpipe. llama.cpp instead hardcodes 512 (rms_norm.comp:33) and 512/1024 // elsewhere, which is faster but not universally valid; W0 chooses portability. // It is a power of two, which the halving tree reduction below requires. +// +// IT STAYS A #define, AND THAT IS A MEASURED DECISION — do not "improve" it into +// a specialization constant (VK-A1, 2026-08-06). The workgroup size is written +// down three times (here, each .comp's `local_size_x`, and kWorkgroupSize on the +// host, which computes the workgroup COUNT from it), which is exactly the shape +// a specialization constant is supposed to collapse. It cannot, here: +// +// `layout(local_size_x_id = 0, ...)` makes glslang emit +// `ExecutionMode LocalSize 1 1 1` plus the LEGACY `BuiltIn WorkgroupSize` +// spec-constant vector. The modern `LocalSizeId` execution mode that would +// carry the real value needs SPIR-V 1.2 with VK_KHR_maintenance4 (core in +// Vulkan 1.3), and this backend targets vulkan1.1 on purpose. MEASURED +// consequence on llvmpipe: the literal LocalSize 1 wins, every workgroup runs +// ONE thread while the host still dispatches ceil(n/128) groups, and roughly +// 1/128 of each tensor is computed — cross-device NMSE went from ~1e-14 to +// ~0.99 on ops as simple as kAdd. +// +// Making VT_TG a specialization constant WITHOUT specializing local_size_x is +// worse than leaving it alone: it advertises a host-settable knob that silently +// corrupts, since the shared-memory extent and the reduction tree would follow it +// while the actual workgroup size would not. The specialization machinery +// (vulkan_spirv.h spec_ids, GetPipeline) is still the right variant mechanism — +// it is simply for axes like dtype, quant format and coopmat tier, where the +// constant does not have to agree with the launch geometry. #define VT_TG 128u // Operand k is declared by each shader as a PAIR of blocks onto the same diff --git a/src/vt/vulkan/shaders/vt_embedding.comp b/src/vt/vulkan/shaders/vt_embedding.comp new file mode 100644 index 000000000..b7ff4aa5c --- /dev/null +++ b/src/vt/vulkan/shaders/vt_embedding.comp @@ -0,0 +1,58 @@ +#version 450 +// vt::Embedding — gather rows of the embedding table by token id. +// Ported from src/vt/cpu/cpu_ops.cpp EmbeddingKernel (:661-672): out[i, :] = +// table[ids[i], :], one output ELEMENT per invocation. +// +// ID DTYPE. vt::Embedding accepts i32 or i64 ids (cpu_ops.cpp:665 branches on +// exactly that), so it is specialization constant 2. The ids operand is read +// through the uint32_t view: +// i32 -> word [i] +// i64 -> word [2*i], the LOW half on little-endian +// Reading only the low half is sound because an id is a vocabulary index, which +// the CPU kernel range-checks against `v` and is therefore far below 2^31. Vulkan +// has no 64-bit integer requirement at our 1.1 floor, so reconstructing the full +// value would need VK_KHR_shader_int64 for nothing. +// +// NO RANGE CHECK, deliberately. cpu_ops.cpp:666 VT_CHECKs `0 <= id < v` and +// throws; a shader cannot throw, and a per-element device-side branch would cost +// the whole gather. vt::Embedding validates on the host before dispatch, so an +// out-of-range id is already a caught error by the time this runs. +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) readonly buffer Tb32 { uint v[]; } T32; +layout(binding = 1) readonly buffer Tb16 { uint16_t v[]; } T16; +layout(binding = 2) readonly buffer Ib32 { uint v[]; } I32; +layout(binding = 3) readonly buffer Ib16 { uint16_t v[]; } I16; +layout(binding = 4) buffer Db32 { uint v[]; } D32; +layout(binding = 5) buffer Db16 { uint16_t v[]; } D16; + +#define VT_ID_I32 0u +#define VT_ID_I64 1u + +layout(constant_id = 0) const uint VT_EMB_TABLE_DT = VT_DT_F32; +layout(constant_id = 1) const uint VT_EMB_OUT_DT = VT_DT_F32; +layout(constant_id = 2) const uint VT_EMB_ID_DT = VT_ID_I32; + +layout(push_constant) uniform Params { + uint t; // tokens + uint h; // hidden size + uint table_off; + uint ids_off; + uint out_off; +} p; + +void main() { + uint gid = gl_GlobalInvocationID.x; + if (gid >= p.t * p.h) { return; } + uint i = gid / p.h; // token + uint j = gid % p.h; // hidden lane + + uint id_base = p.ids_off >> 2; + uint id = VT_EMB_ID_DT == VT_ID_I64 ? I32.v[id_base + 2u * i] : I32.v[id_base + i]; + + float val = VT_LOAD(T32, T16, VT_EMB_TABLE_DT, p.table_off, id * p.h + j); + VT_STORE(D32, D16, VT_EMB_OUT_DT, p.out_off, gid, val); +} diff --git a/src/vt/vulkan/shaders/vt_greedy_argmax.comp b/src/vt/vulkan/shaders/vt_greedy_argmax.comp new file mode 100644 index 000000000..539d55367 --- /dev/null +++ b/src/vt/vulkan/shaders/vt_greedy_argmax.comp @@ -0,0 +1,57 @@ +#version 450 +// vt::GreedyArgmax — per-row argmax over logits. +// Ported from src/vt/cpu/cpu_sample.cpp GreedyArgmaxKernel (:40-56). +// +// TIE-BREAKING IS THE CONTRACT, not an implementation detail. The CPU kernel +// scans with a STRICT `>` (cpu_sample.cpp:49), so the FIRST occurrence of the +// maximum wins. Greedy decoding is compared token-for-token against a vLLM +// golden, so a different tie-break is a different token and a failed gate, not a +// rounding difference. +// +// ONE INVOCATION PER ROW, scanning the vocabulary sequentially. That is O(V) on a +// single lane and slow for a 150k vocabulary, and it is the correct starting +// point anyway: a parallel tree reduction has to carry the index alongside the +// value AND break ties toward the lower index at every merge step to preserve the +// contract above, which is a separate change with its own gate. Decode rows are +// few (one per sequence), so the row dimension is not where the parallelism is +// missing. +// +// logits are f32 by contract (cpu_sample.cpp:42 reads Ptr), so there is no +// dtype axis here. +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) readonly buffer Lb32 { uint v[]; } L32; +layout(binding = 1) buffer Ob32 { uint v[]; } O32; + +layout(push_constant) uniform Params { + uint n; // rows + uint v; // vocabulary + uint logits_off; + uint out_off; +} p; + +void main() { + uint i = gl_GlobalInvocationID.x; + if (i >= p.n) { return; } + + uint row = (p.logits_off >> 2) + i * p.v; + float best_v = uintBitsToFloat(L32.v[row]); + uint best = 0u; + for (uint j = 1u; j < p.v; ++j) { + float x = uintBitsToFloat(L32.v[row + j]); + if (x > best_v) { // strict `>`: first occurrence of the max wins + best_v = x; + best = j; + } + } + + // token_ids is i64 (cpu_sample.cpp:43 writes Ptr). Write the low word + // and zero the high one: an argmax result is a vocabulary index, non-negative + // and far below 2^31, so no 64-bit integer support is needed at our 1.1 floor. + uint out_base = (p.out_off >> 2) + 2u * i; + O32.v[out_base] = best; + O32.v[out_base + 1u] = 0u; +} diff --git a/src/vt/vulkan/shaders/vt_matmul.comp b/src/vt/vulkan/shaders/vt_matmul.comp new file mode 100644 index 000000000..830e3a7f9 --- /dev/null +++ b/src/vt/vulkan/shaders/vt_matmul.comp @@ -0,0 +1,69 @@ +#version 450 +// vt::Matmul / vt::MatmulBT — dense f32-accumulating GEMM. +// +// NUMERIC CONTRACT, ported from src/vt/cpu/cpu_ops.cpp MatmulChunked (:187-249): +// one output element per invocation, SEQUENTIAL f32 accumulation over K, rounded +// once on store. The CPU kernel leaves each output element's whole K reduction on +// a single thread for exactly this reason, so keeping one invocation per element +// here makes the two orientations and the two backends share an accumulation +// order rather than merely a tolerance. +// +// DELIBERATELY NOT TILED. This is the portable correctness tier: no shared-memory +// blocking, no cooperative matrix. llama.cpp's mul_mm.comp (466 lines, scalar + +// coopmat1 by define) and mul_mm_cm2.comp (658, NV coopmat2) are the performance +// port, and they belong to work row VK-C together with the tactic selection that +// picks between them. Landing the naive body first is what lets VK-C be an A/B +// against a known-correct reference on the same device instead of a rewrite. +// +// ONE MODULE SERVES 54 VARIANTS: three dtypes each for a, b and out, times the +// two orientations, as SPECIALIZATION CONSTANTS. llama.cpp spells the same axis +// as GLSL #defines and therefore emits a separate SPIR-V module per combination. +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) readonly buffer Ab32 { uint v[]; } A32; +layout(binding = 1) readonly buffer Ab16 { uint16_t v[]; } A16; +layout(binding = 2) readonly buffer Bb32 { uint v[]; } B32; +layout(binding = 3) readonly buffer Bb16 { uint16_t v[]; } B16; +layout(binding = 4) buffer Db32 { uint v[]; } D32; +layout(binding = 5) buffer Db16 { uint16_t v[]; } D16; + +// Storage dtypes, and the ORIENTATION of b. +// VT_MM_BT == 0 : b is [K,N] row-major, b[p*n + j] (vt::Matmul) +// VT_MM_BT == 1 : b is [N,K] row-major, b[j*k + p] (vt::MatmulBT — the +// torch Linear weight layout; see vt::MatmulBT's contract) +// Folding the orientation at pipeline creation removes a per-ELEMENT branch from +// the inner K loop, which is the whole point of specializing it rather than +// passing it in the push block. +layout(constant_id = 0) const uint VT_MM_A_DT = VT_DT_F32; +layout(constant_id = 1) const uint VT_MM_B_DT = VT_DT_F32; +layout(constant_id = 2) const uint VT_MM_OUT_DT = VT_DT_F32; +layout(constant_id = 3) const uint VT_MM_BT = 0u; + +layout(push_constant) uniform Params { + uint m; + uint n; + uint k; + uint a_off; + uint b_off; + uint out_off; +} p; + +void main() { + uint gid = gl_GlobalInvocationID.x; + if (gid >= p.m * p.n) { return; } + uint i = gid / p.n; // output row + uint j = gid % p.n; // output column + + uint a_row = i * p.k; + float acc = 0.0; + for (uint q = 0u; q < p.k; ++q) { + float av = VT_LOAD(A32, A16, VT_MM_A_DT, p.a_off, a_row + q); + uint b_idx = VT_MM_BT == 1u ? (j * p.k + q) : (q * p.n + j); + float bv = VT_LOAD(B32, B16, VT_MM_B_DT, p.b_off, b_idx); + acc += av * bv; + } + VT_STORE(D32, D16, VT_MM_OUT_DT, p.out_off, gid, acc); +} diff --git a/src/vt/vulkan/shaders/vt_paged_attn.comp b/src/vt/vulkan/shaders/vt_paged_attn.comp new file mode 100644 index 000000000..c19836548 --- /dev/null +++ b/src/vt/vulkan/shaders/vt_paged_attn.comp @@ -0,0 +1,155 @@ +#version 450 +// vt::PagedAttention — block-paged attention over a KV cache. +// +// THIS IS THE ONE KERNEL IN THE BACKEND WITH NO VULKAN PORT SOURCE. llama.cpp's +// Vulkan backend has no paged KV at all: `grep -l 'block_table\|paged'` over all +// 132 .comp + 26 .glsl at pin 237ad9b96 returns NOTHING, because ggml attention +// takes a contiguous KV buffer plus a mask. So the ONLINE-SOFTMAX SKELETON below +// follows the shape of flash_attn.comp, while the BLOCK-TABLE INDIRECTION, the +// GQA mapping and the windowing rules are ported from our own +// src/vt/cpu/cpu_paged_attn.cpp PagedAttentionKernel (:52-171), which is also the +// numeric oracle. Recorded as partial-from-scratch in porting-inventory §9. +// +// WHY ONLINE SOFTMAX AND NOT THE CPU'S THREE PASSES. The CPU kernel materialises +// a `probs` array of (jmax-jmin+1) floats (cpu_paged_attn.cpp:121,131) — one slot +// per key in the window, which is unbounded (thousands at long context). A shader +// has no such allocation, so the passes are fused into the standard running +// max/denominator recurrence. It computes the same mathematical result with a +// different rounding order, which is why this op sits in the NMSE <= 5e-4 tier +// rather than claiming bit-exactness against the CPU. +// +// PARALLELISATION: ONE WORKGROUP per (query token, query head), lanes split the +// HEAD DIMENSION. The keys are walked sequentially by the whole workgroup, and +// each key's q.k dot product is a cooperative vt_tg_sum across the lanes that own +// the head-dim slices. This keeps the per-lane state to acc[] only, and matches +// the CPU's structure of "one output row per unit of work". +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) readonly buffer Qb32 { uint v[]; } Q32; +layout(binding = 1) readonly buffer Qb16 { uint16_t v[]; } Q16; +layout(binding = 2) readonly buffer Kb32 { uint v[]; } K32; +layout(binding = 3) readonly buffer Kb16 { uint16_t v[]; } K16; +layout(binding = 4) readonly buffer Vb32 { uint v[]; } V32; +layout(binding = 5) readonly buffer Vb16 { uint16_t v[]; } V16; +layout(binding = 6) buffer Db32 { uint v[]; } D32; +layout(binding = 7) buffer Db16 { uint16_t v[]; } D16; +// Integer metadata, uint32 view only: block table, seq lens, query start loc. +layout(binding = 8) readonly buffer BTb { uint v[]; } BT; +layout(binding = 9) readonly buffer SLb { uint v[]; } SL; +layout(binding = 10) readonly buffer QSLb { uint v[]; } QSL; + +layout(constant_id = 0) const uint VT_PA_Q_DT = VT_DT_F32; +layout(constant_id = 1) const uint VT_PA_K_DT = VT_DT_F32; +layout(constant_id = 2) const uint VT_PA_V_DT = VT_DT_F32; +layout(constant_id = 3) const uint VT_PA_OUT_DT = VT_DT_F32; + +layout(push_constant) uniform Params { + uint total_q; + uint hq; // query heads + uint d; // head dim + uint block_size; // KV page size + uint qpk; // query heads per kv head (GQA ratio) + uint num_reqs; + uint causal; + int window_left; + int window_right; + uint kc_blk, kc_pg, kc_hd; // k-cache strides, in ELEMENTS + uint vc_blk, vc_pg, vc_hd; + uint bt_row, bt_col; // block-table strides, in elements + uint q_off, k_off, v_off, out_off; + uint bt_off, sl_off, qsl_off; + float scale; + float softcap; +} p; + +// Per-lane accumulator over the lane's slice of the head dimension. Eight slots +// covers d <= 8 * VT_TG = 1024, far above any head dim in the model matrix; the +// host asserts it rather than trusting it. +#define VT_PA_ACC_MAX 8 + +void main() { + uint unit = gl_WorkGroupID.x; // one workgroup per (token, head) + if (unit >= p.total_q * p.hq) { return; } + uint t = unit / p.hq; // query token (global) + uint h = unit % p.hq; // query head + uint g = h / p.qpk; // kv head (GQA) + uint tid = gl_LocalInvocationID.x; + + // Which request owns token t, and where the request starts. query_start_loc is + // [num_reqs+1] and small, so a linear scan here is cheaper than the extra + // device buffer the CPU kernel precomputes on the host + // (cpu_paged_attn.cpp:103-117 builds tok_pos/tok_slen/tok_req arrays). + uint qsl_base = p.qsl_off >> 2; + uint r = 0u; + for (uint i = 0u; i < p.num_reqs; ++i) { + if (t >= QSL.v[qsl_base + i] && t < QSL.v[qsl_base + i + 1u]) { r = i; break; } + } + uint q0 = QSL.v[qsl_base + r]; + uint query_len = QSL.v[qsl_base + r + 1u] - q0; + int seqlen = int(SL.v[(p.sl_off >> 2) + r]); + int pos = int(seqlen) - int(query_len) + int(t - q0); // absolute position + + // Window, exactly as cpu_paged_attn.cpp:126-130. + int jmin = p.window_left >= 0 ? max(0, pos - p.window_left) : 0; + int jmax = p.causal != 0u ? pos : seqlen - 1; + if (p.window_right >= 0) jmax = min(jmax, pos + p.window_right); + jmax = min(jmax, seqlen - 1); + + uint qbase = (t * p.hq + h) * p.d; + + float acc[VT_PA_ACC_MAX]; + for (uint s = 0u; s < VT_PA_ACC_MAX; ++s) acc[s] = 0.0; + float m = -1.0 / 0.0; // -inf + float l = 0.0; + + if (jmax >= jmin) { + for (int j = jmin; j <= jmax; ++j) { + uint blk = BT.v[(p.bt_off >> 2) + uint(r) * p.bt_row + (uint(j) / p.block_size) * p.bt_col]; + uint off = uint(j) % p.block_size; + uint kbase = blk * p.kc_blk + off * p.kc_pg + g * p.kc_hd; + + // Cooperative q.k over the head dimension: each lane sums its own slice, + // then one tree reduction over the workgroup. + float partial = 0.0; + for (uint e = tid; e < p.d; e += VT_TG) { + partial += VT_LOAD(Q32, Q16, VT_PA_Q_DT, p.q_off, qbase + e) + * VT_LOAD(K32, K16, VT_PA_K_DT, p.k_off, kbase + e); + } + // vt_tg_sum returns smem[0] to EVERY lane, and its leading barrier makes + // back-to-back calls in this loop safe (all lanes finish reading the + // previous total before the next call overwrites it). So no broadcast is + // needed: every lane derives the score from the same `dot` with the same + // instructions and therefore gets bit-identical results. + float dot = vt_tg_sum(tid, partial); + float s = dot * p.scale; + // cpu_paged_attn.cpp:144-145: optional cap * tanh(score / cap). + if (p.softcap > 0.0) s = p.softcap * tanh(s / p.softcap); + + // Online softmax update. Equivalent to the CPU's max/exp/denominator + // passes, evaluated incrementally. + float m_new = max(m, s); + float corr = exp(m - m_new); // 0 on the first key, since m == -inf + float w = exp(s - m_new); + l = l * corr + w; + + uint vbase = blk * p.vc_blk + off * p.vc_pg + g * p.vc_hd; + uint slot = 0u; + for (uint e = tid; e < p.d; e += VT_TG, ++slot) { + acc[slot] = acc[slot] * corr + + w * VT_LOAD(V32, V16, VT_PA_V_DT, p.v_off, vbase + e); + } + m = m_new; + } + } + + // cpu_paged_attn.cpp:150 divides by the denominator once; an empty window + // (jmax < jmin) leaves the row untouched there, so it is left zero here. + float inv = l > 0.0 ? 1.0 / l : 0.0; + uint slot = 0u; + for (uint e = tid; e < p.d; e += VT_TG, ++slot) { + VT_STORE(D32, D16, VT_PA_OUT_DT, p.out_off, qbase + e, acc[slot] * inv); + } +} diff --git a/src/vt/vulkan/shaders/vt_qkv_split.comp b/src/vt/vulkan/shaders/vt_qkv_split.comp new file mode 100644 index 000000000..106a17aa3 --- /dev/null +++ b/src/vt/vulkan/shaders/vt_qkv_split.comp @@ -0,0 +1,60 @@ +#version 450 +// vt::QkvSplit — slice one fused QKV projection row into q, k and v. +// Ported from src/vt/cpu/cpu_ops.cpp QkvSplitKernel (:2162-2176). +// +// Mirrors vLLM's `QKVParallelLinear` output split (`qkv.split([q_size, kv_size, +// kv_size], dim=-1)` in every attention module), which is why the three widths +// are independent rather than three equal thirds: under GQA k and v are narrower +// than q. +// +// One invocation per OUTPUT element across all three destinations, so the three +// slices are one dispatch rather than three. Dtypes are specialization constants +// (source and the three destinations share one code here because every caller +// splits a projection output into tensors of its own dtype). +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) readonly buffer Sb32 { uint v[]; } S32; +layout(binding = 1) readonly buffer Sb16 { uint16_t v[]; } S16; +layout(binding = 2) buffer Qb32 { uint v[]; } Q32; +layout(binding = 3) buffer Qb16 { uint16_t v[]; } Q16; +layout(binding = 4) buffer Kb32 { uint v[]; } K32; +layout(binding = 5) buffer Kb16 { uint16_t v[]; } K16; +layout(binding = 6) buffer Vb32 { uint v[]; } V32; +layout(binding = 7) buffer Vb16 { uint16_t v[]; } V16; + +layout(constant_id = 0) const uint VT_QKV_SRC_DT = VT_DT_F32; +layout(constant_id = 1) const uint VT_QKV_DST_DT = VT_DT_F32; + +layout(push_constant) uniform Params { + uint tokens; + uint q_dim, k_dim, v_dim; + uint src_off, q_off, k_off, v_off; +} p; + +void main() { + uint gid = gl_GlobalInvocationID.x; + uint total = p.q_dim + p.k_dim + p.v_dim; + if (gid >= p.tokens * total) { return; } + + uint i = gid / total; // token + uint j = gid % total; // column within the fused row + uint row = i * total; + + // The column decides which destination this element belongs to; the source + // offset is the same fused row in every case (cpu_ops.cpp:2169-2173). + if (j < p.q_dim) { + VT_STORE(Q32, Q16, VT_QKV_DST_DT, p.q_off, i * p.q_dim + j, + VT_LOAD(S32, S16, VT_QKV_SRC_DT, p.src_off, row + j)); + } else if (j < p.q_dim + p.k_dim) { + uint c = j - p.q_dim; + VT_STORE(K32, K16, VT_QKV_DST_DT, p.k_off, i * p.k_dim + c, + VT_LOAD(S32, S16, VT_QKV_SRC_DT, p.src_off, row + p.q_dim + c)); + } else { + uint c = j - p.q_dim - p.k_dim; + VT_STORE(V32, V16, VT_QKV_DST_DT, p.v_off, i * p.v_dim + c, + VT_LOAD(S32, S16, VT_QKV_SRC_DT, p.src_off, row + p.q_dim + p.k_dim + c)); + } +} diff --git a/src/vt/vulkan/shaders/vt_reshape_and_cache.comp b/src/vt/vulkan/shaders/vt_reshape_and_cache.comp new file mode 100644 index 000000000..6c68b1026 --- /dev/null +++ b/src/vt/vulkan/shaders/vt_reshape_and_cache.comp @@ -0,0 +1,75 @@ +#version 450 +// vt::ReshapeAndCache — scatter this step's K/V rows into their KV-cache pages. +// Ported from src/vt/cpu/cpu_cache.cpp ReshapeAndCacheKernel (:33-72). +// +// THIS OP MOVES BYTES, IT DOES NOT COMPUTE. The CPU kernel is two memcpys per +// token (:67-70) and nothing is converted, reassociated or rounded, so the gate +// for it is BIT-EXACTNESS rather than NMSE. The dtype therefore selects only the +// STORAGE WIDTH to copy at, never a conversion: a 32-bit dtype copies through the +// uint32 view and a 16-bit dtype through the uint16 view, which is why the dtype +// is a specialization constant and the two branches never mix. +// +// SLOT -1 IS NOT AN ERROR. Upstream pads the slot mapping and marks padded tokens +// with a negative slot (:60, "upstream NOTE: slot can be -1"); those tokens are +// SKIPPED, leaving whatever the cache already held. A kernel that clamped instead +// of skipping would silently corrupt a real page. +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) readonly buffer Kb32 { uint v[]; } K32; +layout(binding = 1) readonly buffer Kb16 { uint16_t v[]; } K16; +layout(binding = 2) readonly buffer Vb32 { uint v[]; } V32; +layout(binding = 3) readonly buffer Vb16 { uint16_t v[]; } V16; +layout(binding = 4) buffer KCb32 { uint v[]; } KC32; +layout(binding = 5) buffer KCb16 { uint16_t v[]; } KC16; +layout(binding = 6) buffer VCb32 { uint v[]; } VC32; +layout(binding = 7) buffer VCb16 { uint16_t v[]; } VC16; +layout(binding = 8) readonly buffer SMb { uint v[]; } SM; // slot mapping, i64 + +// 0 = the operand is 32-bit (f32), 1 = 16-bit (f16/bf16). NOT a VT_DT_* code: +// nothing here converts, so only the width matters. +layout(constant_id = 0) const uint VT_RAC_W16 = 0u; + +layout(push_constant) uniform Params { + uint num_slots; + uint n_elems; // num_kv_heads * head_size — one token's page payload + uint block_size; + uint k_blk, k_pg; // k-cache block / page strides, in ELEMENTS + uint v_blk, v_pg; + uint k_tok, v_tok; // source per-token strides, in elements + uint k_off, v_off, kc_off, vc_off, sm_off; +} p; + +void main() { + uint gid = gl_GlobalInvocationID.x; + if (gid >= p.num_slots * p.n_elems) { return; } + uint t = gid / p.n_elems; // token + uint e = gid % p.n_elems; // element within the token's page + + // slot_mapping is i64; read the LOW word and the HIGH word so the sign is + // visible. A padded token carries -1, which is 0xFFFFFFFF in both halves, and + // treating it as unsigned would index astronomically out of range. + uint sm_base = (p.sm_off >> 2) + 2u * t; + int slot_hi = int(SM.v[sm_base + 1u]); + int slot_lo = int(SM.v[sm_base]); + if (slot_hi < 0) { return; } // negative slot => padded token, skip (cpu_cache.cpp:60) + + uint slot = uint(slot_lo); + uint block = slot / p.block_size; + uint offset = slot % p.block_size; + + uint kdst = block * p.k_blk + offset * p.k_pg + e; + uint vdst = block * p.v_blk + offset * p.v_pg + e; + uint ksrc = t * p.k_tok + e; + uint vsrc = t * p.v_tok + e; + + if (VT_RAC_W16 == 1u) { + KC16.v[(p.kc_off >> 1) + kdst] = K16.v[(p.k_off >> 1) + ksrc]; + VC16.v[(p.vc_off >> 1) + vdst] = V16.v[(p.v_off >> 1) + vsrc]; + } else { + KC32.v[(p.kc_off >> 2) + kdst] = K32.v[(p.k_off >> 2) + ksrc]; + VC32.v[(p.vc_off >> 2) + vdst] = V32.v[(p.v_off >> 2) + vsrc]; + } +} diff --git a/src/vt/vulkan/shaders/vt_rope_from_cache.comp b/src/vt/vulkan/shaders/vt_rope_from_cache.comp new file mode 100644 index 000000000..656c7abe3 --- /dev/null +++ b/src/vt/vulkan/shaders/vt_rope_from_cache.comp @@ -0,0 +1,109 @@ +#version 450 +// vt::RopeFromCache — apply a PRECOMPUTED cos/sin table to q (and optionally k). +// +// UPSTREAM: vLLM's supplied-cache rotary path, +// `vllm/model_executor/layers/rotary_embedding/base.py:160-252` and +// `common.py:145-185` @ pin e24d1b24fe96 — the same citation our CPU reference +// carries (src/vt/cpu/cpu_ops.cpp:765-767). Our port of it is +// RopeFromCacheKernel (cpu_ops.cpp:751-802), which is the numeric oracle here. +// +// THIS IS vLLM'S OWN SPLIT, not a shortcut around a hard kernel. `RotaryEmbedding` +// builds `cos_sin_cache` ONCE in `__init__` (`_compute_cos_sin_cache`) and the +// forward does nothing but apply it, which is why `ops.rotary_embedding(...)` +// takes the cache as an argument rather than a base and a scaling factor. So the +// backend mirrors that boundary exactly: the TABLE build (kRopeCosSinCache) stays +// on the portable tier and the per-token APPLY is this native kernel. +// +// The boundary also happens to sit where the numerics demand it. The angle +// construction is DOUBLE precision — std::pow(base, -2i/rot) for the frequency +// and std::cos/std::sin of pos * freq (cpu_ops.cpp:701-705, mirroring vLLM's +// float64 inv_freq) — and transcribed to f32 it loses precision badly at long +// context, where pos is in the thousands and the angle is large. That would be +// subtly wrong in exactly the regime that matters AND would still pass a +// short-sequence gate. The apply, by contrast, is pure f32 multiply-add with no +// such trap. Faithfulness and numerics point the same way here. +// +// PAIR LAYOUT is a specialization constant because it is a per-ELEMENT branch in +// the CPU loop (:781-784): NeoX rotates (pair, pair+half), GPT-J style rotates +// (2*pair, 2*pair+1). Folding it at pipeline creation removes the branch. +// +// STRIDED q/k are load-bearing, not defensive. DeepSeek's decoupled RoPE rotates +// only the trailing slice of a query head and its k_pe is a column block of a +// fused projection output, so both arrive as strided VIEWS (:759-765). Addressing +// through stride[0]/stride[1] is integer-identical to the contiguous formula when +// the tensor is contiguous. +// +// NO PER-ELEMENT POSITION BOUNDS CHECK. The CPU kernel VT_CHECKs +// 0 <= position < cache.shape[0] (:775) and throws; a shader cannot throw, and a +// per-element branch would cost the whole apply. The host validates before +// dispatch. +#extension GL_GOOGLE_include_directive : require +#include "vt_common.glsl" + +layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; + +layout(binding = 0) buffer Qb32 { uint v[]; } Q32; +layout(binding = 1) buffer Qb16 { uint16_t v[]; } Q16; +layout(binding = 2) buffer Kb32 { uint v[]; } K32; +layout(binding = 3) buffer Kb16 { uint16_t v[]; } K16; +layout(binding = 4) readonly buffer Cb32 { uint v[]; } C32; +layout(binding = 5) readonly buffer Cb16 { uint16_t v[]; } C16; +layout(binding = 6) readonly buffer Pb { uint v[]; } P; // positions, i32 or i64 + +#define VT_POS_I32 0u +#define VT_POS_I64 1u + +layout(constant_id = 0) const uint VT_ROPE_Q_DT = VT_DT_F32; +layout(constant_id = 1) const uint VT_ROPE_K_DT = VT_DT_F32; +layout(constant_id = 2) const uint VT_ROPE_C_DT = VT_DT_F32; +layout(constant_id = 3) const uint VT_ROPE_NEOX = 1u; +layout(constant_id = 4) const uint VT_ROPE_POS_DT = VT_POS_I32; + +layout(push_constant) uniform Params { + uint tokens; + uint half_dim; // rotary_dim / 2 + uint rotary_dim; + uint hq; + uint hk; // 0 when k is absent + uint q_s0, q_s1; // q strides, in ELEMENTS + uint k_s0, k_s1; + uint q_off, k_off, c_off, p_off; +} p; + +void main() { + uint gid = gl_GlobalInvocationID.x; + uint heads = p.hq + p.hk; + if (gid >= p.tokens * p.half_dim * heads) { return; } + + uint per_token = p.half_dim * heads; + uint token = gid / per_token; + uint rem = gid % per_token; + uint pair = rem / heads; + uint head = rem % heads; + + uint pbase = p.p_off >> 2; + uint position = VT_ROPE_POS_DT == VT_POS_I64 ? P.v[pbase + 2u * token] : P.v[pbase + token]; + + uint cache_off = position * p.rotary_dim; + float c = VT_LOAD(C32, C16, VT_ROPE_C_DT, p.c_off, cache_off + pair); + float s = VT_LOAD(C32, C16, VT_ROPE_C_DT, p.c_off, cache_off + p.half_dim + pair); + + // cpu_ops.cpp:781-784. + uint first = VT_ROPE_NEOX == 1u ? pair : pair * 2u; + uint second = VT_ROPE_NEOX == 1u ? pair + p.half_dim : pair * 2u + 1u; + + if (head < p.hq) { + uint off = token * p.q_s0 + head * p.q_s1; + float x = VT_LOAD(Q32, Q16, VT_ROPE_Q_DT, p.q_off, off + first); + float y = VT_LOAD(Q32, Q16, VT_ROPE_Q_DT, p.q_off, off + second); + VT_STORE(Q32, Q16, VT_ROPE_Q_DT, p.q_off, off + first, x * c - y * s); + VT_STORE(Q32, Q16, VT_ROPE_Q_DT, p.q_off, off + second, x * s + y * c); + } else { + uint kh = head - p.hq; + uint off = token * p.k_s0 + kh * p.k_s1; + float x = VT_LOAD(K32, K16, VT_ROPE_K_DT, p.k_off, off + first); + float y = VT_LOAD(K32, K16, VT_ROPE_K_DT, p.k_off, off + second); + VT_STORE(K32, K16, VT_ROPE_K_DT, p.k_off, off + first, x * c - y * s); + VT_STORE(K32, K16, VT_ROPE_K_DT, p.k_off, off + second, x * s + y * c); + } +} diff --git a/src/vt/vulkan/vulkan_context.cpp b/src/vt/vulkan/vulkan_context.cpp index eb1b36762..5abf5c99f 100644 --- a/src/vt/vulkan/vulkan_context.cpp +++ b/src/vt/vulkan/vulkan_context.cpp @@ -332,8 +332,16 @@ VulkanContext::VulkanContext() { // reallocated. (llama.cpp grows a vector of pools instead; a fixed pool is // enough here because dispatch is synchronous and sets are re-updated.) constexpr uint32_t kMaxBindings = 12; // llama.cpp's MAX_PARAMETER_COUNT + // ONE DESCRIPTOR SET PER PIPELINE, AND PIPELINES NOW OUTNUMBER MODULES. + // Since VK-A1 a module can be specialized into several pipelines — vt_cast + // alone reaches one per (src, dst) dtype pair — and each allocates its own set + // from this pool. Sizing it by module count would exhaust the pool on the Nth + // specialization and fail in vkAllocateDescriptorSets, far from the cause. The + // headroom factor is deliberate slack, not a computed bound; GetPipeline + // reports pool exhaustion with the kernel name if it is ever hit. + constexpr uint32_t kSpecializationHeadroom = 16; const uint32_t kernels = - static_cast(sizeof(kSpirvModules) / sizeof(kSpirvModules[0])); + static_cast(kSpirvModuleCount) * kSpecializationHeadroom; VkDescriptorPoolSize pool_size{}; pool_size.type = VK_DESCRIPTOR_TYPE_STORAGE_BUFFER; pool_size.descriptorCount = kernels * kMaxBindings; @@ -416,16 +424,36 @@ void VulkanContext::FreeBuffer(void* buffer, void* memory) { vk.vkFreeMemory(device, Unpack(memory), nullptr); } +namespace { + +// The pipeline cache key: the module name plus its specialization values, which +// together identify one VkPipeline. Decimal so the key reads back in the +// VT_CHECK messages below. +std::string PipelineKey(const std::string& name, const uint32_t* spec_values, + uint32_t spec_count) { + std::string key = name; + for (uint32_t i = 0; i < spec_count; ++i) { + key += (i == 0 ? '|' : ','); + key += std::to_string(spec_values[i]); + } + return key; +} + +} // namespace + VulkanContext::Pipeline& VulkanContext::GetPipeline(const std::string& name, - uint32_t buffer_count, uint32_t push_size) { + uint32_t buffer_count, uint32_t push_size, + const uint32_t* spec_values, + uint32_t spec_count) { + const std::string key = PipelineKey(name, spec_values, spec_count); auto& cache = *static_cast*>(pipelines_); - auto it = cache.find(name); + auto it = cache.find(key); if (it != cache.end()) { // A kernel's binding count and push-constant size are properties of its // SPIR-V; a mismatch means the host and the committed shader have drifted, // which would corrupt memory rather than fail cleanly. VT_CHECK(it->second.buffer_count == buffer_count && it->second.push_size == push_size, - "vulkan: pipeline " + name + " re-requested with a different binding layout"); + "vulkan: pipeline " + key + " re-requested with a different binding layout"); return it->second; } @@ -433,13 +461,24 @@ VulkanContext::Pipeline& VulkanContext::GetPipeline(const std::string& name, auto device = Unpack(device_); const SpirvModule* module = nullptr; - for (const SpirvModule& m : kSpirvModules) { - if (name == m.name) { module = &m; break; } + for (size_t i = 0; i < kSpirvModuleCount; ++i) { + if (name == kSpirvModules[i].name) { module = &kSpirvModules[i]; break; } } VT_CHECK(module != nullptr, "vulkan: no committed SPIR-V for kernel '" + name + "' — regenerate with scripts/gen-vulkan-spirv.py"); + // Specialization values are passed POSITIONALLY against the module's declared + // SpecIds. Vulkan SILENTLY IGNORES a map entry whose constantID the module does + // not declare, so an unchecked host/shader drift is wrong numbers rather than an + // error — the same class as the binding-layout check above, and just as fatal. + VT_CHECK(spec_count == module->spec_id_count, + "vulkan: kernel '" + name + "' declares " + + std::to_string(module->spec_id_count) + + " specialization constant(s) but " + std::to_string(spec_count) + + " value(s) were supplied — host and committed SPIR-V have drifted;" + " regenerate with scripts/gen-vulkan-spirv.py"); + Pipeline p; p.buffer_count = buffer_count; p.push_size = push_size; @@ -481,12 +520,31 @@ VulkanContext::Pipeline& VulkanContext::GetPipeline(const std::string& name, plci.pPushConstantRanges = &pcr; Check(vk.vkCreatePipelineLayout(device, &plci, nullptr, &p.layout), "vkCreatePipelineLayout"); + // One uint32 per constant, tightly packed; entry i carries the module's i-th + // declared SpecId (the generator emits them sorted ascending). These two must + // OUTLIVE vkCreateComputePipelines below — a temporary whose address is + // captured and read later is the use-after-free class this project has already + // hit twice with CUDA-graph capture, so they are named locals in this scope, + // never a nested block. + std::vector spec_entries(spec_count); + for (uint32_t i = 0; i < spec_count; ++i) { + spec_entries[i].constantID = module->spec_ids[i]; + spec_entries[i].offset = i * static_cast(sizeof(uint32_t)); + spec_entries[i].size = sizeof(uint32_t); + } + VkSpecializationInfo spec_info{}; + spec_info.mapEntryCount = spec_count; + spec_info.pMapEntries = spec_entries.data(); + spec_info.dataSize = spec_count * sizeof(uint32_t); + spec_info.pData = spec_values; + VkComputePipelineCreateInfo cpci{}; cpci.sType = VK_STRUCTURE_TYPE_COMPUTE_PIPELINE_CREATE_INFO; cpci.stage.sType = VK_STRUCTURE_TYPE_PIPELINE_SHADER_STAGE_CREATE_INFO; cpci.stage.stage = VK_SHADER_STAGE_COMPUTE_BIT; cpci.stage.module = p.module; cpci.stage.pName = "main"; + cpci.stage.pSpecializationInfo = spec_count != 0 ? &spec_info : nullptr; cpci.layout = p.layout; Check(vk.vkCreateComputePipelines(device, VK_NULL_HANDLE, 1, &cpci, nullptr, &p.pipeline), "vkCreateComputePipelines"); @@ -496,14 +554,25 @@ VulkanContext::Pipeline& VulkanContext::GetPipeline(const std::string& name, dsai.descriptorPool = Unpack(descriptor_pool_); dsai.descriptorSetCount = 1; dsai.pSetLayouts = &p.set_layout; - Check(vk.vkAllocateDescriptorSets(device, &dsai, &p.set), "vkAllocateDescriptorSets"); + // Named, because the plausible cause is pool exhaustion from specialization + // (one set per PIPELINE, and a module can have many), which is otherwise a bare + // VkResult a long way from its reason. + Check(vk.vkAllocateDescriptorSets(device, &dsai, &p.set), + ("vkAllocateDescriptorSets for pipeline '" + key + + "' (descriptor pool may be exhausted by specialized pipelines)").c_str()); + + return cache.emplace(key, p).first->second; +} - return cache.emplace(name, p).first->second; +size_t VulkanContext::PipelineCacheSize() const { + std::lock_guard guard(*static_cast(mutex_)); + return static_cast*>(pipelines_)->size(); } void VulkanContext::Dispatch(const std::string& name, const void* const* buffers, uint32_t buffer_count, const void* push_constants, - uint32_t push_size, uint32_t group_count_x) { + uint32_t push_size, uint32_t group_count_x, + const uint32_t* spec_values, uint32_t spec_count) { if (group_count_x == 0) return; // nothing to do; an empty dispatch is illegal VT_CHECK(group_count_x <= max_workgroup_count_x_, "vulkan: dispatch needs " + std::to_string(group_count_x) + @@ -518,7 +587,7 @@ void VulkanContext::Dispatch(const std::string& name, const void* const* buffers // one command buffer per op (src/vt/metal/metal_ops.mm § DISPATCH MODEL). std::lock_guard guard(*static_cast(mutex_)); - Pipeline& p = GetPipeline(name, buffer_count, push_size); + Pipeline& p = GetPipeline(name, buffer_count, push_size, spec_values, spec_count); std::vector infos(buffer_count); std::vector writes(buffer_count); diff --git a/src/vt/vulkan/vulkan_context.h b/src/vt/vulkan/vulkan_context.h index cc21537b9..2cc0b543a 100644 --- a/src/vt/vulkan/vulkan_context.h +++ b/src/vt/vulkan/vulkan_context.h @@ -63,8 +63,25 @@ class VulkanContext { // src/vt/vulkan/shaders/vt_common.glsl § STORAGE MODEL). // Serialized by an internal mutex: the command buffer and each pipeline's // descriptor set are single instances that are re-recorded per dispatch. + // + // `spec_values` are SPECIALIZATION CONSTANT values, supplied in ASCENDING + // constantID order and matching the module's declared `spec_ids` (recorded in + // the committed SPIR-V table) exactly. They are part of the pipeline cache KEY: + // each distinct combination becomes its own VkPipeline, specialized once and + // reused, with the driver folding the constant and eliminating the branches it + // kills. This is the variant mechanism that replaces llama.cpp's + // one-module-per-#define explosion (its vulkan-shaders-gen has 242 + // `string_to_spv` call sites at pin 237ad9b96, most inside dtype/quant/coopmat + // loops) — here one module covers the axis and the count of committed artifacts + // tracks shader FILES instead of their cross product. void Dispatch(const std::string& name, const void* const* buffers, uint32_t buffer_count, - const void* push_constants, uint32_t push_size, uint32_t group_count_x); + const void* push_constants, uint32_t push_size, uint32_t group_count_x, + const uint32_t* spec_values = nullptr, uint32_t spec_count = 0); + + // Number of distinct pipelines currently cached. Exposed for the unit gate: it + // is how a test proves a new specialization produced a NEW pipeline rather than + // silently reusing an existing one — which would look identical in the results. + size_t PipelineCacheSize() const; // Allocate one host-visible, host-coherent storage buffer of `bytes` and keep // it PERSISTENTLY MAPPED. Returns the mapped host pointer — which is what @@ -106,7 +123,8 @@ class VulkanContext { private: VulkanContext(); struct Pipeline; - Pipeline& GetPipeline(const std::string& name, uint32_t buffer_count, uint32_t push_size); + Pipeline& GetPipeline(const std::string& name, uint32_t buffer_count, uint32_t push_size, + const uint32_t* spec_values, uint32_t spec_count); void* instance_ = nullptr; // VkInstance void* physical_device_ = nullptr; // VkPhysicalDevice diff --git a/src/vt/vulkan/vulkan_ops.cpp b/src/vt/vulkan/vulkan_ops.cpp index ab5527467..b2010c736 100644 --- a/src/vt/vulkan/vulkan_ops.cpp +++ b/src/vt/vulkan/vulkan_ops.cpp @@ -68,6 +68,19 @@ class Binder { // A raw buffer bound ONCE (no 16-bit view): the fused-chain step list. void AddRaw(void* buffer) { buffers_.push_back(buffer); } + // A tensor bound through the uint32_t view ONLY, for shaders that declare a + // single binding per operand because the operand is integer (embedding ids, + // sampler token ids) or f32-by-contract (logits). Binding the unused 16-bit + // view would need the shader to declare it too, and a descriptor a shader does + // not declare must not be written. + uint32_t AddU32Only(const Tensor& t, const char* what) { + Resolved r = Resolve(t.data, what); + buffers_.push_back(r.buffer); + VT_CHECK(r.offset % 4 == 0, + std::string("vulkan: ") + what + " has a byte offset that is not 4-byte aligned"); + return r.offset; + } + const void* const* data() const { return buffers_.data(); } uint32_t count() const { return static_cast(buffers_.size()); } @@ -85,6 +98,46 @@ struct AddParams { struct UnaryParams { uint32_t n, a_dt, out_dt, a_off, out_off; }; +// vt_cast carries its dtype pair in specialization constants instead, so its +// push block is only the shape and the two offsets. +struct CastParams { + uint32_t n, a_off, out_off; +}; +struct MatmulParams { + uint32_t m, n, k, a_off, b_off, out_off; +}; +struct EmbeddingParams { + uint32_t t, h, table_off, ids_off, out_off; +}; +struct ArgmaxParams { + uint32_t n, v, logits_off, out_off; +}; +struct QkvSplitParams { + uint32_t tokens, q_dim, k_dim, v_dim, src_off, q_off, k_off, v_off; +}; +struct RopeFromCacheParams { + uint32_t tokens, half_dim, rotary_dim, hq, hk; + uint32_t q_s0, q_s1, k_s0, k_s1; + uint32_t q_off, k_off, c_off, p_off; +}; +struct ReshapeAndCacheParams { + uint32_t num_slots, n_elems, block_size; + uint32_t k_blk, k_pg, v_blk, v_pg; + uint32_t k_tok, v_tok; + uint32_t k_off, v_off, kc_off, vc_off, sm_off; +}; +struct PagedAttnParams { + uint32_t total_q, hq, d, block_size, qpk, num_reqs; + uint32_t causal; + int32_t window_left, window_right; + uint32_t kc_blk, kc_pg, kc_hd; + uint32_t vc_blk, vc_pg, vc_hd; + uint32_t bt_row, bt_col; + uint32_t q_off, k_off, v_off, out_off; + uint32_t bt_off, sl_off, qsl_off; + float scale; + float softcap; +}; struct SiluMulParams { uint32_t t, d, x_dt, out_dt, x_off, out_off; }; @@ -106,10 +159,14 @@ struct FcParams { static_assert(sizeof(RmsParams) <= 128, "push constants must fit the guaranteed 128 bytes"); static_assert(sizeof(LayerNormParams) <= 128, "push constants must fit the guaranteed 128 bytes"); static_assert(sizeof(FcParams) <= 128, "push constants must fit the guaranteed 128 bytes"); +static_assert(sizeof(PagedAttnParams) <= 128, + "push constants must fit the guaranteed 128 bytes"); template -void Go(const char* name, const Binder& b, const P& p, uint32_t groups) { - VulkanContext::Get().Dispatch(name, b.data(), b.count(), &p, sizeof(P), groups); +void Go(const char* name, const Binder& b, const P& p, uint32_t groups, + const uint32_t* spec = nullptr, uint32_t spec_count = 0) { + VulkanContext::Get().Dispatch(name, b.data(), b.count(), &p, sizeof(P), groups, spec, + spec_count); } // --------------------------------------------------------------------------- @@ -152,9 +209,13 @@ void CastKernel(Queue&, Tensor& out, const Tensor& in) { Binder bind; const uint32_t in_off = bind.Add(in, "cast: in"); const uint32_t out_off = bind.Add(out, "cast: out"); - UnaryParams p{static_cast(n), DtypeCode(in.dtype), DtypeCode(out.dtype), in_off, - out_off}; - Go("vt_cast", bind, p, FlatGroupCount(n)); + // The dtype pair rides SPECIALIZATION CONSTANTS rather than push constants, so + // the per-element dtype branch is folded away at pipeline creation and each + // (src, dst) pair is its own cached pipeline. Ascending constantID order, which + // is what GetPipeline binds against the module's declared SpecIds. + const uint32_t spec[2] = {DtypeCode(in.dtype), DtypeCode(out.dtype)}; + CastParams p{static_cast(n), in_off, out_off}; + Go("vt_cast", bind, p, FlatGroupCount(n), spec, 2); } // cpu_ops.cpp:252-264 SiluAndMulKernel. @@ -298,6 +359,283 @@ void FusedChainKernel(Queue&, Tensor& out, const Tensor& x, const Tensor& weight Go("vt_fused_chain", bind, p, static_cast(t)); } +// cpu_ops.cpp:187-260 MatmulChunked / MatmulKernel / MatmulBTKernel. One +// invocation per OUTPUT ELEMENT with the whole K reduction on it, which is what +// the CPU kernel does too (it deliberately never splits a K reduction across +// threads), so the accumulation ORDER matches rather than merely the tolerance. +// +// The naive body is the portable correctness tier on purpose; the tiled and +// cooperative-matrix ports (llama.cpp mul_mm.comp / mul_mm_cm2.comp) are VK-C, +// which needs exactly this as its same-device A/B reference. +template +void MatmulGeneric(Queue&, Tensor& out, const Tensor& a, const Tensor& b) { + const int64_t m = a.shape[0], k = a.shape[1]; + const int64_t n = kBT ? b.shape[0] : b.shape[1]; + if (m == 0 || n == 0) return; + Binder bind; + const uint32_t a_off = bind.Add(a, "matmul: a"); + const uint32_t b_off = bind.Add(b, "matmul: b"); + const uint32_t out_off = bind.Add(out, "matmul: out"); + // Ascending constantID order: a dtype, b dtype, out dtype, orientation. + const uint32_t spec[4] = {DtypeCode(a.dtype), DtypeCode(b.dtype), DtypeCode(out.dtype), + kBT ? 1u : 0u}; + MatmulParams p{static_cast(m), static_cast(n), static_cast(k), + a_off, b_off, out_off}; + Go("vt_matmul", bind, p, FlatGroupCount(m * n), spec, 4); +} + +// cpu_ops.cpp:661-672 EmbeddingKernel. One output ELEMENT per invocation. +// The id dtype (i32 vs i64) is a specialization constant rather than a +// per-element branch; see the shader for why only the low 32 bits are read. +void EmbeddingKernel(Queue&, Tensor& out, const Tensor& table, const Tensor& ids) { + const int64_t t = ids.shape[0], h = table.shape[1]; + if (t == 0 || h == 0) return; + VT_CHECK(ids.dtype == DType::kI32 || ids.dtype == DType::kI64, + "vulkan embedding: ids must be i32 or i64"); + Binder bind; + const uint32_t table_off = bind.Add(table, "embedding: table"); + const uint32_t ids_off = bind.Add(ids, "embedding: ids"); + const uint32_t out_off = bind.Add(out, "embedding: out"); + const uint32_t spec[3] = {DtypeCode(table.dtype), DtypeCode(out.dtype), + ids.dtype == DType::kI64 ? 1u : 0u}; + EmbeddingParams p{static_cast(t), static_cast(h), table_off, ids_off, + out_off}; + Go("vt_embedding", bind, p, FlatGroupCount(t * h), spec, 3); +} + +// cpu_sample.cpp:40-56 GreedyArgmaxKernel. ONE INVOCATION PER ROW, because the +// tie-break (strict `>`, so the first maximum wins) is part of the token-exact +// contract and a tree reduction would have to carry the index and break ties +// toward the lower one at every merge. Rows are few at decode; the vocabulary +// scan is the slow axis and is deliberately left for a later change. +void GreedyArgmaxKernel(Queue&, Tensor& token_ids, const Tensor& logits) { + const int64_t n = logits.shape[0], v = logits.shape[1]; + if (n == 0 || v == 0) return; + VT_CHECK(logits.dtype == DType::kF32, "vulkan greedy argmax: logits must be f32"); + VT_CHECK(token_ids.dtype == DType::kI64, "vulkan greedy argmax: token_ids must be i64"); + Binder bind; + const uint32_t logits_off = bind.AddU32Only(logits, "argmax: logits"); + const uint32_t out_off = bind.AddU32Only(token_ids, "argmax: token_ids"); + ArgmaxParams p{static_cast(n), static_cast(v), logits_off, out_off}; + Go("vt_greedy_argmax", bind, p, FlatGroupCount(n)); +} + +// cpu_paged_attn.cpp:52-171 PagedAttentionKernel. ONE WORKGROUP per (query +// token, query head), lanes splitting the head dimension; see the shader for why +// the CPU's three passes become one online-softmax recurrence (its `probs` array +// is one float per key in the window, which a shader cannot allocate). +// +// This is the only kernel in the backend with NO llama.cpp counterpart to port +// from: its Vulkan backend has no paged KV anywhere. The block-table indirection +// and windowing come from the CPU kernel above, the online-softmax skeleton from +// flash_attn.comp's shape. +void PagedAttentionKernel(Queue& q, Tensor& out, const Tensor& query, const Tensor& k_cache, + const Tensor& v_cache, const Tensor& block_table, + const Tensor& seq_lens, const Tensor& query_start_loc, + const PagedAttentionArgs& args) { + const int64_t num_reqs = seq_lens.shape[0]; + const int64_t total_q = query.shape[0]; + const int64_t hq = query.shape[1], d = query.shape[2]; + const int64_t block_size = k_cache.shape[1]; + const int64_t num_kv_heads = k_cache.shape[2]; + + // PER-CALL REFUSAL, not a silent regression. An fp8 KV cache stores 1-byte + // pages that must be dequantised as Dequant(fp8) * k_scale|v_scale before the + // f32 softmax (cpu_paged_attn.cpp:79-93). This shader reads f32/f16/bf16 only, + // so rather than throw -- which would REMOVE a capability the portable + // reference tier already provides -- it declines through the provider seam and + // forwards to the next provider down, which is exactly what GetOpFallback is + // for (op_provider.h:94-100: per-call refusal belongs in the kernel, because + // GetOp has no shape or dtype to inspect). + if (args.kv_cache_dtype != vt::Fp8KVCacheDataType::kAuto) { + auto next = reinterpret_cast( + GetOpFallback(OpId::kPagedAttention, DeviceType::kVULKAN, kNativeProviderName)); + next(q, out, query, k_cache, v_cache, block_table, seq_lens, query_start_loc, args); + return; + } + + if (total_q == 0 || hq == 0 || d == 0) return; + // The shader keeps its accumulator in VT_PA_ACC_MAX slots per lane, one per + // head-dim element the lane owns. Asserted rather than trusted: overflowing it + // would write past a local array. + VT_CHECK(d <= 8 * static_cast(kWorkgroupSize), + "vulkan paged attention: head dim " + std::to_string(d) + + " exceeds the per-lane accumulator (8 * workgroup)"); + VT_CHECK(num_kv_heads > 0 && hq % num_kv_heads == 0, + "vulkan paged attention: query heads must be a multiple of kv heads"); + + Binder bind; + const uint32_t q_off = bind.Add(query, "paged_attn: query"); + const uint32_t k_off = bind.Add(k_cache, "paged_attn: k_cache"); + const uint32_t v_off = bind.Add(v_cache, "paged_attn: v_cache"); + const uint32_t out_off = bind.Add(out, "paged_attn: out"); + const uint32_t bt_off = bind.AddU32Only(block_table, "paged_attn: block_table"); + const uint32_t sl_off = bind.AddU32Only(seq_lens, "paged_attn: seq_lens"); + const uint32_t qsl_off = bind.AddU32Only(query_start_loc, "paged_attn: query_start_loc"); + + const int64_t wl = args.window_size.has_value() ? args.window_size->left : -1; + const int64_t wr = args.window_size.has_value() ? args.window_size->right : -1; + + const uint32_t spec[4] = {DtypeCode(query.dtype), DtypeCode(k_cache.dtype), + DtypeCode(v_cache.dtype), DtypeCode(out.dtype)}; + PagedAttnParams p{static_cast(total_q), + static_cast(hq), + static_cast(d), + static_cast(block_size), + static_cast(hq / num_kv_heads), + static_cast(num_reqs), + args.causal ? 1u : 0u, + static_cast(wl), + static_cast(wr), + static_cast(k_cache.stride[0]), + static_cast(k_cache.stride[1]), + static_cast(k_cache.stride[2]), + static_cast(v_cache.stride[0]), + static_cast(v_cache.stride[1]), + static_cast(v_cache.stride[2]), + static_cast(block_table.stride[0]), + static_cast(block_table.stride[1]), + q_off, + k_off, + v_off, + out_off, + bt_off, + sl_off, + qsl_off, + args.scale, + args.logits_soft_cap}; + // One workgroup per (token, head) -- NOT FlatGroupCount, which divides by the + // workgroup size; here the whole workgroup cooperates on one output row. + Go("vt_paged_attn", bind, p, static_cast(total_q * hq), spec, 4); +} + +// cpu_cache.cpp:33-72 ReshapeAndCacheKernel. Pure BYTE MOVEMENT -- the CPU +// kernel is two memcpys per token and converts nothing -- so the dtype selects +// only the storage WIDTH to copy at, and the gate for it is bit-exactness. +void ReshapeAndCacheKernel(Queue&, const Tensor& k, const Tensor& v, Tensor& k_cache, + Tensor& v_cache, const Tensor& slot_mapping) { + const int64_t num_slots = slot_mapping.shape[0]; + const int64_t block_size = k_cache.shape[1]; + const int64_t n_elems = k_cache.shape[2] * k_cache.shape[3]; // one token's page + if (num_slots == 0 || n_elems == 0) return; + VT_CHECK(slot_mapping.dtype == DType::kI64, + "vulkan reshape_and_cache: slot_mapping must be i64"); + VT_CHECK(k.dtype == k_cache.dtype && v.dtype == v_cache.dtype, + "vulkan reshape_and_cache: source and cache dtypes must match (this op " + "moves bytes and converts nothing)"); + + Binder bind; + const uint32_t k_off = bind.Add(k, "reshape_and_cache: k"); + const uint32_t v_off = bind.Add(v, "reshape_and_cache: v"); + const uint32_t kc_off = bind.Add(k_cache, "reshape_and_cache: k_cache"); + const uint32_t vc_off = bind.Add(v_cache, "reshape_and_cache: v_cache"); + const uint32_t sm_off = bind.AddU32Only(slot_mapping, "reshape_and_cache: slot_mapping"); + + const uint32_t spec[1] = {k.dtype == DType::kF32 ? 0u : 1u}; + ReshapeAndCacheParams p{static_cast(num_slots), + static_cast(n_elems), + static_cast(block_size), + static_cast(k_cache.stride[0]), + static_cast(k_cache.stride[1]), + static_cast(v_cache.stride[0]), + static_cast(v_cache.stride[1]), + static_cast(k.stride[0]), + static_cast(v.stride[0]), + k_off, + v_off, + kc_off, + vc_off, + sm_off}; + Go("vt_reshape_and_cache", bind, p, FlatGroupCount(num_slots * n_elems), spec, 1); +} + +// vt::RopeFromCache — the APPLY half of vLLM's rotary split. +// Upstream: rotary_embedding/base.py:160-252, common.py:145-185 @ e24d1b24fe96; +// our reference is cpu_ops.cpp RopeFromCacheKernel (:751-802). +// +// vLLM's RotaryEmbedding builds cos_sin_cache once in __init__ and the forward +// only applies it, so kRopeCosSinCache (the table, built in double) stays on the +// portable tier and this native kernel is the per-token apply. See the shader for +// why that boundary is also the right one numerically. +void RopeFromCacheKernel(Queue& queue, Tensor& qs, Tensor* ks, const Tensor& positions, + const Tensor& cache, const RopeArgs& args) { + // MROPE DECLINES rather than throws. Multimodal RoPE selects a different + // position AXIS per pair (cpu_ops.cpp:769-771 via MropeAxisForPair, mirroring + // vLLM mrope.py), which this shader does not implement -- and throwing would + // REMOVE a capability the portable reference tier already provides. Forwarded + // through the provider seam, the same per-call refusal fp8 KV uses. + if (positions.rank == 2) { + auto next = reinterpret_cast( + GetOpFallback(OpId::kRopeFromCache, DeviceType::kVULKAN, kNativeProviderName)); + next(queue, qs, ks, positions, cache, args); + return; + } + + const int64_t tokens = qs.shape[0]; + const int64_t hq = qs.shape[1]; + const int64_t hk = ks == nullptr ? 0 : ks->shape[1]; + const int64_t half = args.rotary_dim / 2; + if (tokens == 0 || half == 0 || (hq + hk) == 0) return; + VT_CHECK(positions.dtype == DType::kI32 || positions.dtype == DType::kI64, + "vulkan rope_from_cache: positions must be i32 or i64"); + + Binder bind; + const uint32_t q_off = bind.Add(qs, "rope_from_cache: q"); + // Bindings 2/3 are declared by the shader whether or not k exists, and a + // descriptor a shader statically uses must be valid even on the path that never + // reads it -- so with hk == 0 they alias q and are dead. Same arrangement the + // rmsnorm kernel already uses for its optional residual. + const uint32_t k_off = ks != nullptr ? bind.Add(*ks, "rope_from_cache: k") + : bind.Add(qs, "rope_from_cache: q"); + const uint32_t c_off = bind.Add(cache, "rope_from_cache: cos_sin_cache"); + const uint32_t p_off = bind.AddU32Only(positions, "rope_from_cache: positions"); + + const uint32_t spec[5] = {DtypeCode(qs.dtype), + ks != nullptr ? DtypeCode(ks->dtype) : DtypeCode(qs.dtype), + DtypeCode(cache.dtype), + args.is_neox_style ? 1u : 0u, + positions.dtype == DType::kI64 ? 1u : 0u}; + RopeFromCacheParams p{static_cast(tokens), + static_cast(half), + static_cast(args.rotary_dim), + static_cast(hq), + static_cast(hk), + static_cast(qs.stride[0]), + static_cast(qs.stride[1]), + static_cast(ks != nullptr ? ks->stride[0] : 0), + static_cast(ks != nullptr ? ks->stride[1] : 0), + q_off, + k_off, + c_off, + p_off}; + Go("vt_rope_from_cache", bind, p, FlatGroupCount(tokens * half * (hq + hk)), spec, 5); +} + +// cpu_ops.cpp:2162-2176 QkvSplitKernel. Mirrors vLLM's QKVParallelLinear output +// split (qkv.split([q_size, kv_size, kv_size], dim=-1)); the three widths are +// independent because under GQA k and v are narrower than q. One invocation per +// OUTPUT element across all three destinations, so this is one dispatch. +void QkvSplitKernel(Queue&, Tensor& q_out, Tensor& k_out, Tensor& v_out, const Tensor& qkv) { + const int64_t t = qkv.shape[0]; + if (t == 0) return; + const int64_t q_dim = q_out.Numel() / t; + const int64_t k_dim = k_out.Numel() / t; + const int64_t v_dim = v_out.Numel() / t; + VT_CHECK(q_out.dtype == k_out.dtype && k_out.dtype == v_out.dtype, + "vulkan qkv_split: the three destinations must share a dtype"); + Binder bind; + const uint32_t src_off = bind.Add(qkv, "qkv_split: qkv"); + const uint32_t q_off = bind.Add(q_out, "qkv_split: q"); + const uint32_t k_off = bind.Add(k_out, "qkv_split: k"); + const uint32_t v_off = bind.Add(v_out, "qkv_split: v"); + const uint32_t spec[2] = {DtypeCode(qkv.dtype), DtypeCode(q_out.dtype)}; + QkvSplitParams p{static_cast(t), static_cast(q_dim), + static_cast(k_dim), static_cast(v_dim), + src_off, q_off, + k_off, v_off}; + Go("vt_qkv_split", bind, p, FlatGroupCount(t * (q_dim + k_dim + v_dim)), spec, 2); +} + struct Registrar { Registrar() { // Same guard as the backend registrar: a Vulkan-enabled build on a host with @@ -306,6 +644,22 @@ struct Registrar { if (!VulkanContext::Available()) return; // static_cast against the ops.h aliases ties every kernel signature to the // registration contract at COMPILE time (the cpu_ops.cpp idiom). + RegisterOp(OpId::kQkvSplit, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&QkvSplitKernel))); + RegisterOp(OpId::kRopeFromCache, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&RopeFromCacheKernel))); + RegisterOp(OpId::kReshapeAndCache, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&ReshapeAndCacheKernel))); + RegisterOp(OpId::kPagedAttention, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&PagedAttentionKernel))); + RegisterOp(OpId::kEmbedding, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&EmbeddingKernel))); + RegisterOp(OpId::kGreedyArgmax, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&GreedyArgmaxKernel))); + RegisterOp(OpId::kMatmul, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&MatmulGeneric))); + RegisterOp(OpId::kMatmulBT, DeviceType::kVULKAN, + reinterpret_cast(static_cast(&MatmulGeneric))); RegisterOp(OpId::kAdd, DeviceType::kVULKAN, reinterpret_cast(static_cast(&AddKernel))); RegisterOp(OpId::kRelu, DeviceType::kVULKAN, diff --git a/src/vt/vulkan/vulkan_spirv.cpp b/src/vt/vulkan/vulkan_spirv.cpp new file mode 100644 index 000000000..668928dd5 --- /dev/null +++ b/src/vt/vulkan/vulkan_spirv.cpp @@ -0,0 +1,6135 @@ +// GENERATED FILE - DO NOT EDIT BY HAND. +// Regenerate with: scripts/gen-vulkan-spirv.py +// +// SPIR-V for the Vulkan backend's compute kernels (BACKEND-VULKAN), +// compiled from the GLSL in src/vt/vulkan/shaders/*.comp. +// +// WHY THE SPIR-V IS COMMITTED rather than compiled by the build, as +// llama.cpp's vulkan-shaders-gen does at build time: the build then needs NO +// shader toolchain on any machine, which is hermetic everywhere including CI +// and the aarch64 gate box. libshaderc would also be a compiled third-party +// dependency, which .agents/discipline.md forbids. The cost is an obligation +// to re-run this generator when a .comp changes, which the +// vulkan-spirv-freshness CI job enforces. +// +// WHY THE WORDS LIVE IN THE .cpp AND NOT THE HEADER (VK-A1): at the target +// shader surface the blobs are megabytes of array initializer, and anything in +// the header is re-parsed by every including TU. The header carries the struct +// and extern declarations; vulkan_spirv.cpp carries the data, so adding shaders +// costs one TU's compile time rather than all of them. +// +// Produced by: Glslang Version: 11:16.5.0 +// Target environment: vulkan1.1 + +#include "vulkan_spirv.h" + +namespace vt::vulkan { +namespace { + +constexpr uint32_t kSpv_vt_add[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001f0u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000155u, + 0x00000005u, 0x00000023u, 0x00000014u, 0x00050048u, 0x00000155u, 0x00000006u, 0x00000023u, 0x00000018u, + 0x00050048u, 0x00000155u, 0x00000007u, 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000155u, 0x00000008u, + 0x00000023u, 0x00000020u, 0x00040047u, 0x00000176u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000177u, + 0x00000002u, 0x00040048u, 0x00000177u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000177u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00030047u, 0x00000179u, 0x00000018u, 0x00040047u, 0x00000179u, 0x00000021u, + 0x00000000u, 0x00040047u, 0x00000179u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000186u, 0x00000006u, + 0x00000002u, 0x00030047u, 0x00000187u, 0x00000002u, 0x00040048u, 0x00000187u, 0x00000000u, 0x00000018u, + 0x00050048u, 0x00000187u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x00000189u, 0x00000018u, + 0x00040047u, 0x00000189u, 0x00000021u, 0x00000001u, 0x00040047u, 0x00000189u, 0x00000022u, 0x00000000u, + 0x00040047u, 0x000001a0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001a1u, 0x00000002u, 0x00040048u, + 0x000001a1u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001a1u, 0x00000000u, 0x00000023u, 0x00000000u, + 0x00030047u, 0x000001a3u, 0x00000018u, 0x00040047u, 0x000001a3u, 0x00000021u, 0x00000002u, 0x00040047u, + 0x000001a3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001aeu, 0x00000006u, 0x00000002u, 0x00030047u, + 0x000001afu, 0x00000002u, 0x00040048u, 0x000001afu, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001afu, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b1u, 0x00000018u, 0x00040047u, 0x000001b1u, + 0x00000021u, 0x00000003u, 0x00040047u, 0x000001b1u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001cbu, + 0x00000006u, 0x00000004u, 0x00030047u, 0x000001ccu, 0x00000002u, 0x00050048u, 0x000001ccu, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00040047u, 0x000001ceu, 0x00000021u, 0x00000004u, 0x00040047u, 0x000001ceu, + 0x00000022u, 0x00000000u, 0x00040047u, 0x000001d9u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001dau, + 0x00000002u, 0x00050048u, 0x000001dau, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001dcu, + 0x00000021u, 0x00000005u, 0x00040047u, 0x000001dcu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001efu, + 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, + 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, + 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, + 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, + 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, + 0x00040015u, 0x00000023u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, + 0x00020014u, 0x0000002cu, 0x0004002bu, 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, + 0x00000034u, 0x007fffffu, 0x0004002bu, 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, + 0x0000003du, 0x00000040u, 0x0004002bu, 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, + 0x00000043u, 0x00007fffu, 0x0004002bu, 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, + 0x00000052u, 0x00008000u, 0x0004002bu, 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, + 0x00000059u, 0x0000001fu, 0x0004002bu, 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, + 0x00000066u, 0x0000000du, 0x0004002bu, 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, + 0x00000080u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, + 0x0000008bu, 0x00000017u, 0x0004002bu, 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, + 0x000000a9u, 0x000000ffu, 0x00040020u, 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, + 0x000000afu, 0x0000007fu, 0x0004002bu, 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, + 0x000000bbu, 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, + 0x000000cbu, 0x0000001fu, 0x0004002bu, 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, + 0x000000d8u, 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, + 0x000000e2u, 0x0000000eu, 0x0004002bu, 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, + 0x00000118u, 0x00001000u, 0x00040017u, 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, + 0x00000001u, 0x0000014eu, 0x0004003bu, 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, + 0x00000001u, 0x00000006u, 0x000b001eu, 0x00000155u, 0x00000006u, 0x00000006u, 0x00000006u, 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0x00000065u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000067u, 0x00000065u, 0x00000066u, + 0x000500c5u, 0x00000006u, 0x00000068u, 0x00000064u, 0x00000067u, 0x0004007cu, 0x00000008u, 0x00000069u, + 0x00000068u, 0x000200feu, 0x00000069u, 0x000200f8u, 0x00000062u, 0x0004003du, 0x00000006u, 0x0000006bu, + 0x00000055u, 0x000500aau, 0x0000002cu, 0x0000006cu, 0x0000006bu, 0x00000036u, 0x000300f7u, 0x0000006eu, + 0x00000000u, 0x000400fau, 0x0000006cu, 0x0000006du, 0x0000006eu, 0x000200f8u, 0x0000006du, 0x0004003du, + 0x00000006u, 0x0000006fu, 0x0000005bu, 0x000500aau, 0x0000002cu, 0x00000070u, 0x0000006fu, 0x00000036u, + 0x000300f7u, 0x00000072u, 0x00000000u, 0x000400fau, 0x00000070u, 0x00000071u, 0x00000072u, 0x000200f8u, + 0x00000071u, 0x0004003du, 0x00000006u, 0x00000073u, 0x00000050u, 0x0004007cu, 0x00000008u, 0x00000074u, + 0x00000073u, 0x000200feu, 0x00000074u, 0x000200f8u, 0x00000072u, 0x0003003eu, 0x00000076u, 0x00000036u, + 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000077u, 0x000400f6u, 0x00000079u, 0x0000007au, 0x00000000u, + 0x000200f9u, 0x0000007bu, 0x000200f8u, 0x0000007bu, 0x0004003du, 0x00000006u, 0x0000007cu, 0x0000005bu, + 0x000500c7u, 0x00000006u, 0x0000007eu, 0x0000007cu, 0x0000007du, 0x000500aau, 0x0000002cu, 0x0000007fu, + 0x0000007eu, 0x00000036u, 0x000400fau, 0x0000007fu, 0x00000078u, 0x00000079u, 0x000200f8u, 0x00000078u, + 0x0004003du, 0x00000006u, 0x00000081u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000082u, 0x00000081u, + 0x00000080u, 0x0003003eu, 0x0000005bu, 0x00000082u, 0x0004003du, 0x00000006u, 0x00000083u, 0x00000076u, + 0x00050080u, 0x00000006u, 0x00000084u, 0x00000083u, 0x00000046u, 0x0003003eu, 0x00000076u, 0x00000084u, + 0x000200f9u, 0x0000007au, 0x000200f8u, 0x0000007au, 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000079u, + 0x0004003du, 0x00000006u, 0x00000085u, 0x0000005bu, 0x000500c7u, 0x00000006u, 0x00000086u, 0x00000085u, + 0x0000005du, 0x0003003eu, 0x0000005bu, 0x00000086u, 0x0004003du, 0x00000006u, 0x00000087u, 0x00000050u, + 0x0004003du, 0x00000006u, 0x00000089u, 0x00000076u, 0x00050082u, 0x00000006u, 0x0000008au, 0x00000088u, + 0x00000089u, 0x000500c4u, 0x00000006u, 0x0000008cu, 0x0000008au, 0x0000008bu, 0x000500c5u, 0x00000006u, + 0x0000008du, 0x00000087u, 0x0000008cu, 0x0004003du, 0x00000006u, 0x0000008eu, 0x0000005bu, 0x000500c4u, + 0x00000006u, 0x0000008fu, 0x0000008eu, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000090u, 0x0000008du, + 0x0000008fu, 0x0004007cu, 0x00000008u, 0x00000091u, 0x00000090u, 0x000200feu, 0x00000091u, 0x000200f8u, + 0x0000006eu, 0x0004003du, 0x00000006u, 0x00000093u, 0x00000050u, 0x0004003du, 0x00000006u, 0x00000094u, + 0x00000055u, 0x00050080u, 0x00000006u, 0x00000096u, 0x00000094u, 0x00000095u, 0x000500c4u, 0x00000006u, + 0x00000097u, 0x00000096u, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x00000098u, 0x00000093u, 0x00000097u, + 0x0004003du, 0x00000006u, 0x00000099u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000009au, 0x00000099u, + 0x00000066u, 0x000500c5u, 0x00000006u, 0x0000009bu, 0x00000098u, 0x0000009au, 0x0004007cu, 0x00000008u, + 0x0000009cu, 0x0000009bu, 0x000200feu, 0x0000009cu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000016u, + 0x00000000u, 0x0000000eu, 0x00030037u, 0x0000000du, 0x00000015u, 0x000200f8u, 0x00000017u, 0x0004003bu, + 0x00000007u, 0x0000009fu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000a2u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000000a6u, 0x00000007u, 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000000b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000000e1u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000000eau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x0000010cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, 0x0004003du, + 0x00000008u, 0x000000a0u, 0x00000015u, 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, 0x0003003eu, + 0x0000009fu, 0x000000a1u, 0x0004003du, 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, 0x00000006u, + 0x000000a4u, 0x000000a3u, 0x00000024u, 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, 0x00000052u, + 0x0003003eu, 0x000000a2u, 0x000000a5u, 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, 0x000500c2u, + 0x00000006u, 0x000000a8u, 0x000000a7u, 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, 0x000000a8u, + 0x000000a9u, 0x0003003eu, 0x000000a6u, 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, 0x000000a6u, + 0x0004007cu, 0x00000023u, 0x000000aeu, 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, 0x000000aeu, + 0x000000afu, 0x00050080u, 0x00000023u, 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, 0x000000acu, + 0x000000b2u, 0x0004003du, 0x00000006u, 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, 0x000000b5u, + 0x000000b4u, 0x00000034u, 0x0003003eu, 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, 0x000000b6u, + 0x000000a6u, 0x000500aau, 0x0000002cu, 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, 0x000000b9u, + 0x00000000u, 0x000400fau, 0x000000b7u, 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, 0x0004003du, + 0x00000006u, 0x000000bau, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, 0x000000bbu, + 0x0004003du, 0x00000006u, 0x000000bdu, 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, 0x000000bdu, + 0x00000036u, 0x000300f7u, 0x000000c1u, 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, 0x000000c6u, + 0x000200f8u, 0x000000c0u, 0x0004003du, 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, 0x00000006u, + 0x000000c4u, 0x000000c3u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, 0x000000c4u, + 0x0003003eu, 0x000000bfu, 0x000000c5u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, 0x0003003eu, + 0x000000bfu, 0x00000036u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, 0x00000006u, + 0x000000c7u, 0x000000bfu, 0x000500c5u, 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, 0x000200feu, + 0x000000c8u, 0x000200f8u, 0x000000b9u, 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, 0x000500afu, + 0x0000002cu, 0x000000ccu, 0x000000cau, 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, 0x000400fau, + 0x000000ccu, 0x000000cdu, 0x000000ceu, 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, 0x000000cfu, + 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, 0x000000d0u, + 0x000200f8u, 0x000000ceu, 0x0004003du, 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, 0x0000002cu, + 0x000000d4u, 0x000000d2u, 0x000000d3u, 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, 0x000000d4u, + 0x000000d5u, 0x000000d6u, 0x000200f8u, 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, 0x000000acu, + 0x000500b1u, 0x0000002cu, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, 0x00000000u, + 0x000400fau, 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, 0x00000006u, + 0x000000dcu, 0x000000a2u, 0x000200feu, 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000006u, + 0x000000dfu, 0x000000b3u, 0x000500c5u, 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, 0x0003003eu, + 0x000000b3u, 0x000000e0u, 0x0004003du, 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, 0x00000023u, + 0x000000e4u, 0x000000e2u, 0x000000e3u, 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, 0x0003003eu, + 0x000000e1u, 0x000000e5u, 0x0004003du, 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, 0x00000006u, + 0x000000e8u, 0x000000e1u, 0x000500c2u, 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0003003eu, + 0x000000e6u, 0x000000e9u, 0x0004003du, 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, 0x00000006u, + 0x000000ecu, 0x000000e1u, 0x000500c4u, 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, 0x00050082u, + 0x00000006u, 0x000000eeu, 0x000000edu, 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, 0x000000ebu, + 0x000000eeu, 0x0003003eu, 0x000000eau, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, + 0x00050082u, 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, + 0x00000046u, 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, + 0x000000eau, 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, + 0x000000f4u, 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, + 0x00000000u, 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, + 0x00000006u, 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, + 0x0000002cu, 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, + 0x000000fcu, 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, + 0x000000e6u, 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, + 0x00000101u, 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, + 0x0000002cu, 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, + 0x000200f8u, 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, + 0x000000feu, 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, + 0x000200f8u, 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, + 0x00000107u, 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, + 0x000200f8u, 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, + 0x00000109u, 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, + 0x0000010au, 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, + 0x00000006u, 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, + 0x0004003du, 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, + 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, + 0x00000112u, 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, + 0x00000114u, 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, + 0x00000113u, 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, + 0x0000011au, 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, + 0x0000011cu, 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, + 0x0000002cu, 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, + 0x0000011eu, 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, + 0x0000010cu, 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, + 0x00000123u, 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, + 0x0000002cu, 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, + 0x000200f8u, 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, + 0x00000120u, 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, + 0x000200f8u, 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, + 0x00000129u, 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, + 0x000200f8u, 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, + 0x0000012bu, 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, + 0x0000012cu, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, + 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, + 0x0000000du, 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, + 0x0000002cu, 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, + 0x00000130u, 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, + 0x00000019u, 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, + 0x00000134u, 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, + 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, + 0x00000008u, 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, + 0x00000133u, 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, + 0x0000013bu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, + 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, + 0x00000007u, 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, + 0x0000002cu, 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, + 0x0000013fu, 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, + 0x0000001eu, 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, + 0x00000143u, 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, + 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, + 0x00000006u, 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, + 0x00000142u, 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, + 0x0000014au, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_cast[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001c6u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00040047u, 0x00000163u, 0x00000001u, 0x00000001u, + 0x00040047u, 0x00000167u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000168u, 0x00000002u, 0x00050048u, + 0x00000168u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x0000016au, 0x00000021u, 0x00000002u, + 0x00040047u, 0x0000016au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000171u, 0x00000001u, 0x00000000u, + 0x00040047u, 0x00000176u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000177u, 0x00000002u, 0x00040048u, + 0x00000177u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000177u, 0x00000000u, 0x00000023u, 0x00000000u, + 0x00030047u, 0x00000179u, 0x00000018u, 0x00040047u, 0x00000179u, 0x00000021u, 0x00000000u, 0x00040047u, + 0x00000179u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000185u, 0x00000006u, 0x00000002u, 0x00030047u, + 0x00000186u, 0x00000002u, 0x00040048u, 0x00000186u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000186u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x00000188u, 0x00000018u, 0x00040047u, 0x00000188u, + 0x00000021u, 0x00000001u, 0x00040047u, 0x00000188u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000199u, + 0x00000006u, 0x00000002u, 0x00030047u, 0x0000019au, 0x00000002u, 0x00050048u, 0x0000019au, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00040047u, 0x0000019cu, 0x00000021u, 0x00000003u, 0x00040047u, 0x0000019cu, + 0x00000022u, 0x00000000u, 0x00040047u, 0x000001c5u, 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, + 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, + 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, + 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, + 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, + 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040015u, 0x00000023u, 0x00000020u, 0x00000001u, + 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, 0x00020014u, 0x0000002cu, 0x0004002bu, 0x00000006u, + 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000034u, 0x007fffffu, 0x0004002bu, 0x00000006u, + 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, 0x0000003du, 0x00000040u, 0x0004002bu, 0x00000006u, + 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000043u, 0x00007fffu, 0x0004002bu, 0x00000006u, + 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000052u, 0x00008000u, 0x0004002bu, 0x00000023u, + 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, 0x00000059u, 0x0000001fu, 0x0004002bu, 0x00000006u, + 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, 0x00000066u, 0x0000000du, 0x0004002bu, 0x00000006u, + 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, 0x00000080u, 0x00000001u, 0x0004002bu, 0x00000006u, + 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, 0x0000008bu, 0x00000017u, 0x0004002bu, 0x00000006u, + 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000a9u, 0x000000ffu, 0x00040020u, 0x000000abu, + 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, 0x000000afu, 0x0000007fu, 0x0004002bu, 0x00000023u, + 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000bbu, 0x00007c00u, 0x0004002bu, 0x00000006u, + 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, 0x000000cbu, 0x0000001fu, 0x0004002bu, 0x00000023u, + 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, 0x000000d8u, 0xfffffff6u, 0x0004002bu, 0x00000006u, + 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, 0x000000e2u, 0x0000000eu, 0x0004002bu, 0x00000006u, + 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x00000118u, 0x00001000u, 0x00040017u, 0x0000014eu, + 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, 0x00000001u, 0x0000014eu, 0x0004003bu, 0x0000014fu, + 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, 0x00000001u, 0x00000006u, 0x0005001eu, 0x00000155u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, 0x00000156u, 0x00000009u, 0x00000155u, 0x0004003bu, + 0x00000156u, 0x00000157u, 0x00000009u, 0x00040020u, 0x00000158u, 0x00000009u, 0x00000006u, 0x00040032u, + 0x00000006u, 0x00000163u, 0x00000000u, 0x00060034u, 0x0000002cu, 0x00000164u, 0x000000aau, 0x00000163u, + 0x00000036u, 0x0003001du, 0x00000167u, 0x00000006u, 0x0003001eu, 0x00000168u, 0x00000167u, 0x00040020u, + 0x00000169u, 0x0000000cu, 0x00000168u, 0x0004003bu, 0x00000169u, 0x0000016au, 0x0000000cu, 0x0004002bu, + 0x00000023u, 0x0000016bu, 0x00000002u, 0x00040032u, 0x00000006u, 0x00000171u, 0x00000000u, 0x00060034u, + 0x0000002cu, 0x00000172u, 0x000000aau, 0x00000171u, 0x00000036u, 0x0003001du, 0x00000176u, 0x00000006u, + 0x0003001eu, 0x00000177u, 0x00000176u, 0x00040020u, 0x00000178u, 0x0000000cu, 0x00000177u, 0x0004003bu, + 0x00000178u, 0x00000179u, 0x0000000cu, 0x00040020u, 0x0000017fu, 0x0000000cu, 0x00000006u, 0x00040015u, + 0x00000184u, 0x00000010u, 0x00000000u, 0x0003001du, 0x00000185u, 0x00000184u, 0x0003001eu, 0x00000186u, + 0x00000185u, 0x00040020u, 0x00000187u, 0x0000000cu, 0x00000186u, 0x0004003bu, 0x00000187u, 0x00000188u, + 0x0000000cu, 0x00040020u, 0x0000018eu, 0x0000000cu, 0x00000184u, 0x0003001du, 0x00000199u, 0x00000184u, + 0x0003001eu, 0x0000019au, 0x00000199u, 0x00040020u, 0x0000019bu, 0x0000000cu, 0x0000019au, 0x0004003bu, + 0x0000019bu, 0x0000019cu, 0x0000000cu, 0x00060034u, 0x0000002cu, 0x000001a2u, 0x000000aau, 0x00000171u, + 0x00000036u, 0x0003002au, 0x0000002cu, 0x000001c0u, 0x0004002bu, 0x00000006u, 0x000001c1u, 0x00000080u, + 0x0004001cu, 0x000001c2u, 0x00000008u, 0x000001c1u, 0x00040020u, 0x000001c3u, 0x00000004u, 0x000001c2u, + 0x0004003bu, 0x000001c3u, 0x000001c4u, 0x00000004u, 0x0006002cu, 0x0000014eu, 0x000001c5u, 0x000001c1u, + 0x00000046u, 0x00000046u, 0x00050036u, 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, + 0x00000005u, 0x0004003bu, 0x00000007u, 0x0000014du, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000173u, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000192u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000193u, + 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001a3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001b7u, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001b8u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001bau, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001bcu, 0x00000007u, 0x00050041u, 0x00000151u, 0x00000152u, + 0x00000150u, 0x00000036u, 0x0004003du, 0x00000006u, 0x00000153u, 0x00000152u, 0x0003003eu, 0x0000014du, + 0x00000153u, 0x0004003du, 0x00000006u, 0x00000154u, 0x0000014du, 0x00050041u, 0x00000158u, 0x00000159u, + 0x00000157u, 0x000000d3u, 0x0004003du, 0x00000006u, 0x0000015au, 0x00000159u, 0x000500aeu, 0x0000002cu, + 0x0000015bu, 0x00000154u, 0x0000015au, 0x000300f7u, 0x0000015du, 0x00000000u, 0x000400fau, 0x0000015bu, + 0x0000015cu, 0x0000015du, 0x000200f8u, 0x0000015cu, 0x000100fdu, 0x000200f8u, 0x0000015du, 0x000200f9u, + 0x0000015fu, 0x000200f8u, 0x0000015fu, 0x000400f6u, 0x00000161u, 0x00000162u, 0x00000000u, 0x000200f9u, + 0x00000160u, 0x000200f8u, 0x00000160u, 0x000300f7u, 0x00000166u, 0x00000000u, 0x000400fau, 0x00000164u, + 0x00000165u, 0x00000198u, 0x000200f8u, 0x00000165u, 0x00050041u, 0x00000158u, 0x0000016cu, 0x00000157u, + 0x0000016bu, 0x0004003du, 0x00000006u, 0x0000016du, 0x0000016cu, 0x000500c2u, 0x00000006u, 0x0000016eu, + 0x0000016du, 0x0000016bu, 0x0004003du, 0x00000006u, 0x0000016fu, 0x0000014du, 0x00050080u, 0x00000006u, + 0x00000170u, 0x0000016eu, 0x0000016fu, 0x000300f7u, 0x00000175u, 0x00000000u, 0x000400fau, 0x00000172u, + 0x00000174u, 0x00000183u, 0x000200f8u, 0x00000174u, 0x00050041u, 0x00000158u, 0x0000017au, 0x00000157u, + 0x00000080u, 0x0004003du, 0x00000006u, 0x0000017bu, 0x0000017au, 0x000500c2u, 0x00000006u, 0x0000017cu, + 0x0000017bu, 0x0000016bu, 0x0004003du, 0x00000006u, 0x0000017du, 0x0000014du, 0x00050080u, 0x00000006u, + 0x0000017eu, 0x0000017cu, 0x0000017du, 0x00060041u, 0x0000017fu, 0x00000180u, 0x00000179u, 0x000000d3u, + 0x0000017eu, 0x0004003du, 0x00000006u, 0x00000181u, 0x00000180u, 0x0004007cu, 0x00000008u, 0x00000182u, + 0x00000181u, 0x0003003eu, 0x00000173u, 0x00000182u, 0x000200f9u, 0x00000175u, 0x000200f8u, 0x00000183u, + 0x00050041u, 0x00000158u, 0x00000189u, 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, 0x0000018au, + 0x00000189u, 0x000500c2u, 0x00000006u, 0x0000018bu, 0x0000018au, 0x00000080u, 0x0004003du, 0x00000006u, + 0x0000018cu, 0x0000014du, 0x00050080u, 0x00000006u, 0x0000018du, 0x0000018bu, 0x0000018cu, 0x00060041u, + 0x0000018eu, 0x0000018fu, 0x00000188u, 0x000000d3u, 0x0000018du, 0x0004003du, 0x00000184u, 0x00000190u, + 0x0000018fu, 0x00040071u, 0x00000006u, 0x00000191u, 0x00000190u, 0x0003003eu, 0x00000192u, 0x00000191u, + 0x0003003eu, 0x00000193u, 0x00000171u, 0x00060039u, 0x00000008u, 0x00000194u, 0x0000001bu, 0x00000192u, + 0x00000193u, 0x0003003eu, 0x00000173u, 0x00000194u, 0x000200f9u, 0x00000175u, 0x000200f8u, 0x00000175u, + 0x0004003du, 0x00000008u, 0x00000195u, 0x00000173u, 0x0004007cu, 0x00000006u, 0x00000196u, 0x00000195u, + 0x00060041u, 0x0000017fu, 0x00000197u, 0x0000016au, 0x000000d3u, 0x00000170u, 0x0003003eu, 0x00000197u, + 0x00000196u, 0x000200f9u, 0x00000166u, 0x000200f8u, 0x00000198u, 0x00050041u, 0x00000158u, 0x0000019du, + 0x00000157u, 0x0000016bu, 0x0004003du, 0x00000006u, 0x0000019eu, 0x0000019du, 0x000500c2u, 0x00000006u, + 0x0000019fu, 0x0000019eu, 0x00000080u, 0x0004003du, 0x00000006u, 0x000001a0u, 0x0000014du, 0x00050080u, + 0x00000006u, 0x000001a1u, 0x0000019fu, 0x000001a0u, 0x000300f7u, 0x000001a5u, 0x00000000u, 0x000400fau, + 0x000001a2u, 0x000001a4u, 0x000001aeu, 0x000200f8u, 0x000001a4u, 0x00050041u, 0x00000158u, 0x000001a6u, + 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, 0x000001a7u, 0x000001a6u, 0x000500c2u, 0x00000006u, + 0x000001a8u, 0x000001a7u, 0x0000016bu, 0x0004003du, 0x00000006u, 0x000001a9u, 0x0000014du, 0x00050080u, + 0x00000006u, 0x000001aau, 0x000001a8u, 0x000001a9u, 0x00060041u, 0x0000017fu, 0x000001abu, 0x00000179u, + 0x000000d3u, 0x000001aau, 0x0004003du, 0x00000006u, 0x000001acu, 0x000001abu, 0x0004007cu, 0x00000008u, + 0x000001adu, 0x000001acu, 0x0003003eu, 0x000001a3u, 0x000001adu, 0x000200f9u, 0x000001a5u, 0x000200f8u, + 0x000001aeu, 0x00050041u, 0x00000158u, 0x000001afu, 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, + 0x000001b0u, 0x000001afu, 0x000500c2u, 0x00000006u, 0x000001b1u, 0x000001b0u, 0x00000080u, 0x0004003du, + 0x00000006u, 0x000001b2u, 0x0000014du, 0x00050080u, 0x00000006u, 0x000001b3u, 0x000001b1u, 0x000001b2u, + 0x00060041u, 0x0000018eu, 0x000001b4u, 0x00000188u, 0x000000d3u, 0x000001b3u, 0x0004003du, 0x00000184u, + 0x000001b5u, 0x000001b4u, 0x00040071u, 0x00000006u, 0x000001b6u, 0x000001b5u, 0x0003003eu, 0x000001b7u, + 0x000001b6u, 0x0003003eu, 0x000001b8u, 0x00000171u, 0x00060039u, 0x00000008u, 0x000001b9u, 0x0000001bu, + 0x000001b7u, 0x000001b8u, 0x0003003eu, 0x000001a3u, 0x000001b9u, 0x000200f9u, 0x000001a5u, 0x000200f8u, + 0x000001a5u, 0x0004003du, 0x00000008u, 0x000001bbu, 0x000001a3u, 0x0003003eu, 0x000001bau, 0x000001bbu, + 0x0003003eu, 0x000001bcu, 0x00000163u, 0x00060039u, 0x00000006u, 0x000001bdu, 0x00000020u, 0x000001bau, + 0x000001bcu, 0x00040071u, 0x00000184u, 0x000001beu, 0x000001bdu, 0x00060041u, 0x0000018eu, 0x000001bfu, + 0x0000019cu, 0x000000d3u, 0x000001a1u, 0x0003003eu, 0x000001bfu, 0x000001beu, 0x000200f9u, 0x00000166u, + 0x000200f8u, 0x00000166u, 0x000200f9u, 0x00000162u, 0x000200f8u, 0x00000162u, 0x000400fau, 0x000001c0u, + 0x0000015fu, 0x00000161u, 0x000200f8u, 0x00000161u, 0x000100fdu, 0x00010038u, 0x00050036u, 0x00000008u, + 0x0000000bu, 0x00000000u, 0x00000009u, 0x00030037u, 0x00000007u, 0x0000000au, 0x000200f8u, 0x0000000cu, + 0x0004003du, 0x00000006u, 0x00000022u, 0x0000000au, 0x000500c4u, 0x00000006u, 0x00000025u, 0x00000022u, + 0x00000024u, 0x0004007cu, 0x00000008u, 0x00000026u, 0x00000025u, 0x000200feu, 0x00000026u, 0x00010038u, + 0x00050036u, 0x00000006u, 0x00000010u, 0x00000000u, 0x0000000eu, 0x00030037u, 0x0000000du, 0x0000000fu, + 0x000200f8u, 0x00000011u, 0x0004003bu, 0x00000007u, 0x00000029u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000042u, 0x00000007u, 0x0004003du, 0x00000008u, 0x0000002au, 0x0000000fu, 0x0004007cu, 0x00000006u, + 0x0000002bu, 0x0000002au, 0x0003003eu, 0x00000029u, 0x0000002bu, 0x0004003du, 0x00000006u, 0x0000002du, + 0x00000029u, 0x000500c7u, 0x00000006u, 0x0000002fu, 0x0000002du, 0x0000002eu, 0x000500aau, 0x0000002cu, + 0x00000030u, 0x0000002fu, 0x0000002eu, 0x000300f7u, 0x00000032u, 0x00000000u, 0x000400fau, 0x00000030u, + 0x00000031u, 0x00000032u, 0x000200f8u, 0x00000031u, 0x0004003du, 0x00000006u, 0x00000033u, 0x00000029u, + 0x000500c7u, 0x00000006u, 0x00000035u, 0x00000033u, 0x00000034u, 0x000500abu, 0x0000002cu, 0x00000037u, + 0x00000035u, 0x00000036u, 0x000200f9u, 0x00000032u, 0x000200f8u, 0x00000032u, 0x000700f5u, 0x0000002cu, + 0x00000038u, 0x00000030u, 0x00000011u, 0x00000037u, 0x00000031u, 0x000300f7u, 0x0000003au, 0x00000000u, + 0x000400fau, 0x00000038u, 0x00000039u, 0x0000003au, 0x000200f8u, 0x00000039u, 0x0004003du, 0x00000006u, + 0x0000003bu, 0x00000029u, 0x000500c2u, 0x00000006u, 0x0000003cu, 0x0000003bu, 0x00000024u, 0x000500c5u, + 0x00000006u, 0x0000003eu, 0x0000003cu, 0x0000003du, 0x000500c7u, 0x00000006u, 0x00000040u, 0x0000003eu, + 0x0000003fu, 0x000200feu, 0x00000040u, 0x000200f8u, 0x0000003au, 0x0004003du, 0x00000006u, 0x00000044u, + 0x00000029u, 0x000500c2u, 0x00000006u, 0x00000045u, 0x00000044u, 0x00000024u, 0x000500c7u, 0x00000006u, + 0x00000047u, 0x00000045u, 0x00000046u, 0x00050080u, 0x00000006u, 0x00000048u, 0x00000043u, 0x00000047u, + 0x0003003eu, 0x00000042u, 0x00000048u, 0x0004003du, 0x00000006u, 0x00000049u, 0x00000029u, 0x0004003du, + 0x00000006u, 0x0000004au, 0x00000042u, 0x00050080u, 0x00000006u, 0x0000004bu, 0x00000049u, 0x0000004au, + 0x000500c2u, 0x00000006u, 0x0000004cu, 0x0000004bu, 0x00000024u, 0x000500c7u, 0x00000006u, 0x0000004du, + 0x0000004cu, 0x0000003fu, 0x000200feu, 0x0000004du, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000013u, + 0x00000000u, 0x00000009u, 0x00030037u, 0x00000007u, 0x00000012u, 0x000200f8u, 0x00000014u, 0x0004003bu, + 0x00000007u, 0x00000050u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000055u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x0000005bu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000076u, 0x00000007u, 0x0004003du, + 0x00000006u, 0x00000051u, 0x00000012u, 0x000500c7u, 0x00000006u, 0x00000053u, 0x00000051u, 0x00000052u, + 0x000500c4u, 0x00000006u, 0x00000054u, 0x00000053u, 0x00000024u, 0x0003003eu, 0x00000050u, 0x00000054u, + 0x0004003du, 0x00000006u, 0x00000056u, 0x00000012u, 0x000500c2u, 0x00000006u, 0x00000058u, 0x00000056u, + 0x00000057u, 0x000500c7u, 0x00000006u, 0x0000005au, 0x00000058u, 0x00000059u, 0x0003003eu, 0x00000055u, + 0x0000005au, 0x0004003du, 0x00000006u, 0x0000005cu, 0x00000012u, 0x000500c7u, 0x00000006u, 0x0000005eu, + 0x0000005cu, 0x0000005du, 0x0003003eu, 0x0000005bu, 0x0000005eu, 0x0004003du, 0x00000006u, 0x0000005fu, + 0x00000055u, 0x000500aau, 0x0000002cu, 0x00000060u, 0x0000005fu, 0x00000059u, 0x000300f7u, 0x00000062u, + 0x00000000u, 0x000400fau, 0x00000060u, 0x00000061u, 0x00000062u, 0x000200f8u, 0x00000061u, 0x0004003du, + 0x00000006u, 0x00000063u, 0x00000050u, 0x000500c5u, 0x00000006u, 0x00000064u, 0x00000063u, 0x0000002eu, + 0x0004003du, 0x00000006u, 0x00000065u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000067u, 0x00000065u, + 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000068u, 0x00000064u, 0x00000067u, 0x0004007cu, 0x00000008u, + 0x00000069u, 0x00000068u, 0x000200feu, 0x00000069u, 0x000200f8u, 0x00000062u, 0x0004003du, 0x00000006u, + 0x0000006bu, 0x00000055u, 0x000500aau, 0x0000002cu, 0x0000006cu, 0x0000006bu, 0x00000036u, 0x000300f7u, + 0x0000006eu, 0x00000000u, 0x000400fau, 0x0000006cu, 0x0000006du, 0x0000006eu, 0x000200f8u, 0x0000006du, + 0x0004003du, 0x00000006u, 0x0000006fu, 0x0000005bu, 0x000500aau, 0x0000002cu, 0x00000070u, 0x0000006fu, + 0x00000036u, 0x000300f7u, 0x00000072u, 0x00000000u, 0x000400fau, 0x00000070u, 0x00000071u, 0x00000072u, + 0x000200f8u, 0x00000071u, 0x0004003du, 0x00000006u, 0x00000073u, 0x00000050u, 0x0004007cu, 0x00000008u, + 0x00000074u, 0x00000073u, 0x000200feu, 0x00000074u, 0x000200f8u, 0x00000072u, 0x0003003eu, 0x00000076u, + 0x00000036u, 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000077u, 0x000400f6u, 0x00000079u, 0x0000007au, + 0x00000000u, 0x000200f9u, 0x0000007bu, 0x000200f8u, 0x0000007bu, 0x0004003du, 0x00000006u, 0x0000007cu, + 0x0000005bu, 0x000500c7u, 0x00000006u, 0x0000007eu, 0x0000007cu, 0x0000007du, 0x000500aau, 0x0000002cu, + 0x0000007fu, 0x0000007eu, 0x00000036u, 0x000400fau, 0x0000007fu, 0x00000078u, 0x00000079u, 0x000200f8u, + 0x00000078u, 0x0004003du, 0x00000006u, 0x00000081u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000082u, + 0x00000081u, 0x00000080u, 0x0003003eu, 0x0000005bu, 0x00000082u, 0x0004003du, 0x00000006u, 0x00000083u, + 0x00000076u, 0x00050080u, 0x00000006u, 0x00000084u, 0x00000083u, 0x00000046u, 0x0003003eu, 0x00000076u, + 0x00000084u, 0x000200f9u, 0x0000007au, 0x000200f8u, 0x0000007au, 0x000200f9u, 0x00000077u, 0x000200f8u, + 0x00000079u, 0x0004003du, 0x00000006u, 0x00000085u, 0x0000005bu, 0x000500c7u, 0x00000006u, 0x00000086u, + 0x00000085u, 0x0000005du, 0x0003003eu, 0x0000005bu, 0x00000086u, 0x0004003du, 0x00000006u, 0x00000087u, + 0x00000050u, 0x0004003du, 0x00000006u, 0x00000089u, 0x00000076u, 0x00050082u, 0x00000006u, 0x0000008au, + 0x00000088u, 0x00000089u, 0x000500c4u, 0x00000006u, 0x0000008cu, 0x0000008au, 0x0000008bu, 0x000500c5u, + 0x00000006u, 0x0000008du, 0x00000087u, 0x0000008cu, 0x0004003du, 0x00000006u, 0x0000008eu, 0x0000005bu, + 0x000500c4u, 0x00000006u, 0x0000008fu, 0x0000008eu, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000090u, + 0x0000008du, 0x0000008fu, 0x0004007cu, 0x00000008u, 0x00000091u, 0x00000090u, 0x000200feu, 0x00000091u, + 0x000200f8u, 0x0000006eu, 0x0004003du, 0x00000006u, 0x00000093u, 0x00000050u, 0x0004003du, 0x00000006u, + 0x00000094u, 0x00000055u, 0x00050080u, 0x00000006u, 0x00000096u, 0x00000094u, 0x00000095u, 0x000500c4u, + 0x00000006u, 0x00000097u, 0x00000096u, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x00000098u, 0x00000093u, + 0x00000097u, 0x0004003du, 0x00000006u, 0x00000099u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000009au, + 0x00000099u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x0000009bu, 0x00000098u, 0x0000009au, 0x0004007cu, + 0x00000008u, 0x0000009cu, 0x0000009bu, 0x000200feu, 0x0000009cu, 0x00010038u, 0x00050036u, 0x00000006u, + 0x00000016u, 0x00000000u, 0x0000000eu, 0x00030037u, 0x0000000du, 0x00000015u, 0x000200f8u, 0x00000017u, + 0x0004003bu, 0x00000007u, 0x0000009fu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000a2u, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x000000a6u, 0x00000007u, 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x000000b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x000000e1u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x000000eau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x0000010cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, + 0x0004003du, 0x00000008u, 0x000000a0u, 0x00000015u, 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, + 0x0003003eu, 0x0000009fu, 0x000000a1u, 0x0004003du, 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, + 0x00000006u, 0x000000a4u, 0x000000a3u, 0x00000024u, 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, + 0x00000052u, 0x0003003eu, 0x000000a2u, 0x000000a5u, 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, + 0x000500c2u, 0x00000006u, 0x000000a8u, 0x000000a7u, 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, + 0x000000a8u, 0x000000a9u, 0x0003003eu, 0x000000a6u, 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, + 0x000000a6u, 0x0004007cu, 0x00000023u, 0x000000aeu, 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, + 0x000000aeu, 0x000000afu, 0x00050080u, 0x00000023u, 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, + 0x000000acu, 0x000000b2u, 0x0004003du, 0x00000006u, 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, + 0x000000b5u, 0x000000b4u, 0x00000034u, 0x0003003eu, 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, + 0x000000b6u, 0x000000a6u, 0x000500aau, 0x0000002cu, 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, + 0x000000b9u, 0x00000000u, 0x000400fau, 0x000000b7u, 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, + 0x0004003du, 0x00000006u, 0x000000bau, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, + 0x000000bbu, 0x0004003du, 0x00000006u, 0x000000bdu, 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, + 0x000000bdu, 0x00000036u, 0x000300f7u, 0x000000c1u, 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, + 0x000000c6u, 0x000200f8u, 0x000000c0u, 0x0004003du, 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, + 0x00000006u, 0x000000c4u, 0x000000c3u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, + 0x000000c4u, 0x0003003eu, 0x000000bfu, 0x000000c5u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, + 0x0003003eu, 0x000000bfu, 0x00000036u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, + 0x00000006u, 0x000000c7u, 0x000000bfu, 0x000500c5u, 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, + 0x000200feu, 0x000000c8u, 0x000200f8u, 0x000000b9u, 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, + 0x000500afu, 0x0000002cu, 0x000000ccu, 0x000000cau, 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, + 0x000400fau, 0x000000ccu, 0x000000cdu, 0x000000ceu, 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, + 0x000000cfu, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, + 0x000000d0u, 0x000200f8u, 0x000000ceu, 0x0004003du, 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, + 0x0000002cu, 0x000000d4u, 0x000000d2u, 0x000000d3u, 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, + 0x000000d4u, 0x000000d5u, 0x000000d6u, 0x000200f8u, 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, + 0x000000acu, 0x000500b1u, 0x0000002cu, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, + 0x00000000u, 0x000400fau, 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, + 0x00000006u, 0x000000dcu, 0x000000a2u, 0x000200feu, 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, + 0x00000006u, 0x000000dfu, 0x000000b3u, 0x000500c5u, 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, + 0x0003003eu, 0x000000b3u, 0x000000e0u, 0x0004003du, 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, + 0x00000023u, 0x000000e4u, 0x000000e2u, 0x000000e3u, 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, + 0x0003003eu, 0x000000e1u, 0x000000e5u, 0x0004003du, 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, + 0x00000006u, 0x000000e8u, 0x000000e1u, 0x000500c2u, 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, + 0x0003003eu, 0x000000e6u, 0x000000e9u, 0x0004003du, 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, + 0x00000006u, 0x000000ecu, 0x000000e1u, 0x000500c4u, 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, + 0x00050082u, 0x00000006u, 0x000000eeu, 0x000000edu, 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, + 0x000000ebu, 0x000000eeu, 0x0003003eu, 0x000000eau, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, + 0x000000e1u, 0x00050082u, 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, + 0x000000f3u, 0x00000046u, 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, + 0x000000f4u, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, + 0x000000f6u, 0x000000f4u, 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, + 0x000000f9u, 0x00000000u, 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, + 0x0004003du, 0x00000006u, 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, + 0x000500aau, 0x0000002cu, 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, + 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, + 0x000000ffu, 0x000000e6u, 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, + 0x0000002cu, 0x00000101u, 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, + 0x000700f5u, 0x0000002cu, 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, + 0x000000f9u, 0x000200f8u, 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, + 0x00000102u, 0x000000feu, 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, + 0x00000105u, 0x000200f8u, 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, + 0x00000006u, 0x00000107u, 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, + 0x00000105u, 0x000200f8u, 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, + 0x00000006u, 0x00000109u, 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, + 0x000200feu, 0x0000010au, 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, + 0x0004007cu, 0x00000006u, 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, + 0x00000057u, 0x0004003du, 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, + 0x00000110u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, + 0x0000010cu, 0x00000112u, 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, + 0x00000116u, 0x00000114u, 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, + 0x00000117u, 0x00000113u, 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, + 0x0000002cu, 0x0000011au, 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, + 0x0000011bu, 0x0000011cu, 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, + 0x000500aau, 0x0000002cu, 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, + 0x000400fau, 0x0000011eu, 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, + 0x00000121u, 0x0000010cu, 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, + 0x0000002cu, 0x00000123u, 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, + 0x000700f5u, 0x0000002cu, 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, + 0x0000011cu, 0x000200f8u, 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, + 0x00000124u, 0x00000120u, 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, + 0x00000127u, 0x000200f8u, 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, + 0x00000006u, 0x00000129u, 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, + 0x00000127u, 0x000200f8u, 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, + 0x00000006u, 0x0000012bu, 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, + 0x000200feu, 0x0000012cu, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, + 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, + 0x0004003bu, 0x0000000du, 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, + 0x000500aau, 0x0000002cu, 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, + 0x000400fau, 0x00000130u, 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, + 0x00000135u, 0x00000019u, 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, + 0x00000013u, 0x00000134u, 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, + 0x00000137u, 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, + 0x00050039u, 0x00000008u, 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, + 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, + 0x000200feu, 0x0000013bu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, + 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, + 0x0004003bu, 0x00000007u, 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, + 0x0004003bu, 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, + 0x000500aau, 0x0000002cu, 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, + 0x000400fau, 0x0000013fu, 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, + 0x00000144u, 0x0000001eu, 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, + 0x00000016u, 0x00000143u, 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, + 0x00000146u, 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, + 0x00050039u, 0x00000006u, 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, + 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, + 0x000200feu, 0x0000014au, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_embedding[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001e9u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00040047u, 0x00000173u, + 0x00000001u, 0x00000002u, 0x00040047u, 0x00000178u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000179u, + 0x00000002u, 0x00040048u, 0x00000179u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000179u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00030047u, 0x0000017bu, 0x00000018u, 0x00040047u, 0x0000017bu, 0x00000021u, + 0x00000002u, 0x00040047u, 0x0000017bu, 0x00000022u, 0x00000000u, 0x00040047u, 0x0000018cu, 0x00000001u, + 0x00000000u, 0x00040047u, 0x00000191u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000192u, 0x00000002u, + 0x00040048u, 0x00000192u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000192u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x00000194u, 0x00000018u, 0x00040047u, 0x00000194u, 0x00000021u, 0x00000000u, + 0x00040047u, 0x00000194u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001a4u, 0x00000006u, 0x00000002u, + 0x00030047u, 0x000001a5u, 0x00000002u, 0x00040048u, 0x000001a5u, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000001a5u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001a7u, 0x00000018u, 0x00040047u, + 0x000001a7u, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001a7u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000001beu, 0x00000001u, 0x00000001u, 0x00040047u, 0x000001c2u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x000001c3u, 0x00000002u, 0x00050048u, 0x000001c3u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x000001c5u, 0x00000021u, 0x00000004u, 0x00040047u, 0x000001c5u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000001d0u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001d1u, 0x00000002u, 0x00050048u, 0x000001d1u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001d3u, 0x00000021u, 0x00000005u, 0x00040047u, + 0x000001d3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001e4u, 0x0000000bu, 0x00000019u, 0x00040047u, + 0x000001e5u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001e6u, 0x00000002u, 0x00040048u, 0x000001e6u, + 0x00000000u, 0x00000018u, 0x00050048u, 0x000001e6u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, + 0x000001e8u, 0x00000018u, 0x00040047u, 0x000001e8u, 0x00000021u, 0x00000003u, 0x00040047u, 0x000001e8u, + 0x00000022u, 0x00000000u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, + 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, + 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, + 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, + 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, + 0x00040015u, 0x00000023u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, + 0x00020014u, 0x0000002cu, 0x0004002bu, 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, + 0x00000034u, 0x007fffffu, 0x0004002bu, 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, + 0x0000003du, 0x00000040u, 0x0004002bu, 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, + 0x00000043u, 0x00007fffu, 0x0004002bu, 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, + 0x00000052u, 0x00008000u, 0x0004002bu, 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, + 0x00000059u, 0x0000001fu, 0x0004002bu, 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, + 0x00000066u, 0x0000000du, 0x0004002bu, 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, + 0x00000080u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, + 0x0000008bu, 0x00000017u, 0x0004002bu, 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, + 0x000000a9u, 0x000000ffu, 0x00040020u, 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, + 0x000000afu, 0x0000007fu, 0x0004002bu, 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, + 0x000000bbu, 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, + 0x000000cbu, 0x0000001fu, 0x0004002bu, 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, + 0x000000d8u, 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, + 0x000000e2u, 0x0000000eu, 0x0004002bu, 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, + 0x00000118u, 0x00001000u, 0x00040017u, 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, + 0x00000001u, 0x0000014eu, 0x0004003bu, 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, + 0x00000001u, 0x00000006u, 0x0007001eu, 0x00000155u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00040020u, 0x00000156u, 0x00000009u, 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, + 0x00000009u, 0x00040020u, 0x00000158u, 0x00000009u, 0x00000006u, 0x0004002bu, 0x00000023u, 0x0000016du, + 0x00000003u, 0x0004002bu, 0x00000023u, 0x00000170u, 0x00000002u, 0x00040032u, 0x00000006u, 0x00000173u, + 0x00000000u, 0x00060034u, 0x0000002cu, 0x00000174u, 0x000000aau, 0x00000173u, 0x00000046u, 0x0003001du, + 0x00000178u, 0x00000006u, 0x0003001eu, 0x00000179u, 0x00000178u, 0x00040020u, 0x0000017au, 0x0000000cu, + 0x00000179u, 0x0004003bu, 0x0000017au, 0x0000017bu, 0x0000000cu, 0x0004002bu, 0x00000006u, 0x0000017du, + 0x00000002u, 0x00040020u, 0x00000181u, 0x0000000cu, 0x00000006u, 0x00040032u, 0x00000006u, 0x0000018cu, + 0x00000000u, 0x00060034u, 0x0000002cu, 0x0000018du, 0x000000aau, 0x0000018cu, 0x00000036u, 0x0003001du, + 0x00000191u, 0x00000006u, 0x0003001eu, 0x00000192u, 0x00000191u, 0x00040020u, 0x00000193u, 0x0000000cu, + 0x00000192u, 0x0004003bu, 0x00000193u, 0x00000194u, 0x0000000cu, 0x00040015u, 0x000001a3u, 0x00000010u, + 0x00000000u, 0x0003001du, 0x000001a4u, 0x000001a3u, 0x0003001eu, 0x000001a5u, 0x000001a4u, 0x00040020u, + 0x000001a6u, 0x0000000cu, 0x000001a5u, 0x0004003bu, 0x000001a6u, 0x000001a7u, 0x0000000cu, 0x00040020u, + 0x000001b2u, 0x0000000cu, 0x000001a3u, 0x00040032u, 0x00000006u, 0x000001beu, 0x00000000u, 0x00060034u, + 0x0000002cu, 0x000001bfu, 0x000000aau, 0x000001beu, 0x00000036u, 0x0003001du, 0x000001c2u, 0x00000006u, + 0x0003001eu, 0x000001c3u, 0x000001c2u, 0x00040020u, 0x000001c4u, 0x0000000cu, 0x000001c3u, 0x0004003bu, + 0x000001c4u, 0x000001c5u, 0x0000000cu, 0x0004002bu, 0x00000023u, 0x000001c6u, 0x00000004u, 0x0003001du, + 0x000001d0u, 0x000001a3u, 0x0003001eu, 0x000001d1u, 0x000001d0u, 0x00040020u, 0x000001d2u, 0x0000000cu, + 0x000001d1u, 0x0004003bu, 0x000001d2u, 0x000001d3u, 0x0000000cu, 0x0003002au, 0x0000002cu, 0x000001dfu, + 0x0004002bu, 0x00000006u, 0x000001e0u, 0x00000080u, 0x0004001cu, 0x000001e1u, 0x00000008u, 0x000001e0u, + 0x00040020u, 0x000001e2u, 0x00000004u, 0x000001e1u, 0x0004003bu, 0x000001e2u, 0x000001e3u, 0x00000004u, + 0x0006002cu, 0x0000014eu, 0x000001e4u, 0x000001e0u, 0x00000046u, 0x00000046u, 0x0003001du, 0x000001e5u, + 0x000001a3u, 0x0003001eu, 0x000001e6u, 0x000001e5u, 0x00040020u, 0x000001e7u, 0x0000000cu, 0x000001e6u, + 0x0004003bu, 0x000001e7u, 0x000001e8u, 0x0000000cu, 0x00050036u, 0x00000002u, 0x00000004u, 0x00000000u, + 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, 0x0000014du, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000162u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000167u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x0000016cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000172u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000175u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000018bu, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x0000018eu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001b6u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000001b7u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001d9u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000001dbu, 0x00000007u, 0x00050041u, 0x00000151u, 0x00000152u, 0x00000150u, 0x00000036u, + 0x0004003du, 0x00000006u, 0x00000153u, 0x00000152u, 0x0003003eu, 0x0000014du, 0x00000153u, 0x0004003du, + 0x00000006u, 0x00000154u, 0x0000014du, 0x00050041u, 0x00000158u, 0x00000159u, 0x00000157u, 0x000000d3u, + 0x0004003du, 0x00000006u, 0x0000015au, 0x00000159u, 0x00050041u, 0x00000158u, 0x0000015bu, 0x00000157u, + 0x00000080u, 0x0004003du, 0x00000006u, 0x0000015cu, 0x0000015bu, 0x00050084u, 0x00000006u, 0x0000015du, + 0x0000015au, 0x0000015cu, 0x000500aeu, 0x0000002cu, 0x0000015eu, 0x00000154u, 0x0000015du, 0x000300f7u, + 0x00000160u, 0x00000000u, 0x000400fau, 0x0000015eu, 0x0000015fu, 0x00000160u, 0x000200f8u, 0x0000015fu, + 0x000100fdu, 0x000200f8u, 0x00000160u, 0x0004003du, 0x00000006u, 0x00000163u, 0x0000014du, 0x00050041u, + 0x00000158u, 0x00000164u, 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, 0x00000165u, 0x00000164u, + 0x00050086u, 0x00000006u, 0x00000166u, 0x00000163u, 0x00000165u, 0x0003003eu, 0x00000162u, 0x00000166u, + 0x0004003du, 0x00000006u, 0x00000168u, 0x0000014du, 0x00050041u, 0x00000158u, 0x00000169u, 0x00000157u, + 0x00000080u, 0x0004003du, 0x00000006u, 0x0000016au, 0x00000169u, 0x00050089u, 0x00000006u, 0x0000016bu, + 0x00000168u, 0x0000016au, 0x0003003eu, 0x00000167u, 0x0000016bu, 0x00050041u, 0x00000158u, 0x0000016eu, + 0x00000157u, 0x0000016du, 0x0004003du, 0x00000006u, 0x0000016fu, 0x0000016eu, 0x000500c2u, 0x00000006u, + 0x00000171u, 0x0000016fu, 0x00000170u, 0x0003003eu, 0x0000016cu, 0x00000171u, 0x000300f7u, 0x00000177u, + 0x00000000u, 0x000400fau, 0x00000174u, 0x00000176u, 0x00000184u, 0x000200f8u, 0x00000176u, 0x0004003du, + 0x00000006u, 0x0000017cu, 0x0000016cu, 0x0004003du, 0x00000006u, 0x0000017eu, 0x00000162u, 0x00050084u, + 0x00000006u, 0x0000017fu, 0x0000017du, 0x0000017eu, 0x00050080u, 0x00000006u, 0x00000180u, 0x0000017cu, + 0x0000017fu, 0x00060041u, 0x00000181u, 0x00000182u, 0x0000017bu, 0x000000d3u, 0x00000180u, 0x0004003du, + 0x00000006u, 0x00000183u, 0x00000182u, 0x0003003eu, 0x00000175u, 0x00000183u, 0x000200f9u, 0x00000177u, + 0x000200f8u, 0x00000184u, 0x0004003du, 0x00000006u, 0x00000185u, 0x0000016cu, 0x0004003du, 0x00000006u, + 0x00000186u, 0x00000162u, 0x00050080u, 0x00000006u, 0x00000187u, 0x00000185u, 0x00000186u, 0x00060041u, + 0x00000181u, 0x00000188u, 0x0000017bu, 0x000000d3u, 0x00000187u, 0x0004003du, 0x00000006u, 0x00000189u, + 0x00000188u, 0x0003003eu, 0x00000175u, 0x00000189u, 0x000200f9u, 0x00000177u, 0x000200f8u, 0x00000177u, + 0x0004003du, 0x00000006u, 0x0000018au, 0x00000175u, 0x0003003eu, 0x00000172u, 0x0000018au, 0x000300f7u, + 0x00000190u, 0x00000000u, 0x000400fau, 0x0000018du, 0x0000018fu, 0x000001a2u, 0x000200f8u, 0x0000018fu, + 0x00050041u, 0x00000158u, 0x00000195u, 0x00000157u, 0x00000170u, 0x0004003du, 0x00000006u, 0x00000196u, + 0x00000195u, 0x000500c2u, 0x00000006u, 0x00000197u, 0x00000196u, 0x00000170u, 0x0004003du, 0x00000006u, + 0x00000198u, 0x00000172u, 0x00050041u, 0x00000158u, 0x00000199u, 0x00000157u, 0x00000080u, 0x0004003du, + 0x00000006u, 0x0000019au, 0x00000199u, 0x00050084u, 0x00000006u, 0x0000019bu, 0x00000198u, 0x0000019au, + 0x0004003du, 0x00000006u, 0x0000019cu, 0x00000167u, 0x00050080u, 0x00000006u, 0x0000019du, 0x0000019bu, + 0x0000019cu, 0x00050080u, 0x00000006u, 0x0000019eu, 0x00000197u, 0x0000019du, 0x00060041u, 0x00000181u, + 0x0000019fu, 0x00000194u, 0x000000d3u, 0x0000019eu, 0x0004003du, 0x00000006u, 0x000001a0u, 0x0000019fu, + 0x0004007cu, 0x00000008u, 0x000001a1u, 0x000001a0u, 0x0003003eu, 0x0000018eu, 0x000001a1u, 0x000200f9u, + 0x00000190u, 0x000200f8u, 0x000001a2u, 0x00050041u, 0x00000158u, 0x000001a8u, 0x00000157u, 0x00000170u, + 0x0004003du, 0x00000006u, 0x000001a9u, 0x000001a8u, 0x000500c2u, 0x00000006u, 0x000001aau, 0x000001a9u, + 0x00000080u, 0x0004003du, 0x00000006u, 0x000001abu, 0x00000172u, 0x00050041u, 0x00000158u, 0x000001acu, + 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, 0x000001adu, 0x000001acu, 0x00050084u, 0x00000006u, + 0x000001aeu, 0x000001abu, 0x000001adu, 0x0004003du, 0x00000006u, 0x000001afu, 0x00000167u, 0x00050080u, + 0x00000006u, 0x000001b0u, 0x000001aeu, 0x000001afu, 0x00050080u, 0x00000006u, 0x000001b1u, 0x000001aau, + 0x000001b0u, 0x00060041u, 0x000001b2u, 0x000001b3u, 0x000001a7u, 0x000000d3u, 0x000001b1u, 0x0004003du, + 0x000001a3u, 0x000001b4u, 0x000001b3u, 0x00040071u, 0x00000006u, 0x000001b5u, 0x000001b4u, 0x0003003eu, + 0x000001b6u, 0x000001b5u, 0x0003003eu, 0x000001b7u, 0x0000018cu, 0x00060039u, 0x00000008u, 0x000001b8u, + 0x0000001bu, 0x000001b6u, 0x000001b7u, 0x0003003eu, 0x0000018eu, 0x000001b8u, 0x000200f9u, 0x00000190u, + 0x000200f8u, 0x00000190u, 0x0004003du, 0x00000008u, 0x000001b9u, 0x0000018eu, 0x0003003eu, 0x0000018bu, + 0x000001b9u, 0x000200f9u, 0x000001bau, 0x000200f8u, 0x000001bau, 0x000400f6u, 0x000001bcu, 0x000001bdu, + 0x00000000u, 0x000200f9u, 0x000001bbu, 0x000200f8u, 0x000001bbu, 0x000300f7u, 0x000001c1u, 0x00000000u, + 0x000400fau, 0x000001bfu, 0x000001c0u, 0x000001cfu, 0x000200f8u, 0x000001c0u, 0x00050041u, 0x00000158u, + 0x000001c7u, 0x00000157u, 0x000001c6u, 0x0004003du, 0x00000006u, 0x000001c8u, 0x000001c7u, 0x000500c2u, + 0x00000006u, 0x000001c9u, 0x000001c8u, 0x00000170u, 0x0004003du, 0x00000006u, 0x000001cau, 0x0000014du, + 0x00050080u, 0x00000006u, 0x000001cbu, 0x000001c9u, 0x000001cau, 0x0004003du, 0x00000008u, 0x000001ccu, + 0x0000018bu, 0x0004007cu, 0x00000006u, 0x000001cdu, 0x000001ccu, 0x00060041u, 0x00000181u, 0x000001ceu, + 0x000001c5u, 0x000000d3u, 0x000001cbu, 0x0003003eu, 0x000001ceu, 0x000001cdu, 0x000200f9u, 0x000001c1u, + 0x000200f8u, 0x000001cfu, 0x00050041u, 0x00000158u, 0x000001d4u, 0x00000157u, 0x000001c6u, 0x0004003du, + 0x00000006u, 0x000001d5u, 0x000001d4u, 0x000500c2u, 0x00000006u, 0x000001d6u, 0x000001d5u, 0x00000080u, + 0x0004003du, 0x00000006u, 0x000001d7u, 0x0000014du, 0x00050080u, 0x00000006u, 0x000001d8u, 0x000001d6u, + 0x000001d7u, 0x0004003du, 0x00000008u, 0x000001dau, 0x0000018bu, 0x0003003eu, 0x000001d9u, 0x000001dau, + 0x0003003eu, 0x000001dbu, 0x000001beu, 0x00060039u, 0x00000006u, 0x000001dcu, 0x00000020u, 0x000001d9u, + 0x000001dbu, 0x00040071u, 0x000001a3u, 0x000001ddu, 0x000001dcu, 0x00060041u, 0x000001b2u, 0x000001deu, + 0x000001d3u, 0x000000d3u, 0x000001d8u, 0x0003003eu, 0x000001deu, 0x000001ddu, 0x000200f9u, 0x000001c1u, + 0x000200f8u, 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0x0004003du, 0x00000006u, 0x000000f1u, + 0x000000e1u, 0x00050082u, 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, + 0x000000f3u, 0x00000046u, 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, + 0x000000f4u, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, + 0x000000f6u, 0x000000f4u, 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, + 0x000000f9u, 0x00000000u, 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, + 0x0004003du, 0x00000006u, 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, + 0x000500aau, 0x0000002cu, 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, + 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, + 0x000000ffu, 0x000000e6u, 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, + 0x0000002cu, 0x00000101u, 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, + 0x000700f5u, 0x0000002cu, 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, + 0x000000f9u, 0x000200f8u, 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, + 0x00000102u, 0x000000feu, 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, + 0x00000105u, 0x000200f8u, 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, + 0x00000006u, 0x00000107u, 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, + 0x00000105u, 0x000200f8u, 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, + 0x00000006u, 0x00000109u, 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, + 0x000200feu, 0x0000010au, 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, + 0x0004007cu, 0x00000006u, 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, + 0x00000057u, 0x0004003du, 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, + 0x00000110u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, + 0x0000010cu, 0x00000112u, 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, + 0x00000116u, 0x00000114u, 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, + 0x00000117u, 0x00000113u, 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, + 0x0000002cu, 0x0000011au, 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, + 0x0000011bu, 0x0000011cu, 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, + 0x000500aau, 0x0000002cu, 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, + 0x000400fau, 0x0000011eu, 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, + 0x00000121u, 0x0000010cu, 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, + 0x0000002cu, 0x00000123u, 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, + 0x000700f5u, 0x0000002cu, 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, + 0x0000011cu, 0x000200f8u, 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, + 0x00000124u, 0x00000120u, 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, + 0x00000127u, 0x000200f8u, 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, + 0x00000006u, 0x00000129u, 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, + 0x00000127u, 0x000200f8u, 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, + 0x00000006u, 0x0000012bu, 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, + 0x000200feu, 0x0000012cu, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, + 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, + 0x0004003bu, 0x0000000du, 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, + 0x000500aau, 0x0000002cu, 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, + 0x000400fau, 0x00000130u, 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, + 0x00000135u, 0x00000019u, 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, + 0x00000013u, 0x00000134u, 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, + 0x00000137u, 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, + 0x00050039u, 0x00000008u, 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, + 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, + 0x000200feu, 0x0000013bu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, + 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, + 0x0004003bu, 0x00000007u, 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, + 0x0004003bu, 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, + 0x000500aau, 0x0000002cu, 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, + 0x000400fau, 0x0000013fu, 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, + 0x00000144u, 0x0000001eu, 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, + 0x00000016u, 0x00000143u, 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, + 0x00000146u, 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, + 0x00050039u, 0x00000006u, 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, + 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, + 0x000200feu, 0x0000014au, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_fused_chain[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x00000735u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000188u, + 0x0000018du, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, + 0x00000188u, 0x0000000bu, 0x0000001au, 0x00040047u, 0x0000018du, 0x0000000bu, 0x0000001bu, 0x00030047u, + 0x00000192u, 0x00000002u, 0x00050048u, 0x00000192u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, + 0x00000192u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000192u, 0x00000002u, 0x00000023u, + 0x00000008u, 0x00050048u, 0x00000192u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000192u, + 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000192u, 0x00000005u, 0x00000023u, 0x00000014u, + 0x00050048u, 0x00000192u, 0x00000006u, 0x00000023u, 0x00000018u, 0x00050048u, 0x00000192u, 0x00000007u, + 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000192u, 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, + 0x00000192u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, 0x00000192u, 0x0000000au, 0x00000023u, + 0x00000028u, 0x00050048u, 0x00000192u, 0x0000000bu, 0x00000023u, 0x0000002cu, 0x00040047u, 0x000001a9u, + 0x00000006u, 0x00000004u, 0x00030047u, 0x000001aau, 0x00000002u, 0x00040048u, 0x000001aau, 0x00000000u, + 0x00000018u, 0x00050048u, 0x000001aau, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001acu, + 0x00000018u, 0x00040047u, 0x000001acu, 0x00000021u, 0x00000008u, 0x00040047u, 0x000001acu, 0x00000022u, + 0x00000000u, 0x00040047u, 0x000001e7u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001e8u, 0x00000002u, + 0x00040048u, 0x000001e8u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001e8u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x000001eau, 0x00000018u, 0x00040047u, 0x000001eau, 0x00000021u, 0x00000000u, + 0x00040047u, 0x000001eau, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001f8u, 0x00000006u, 0x00000002u, + 0x00030047u, 0x000001f9u, 0x00000002u, 0x00040048u, 0x000001f9u, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000001f9u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001fbu, 0x00000018u, 0x00040047u, + 0x000001fbu, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001fbu, 0x00000022u, 0x00000000u, 0x00040047u, + 0x0000021au, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000021bu, 0x00000002u, 0x00040048u, 0x0000021bu, + 0x00000000u, 0x00000018u, 0x00050048u, 0x0000021bu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, + 0x0000021du, 0x00000018u, 0x00040047u, 0x0000021du, 0x00000021u, 0x00000002u, 0x00040047u, 0x0000021du, + 0x00000022u, 0x00000000u, 0x00040047u, 0x00000228u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000229u, + 0x00000002u, 0x00040048u, 0x00000229u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000229u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00030047u, 0x0000022bu, 0x00000018u, 0x00040047u, 0x0000022bu, 0x00000021u, + 0x00000003u, 0x00040047u, 0x0000022bu, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000247u, 0x00000006u, + 0x00000004u, 0x00030047u, 0x00000248u, 0x00000002u, 0x00050048u, 0x00000248u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00040047u, 0x0000024au, 0x00000021u, 0x00000004u, 0x00040047u, 0x0000024au, 0x00000022u, + 0x00000000u, 0x00040047u, 0x00000257u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000258u, 0x00000002u, + 0x00050048u, 0x00000258u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x0000025au, 0x00000021u, + 0x00000005u, 0x00040047u, 0x0000025au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000273u, 0x00000006u, + 0x00000004u, 0x00030047u, 0x00000274u, 0x00000002u, 0x00050048u, 0x00000274u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00040047u, 0x00000276u, 0x00000021u, 0x00000006u, 0x00040047u, 0x00000276u, 0x00000022u, + 0x00000000u, 0x00040047u, 0x00000282u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000283u, 0x00000002u, + 0x00050048u, 0x00000283u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x00000285u, 0x00000021u, + 0x00000007u, 0x00040047u, 0x00000285u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000734u, 0x0000000bu, + 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, + 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, + 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, + 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, + 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040021u, + 0x00000022u, 0x00000008u, 0x0000000du, 0x00050021u, 0x00000026u, 0x00000008u, 0x00000007u, 0x0000000du, + 0x00040015u, 0x0000002cu, 0x00000020u, 0x00000001u, 0x0004002bu, 0x0000002cu, 0x0000002du, 0x00000010u, + 0x00020014u, 0x00000035u, 0x0004002bu, 0x00000006u, 0x00000037u, 0x7f800000u, 0x0004002bu, 0x00000006u, + 0x0000003du, 0x007fffffu, 0x0004002bu, 0x00000006u, 0x0000003fu, 0x00000000u, 0x0004002bu, 0x00000006u, + 0x00000046u, 0x00000040u, 0x0004002bu, 0x00000006u, 0x00000048u, 0x0000ffffu, 0x0004002bu, 0x00000006u, + 0x0000004cu, 0x00007fffu, 0x0004002bu, 0x00000006u, 0x0000004fu, 0x00000001u, 0x0004002bu, 0x00000006u, + 0x0000005bu, 0x00008000u, 0x0004002bu, 0x0000002cu, 0x00000060u, 0x0000000au, 0x0004002bu, 0x00000006u, + 0x00000062u, 0x0000001fu, 0x0004002bu, 0x00000006u, 0x00000066u, 0x000003ffu, 0x0004002bu, 0x0000002cu, + 0x0000006fu, 0x0000000du, 0x0004002bu, 0x00000006u, 0x00000086u, 0x00000400u, 0x0004002bu, 0x0000002cu, + 0x00000089u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000091u, 0x00000071u, 0x0004002bu, 0x0000002cu, + 0x00000094u, 0x00000017u, 0x0004002bu, 0x00000006u, 0x0000009eu, 0x00000070u, 0x0004002bu, 0x00000006u, + 0x000000b2u, 0x000000ffu, 0x00040020u, 0x000000b4u, 0x00000007u, 0x0000002cu, 0x0004002bu, 0x0000002cu, + 0x000000b8u, 0x0000007fu, 0x0004002bu, 0x0000002cu, 0x000000bau, 0x0000000fu, 0x0004002bu, 0x00000006u, + 0x000000c4u, 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000cbu, 0x00000200u, 0x0004002bu, 0x0000002cu, + 0x000000d4u, 0x0000001fu, 0x0004002bu, 0x0000002cu, 0x000000dcu, 0x00000000u, 0x0004002bu, 0x0000002cu, + 0x000000e1u, 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000e7u, 0x00800000u, 0x0004002bu, 0x0000002cu, + 0x000000ebu, 0x0000000eu, 0x0004002bu, 0x00000006u, 0x0000011eu, 0x00001fffu, 0x0004002bu, 0x00000006u, + 0x00000121u, 0x00001000u, 0x0004002bu, 0x00000008u, 0x00000156u, 0x3f800000u, 0x0004002bu, 0x00000006u, + 0x0000015eu, 0x00000002u, 0x0004002bu, 0x00000006u, 0x0000015fu, 0x00000108u, 0x0004002bu, 0x00000006u, + 0x00000160u, 0x00000080u, 0x0004001cu, 0x00000161u, 0x00000008u, 0x00000160u, 0x00040020u, 0x00000162u, + 0x00000004u, 0x00000161u, 0x0004003bu, 0x00000162u, 0x00000163u, 0x00000004u, 0x00040020u, 0x00000166u, + 0x00000004u, 0x00000008u, 0x00040017u, 0x00000186u, 0x00000006u, 0x00000003u, 0x00040020u, 0x00000187u, + 0x00000001u, 0x00000186u, 0x0004003bu, 0x00000187u, 0x00000188u, 0x00000001u, 0x00040020u, 0x00000189u, + 0x00000001u, 0x00000006u, 0x0004003bu, 0x00000187u, 0x0000018du, 0x00000001u, 0x000e001eu, 0x00000192u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000008u, 0x00040020u, 0x00000193u, 0x00000009u, 0x00000192u, + 0x0004003bu, 0x00000193u, 0x00000194u, 0x00000009u, 0x00040020u, 0x00000195u, 0x00000009u, 0x00000006u, + 0x0004002bu, 0x0000002cu, 0x000001a0u, 0x00000002u, 0x0004002bu, 0x00000006u, 0x000001a6u, 0x00000005u, + 0x0003001du, 0x000001a9u, 0x00000006u, 0x0003001eu, 0x000001aau, 0x000001a9u, 0x00040020u, 0x000001abu, + 0x0000000cu, 0x000001aau, 0x0004003bu, 0x000001abu, 0x000001acu, 0x0000000cu, 0x00040020u, 0x000001afu, + 0x0000000cu, 0x00000006u, 0x0004002bu, 0x00000006u, 0x000001beu, 0x00000003u, 0x0004002bu, 0x00000006u, + 0x000001c4u, 0x00000004u, 0x0004002bu, 0x0000002cu, 0x000001e0u, 0x00000003u, 0x0003001du, 0x000001e7u, + 0x00000006u, 0x0003001eu, 0x000001e8u, 0x000001e7u, 0x00040020u, 0x000001e9u, 0x0000000cu, 0x000001e8u, + 0x0004003bu, 0x000001e9u, 0x000001eau, 0x0000000cu, 0x0004002bu, 0x0000002cu, 0x000001ebu, 0x00000007u, + 0x00040015u, 0x000001f7u, 0x00000010u, 0x00000000u, 0x0003001du, 0x000001f8u, 0x000001f7u, 0x0003001eu, + 0x000001f9u, 0x000001f8u, 0x00040020u, 0x000001fau, 0x0000000cu, 0x000001f9u, 0x0004003bu, 0x000001fau, + 0x000001fbu, 0x0000000cu, 0x00040020u, 0x00000203u, 0x0000000cu, 0x000001f7u, 0x0004002bu, 0x0000002cu, + 0x00000213u, 0x00000004u, 0x0003001du, 0x0000021au, 0x00000006u, 0x0003001eu, 0x0000021bu, 0x0000021au, + 0x00040020u, 0x0000021cu, 0x0000000cu, 0x0000021bu, 0x0004003bu, 0x0000021cu, 0x0000021du, 0x0000000cu, + 0x0004002bu, 0x0000002cu, 0x0000021eu, 0x00000008u, 0x0003001du, 0x00000228u, 0x000001f7u, 0x0003001eu, + 0x00000229u, 0x00000228u, 0x00040020u, 0x0000022au, 0x0000000cu, 0x00000229u, 0x0004003bu, 0x0000022au, + 0x0000022bu, 0x0000000cu, 0x0004002bu, 0x0000002cu, 0x00000240u, 0x00000005u, 0x0003001du, 0x00000247u, + 0x00000006u, 0x0003001eu, 0x00000248u, 0x00000247u, 0x00040020u, 0x00000249u, 0x0000000cu, 0x00000248u, + 0x0004003bu, 0x00000249u, 0x0000024au, 0x0000000cu, 0x0004002bu, 0x0000002cu, 0x0000024bu, 0x00000009u, + 0x0003001du, 0x00000257u, 0x000001f7u, 0x0003001eu, 0x00000258u, 0x00000257u, 0x00040020u, 0x00000259u, + 0x0000000cu, 0x00000258u, 0x0004003bu, 0x00000259u, 0x0000025au, 0x0000000cu, 0x0004002bu, 0x0000002cu, + 0x0000026cu, 0x00000006u, 0x0003001du, 0x00000273u, 0x00000006u, 0x0003001eu, 0x00000274u, 0x00000273u, + 0x00040020u, 0x00000275u, 0x0000000cu, 0x00000274u, 0x0004003bu, 0x00000275u, 0x00000276u, 0x0000000cu, + 0x0003001du, 0x00000282u, 0x000001f7u, 0x0003001eu, 0x00000283u, 0x00000282u, 0x00040020u, 0x00000284u, + 0x0000000cu, 0x00000283u, 0x0004003bu, 0x00000284u, 0x00000285u, 0x0000000cu, 0x0003002au, 0x00000035u, + 0x00000372u, 0x0004002bu, 0x00000008u, 0x000004d9u, 0x00000000u, 0x0004002bu, 0x0000002cu, 0x0000058cu, + 0x0000000bu, 0x00040020u, 0x0000058du, 0x00000009u, 0x00000008u, 0x0004002bu, 0x00000006u, 0x00000731u, + 0x00000048u, 0x0006002cu, 0x00000186u, 0x00000734u, 0x00000160u, 0x0000004fu, 0x0000004fu, 0x00050036u, + 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, + 0x00000185u, 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0x00000122u, 0x000000dfu, + 0x0000012du, 0x00000129u, 0x000300f7u, 0x00000130u, 0x00000000u, 0x000400fau, 0x0000012eu, 0x0000012fu, + 0x00000130u, 0x000200f8u, 0x0000012fu, 0x0004003du, 0x00000006u, 0x00000131u, 0x00000115u, 0x00050080u, + 0x00000006u, 0x00000132u, 0x00000131u, 0x0000004fu, 0x0003003eu, 0x00000115u, 0x00000132u, 0x000200f9u, + 0x00000130u, 0x000200f8u, 0x00000130u, 0x0004003du, 0x00000006u, 0x00000133u, 0x000000abu, 0x0004003du, + 0x00000006u, 0x00000134u, 0x00000115u, 0x000500c5u, 0x00000006u, 0x00000135u, 0x00000133u, 0x00000134u, + 0x000200feu, 0x00000135u, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, + 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, + 0x0004003bu, 0x0000000du, 0x0000013au, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013du, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x00000141u, 0x00000007u, 0x0004003du, 0x00000006u, 0x00000138u, 0x0000001au, + 0x000500aau, 0x00000035u, 0x00000139u, 0x00000138u, 0x0000004fu, 0x000300f7u, 0x0000013cu, 0x00000000u, + 0x000400fau, 0x00000139u, 0x0000013bu, 0x00000140u, 0x000200f8u, 0x0000013bu, 0x0004003du, 0x00000006u, + 0x0000013eu, 0x00000019u, 0x0003003eu, 0x0000013du, 0x0000013eu, 0x00050039u, 0x00000008u, 0x0000013fu, + 0x00000013u, 0x0000013du, 0x0003003eu, 0x0000013au, 0x0000013fu, 0x000200f9u, 0x0000013cu, 0x000200f8u, + 0x00000140u, 0x0004003du, 0x00000006u, 0x00000142u, 0x00000019u, 0x0003003eu, 0x00000141u, 0x00000142u, + 0x00050039u, 0x00000008u, 0x00000143u, 0x0000000bu, 0x00000141u, 0x0003003eu, 0x0000013au, 0x00000143u, + 0x000200f9u, 0x0000013cu, 0x000200f8u, 0x0000013cu, 0x0004003du, 0x00000008u, 0x00000144u, 0x0000013au, + 0x000200feu, 0x00000144u, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, + 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, + 0x0004003bu, 0x00000007u, 0x00000149u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014cu, 0x00000007u, + 0x0004003bu, 0x0000000du, 0x00000150u, 0x00000007u, 0x0004003du, 0x00000006u, 0x00000147u, 0x0000001fu, + 0x000500aau, 0x00000035u, 0x00000148u, 0x00000147u, 0x0000004fu, 0x000300f7u, 0x0000014bu, 0x00000000u, + 0x000400fau, 0x00000148u, 0x0000014au, 0x0000014fu, 0x000200f8u, 0x0000014au, 0x0004003du, 0x00000008u, + 0x0000014du, 0x0000001eu, 0x0003003eu, 0x0000014cu, 0x0000014du, 0x00050039u, 0x00000006u, 0x0000014eu, + 0x00000016u, 0x0000014cu, 0x0003003eu, 0x00000149u, 0x0000014eu, 0x000200f9u, 0x0000014bu, 0x000200f8u, + 0x0000014fu, 0x0004003du, 0x00000008u, 0x00000151u, 0x0000001eu, 0x0003003eu, 0x00000150u, 0x00000151u, + 0x00050039u, 0x00000006u, 0x00000152u, 0x00000010u, 0x00000150u, 0x0003003eu, 0x00000149u, 0x00000152u, + 0x000200f9u, 0x0000014bu, 0x000200f8u, 0x0000014bu, 0x0004003du, 0x00000006u, 0x00000153u, 0x00000149u, + 0x000200feu, 0x00000153u, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000024u, 0x00000000u, 0x00000022u, + 0x00030037u, 0x0000000du, 0x00000023u, 0x000200f8u, 0x00000025u, 0x0004003du, 0x00000008u, 0x00000157u, + 0x00000023u, 0x0004007fu, 0x00000008u, 0x00000158u, 0x00000157u, 0x0006000cu, 0x00000008u, 0x00000159u, + 0x00000001u, 0x0000001bu, 0x00000158u, 0x00050081u, 0x00000008u, 0x0000015au, 0x00000156u, 0x00000159u, + 0x00050088u, 0x00000008u, 0x0000015bu, 0x00000156u, 0x0000015au, 0x000200feu, 0x0000015bu, 0x00010038u, + 0x00050036u, 0x00000008u, 0x00000029u, 0x00000000u, 0x00000026u, 0x00030037u, 0x00000007u, 0x00000027u, + 0x00030037u, 0x0000000du, 0x00000028u, 0x000200f8u, 0x0000002au, 0x0004003bu, 0x00000007u, 0x00000168u, + 0x00000007u, 0x000400e0u, 0x0000015eu, 0x0000015eu, 0x0000015fu, 0x0004003du, 0x00000006u, 0x00000164u, + 0x00000027u, 0x0004003du, 0x00000008u, 0x00000165u, 0x00000028u, 0x00050041u, 0x00000166u, 0x00000167u, + 0x00000163u, 0x00000164u, 0x0003003eu, 0x00000167u, 0x00000165u, 0x000400e0u, 0x0000015eu, 0x0000015eu, + 0x0000015fu, 0x0003003eu, 0x00000168u, 0x00000046u, 0x000200f9u, 0x00000169u, 0x000200f8u, 0x00000169u, + 0x000400f6u, 0x0000016bu, 0x0000016cu, 0x00000000u, 0x000200f9u, 0x0000016du, 0x000200f8u, 0x0000016du, + 0x0004003du, 0x00000006u, 0x0000016eu, 0x00000168u, 0x000500acu, 0x00000035u, 0x0000016fu, 0x0000016eu, + 0x0000003fu, 0x000400fau, 0x0000016fu, 0x0000016au, 0x0000016bu, 0x000200f8u, 0x0000016au, 0x0004003du, + 0x00000006u, 0x00000170u, 0x00000027u, 0x0004003du, 0x00000006u, 0x00000171u, 0x00000168u, 0x000500b0u, + 0x00000035u, 0x00000172u, 0x00000170u, 0x00000171u, 0x000300f7u, 0x00000174u, 0x00000000u, 0x000400fau, + 0x00000172u, 0x00000173u, 0x00000174u, 0x000200f8u, 0x00000173u, 0x0004003du, 0x00000006u, 0x00000175u, + 0x00000027u, 0x0004003du, 0x00000006u, 0x00000176u, 0x00000027u, 0x0004003du, 0x00000006u, 0x00000177u, + 0x00000168u, 0x00050080u, 0x00000006u, 0x00000178u, 0x00000176u, 0x00000177u, 0x00050041u, 0x00000166u, + 0x00000179u, 0x00000163u, 0x00000178u, 0x0004003du, 0x00000008u, 0x0000017au, 0x00000179u, 0x00050041u, + 0x00000166u, 0x0000017bu, 0x00000163u, 0x00000175u, 0x0004003du, 0x00000008u, 0x0000017cu, 0x0000017bu, + 0x00050081u, 0x00000008u, 0x0000017du, 0x0000017cu, 0x0000017au, 0x00050041u, 0x00000166u, 0x0000017eu, + 0x00000163u, 0x00000175u, 0x0003003eu, 0x0000017eu, 0x0000017du, 0x000200f9u, 0x00000174u, 0x000200f8u, + 0x00000174u, 0x000400e0u, 0x0000015eu, 0x0000015eu, 0x0000015fu, 0x000200f9u, 0x0000016cu, 0x000200f8u, + 0x0000016cu, 0x0004003du, 0x00000006u, 0x0000017fu, 0x00000168u, 0x000500c2u, 0x00000006u, 0x00000180u, + 0x0000017fu, 0x00000089u, 0x0003003eu, 0x00000168u, 0x00000180u, 0x000200f9u, 0x00000169u, 0x000200f8u, + 0x0000016bu, 0x00050041u, 0x00000166u, 0x00000181u, 0x00000163u, 0x000000dcu, 0x0004003du, 0x00000008u, + 0x00000182u, 0x00000181u, 0x000200feu, 0x00000182u, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_greedy_argmax[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x00000069u, 0x00000000u, 0x00020011u, 0x00000001u, 0x0006000bu, + 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, 0x00000000u, 0x00000001u, + 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000000bu, 0x00060010u, 0x00000004u, + 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x0000000bu, 0x0000000bu, 0x0000001cu, + 0x00030047u, 0x00000011u, 0x00000002u, 0x00050048u, 0x00000011u, 0x00000000u, 0x00000023u, 0x00000000u, + 0x00050048u, 0x00000011u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000011u, 0x00000002u, + 0x00000023u, 0x00000008u, 0x00050048u, 0x00000011u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00040047u, + 0x0000002cu, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000002du, 0x00000002u, 0x00040048u, 0x0000002du, + 0x00000000u, 0x00000018u, 0x00050048u, 0x0000002du, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, + 0x0000002fu, 0x00000018u, 0x00040047u, 0x0000002fu, 0x00000021u, 0x00000000u, 0x00040047u, 0x0000002fu, + 0x00000022u, 0x00000000u, 0x00040047u, 0x0000005au, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000005bu, + 0x00000002u, 0x00050048u, 0x0000005bu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x0000005du, + 0x00000021u, 0x00000001u, 0x00040047u, 0x0000005du, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000068u, + 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, + 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00040017u, + 0x00000009u, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000000au, 0x00000001u, 0x00000009u, 0x0004003bu, + 0x0000000au, 0x0000000bu, 0x00000001u, 0x0004002bu, 0x00000006u, 0x0000000cu, 0x00000000u, 0x00040020u, + 0x0000000du, 0x00000001u, 0x00000006u, 0x0006001eu, 0x00000011u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00040020u, 0x00000012u, 0x00000009u, 0x00000011u, 0x0004003bu, 0x00000012u, 0x00000013u, + 0x00000009u, 0x00040015u, 0x00000014u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000014u, 0x00000015u, + 0x00000000u, 0x00040020u, 0x00000016u, 0x00000009u, 0x00000006u, 0x00020014u, 0x00000019u, 0x0004002bu, + 0x00000014u, 0x0000001fu, 0x00000002u, 0x0004002bu, 0x00000014u, 0x00000024u, 0x00000001u, 0x00030016u, + 0x00000029u, 0x00000020u, 0x00040020u, 0x0000002au, 0x00000007u, 0x00000029u, 0x0003001du, 0x0000002cu, + 0x00000006u, 0x0003001eu, 0x0000002du, 0x0000002cu, 0x00040020u, 0x0000002eu, 0x0000000cu, 0x0000002du, + 0x0004003bu, 0x0000002eu, 0x0000002fu, 0x0000000cu, 0x00040020u, 0x00000031u, 0x0000000cu, 0x00000006u, + 0x0004002bu, 0x00000006u, 0x00000037u, 0x00000001u, 0x0004002bu, 0x00000014u, 0x00000052u, 0x00000003u, + 0x0004002bu, 0x00000006u, 0x00000056u, 0x00000002u, 0x0003001du, 0x0000005au, 0x00000006u, 0x0003001eu, + 0x0000005bu, 0x0000005au, 0x00040020u, 0x0000005cu, 0x0000000cu, 0x0000005bu, 0x0004003bu, 0x0000005cu, + 0x0000005du, 0x0000000cu, 0x0004002bu, 0x00000006u, 0x00000064u, 0x00000080u, 0x0004001cu, 0x00000065u, + 0x00000029u, 0x00000064u, 0x00040020u, 0x00000066u, 0x00000004u, 0x00000065u, 0x0004003bu, 0x00000066u, + 0x00000067u, 0x00000004u, 0x0006002cu, 0x00000009u, 0x00000068u, 0x00000064u, 0x00000037u, 0x00000037u, + 0x00050036u, 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, + 0x00000007u, 0x00000008u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000001eu, 0x00000007u, 0x0004003bu, + 0x0000002au, 0x0000002bu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000035u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000036u, 0x00000007u, 0x0004003bu, 0x0000002au, 0x00000041u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000051u, 0x00000007u, 0x00050041u, 0x0000000du, 0x0000000eu, 0x0000000bu, 0x0000000cu, + 0x0004003du, 0x00000006u, 0x0000000fu, 0x0000000eu, 0x0003003eu, 0x00000008u, 0x0000000fu, 0x0004003du, + 0x00000006u, 0x00000010u, 0x00000008u, 0x00050041u, 0x00000016u, 0x00000017u, 0x00000013u, 0x00000015u, + 0x0004003du, 0x00000006u, 0x00000018u, 0x00000017u, 0x000500aeu, 0x00000019u, 0x0000001au, 0x00000010u, + 0x00000018u, 0x000300f7u, 0x0000001cu, 0x00000000u, 0x000400fau, 0x0000001au, 0x0000001bu, 0x0000001cu, + 0x000200f8u, 0x0000001bu, 0x000100fdu, 0x000200f8u, 0x0000001cu, 0x00050041u, 0x00000016u, 0x00000020u, + 0x00000013u, 0x0000001fu, 0x0004003du, 0x00000006u, 0x00000021u, 0x00000020u, 0x000500c2u, 0x00000006u, + 0x00000022u, 0x00000021u, 0x0000001fu, 0x0004003du, 0x00000006u, 0x00000023u, 0x00000008u, 0x00050041u, + 0x00000016u, 0x00000025u, 0x00000013u, 0x00000024u, 0x0004003du, 0x00000006u, 0x00000026u, 0x00000025u, + 0x00050084u, 0x00000006u, 0x00000027u, 0x00000023u, 0x00000026u, 0x00050080u, 0x00000006u, 0x00000028u, + 0x00000022u, 0x00000027u, 0x0003003eu, 0x0000001eu, 0x00000028u, 0x0004003du, 0x00000006u, 0x00000030u, + 0x0000001eu, 0x00060041u, 0x00000031u, 0x00000032u, 0x0000002fu, 0x00000015u, 0x00000030u, 0x0004003du, + 0x00000006u, 0x00000033u, 0x00000032u, 0x0004007cu, 0x00000029u, 0x00000034u, 0x00000033u, 0x0003003eu, + 0x0000002bu, 0x00000034u, 0x0003003eu, 0x00000035u, 0x0000000cu, 0x0003003eu, 0x00000036u, 0x00000037u, + 0x000200f9u, 0x00000038u, 0x000200f8u, 0x00000038u, 0x000400f6u, 0x0000003au, 0x0000003bu, 0x00000000u, + 0x000200f9u, 0x0000003cu, 0x000200f8u, 0x0000003cu, 0x0004003du, 0x00000006u, 0x0000003du, 0x00000036u, + 0x00050041u, 0x00000016u, 0x0000003eu, 0x00000013u, 0x00000024u, 0x0004003du, 0x00000006u, 0x0000003fu, + 0x0000003eu, 0x000500b0u, 0x00000019u, 0x00000040u, 0x0000003du, 0x0000003fu, 0x000400fau, 0x00000040u, + 0x00000039u, 0x0000003au, 0x000200f8u, 0x00000039u, 0x0004003du, 0x00000006u, 0x00000042u, 0x0000001eu, + 0x0004003du, 0x00000006u, 0x00000043u, 0x00000036u, 0x00050080u, 0x00000006u, 0x00000044u, 0x00000042u, + 0x00000043u, 0x00060041u, 0x00000031u, 0x00000045u, 0x0000002fu, 0x00000015u, 0x00000044u, 0x0004003du, + 0x00000006u, 0x00000046u, 0x00000045u, 0x0004007cu, 0x00000029u, 0x00000047u, 0x00000046u, 0x0003003eu, + 0x00000041u, 0x00000047u, 0x0004003du, 0x00000029u, 0x00000048u, 0x00000041u, 0x0004003du, 0x00000029u, + 0x00000049u, 0x0000002bu, 0x000500bau, 0x00000019u, 0x0000004au, 0x00000048u, 0x00000049u, 0x000300f7u, + 0x0000004cu, 0x00000000u, 0x000400fau, 0x0000004au, 0x0000004bu, 0x0000004cu, 0x000200f8u, 0x0000004bu, + 0x0004003du, 0x00000029u, 0x0000004du, 0x00000041u, 0x0003003eu, 0x0000002bu, 0x0000004du, 0x0004003du, + 0x00000006u, 0x0000004eu, 0x00000036u, 0x0003003eu, 0x00000035u, 0x0000004eu, 0x000200f9u, 0x0000004cu, + 0x000200f8u, 0x0000004cu, 0x000200f9u, 0x0000003bu, 0x000200f8u, 0x0000003bu, 0x0004003du, 0x00000006u, + 0x0000004fu, 0x00000036u, 0x00050080u, 0x00000006u, 0x00000050u, 0x0000004fu, 0x00000024u, 0x0003003eu, + 0x00000036u, 0x00000050u, 0x000200f9u, 0x00000038u, 0x000200f8u, 0x0000003au, 0x00050041u, 0x00000016u, + 0x00000053u, 0x00000013u, 0x00000052u, 0x0004003du, 0x00000006u, 0x00000054u, 0x00000053u, 0x000500c2u, + 0x00000006u, 0x00000055u, 0x00000054u, 0x0000001fu, 0x0004003du, 0x00000006u, 0x00000057u, 0x00000008u, + 0x00050084u, 0x00000006u, 0x00000058u, 0x00000056u, 0x00000057u, 0x00050080u, 0x00000006u, 0x00000059u, + 0x00000055u, 0x00000058u, 0x0003003eu, 0x00000051u, 0x00000059u, 0x0004003du, 0x00000006u, 0x0000005eu, + 0x00000051u, 0x0004003du, 0x00000006u, 0x0000005fu, 0x00000035u, 0x00060041u, 0x00000031u, 0x00000060u, + 0x0000005du, 0x00000015u, 0x0000005eu, 0x0003003eu, 0x00000060u, 0x0000005fu, 0x0004003du, 0x00000006u, + 0x00000061u, 0x00000051u, 0x00050080u, 0x00000006u, 0x00000062u, 0x00000061u, 0x00000037u, 0x00060041u, + 0x00000031u, 0x00000063u, 0x0000005du, 0x00000015u, 0x00000062u, 0x0003003eu, 0x00000063u, 0x0000000cu, + 0x000100fdu, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_layer_norm[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000002deu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000017cu, + 0x00000181u, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, + 0x0000017cu, 0x0000000bu, 0x0000001au, 0x00040047u, 0x00000181u, 0x0000000bu, 0x0000001bu, 0x00030047u, + 0x00000186u, 0x00000002u, 0x00050048u, 0x00000186u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, + 0x00000186u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000186u, 0x00000002u, 0x00000023u, + 0x00000008u, 0x00050048u, 0x00000186u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000186u, + 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000186u, 0x00000005u, 0x00000023u, 0x00000014u, + 0x00050048u, 0x00000186u, 0x00000006u, 0x00000023u, 0x00000018u, 0x00050048u, 0x00000186u, 0x00000007u, + 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000186u, 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, + 0x00000186u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, 0x00000186u, 0x0000000au, 0x00000023u, + 0x00000028u, 0x00050048u, 0x00000186u, 0x0000000bu, 0x00000023u, 0x0000002cu, 0x00050048u, 0x00000186u, + 0x0000000cu, 0x00000023u, 0x00000030u, 0x00040047u, 0x000001a1u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x000001a2u, 0x00000002u, 0x00040048u, 0x000001a2u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001a2u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001a4u, 0x00000018u, 0x00040047u, 0x000001a4u, + 0x00000021u, 0x00000000u, 0x00040047u, 0x000001a4u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001b3u, + 0x00000006u, 0x00000002u, 0x00030047u, 0x000001b4u, 0x00000002u, 0x00040048u, 0x000001b4u, 0x00000000u, + 0x00000018u, 0x00050048u, 0x000001b4u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b6u, + 0x00000018u, 0x00040047u, 0x000001b6u, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001b6u, 0x00000022u, + 0x00000000u, 0x00040047u, 0x0000025du, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000025eu, 0x00000002u, + 0x00040048u, 0x0000025eu, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000025eu, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x00000260u, 0x00000018u, 0x00040047u, 0x00000260u, 0x00000021u, 0x00000002u, + 0x00040047u, 0x00000260u, 0x00000022u, 0x00000000u, 0x00040047u, 0x0000026bu, 0x00000006u, 0x00000002u, + 0x00030047u, 0x0000026cu, 0x00000002u, 0x00040048u, 0x0000026cu, 0x00000000u, 0x00000018u, 0x00050048u, + 0x0000026cu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000026eu, 0x00000018u, 0x00040047u, + 0x0000026eu, 0x00000021u, 0x00000003u, 0x00040047u, 0x0000026eu, 0x00000022u, 0x00000000u, 0x00040047u, + 0x0000028cu, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000028du, 0x00000002u, 0x00040048u, 0x0000028du, + 0x00000000u, 0x00000018u, 0x00050048u, 0x0000028du, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, + 0x0000028fu, 0x00000018u, 0x00040047u, 0x0000028fu, 0x00000021u, 0x00000004u, 0x00040047u, 0x0000028fu, + 0x00000022u, 0x00000000u, 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0x000000dbu, 0x0004003du, 0x00000028u, + 0x00000112u, 0x000000b1u, 0x0004007cu, 0x00000006u, 0x00000113u, 0x00000112u, 0x000500c4u, 0x00000006u, + 0x00000114u, 0x00000113u, 0x0000005cu, 0x0004003du, 0x00000006u, 0x00000115u, 0x000000b8u, 0x000500c2u, + 0x00000006u, 0x00000116u, 0x00000115u, 0x0000006bu, 0x000500c5u, 0x00000006u, 0x00000117u, 0x00000114u, + 0x00000116u, 0x0003003eu, 0x00000111u, 0x00000117u, 0x0004003du, 0x00000006u, 0x00000119u, 0x000000b8u, + 0x000500c7u, 0x00000006u, 0x0000011bu, 0x00000119u, 0x0000011au, 0x0003003eu, 0x00000118u, 0x0000011bu, + 0x0004003du, 0x00000006u, 0x0000011cu, 0x00000118u, 0x000500acu, 0x00000031u, 0x0000011eu, 0x0000011cu, + 0x0000011du, 0x000400a8u, 0x00000031u, 0x0000011fu, 0x0000011eu, 0x000300f7u, 0x00000121u, 0x00000000u, + 0x000400fau, 0x0000011fu, 0x00000120u, 0x00000121u, 0x000200f8u, 0x00000120u, 0x0004003du, 0x00000006u, + 0x00000122u, 0x00000118u, 0x000500aau, 0x00000031u, 0x00000123u, 0x00000122u, 0x0000011du, 0x000300f7u, + 0x00000125u, 0x00000000u, 0x000400fau, 0x00000123u, 0x00000124u, 0x00000125u, 0x000200f8u, 0x00000124u, + 0x0004003du, 0x00000006u, 0x00000126u, 0x00000111u, 0x000500c7u, 0x00000006u, 0x00000127u, 0x00000126u, + 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000128u, 0x00000127u, 0x0000003bu, 0x000200f9u, 0x00000125u, + 0x000200f8u, 0x00000125u, 0x000700f5u, 0x00000031u, 0x00000129u, 0x00000123u, 0x00000120u, 0x00000128u, + 0x00000124u, 0x000200f9u, 0x00000121u, 0x000200f8u, 0x00000121u, 0x000700f5u, 0x00000031u, 0x0000012au, + 0x0000011eu, 0x000000dbu, 0x00000129u, 0x00000125u, 0x000300f7u, 0x0000012cu, 0x00000000u, 0x000400fau, + 0x0000012au, 0x0000012bu, 0x0000012cu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, 0x0000012du, + 0x00000111u, 0x00050080u, 0x00000006u, 0x0000012eu, 0x0000012du, 0x0000004bu, 0x0003003eu, 0x00000111u, + 0x0000012eu, 0x000200f9u, 0x0000012cu, 0x000200f8u, 0x0000012cu, 0x0004003du, 0x00000006u, 0x0000012fu, + 0x000000a7u, 0x0004003du, 0x00000006u, 0x00000130u, 0x00000111u, 0x000500c5u, 0x00000006u, 0x00000131u, + 0x0000012fu, 0x00000130u, 0x000200feu, 0x00000131u, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, + 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, + 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000136u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000139u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013du, 0x00000007u, 0x0004003du, 0x00000006u, + 0x00000134u, 0x0000001au, 0x000500aau, 0x00000031u, 0x00000135u, 0x00000134u, 0x0000004bu, 0x000300f7u, + 0x00000138u, 0x00000000u, 0x000400fau, 0x00000135u, 0x00000137u, 0x0000013cu, 0x000200f8u, 0x00000137u, + 0x0004003du, 0x00000006u, 0x0000013au, 0x00000019u, 0x0003003eu, 0x00000139u, 0x0000013au, 0x00050039u, + 0x00000008u, 0x0000013bu, 0x00000013u, 0x00000139u, 0x0003003eu, 0x00000136u, 0x0000013bu, 0x000200f9u, + 0x00000138u, 0x000200f8u, 0x0000013cu, 0x0004003du, 0x00000006u, 0x0000013eu, 0x00000019u, 0x0003003eu, + 0x0000013du, 0x0000013eu, 0x00050039u, 0x00000008u, 0x0000013fu, 0x0000000bu, 0x0000013du, 0x0003003eu, + 0x00000136u, 0x0000013fu, 0x000200f9u, 0x00000138u, 0x000200f8u, 0x00000138u, 0x0004003du, 0x00000008u, + 0x00000140u, 0x00000136u, 0x000200feu, 0x00000140u, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, + 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, + 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000145u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000148u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014cu, 0x00000007u, 0x0004003du, 0x00000006u, + 0x00000143u, 0x0000001fu, 0x000500aau, 0x00000031u, 0x00000144u, 0x00000143u, 0x0000004bu, 0x000300f7u, + 0x00000147u, 0x00000000u, 0x000400fau, 0x00000144u, 0x00000146u, 0x0000014bu, 0x000200f8u, 0x00000146u, + 0x0004003du, 0x00000008u, 0x00000149u, 0x0000001eu, 0x0003003eu, 0x00000148u, 0x00000149u, 0x00050039u, + 0x00000006u, 0x0000014au, 0x00000016u, 0x00000148u, 0x0003003eu, 0x00000145u, 0x0000014au, 0x000200f9u, + 0x00000147u, 0x000200f8u, 0x0000014bu, 0x0004003du, 0x00000008u, 0x0000014du, 0x0000001eu, 0x0003003eu, + 0x0000014cu, 0x0000014du, 0x00050039u, 0x00000006u, 0x0000014eu, 0x00000010u, 0x0000014cu, 0x0003003eu, + 0x00000145u, 0x0000014eu, 0x000200f9u, 0x00000147u, 0x000200f8u, 0x00000147u, 0x0004003du, 0x00000006u, + 0x0000014fu, 0x00000145u, 0x000200feu, 0x0000014fu, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000025u, + 0x00000000u, 0x00000022u, 0x00030037u, 0x00000007u, 0x00000023u, 0x00030037u, 0x0000000du, 0x00000024u, + 0x000200f8u, 0x00000026u, 0x0004003bu, 0x00000007u, 0x0000015cu, 0x00000007u, 0x000400e0u, 0x00000152u, + 0x00000152u, 0x00000153u, 0x0004003du, 0x00000006u, 0x00000158u, 0x00000023u, 0x0004003du, 0x00000008u, + 0x00000159u, 0x00000024u, 0x00050041u, 0x0000015au, 0x0000015bu, 0x00000157u, 0x00000158u, 0x0003003eu, + 0x0000015bu, 0x00000159u, 0x000400e0u, 0x00000152u, 0x00000152u, 0x00000153u, 0x0003003eu, 0x0000015cu, + 0x00000042u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015du, 0x000400f6u, 0x0000015fu, 0x00000160u, + 0x00000000u, 0x000200f9u, 0x00000161u, 0x000200f8u, 0x00000161u, 0x0004003du, 0x00000006u, 0x00000162u, + 0x0000015cu, 0x000500acu, 0x00000031u, 0x00000163u, 0x00000162u, 0x0000003bu, 0x000400fau, 0x00000163u, + 0x0000015eu, 0x0000015fu, 0x000200f8u, 0x0000015eu, 0x0004003du, 0x00000006u, 0x00000164u, 0x00000023u, + 0x0004003du, 0x00000006u, 0x00000165u, 0x0000015cu, 0x000500b0u, 0x00000031u, 0x00000166u, 0x00000164u, + 0x00000165u, 0x000300f7u, 0x00000168u, 0x00000000u, 0x000400fau, 0x00000166u, 0x00000167u, 0x00000168u, + 0x000200f8u, 0x00000167u, 0x0004003du, 0x00000006u, 0x00000169u, 0x00000023u, 0x0004003du, 0x00000006u, + 0x0000016au, 0x00000023u, 0x0004003du, 0x00000006u, 0x0000016bu, 0x0000015cu, 0x00050080u, 0x00000006u, + 0x0000016cu, 0x0000016au, 0x0000016bu, 0x00050041u, 0x0000015au, 0x0000016du, 0x00000157u, 0x0000016cu, + 0x0004003du, 0x00000008u, 0x0000016eu, 0x0000016du, 0x00050041u, 0x0000015au, 0x0000016fu, 0x00000157u, + 0x00000169u, 0x0004003du, 0x00000008u, 0x00000170u, 0x0000016fu, 0x00050081u, 0x00000008u, 0x00000171u, + 0x00000170u, 0x0000016eu, 0x00050041u, 0x0000015au, 0x00000172u, 0x00000157u, 0x00000169u, 0x0003003eu, + 0x00000172u, 0x00000171u, 0x000200f9u, 0x00000168u, 0x000200f8u, 0x00000168u, 0x000400e0u, 0x00000152u, + 0x00000152u, 0x00000153u, 0x000200f9u, 0x00000160u, 0x000200f8u, 0x00000160u, 0x0004003du, 0x00000006u, + 0x00000173u, 0x0000015cu, 0x000500c2u, 0x00000006u, 0x00000174u, 0x00000173u, 0x00000085u, 0x0003003eu, + 0x0000015cu, 0x00000174u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015fu, 0x00050041u, 0x0000015au, + 0x00000175u, 0x00000157u, 0x000000d8u, 0x0004003du, 0x00000008u, 0x00000176u, 0x00000175u, 0x000200feu, + 0x00000176u, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_matmul[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x00000213u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000155u, + 0x00000005u, 0x00000023u, 0x00000014u, 0x00040047u, 0x0000017fu, 0x00000001u, 0x00000000u, 0x00040047u, + 0x00000184u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000185u, 0x00000002u, 0x00040048u, 0x00000185u, + 0x00000000u, 0x00000018u, 0x00050048u, 0x00000185u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, + 0x00000187u, 0x00000018u, 0x00040047u, 0x00000187u, 0x00000021u, 0x00000000u, 0x00040047u, 0x00000187u, + 0x00000022u, 0x00000000u, 0x00040047u, 0x00000196u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000197u, + 0x00000002u, 0x00040048u, 0x00000197u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000197u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00030047u, 0x00000199u, 0x00000018u, 0x00040047u, 0x00000199u, 0x00000021u, + 0x00000001u, 0x00040047u, 0x00000199u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001aau, 0x00000001u, + 0x00000003u, 0x00040047u, 0x000001beu, 0x00000001u, 0x00000001u, 0x00040047u, 0x000001c3u, 0x00000006u, + 0x00000004u, 0x00030047u, 0x000001c4u, 0x00000002u, 0x00040048u, 0x000001c4u, 0x00000000u, 0x00000018u, + 0x00050048u, 0x000001c4u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001c6u, 0x00000018u, + 0x00040047u, 0x000001c6u, 0x00000021u, 0x00000002u, 0x00040047u, 0x000001c6u, 0x00000022u, 0x00000000u, + 0x00040047u, 0x000001d1u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001d2u, 0x00000002u, 0x00040048u, + 0x000001d2u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001d2u, 0x00000000u, 0x00000023u, 0x00000000u, + 0x00030047u, 0x000001d4u, 0x00000018u, 0x00040047u, 0x000001d4u, 0x00000021u, 0x00000003u, 0x00040047u, + 0x000001d4u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001ecu, 0x00000001u, 0x00000002u, 0x00040047u, + 0x000001f0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001f1u, 0x00000002u, 0x00050048u, 0x000001f1u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001f3u, 0x00000021u, 0x00000004u, 0x00040047u, + 0x000001f3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001feu, 0x00000006u, 0x00000002u, 0x00030047u, + 0x000001ffu, 0x00000002u, 0x00050048u, 0x000001ffu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x00000201u, 0x00000021u, 0x00000005u, 0x00040047u, 0x00000201u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x00000212u, 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, + 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, + 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, + 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, + 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, + 0x00000007u, 0x00040015u, 0x00000023u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, + 0x00000010u, 0x00020014u, 0x0000002cu, 0x0004002bu, 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, + 0x00000006u, 0x00000034u, 0x007fffffu, 0x0004002bu, 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, + 0x00000006u, 0x0000003du, 0x00000040u, 0x0004002bu, 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, + 0x00000006u, 0x00000043u, 0x00007fffu, 0x0004002bu, 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, + 0x00000006u, 0x00000052u, 0x00008000u, 0x0004002bu, 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, + 0x00000006u, 0x00000059u, 0x0000001fu, 0x0004002bu, 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, + 0x00000023u, 0x00000066u, 0x0000000du, 0x0004002bu, 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, + 0x00000023u, 0x00000080u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, + 0x00000023u, 0x0000008bu, 0x00000017u, 0x0004002bu, 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, + 0x00000006u, 0x000000a9u, 0x000000ffu, 0x00040020u, 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, + 0x00000023u, 0x000000afu, 0x0000007fu, 0x0004002bu, 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, + 0x00000006u, 0x000000bbu, 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, + 0x00000023u, 0x000000cbu, 0x0000001fu, 0x0004002bu, 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, + 0x00000023u, 0x000000d8u, 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, + 0x00000023u, 0x000000e2u, 0x0000000eu, 0x0004002bu, 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, + 0x00000006u, 0x00000118u, 0x00001000u, 0x00040017u, 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, + 0x0000014fu, 0x00000001u, 0x0000014eu, 0x0004003bu, 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, + 0x00000151u, 0x00000001u, 0x00000006u, 0x0008001eu, 0x00000155u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, 0x00000156u, 0x00000009u, 0x00000155u, 0x0004003bu, + 0x00000156u, 0x00000157u, 0x00000009u, 0x00040020u, 0x00000158u, 0x00000009u, 0x00000006u, 0x0004002bu, + 0x00000023u, 0x0000016eu, 0x00000002u, 0x0004002bu, 0x00000008u, 0x00000173u, 0x00000000u, 0x00040032u, + 0x00000006u, 0x0000017fu, 0x00000000u, 0x00060034u, 0x0000002cu, 0x00000180u, 0x000000aau, 0x0000017fu, + 0x00000036u, 0x0003001du, 0x00000184u, 0x00000006u, 0x0003001eu, 0x00000185u, 0x00000184u, 0x00040020u, + 0x00000186u, 0x0000000cu, 0x00000185u, 0x0004003bu, 0x00000186u, 0x00000187u, 0x0000000cu, 0x0004002bu, + 0x00000023u, 0x00000188u, 0x00000003u, 0x00040020u, 0x00000190u, 0x0000000cu, 0x00000006u, 0x00040015u, + 0x00000195u, 0x00000010u, 0x00000000u, 0x0003001du, 0x00000196u, 0x00000195u, 0x0003001eu, 0x00000197u, + 0x00000196u, 0x00040020u, 0x00000198u, 0x0000000cu, 0x00000197u, 0x0004003bu, 0x00000198u, 0x00000199u, + 0x0000000cu, 0x00040020u, 0x000001a1u, 0x0000000cu, 0x00000195u, 0x00040032u, 0x00000006u, 0x000001aau, + 0x00000000u, 0x00060034u, 0x0000002cu, 0x000001abu, 0x000000aau, 0x000001aau, 0x00000046u, 0x00040032u, + 0x00000006u, 0x000001beu, 0x00000000u, 0x00060034u, 0x0000002cu, 0x000001bfu, 0x000000aau, 0x000001beu, + 0x00000036u, 0x0003001du, 0x000001c3u, 0x00000006u, 0x0003001eu, 0x000001c4u, 0x000001c3u, 0x00040020u, + 0x000001c5u, 0x0000000cu, 0x000001c4u, 0x0004003bu, 0x000001c5u, 0x000001c6u, 0x0000000cu, 0x0004002bu, + 0x00000023u, 0x000001c7u, 0x00000004u, 0x0003001du, 0x000001d1u, 0x00000195u, 0x0003001eu, 0x000001d2u, + 0x000001d1u, 0x00040020u, 0x000001d3u, 0x0000000cu, 0x000001d2u, 0x0004003bu, 0x000001d3u, 0x000001d4u, + 0x0000000cu, 0x00040032u, 0x00000006u, 0x000001ecu, 0x00000000u, 0x00060034u, 0x0000002cu, 0x000001edu, + 0x000000aau, 0x000001ecu, 0x00000036u, 0x0003001du, 0x000001f0u, 0x00000006u, 0x0003001eu, 0x000001f1u, + 0x000001f0u, 0x00040020u, 0x000001f2u, 0x0000000cu, 0x000001f1u, 0x0004003bu, 0x000001f2u, 0x000001f3u, + 0x0000000cu, 0x0004002bu, 0x00000023u, 0x000001f4u, 0x00000005u, 0x0003001du, 0x000001feu, 0x00000195u, + 0x0003001eu, 0x000001ffu, 0x000001feu, 0x00040020u, 0x00000200u, 0x0000000cu, 0x000001ffu, 0x0004003bu, + 0x00000200u, 0x00000201u, 0x0000000cu, 0x0003002au, 0x0000002cu, 0x0000020du, 0x0004002bu, 0x00000006u, + 0x0000020eu, 0x00000080u, 0x0004001cu, 0x0000020fu, 0x00000008u, 0x0000020eu, 0x00040020u, 0x00000210u, + 0x00000004u, 0x0000020fu, 0x0004003bu, 0x00000210u, 0x00000211u, 0x00000004u, 0x0006002cu, 0x0000014eu, + 0x00000212u, 0x0000020eu, 0x00000046u, 0x00000046u, 0x00050036u, 0x00000002u, 0x00000004u, 0x00000000u, + 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, 0x0000014du, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000162u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000167u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x0000016cu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000172u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000174u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000017eu, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x00000181u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001a5u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000001a6u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001a9u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000001acu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001bdu, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x000001c0u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001ddu, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000001deu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000207u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000209u, 0x00000007u, 0x00050041u, 0x00000151u, 0x00000152u, 0x00000150u, 0x00000036u, + 0x0004003du, 0x00000006u, 0x00000153u, 0x00000152u, 0x0003003eu, 0x0000014du, 0x00000153u, 0x0004003du, + 0x00000006u, 0x00000154u, 0x0000014du, 0x00050041u, 0x00000158u, 0x00000159u, 0x00000157u, 0x000000d3u, + 0x0004003du, 0x00000006u, 0x0000015au, 0x00000159u, 0x00050041u, 0x00000158u, 0x0000015bu, 0x00000157u, + 0x00000080u, 0x0004003du, 0x00000006u, 0x0000015cu, 0x0000015bu, 0x00050084u, 0x00000006u, 0x0000015du, + 0x0000015au, 0x0000015cu, 0x000500aeu, 0x0000002cu, 0x0000015eu, 0x00000154u, 0x0000015du, 0x000300f7u, + 0x00000160u, 0x00000000u, 0x000400fau, 0x0000015eu, 0x0000015fu, 0x00000160u, 0x000200f8u, 0x0000015fu, + 0x000100fdu, 0x000200f8u, 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0x0004003du, 0x00000006u, + 0x00000065u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000067u, 0x00000065u, 0x00000066u, 0x000500c5u, + 0x00000006u, 0x00000068u, 0x00000064u, 0x00000067u, 0x0004007cu, 0x00000008u, 0x00000069u, 0x00000068u, + 0x000200feu, 0x00000069u, 0x000200f8u, 0x00000062u, 0x0004003du, 0x00000006u, 0x0000006bu, 0x00000055u, + 0x000500aau, 0x0000002cu, 0x0000006cu, 0x0000006bu, 0x00000036u, 0x000300f7u, 0x0000006eu, 0x00000000u, + 0x000400fau, 0x0000006cu, 0x0000006du, 0x0000006eu, 0x000200f8u, 0x0000006du, 0x0004003du, 0x00000006u, + 0x0000006fu, 0x0000005bu, 0x000500aau, 0x0000002cu, 0x00000070u, 0x0000006fu, 0x00000036u, 0x000300f7u, + 0x00000072u, 0x00000000u, 0x000400fau, 0x00000070u, 0x00000071u, 0x00000072u, 0x000200f8u, 0x00000071u, + 0x0004003du, 0x00000006u, 0x00000073u, 0x00000050u, 0x0004007cu, 0x00000008u, 0x00000074u, 0x00000073u, + 0x000200feu, 0x00000074u, 0x000200f8u, 0x00000072u, 0x0003003eu, 0x00000076u, 0x00000036u, 0x000200f9u, + 0x00000077u, 0x000200f8u, 0x00000077u, 0x000400f6u, 0x00000079u, 0x0000007au, 0x00000000u, 0x000200f9u, + 0x0000007bu, 0x000200f8u, 0x0000007bu, 0x0004003du, 0x00000006u, 0x0000007cu, 0x0000005bu, 0x000500c7u, + 0x00000006u, 0x0000007eu, 0x0000007cu, 0x0000007du, 0x000500aau, 0x0000002cu, 0x0000007fu, 0x0000007eu, + 0x00000036u, 0x000400fau, 0x0000007fu, 0x00000078u, 0x00000079u, 0x000200f8u, 0x00000078u, 0x0004003du, + 0x00000006u, 0x00000081u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000082u, 0x00000081u, 0x00000080u, + 0x0003003eu, 0x0000005bu, 0x00000082u, 0x0004003du, 0x00000006u, 0x00000083u, 0x00000076u, 0x00050080u, + 0x00000006u, 0x00000084u, 0x00000083u, 0x00000046u, 0x0003003eu, 0x00000076u, 0x00000084u, 0x000200f9u, + 0x0000007au, 0x000200f8u, 0x0000007au, 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000079u, 0x0004003du, + 0x00000006u, 0x00000085u, 0x0000005bu, 0x000500c7u, 0x00000006u, 0x00000086u, 0x00000085u, 0x0000005du, + 0x0003003eu, 0x0000005bu, 0x00000086u, 0x0004003du, 0x00000006u, 0x00000087u, 0x00000050u, 0x0004003du, + 0x00000006u, 0x00000089u, 0x00000076u, 0x00050082u, 0x00000006u, 0x0000008au, 0x00000088u, 0x00000089u, + 0x000500c4u, 0x00000006u, 0x0000008cu, 0x0000008au, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x0000008du, + 0x00000087u, 0x0000008cu, 0x0004003du, 0x00000006u, 0x0000008eu, 0x0000005bu, 0x000500c4u, 0x00000006u, + 0x0000008fu, 0x0000008eu, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000090u, 0x0000008du, 0x0000008fu, + 0x0004007cu, 0x00000008u, 0x00000091u, 0x00000090u, 0x000200feu, 0x00000091u, 0x000200f8u, 0x0000006eu, + 0x0004003du, 0x00000006u, 0x00000093u, 0x00000050u, 0x0004003du, 0x00000006u, 0x00000094u, 0x00000055u, + 0x00050080u, 0x00000006u, 0x00000096u, 0x00000094u, 0x00000095u, 0x000500c4u, 0x00000006u, 0x00000097u, + 0x00000096u, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x00000098u, 0x00000093u, 0x00000097u, 0x0004003du, + 0x00000006u, 0x00000099u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000009au, 0x00000099u, 0x00000066u, + 0x000500c5u, 0x00000006u, 0x0000009bu, 0x00000098u, 0x0000009au, 0x0004007cu, 0x00000008u, 0x0000009cu, + 0x0000009bu, 0x000200feu, 0x0000009cu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000016u, 0x00000000u, + 0x0000000eu, 0x00030037u, 0x0000000du, 0x00000015u, 0x000200f8u, 0x00000017u, 0x0004003bu, 0x00000007u, + 0x0000009fu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000a2u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000a6u, 0x00000007u, 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000e1u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000eau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x0000010cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, 0x0004003du, 0x00000008u, + 0x000000a0u, 0x00000015u, 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, 0x0003003eu, 0x0000009fu, + 0x000000a1u, 0x0004003du, 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, 0x00000006u, 0x000000a4u, + 0x000000a3u, 0x00000024u, 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, 0x00000052u, 0x0003003eu, + 0x000000a2u, 0x000000a5u, 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, 0x000500c2u, 0x00000006u, + 0x000000a8u, 0x000000a7u, 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, 0x000000a8u, 0x000000a9u, + 0x0003003eu, 0x000000a6u, 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, 0x000000a6u, 0x0004007cu, + 0x00000023u, 0x000000aeu, 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, 0x000000aeu, 0x000000afu, + 0x00050080u, 0x00000023u, 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, 0x000000acu, 0x000000b2u, + 0x0004003du, 0x00000006u, 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, 0x000000b5u, 0x000000b4u, + 0x00000034u, 0x0003003eu, 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, 0x000000b6u, 0x000000a6u, + 0x000500aau, 0x0000002cu, 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, 0x000000b9u, 0x00000000u, + 0x000400fau, 0x000000b7u, 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, 0x0004003du, 0x00000006u, + 0x000000bau, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, 0x000000bbu, 0x0004003du, + 0x00000006u, 0x000000bdu, 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, 0x000000bdu, 0x00000036u, + 0x000300f7u, 0x000000c1u, 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, 0x000000c6u, 0x000200f8u, + 0x000000c0u, 0x0004003du, 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x000000c4u, + 0x000000c3u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, 0x000000c4u, 0x0003003eu, + 0x000000bfu, 0x000000c5u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, 0x0003003eu, 0x000000bfu, + 0x00000036u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, 0x00000006u, 0x000000c7u, + 0x000000bfu, 0x000500c5u, 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, 0x000200feu, 0x000000c8u, + 0x000200f8u, 0x000000b9u, 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, 0x000500afu, 0x0000002cu, + 0x000000ccu, 0x000000cau, 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, 0x000400fau, 0x000000ccu, + 0x000000cdu, 0x000000ceu, 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, 0x000000cfu, 0x000000a2u, + 0x000500c5u, 0x00000006u, 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, 0x000000d0u, 0x000200f8u, + 0x000000ceu, 0x0004003du, 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, 0x0000002cu, 0x000000d4u, + 0x000000d2u, 0x000000d3u, 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, 0x000000d4u, 0x000000d5u, + 0x000000d6u, 0x000200f8u, 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, 0x000000acu, 0x000500b1u, + 0x0000002cu, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, 0x00000000u, 0x000400fau, + 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, 0x00000006u, 0x000000dcu, + 0x000000a2u, 0x000200feu, 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000006u, 0x000000dfu, + 0x000000b3u, 0x000500c5u, 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, 0x0003003eu, 0x000000b3u, + 0x000000e0u, 0x0004003du, 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, 0x00000023u, 0x000000e4u, + 0x000000e2u, 0x000000e3u, 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, 0x0003003eu, 0x000000e1u, + 0x000000e5u, 0x0004003du, 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, 0x00000006u, 0x000000e8u, + 0x000000e1u, 0x000500c2u, 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0003003eu, 0x000000e6u, + 0x000000e9u, 0x0004003du, 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, 0x00000006u, 0x000000ecu, + 0x000000e1u, 0x000500c4u, 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, 0x00050082u, 0x00000006u, + 0x000000eeu, 0x000000edu, 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, 0x000000ebu, 0x000000eeu, + 0x0003003eu, 0x000000eau, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, 0x00050082u, + 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, 0x00000046u, + 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, 0x000000eau, + 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, 0x000000f4u, + 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, 0x00000000u, + 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, 0x00000006u, + 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, 0x0000002cu, + 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, + 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000e6u, + 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000101u, + 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x0000002cu, + 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, 0x000200f8u, + 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, 0x000000feu, + 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, 0x000200f8u, + 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, 0x00000107u, + 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, 0x000200f8u, + 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, 0x00000109u, + 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, 0x0000010au, + 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, 0x00000006u, + 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, 0x0004003du, + 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, 0x00000066u, + 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, 0x00000112u, + 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, 0x00000114u, + 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, 0x00000113u, + 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, 0x0000011au, + 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, 0x0000011cu, + 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, 0x0000002cu, + 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, 0x0000011eu, + 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, 0x0000010cu, + 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000123u, + 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x0000002cu, + 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, 0x000200f8u, + 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, 0x00000120u, + 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, 0x000200f8u, + 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, 0x00000129u, + 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, 0x000200f8u, + 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, 0x0000012bu, + 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, 0x0000012cu, + 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, + 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, + 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, 0x0000002cu, + 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, 0x00000130u, + 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, 0x00000019u, + 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, 0x00000134u, + 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, 0x0004003du, + 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, 0x00000008u, + 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, 0x00000133u, + 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, 0x0000013bu, + 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, + 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, + 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, 0x0000002cu, + 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, 0x0000013fu, + 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, 0x0000001eu, + 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, 0x00000143u, + 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, 0x0004003du, + 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, 0x00000006u, + 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, 0x00000142u, + 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, 0x0000014au, + 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_paged_attn[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000003b3u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000017cu, + 0x0000019fu, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, + 0x0000017cu, 0x0000000bu, 0x0000001au, 0x00030047u, 0x00000181u, 0x00000002u, 0x00050048u, 0x00000181u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, 0x00000181u, 0x00000001u, 0x00000023u, 0x00000004u, + 0x00050048u, 0x00000181u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000181u, 0x00000003u, + 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000181u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, + 0x00000181u, 0x00000005u, 0x00000023u, 0x00000014u, 0x00050048u, 0x00000181u, 0x00000006u, 0x00000023u, + 0x00000018u, 0x00050048u, 0x00000181u, 0x00000007u, 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000181u, + 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, 0x00000181u, 0x00000009u, 0x00000023u, 0x00000024u, + 0x00050048u, 0x00000181u, 0x0000000au, 0x00000023u, 0x00000028u, 0x00050048u, 0x00000181u, 0x0000000bu, + 0x00000023u, 0x0000002cu, 0x00050048u, 0x00000181u, 0x0000000cu, 0x00000023u, 0x00000030u, 0x00050048u, + 0x00000181u, 0x0000000du, 0x00000023u, 0x00000034u, 0x00050048u, 0x00000181u, 0x0000000eu, 0x00000023u, + 0x00000038u, 0x00050048u, 0x00000181u, 0x0000000fu, 0x00000023u, 0x0000003cu, 0x00050048u, 0x00000181u, + 0x00000010u, 0x00000023u, 0x00000040u, 0x00050048u, 0x00000181u, 0x00000011u, 0x00000023u, 0x00000044u, + 0x00050048u, 0x00000181u, 0x00000012u, 0x00000023u, 0x00000048u, 0x00050048u, 0x00000181u, 0x00000013u, + 0x00000023u, 0x0000004cu, 0x00050048u, 0x00000181u, 0x00000014u, 0x00000023u, 0x00000050u, 0x00050048u, + 0x00000181u, 0x00000015u, 0x00000023u, 0x00000054u, 0x00050048u, 0x00000181u, 0x00000016u, 0x00000023u, + 0x00000058u, 0x00050048u, 0x00000181u, 0x00000017u, 0x00000023u, 0x0000005cu, 0x00050048u, 0x00000181u, + 0x00000018u, 0x00000023u, 0x00000060u, 0x00050048u, 0x00000181u, 0x00000019u, 0x00000023u, 0x00000064u, + 0x00040047u, 0x0000019fu, 0x0000000bu, 0x0000001bu, 0x00040047u, 0x000001b4u, 0x00000006u, 0x00000004u, + 0x00030047u, 0x000001b5u, 0x00000002u, 0x00040048u, 0x000001b5u, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000001b5u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b7u, 0x00000018u, 0x00040047u, + 0x000001b7u, 0x00000021u, 0x0000000au, 0x00040047u, 0x000001b7u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000001e0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001e1u, 0x00000002u, 0x00040048u, 0x000001e1u, + 0x00000000u, 0x00000018u, 0x00050048u, 0x000001e1u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, + 0x000001e3u, 0x00000018u, 0x00040047u, 0x000001e3u, 0x00000021u, 0x00000009u, 0x00040047u, 0x000001e3u, + 0x00000022u, 0x00000000u, 0x00040047u, 0x00000252u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000253u, + 0x00000002u, 0x00040048u, 0x00000253u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000253u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00030047u, 0x00000255u, 0x00000018u, 0x00040047u, 0x00000255u, 0x00000021u, + 0x00000008u, 0x00040047u, 0x00000255u, 0x00000022u, 0x00000000u, 0x00040047u, 0x0000028eu, 0x00000001u, + 0x00000000u, 0x00040047u, 0x00000293u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000294u, 0x00000002u, + 0x00040048u, 0x00000294u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000294u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x00000296u, 0x00000018u, 0x00040047u, 0x00000296u, 0x00000021u, 0x00000000u, + 0x00040047u, 0x00000296u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000002a4u, 0x00000006u, 0x00000002u, + 0x00030047u, 0x000002a5u, 0x00000002u, 0x00040048u, 0x000002a5u, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000002a5u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000002a7u, 0x00000018u, 0x00040047u, + 0x000002a7u, 0x00000021u, 0x00000001u, 0x00040047u, 0x000002a7u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000002b7u, 0x00000001u, 0x00000001u, 0x00040047u, 0x000002bcu, 0x00000006u, 0x00000004u, 0x00030047u, + 0x000002bdu, 0x00000002u, 0x00040048u, 0x000002bdu, 0x00000000u, 0x00000018u, 0x00050048u, 0x000002bdu, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000002bfu, 0x00000018u, 0x00040047u, 0x000002bfu, + 0x00000021u, 0x00000002u, 0x00040047u, 0x000002bfu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000002ccu, + 0x00000006u, 0x00000002u, 0x00030047u, 0x000002cdu, 0x00000002u, 0x00040048u, 0x000002cdu, 0x00000000u, + 0x00000018u, 0x00050048u, 0x000002cdu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000002cfu, + 0x00000018u, 0x00040047u, 0x000002cfu, 0x00000021u, 0x00000003u, 0x00040047u, 0x000002cfu, 0x00000022u, + 0x00000000u, 0x00040047u, 0x00000334u, 0x00000001u, 0x00000002u, 0x00040047u, 0x00000339u, 0x00000006u, + 0x00000004u, 0x00030047u, 0x0000033au, 0x00000002u, 0x00040048u, 0x0000033au, 0x00000000u, 0x00000018u, + 0x00050048u, 0x0000033au, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000033cu, 0x00000018u, + 0x00040047u, 0x0000033cu, 0x00000021u, 0x00000004u, 0x00040047u, 0x0000033cu, 0x00000022u, 0x00000000u, + 0x00040047u, 0x00000349u, 0x00000006u, 0x00000002u, 0x00030047u, 0x0000034au, 0x00000002u, 0x00040048u, + 0x0000034au, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000034au, 0x00000000u, 0x00000023u, 0x00000000u, + 0x00030047u, 0x0000034cu, 0x00000018u, 0x00040047u, 0x0000034cu, 0x00000021u, 0x00000005u, 0x00040047u, + 0x0000034cu, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000380u, 0x00000001u, 0x00000003u, 0x00040047u, + 0x00000384u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000385u, 0x00000002u, 0x00050048u, 0x00000385u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x00000387u, 0x00000021u, 0x00000006u, 0x00040047u, + 0x00000387u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000398u, 0x00000006u, 0x00000002u, 0x00030047u, + 0x00000399u, 0x00000002u, 0x00050048u, 0x00000399u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x0000039bu, 0x00000021u, 0x00000007u, 0x00040047u, 0x0000039bu, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000003b2u, 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, + 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, + 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, + 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, + 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, + 0x00000007u, 0x00050021u, 0x00000022u, 0x00000008u, 0x00000007u, 0x0000000du, 0x00040015u, 0x00000028u, + 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000028u, 0x00000029u, 0x00000010u, 0x00020014u, 0x00000031u, + 0x0004002bu, 0x00000006u, 0x00000033u, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000039u, 0x007fffffu, + 0x0004002bu, 0x00000006u, 0x0000003bu, 0x00000000u, 0x0004002bu, 0x00000006u, 0x00000042u, 0x00000040u, + 0x0004002bu, 0x00000006u, 0x00000044u, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000048u, 0x00007fffu, + 0x0004002bu, 0x00000006u, 0x0000004bu, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000057u, 0x00008000u, + 0x0004002bu, 0x00000028u, 0x0000005cu, 0x0000000au, 0x0004002bu, 0x00000006u, 0x0000005eu, 0x0000001fu, + 0x0004002bu, 0x00000006u, 0x00000062u, 0x000003ffu, 0x0004002bu, 0x00000028u, 0x0000006bu, 0x0000000du, + 0x0004002bu, 0x00000006u, 0x00000082u, 0x00000400u, 0x0004002bu, 0x00000028u, 0x00000085u, 0x00000001u, + 0x0004002bu, 0x00000006u, 0x0000008du, 0x00000071u, 0x0004002bu, 0x00000028u, 0x00000090u, 0x00000017u, + 0x0004002bu, 0x00000006u, 0x0000009au, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000aeu, 0x000000ffu, + 0x00040020u, 0x000000b0u, 0x00000007u, 0x00000028u, 0x0004002bu, 0x00000028u, 0x000000b4u, 0x0000007fu, + 0x0004002bu, 0x00000028u, 0x000000b6u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000c0u, 0x00007c00u, + 0x0004002bu, 0x00000006u, 0x000000c7u, 0x00000200u, 0x0004002bu, 0x00000028u, 0x000000d0u, 0x0000001fu, + 0x0004002bu, 0x00000028u, 0x000000d8u, 0x00000000u, 0x0004002bu, 0x00000028u, 0x000000ddu, 0xfffffff6u, + 0x0004002bu, 0x00000006u, 0x000000e3u, 0x00800000u, 0x0004002bu, 0x00000028u, 0x000000e7u, 0x0000000eu, + 0x0004002bu, 0x00000006u, 0x0000011au, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x0000011du, 0x00001000u, + 0x0004002bu, 0x00000006u, 0x00000152u, 0x00000002u, 0x0004002bu, 0x00000006u, 0x00000153u, 0x00000108u, + 0x0004002bu, 0x00000006u, 0x00000154u, 0x00000080u, 0x0004001cu, 0x00000155u, 0x00000008u, 0x00000154u, + 0x00040020u, 0x00000156u, 0x00000004u, 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, 0x00000004u, + 0x00040020u, 0x0000015au, 0x00000004u, 0x00000008u, 0x00040017u, 0x0000017au, 0x00000006u, 0x00000003u, + 0x00040020u, 0x0000017bu, 0x00000001u, 0x0000017au, 0x0004003bu, 0x0000017bu, 0x0000017cu, 0x00000001u, + 0x00040020u, 0x0000017du, 0x00000001u, 0x00000006u, 0x001c001eu, 0x00000181u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000028u, 0x00000028u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000008u, 0x00000008u, + 0x00040020u, 0x00000182u, 0x00000009u, 0x00000181u, 0x0004003bu, 0x00000182u, 0x00000183u, 0x00000009u, + 0x00040020u, 0x00000184u, 0x00000009u, 0x00000006u, 0x0004002bu, 0x00000028u, 0x0000019au, 0x00000004u, + 0x0004003bu, 0x0000017bu, 0x0000019fu, 0x00000001u, 0x0004002bu, 0x00000028u, 0x000001a5u, 0x00000002u, + 0x0004002bu, 0x00000028u, 0x000001afu, 0x00000005u, 0x0003001du, 0x000001b4u, 0x00000006u, 0x0003001eu, + 0x000001b5u, 0x000001b4u, 0x00040020u, 0x000001b6u, 0x0000000cu, 0x000001b5u, 0x0004003bu, 0x000001b6u, + 0x000001b7u, 0x0000000cu, 0x00040020u, 0x000001bbu, 0x0000000cu, 0x00000006u, 0x0003001du, 0x000001e0u, + 0x00000006u, 0x0003001eu, 0x000001e1u, 0x000001e0u, 0x00040020u, 0x000001e2u, 0x0000000cu, 0x000001e1u, + 0x0004003bu, 0x000001e2u, 0x000001e3u, 0x0000000cu, 0x0004002bu, 0x00000028u, 0x000001e4u, 0x00000016u, + 0x0004002bu, 0x00000028u, 0x000001f8u, 0x00000007u, 0x00040020u, 0x000001f9u, 0x00000009u, 0x00000028u, + 0x0004002bu, 0x00000028u, 0x00000208u, 0x00000006u, 0x0004002bu, 0x00000028u, 0x00000214u, 0x00000008u, + 0x0004002bu, 0x00000006u, 0x00000235u, 0x00000008u, 0x0004001cu, 0x00000237u, 0x00000008u, 0x00000235u, + 0x00040020u, 0x00000238u, 0x00000007u, 0x00000237u, 0x0004002bu, 0x00000008u, 0x0000023bu, 0x00000000u, + 0x0004002bu, 0x00000008u, 0x00000240u, 0xff800000u, 0x0003001du, 0x00000252u, 0x00000006u, 0x0003001eu, + 0x00000253u, 0x00000252u, 0x00040020u, 0x00000254u, 0x0000000cu, 0x00000253u, 0x0004003bu, 0x00000254u, + 0x00000255u, 0x0000000cu, 0x0004002bu, 0x00000028u, 0x00000256u, 0x00000015u, 0x0004002bu, 0x00000028u, + 0x00000261u, 0x00000003u, 0x0004002bu, 0x00000028u, 0x00000273u, 0x00000009u, 0x0004002bu, 0x00000028u, + 0x0000027du, 0x0000000bu, 0x00040032u, 0x00000006u, 0x0000028eu, 0x00000000u, 0x00060034u, 0x00000031u, + 0x0000028fu, 0x000000aau, 0x0000028eu, 0x0000003bu, 0x0003001du, 0x00000293u, 0x00000006u, 0x0003001eu, + 0x00000294u, 0x00000293u, 0x00040020u, 0x00000295u, 0x0000000cu, 0x00000294u, 0x0004003bu, 0x00000295u, + 0x00000296u, 0x0000000cu, 0x0004002bu, 0x00000028u, 0x00000297u, 0x00000011u, 0x00040015u, 0x000002a3u, + 0x00000010u, 0x00000000u, 0x0003001du, 0x000002a4u, 0x000002a3u, 0x0003001eu, 0x000002a5u, 0x000002a4u, + 0x00040020u, 0x000002a6u, 0x0000000cu, 0x000002a5u, 0x0004003bu, 0x000002a6u, 0x000002a7u, 0x0000000cu, + 0x00040020u, 0x000002afu, 0x0000000cu, 0x000002a3u, 0x00040032u, 0x00000006u, 0x000002b7u, 0x00000000u, + 0x00060034u, 0x00000031u, 0x000002b8u, 0x000000aau, 0x000002b7u, 0x0000003bu, 0x0003001du, 0x000002bcu, + 0x00000006u, 0x0003001eu, 0x000002bdu, 0x000002bcu, 0x00040020u, 0x000002beu, 0x0000000cu, 0x000002bdu, + 0x0004003bu, 0x000002beu, 0x000002bfu, 0x0000000cu, 0x0004002bu, 0x00000028u, 0x000002c0u, 0x00000012u, + 0x0003001du, 0x000002ccu, 0x000002a3u, 0x0003001eu, 0x000002cdu, 0x000002ccu, 0x00040020u, 0x000002ceu, + 0x0000000cu, 0x000002cdu, 0x0004003bu, 0x000002ceu, 0x000002cfu, 0x0000000cu, 0x0004002bu, 0x00000028u, + 0x000002ebu, 0x00000018u, 0x00040020u, 0x000002ecu, 0x00000009u, 0x00000008u, 0x0004002bu, 0x00000028u, + 0x000002f0u, 0x00000019u, 0x0004002bu, 0x00000028u, 0x00000313u, 0x0000000cu, 0x00040032u, 0x00000006u, + 0x00000334u, 0x00000000u, 0x00060034u, 0x00000031u, 0x00000335u, 0x000000aau, 0x00000334u, 0x0000003bu, + 0x0003001du, 0x00000339u, 0x00000006u, 0x0003001eu, 0x0000033au, 0x00000339u, 0x00040020u, 0x0000033bu, + 0x0000000cu, 0x0000033au, 0x0004003bu, 0x0000033bu, 0x0000033cu, 0x0000000cu, 0x0004002bu, 0x00000028u, + 0x0000033du, 0x00000013u, 0x0003001du, 0x00000349u, 0x000002a3u, 0x0003001eu, 0x0000034au, 0x00000349u, + 0x00040020u, 0x0000034bu, 0x0000000cu, 0x0000034au, 0x0004003bu, 0x0000034bu, 0x0000034cu, 0x0000000cu, + 0x0004002bu, 0x00000008u, 0x0000036bu, 0x3f800000u, 0x00040032u, 0x00000006u, 0x00000380u, 0x00000000u, + 0x00060034u, 0x00000031u, 0x00000381u, 0x000000aau, 0x00000380u, 0x0000003bu, 0x0003001du, 0x00000384u, + 0x00000006u, 0x0003001eu, 0x00000385u, 0x00000384u, 0x00040020u, 0x00000386u, 0x0000000cu, 0x00000385u, + 0x0004003bu, 0x00000386u, 0x00000387u, 0x0000000cu, 0x0004002bu, 0x00000028u, 0x00000388u, 0x00000014u, + 0x0003001du, 0x00000398u, 0x000002a3u, 0x0003001eu, 0x00000399u, 0x00000398u, 0x00040020u, 0x0000039au, + 0x0000000cu, 0x00000399u, 0x0004003bu, 0x0000039au, 0x0000039bu, 0x0000000cu, 0x0003002au, 0x00000031u, + 0x000003adu, 0x0006002cu, 0x0000017au, 0x000003b2u, 0x00000154u, 0x0000004bu, 0x0000004bu, 0x00050036u, + 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, + 0x00000179u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000018eu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000193u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000198u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x0000019eu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001a2u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000001a7u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001a8u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000001d0u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001d6u, 0x00000007u, 0x0004003bu, 0x000000b0u, + 0x000001dfu, 0x00000007u, 0x0004003bu, 0x000000b0u, 0x000001edu, 0x00000007u, 0x0004003bu, 0x000000b0u, + 0x000001f7u, 0x00000007u, 0x0004003bu, 0x000000b0u, 0x000001fdu, 0x00000007u, 0x0004003bu, 0x000000b0u, + 0x00000207u, 0x00000007u, 0x0004003bu, 0x000000b0u, 0x0000020cu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000224u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000022eu, 0x00000007u, 0x0004003bu, 0x00000238u, + 0x00000239u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000023fu, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000241u, 0x00000007u, 0x0004003bu, 0x000000b0u, 0x00000247u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000251u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000026bu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000271u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000282u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000283u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000290u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000002b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000002b4u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x000002b9u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000002dau, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000002dbu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000002e3u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000002e4u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000002e6u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x000002e9u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000002feu, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000302u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000307u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000311u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000321u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000322u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000336u, 0x00000007u, 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0x000000c6u, 0x000200f8u, + 0x000000c6u, 0x0004003du, 0x00000006u, 0x000000ccu, 0x000000c4u, 0x000500c5u, 0x00000006u, 0x000000cdu, + 0x000000c1u, 0x000000ccu, 0x000200feu, 0x000000cdu, 0x000200f8u, 0x000000beu, 0x0004003du, 0x00000028u, + 0x000000cfu, 0x000000b1u, 0x000500afu, 0x00000031u, 0x000000d1u, 0x000000cfu, 0x000000d0u, 0x000300f7u, + 0x000000d3u, 0x00000000u, 0x000400fau, 0x000000d1u, 0x000000d2u, 0x000000d3u, 0x000200f8u, 0x000000d2u, + 0x0004003du, 0x00000006u, 0x000000d4u, 0x000000a7u, 0x000500c5u, 0x00000006u, 0x000000d5u, 0x000000d4u, + 0x000000c0u, 0x000200feu, 0x000000d5u, 0x000200f8u, 0x000000d3u, 0x0004003du, 0x00000028u, 0x000000d7u, + 0x000000b1u, 0x000500b3u, 0x00000031u, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, + 0x00000000u, 0x000400fau, 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, + 0x00000028u, 0x000000dcu, 0x000000b1u, 0x000500b1u, 0x00000031u, 0x000000deu, 0x000000dcu, 0x000000ddu, + 0x000300f7u, 0x000000e0u, 0x00000000u, 0x000400fau, 0x000000deu, 0x000000dfu, 0x000000e0u, 0x000200f8u, + 0x000000dfu, 0x0004003du, 0x00000006u, 0x000000e1u, 0x000000a7u, 0x000200feu, 0x000000e1u, 0x000200f8u, + 0x000000e0u, 0x0004003du, 0x00000006u, 0x000000e4u, 0x000000b8u, 0x000500c5u, 0x00000006u, 0x000000e5u, + 0x000000e4u, 0x000000e3u, 0x0003003eu, 0x000000b8u, 0x000000e5u, 0x0004003du, 0x00000028u, 0x000000e8u, + 0x000000b1u, 0x00050082u, 0x00000028u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0004007cu, 0x00000006u, + 0x000000eau, 0x000000e9u, 0x0003003eu, 0x000000e6u, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000ecu, + 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000edu, 0x000000e6u, 0x000500c2u, 0x00000006u, 0x000000eeu, + 0x000000ecu, 0x000000edu, 0x0003003eu, 0x000000ebu, 0x000000eeu, 0x0004003du, 0x00000006u, 0x000000f0u, + 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e6u, 0x000500c4u, 0x00000006u, 0x000000f2u, + 0x0000004bu, 0x000000f1u, 0x00050082u, 0x00000006u, 0x000000f3u, 0x000000f2u, 0x0000004bu, 0x000500c7u, + 0x00000006u, 0x000000f4u, 0x000000f0u, 0x000000f3u, 0x0003003eu, 0x000000efu, 0x000000f4u, 0x0004003du, + 0x00000006u, 0x000000f6u, 0x000000e6u, 0x00050082u, 0x00000006u, 0x000000f7u, 0x000000f6u, 0x0000004bu, + 0x000500c4u, 0x00000006u, 0x000000f8u, 0x0000004bu, 0x000000f7u, 0x0003003eu, 0x000000f5u, 0x000000f8u, + 0x0004003du, 0x00000006u, 0x000000f9u, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000fau, 0x000000f5u, + 0x000500acu, 0x00000031u, 0x000000fbu, 0x000000f9u, 0x000000fau, 0x000400a8u, 0x00000031u, 0x000000fcu, + 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, + 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000efu, 0x0004003du, 0x00000006u, + 0x00000100u, 0x000000f5u, 0x000500aau, 0x00000031u, 0x00000101u, 0x000000ffu, 0x00000100u, 0x000300f7u, + 0x00000103u, 0x00000000u, 0x000400fau, 0x00000101u, 0x00000102u, 0x00000103u, 0x000200f8u, 0x00000102u, + 0x0004003du, 0x00000006u, 0x00000104u, 0x000000ebu, 0x000500c7u, 0x00000006u, 0x00000105u, 0x00000104u, + 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000106u, 0x00000105u, 0x0000003bu, 0x000200f9u, 0x00000103u, + 0x000200f8u, 0x00000103u, 0x000700f5u, 0x00000031u, 0x00000107u, 0x00000101u, 0x000000fdu, 0x00000106u, + 0x00000102u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x00000031u, 0x00000108u, + 0x000000fbu, 0x000000e0u, 0x00000107u, 0x00000103u, 0x000300f7u, 0x0000010au, 0x00000000u, 0x000400fau, + 0x00000108u, 0x00000109u, 0x0000010au, 0x000200f8u, 0x00000109u, 0x0004003du, 0x00000006u, 0x0000010bu, + 0x000000ebu, 0x00050080u, 0x00000006u, 0x0000010cu, 0x0000010bu, 0x0000004bu, 0x0003003eu, 0x000000ebu, + 0x0000010cu, 0x000200f9u, 0x0000010au, 0x000200f8u, 0x0000010au, 0x0004003du, 0x00000006u, 0x0000010du, + 0x000000a7u, 0x0004003du, 0x00000006u, 0x0000010eu, 0x000000ebu, 0x000500c5u, 0x00000006u, 0x0000010fu, + 0x0000010du, 0x0000010eu, 0x000200feu, 0x0000010fu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000028u, + 0x00000112u, 0x000000b1u, 0x0004007cu, 0x00000006u, 0x00000113u, 0x00000112u, 0x000500c4u, 0x00000006u, + 0x00000114u, 0x00000113u, 0x0000005cu, 0x0004003du, 0x00000006u, 0x00000115u, 0x000000b8u, 0x000500c2u, + 0x00000006u, 0x00000116u, 0x00000115u, 0x0000006bu, 0x000500c5u, 0x00000006u, 0x00000117u, 0x00000114u, + 0x00000116u, 0x0003003eu, 0x00000111u, 0x00000117u, 0x0004003du, 0x00000006u, 0x00000119u, 0x000000b8u, + 0x000500c7u, 0x00000006u, 0x0000011bu, 0x00000119u, 0x0000011au, 0x0003003eu, 0x00000118u, 0x0000011bu, + 0x0004003du, 0x00000006u, 0x0000011cu, 0x00000118u, 0x000500acu, 0x00000031u, 0x0000011eu, 0x0000011cu, + 0x0000011du, 0x000400a8u, 0x00000031u, 0x0000011fu, 0x0000011eu, 0x000300f7u, 0x00000121u, 0x00000000u, + 0x000400fau, 0x0000011fu, 0x00000120u, 0x00000121u, 0x000200f8u, 0x00000120u, 0x0004003du, 0x00000006u, + 0x00000122u, 0x00000118u, 0x000500aau, 0x00000031u, 0x00000123u, 0x00000122u, 0x0000011du, 0x000300f7u, + 0x00000125u, 0x00000000u, 0x000400fau, 0x00000123u, 0x00000124u, 0x00000125u, 0x000200f8u, 0x00000124u, + 0x0004003du, 0x00000006u, 0x00000126u, 0x00000111u, 0x000500c7u, 0x00000006u, 0x00000127u, 0x00000126u, + 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000128u, 0x00000127u, 0x0000003bu, 0x000200f9u, 0x00000125u, + 0x000200f8u, 0x00000125u, 0x000700f5u, 0x00000031u, 0x00000129u, 0x00000123u, 0x00000120u, 0x00000128u, + 0x00000124u, 0x000200f9u, 0x00000121u, 0x000200f8u, 0x00000121u, 0x000700f5u, 0x00000031u, 0x0000012au, + 0x0000011eu, 0x000000dbu, 0x00000129u, 0x00000125u, 0x000300f7u, 0x0000012cu, 0x00000000u, 0x000400fau, + 0x0000012au, 0x0000012bu, 0x0000012cu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, 0x0000012du, + 0x00000111u, 0x00050080u, 0x00000006u, 0x0000012eu, 0x0000012du, 0x0000004bu, 0x0003003eu, 0x00000111u, + 0x0000012eu, 0x000200f9u, 0x0000012cu, 0x000200f8u, 0x0000012cu, 0x0004003du, 0x00000006u, 0x0000012fu, + 0x000000a7u, 0x0004003du, 0x00000006u, 0x00000130u, 0x00000111u, 0x000500c5u, 0x00000006u, 0x00000131u, + 0x0000012fu, 0x00000130u, 0x000200feu, 0x00000131u, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, + 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, + 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000136u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000139u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013du, 0x00000007u, 0x0004003du, 0x00000006u, + 0x00000134u, 0x0000001au, 0x000500aau, 0x00000031u, 0x00000135u, 0x00000134u, 0x0000004bu, 0x000300f7u, + 0x00000138u, 0x00000000u, 0x000400fau, 0x00000135u, 0x00000137u, 0x0000013cu, 0x000200f8u, 0x00000137u, + 0x0004003du, 0x00000006u, 0x0000013au, 0x00000019u, 0x0003003eu, 0x00000139u, 0x0000013au, 0x00050039u, + 0x00000008u, 0x0000013bu, 0x00000013u, 0x00000139u, 0x0003003eu, 0x00000136u, 0x0000013bu, 0x000200f9u, + 0x00000138u, 0x000200f8u, 0x0000013cu, 0x0004003du, 0x00000006u, 0x0000013eu, 0x00000019u, 0x0003003eu, + 0x0000013du, 0x0000013eu, 0x00050039u, 0x00000008u, 0x0000013fu, 0x0000000bu, 0x0000013du, 0x0003003eu, + 0x00000136u, 0x0000013fu, 0x000200f9u, 0x00000138u, 0x000200f8u, 0x00000138u, 0x0004003du, 0x00000008u, + 0x00000140u, 0x00000136u, 0x000200feu, 0x00000140u, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, + 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, + 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000145u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000148u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014cu, 0x00000007u, 0x0004003du, 0x00000006u, + 0x00000143u, 0x0000001fu, 0x000500aau, 0x00000031u, 0x00000144u, 0x00000143u, 0x0000004bu, 0x000300f7u, + 0x00000147u, 0x00000000u, 0x000400fau, 0x00000144u, 0x00000146u, 0x0000014bu, 0x000200f8u, 0x00000146u, + 0x0004003du, 0x00000008u, 0x00000149u, 0x0000001eu, 0x0003003eu, 0x00000148u, 0x00000149u, 0x00050039u, + 0x00000006u, 0x0000014au, 0x00000016u, 0x00000148u, 0x0003003eu, 0x00000145u, 0x0000014au, 0x000200f9u, + 0x00000147u, 0x000200f8u, 0x0000014bu, 0x0004003du, 0x00000008u, 0x0000014du, 0x0000001eu, 0x0003003eu, + 0x0000014cu, 0x0000014du, 0x00050039u, 0x00000006u, 0x0000014eu, 0x00000010u, 0x0000014cu, 0x0003003eu, + 0x00000145u, 0x0000014eu, 0x000200f9u, 0x00000147u, 0x000200f8u, 0x00000147u, 0x0004003du, 0x00000006u, + 0x0000014fu, 0x00000145u, 0x000200feu, 0x0000014fu, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000025u, + 0x00000000u, 0x00000022u, 0x00030037u, 0x00000007u, 0x00000023u, 0x00030037u, 0x0000000du, 0x00000024u, + 0x000200f8u, 0x00000026u, 0x0004003bu, 0x00000007u, 0x0000015cu, 0x00000007u, 0x000400e0u, 0x00000152u, + 0x00000152u, 0x00000153u, 0x0004003du, 0x00000006u, 0x00000158u, 0x00000023u, 0x0004003du, 0x00000008u, + 0x00000159u, 0x00000024u, 0x00050041u, 0x0000015au, 0x0000015bu, 0x00000157u, 0x00000158u, 0x0003003eu, + 0x0000015bu, 0x00000159u, 0x000400e0u, 0x00000152u, 0x00000152u, 0x00000153u, 0x0003003eu, 0x0000015cu, + 0x00000042u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015du, 0x000400f6u, 0x0000015fu, 0x00000160u, + 0x00000000u, 0x000200f9u, 0x00000161u, 0x000200f8u, 0x00000161u, 0x0004003du, 0x00000006u, 0x00000162u, + 0x0000015cu, 0x000500acu, 0x00000031u, 0x00000163u, 0x00000162u, 0x0000003bu, 0x000400fau, 0x00000163u, + 0x0000015eu, 0x0000015fu, 0x000200f8u, 0x0000015eu, 0x0004003du, 0x00000006u, 0x00000164u, 0x00000023u, + 0x0004003du, 0x00000006u, 0x00000165u, 0x0000015cu, 0x000500b0u, 0x00000031u, 0x00000166u, 0x00000164u, + 0x00000165u, 0x000300f7u, 0x00000168u, 0x00000000u, 0x000400fau, 0x00000166u, 0x00000167u, 0x00000168u, + 0x000200f8u, 0x00000167u, 0x0004003du, 0x00000006u, 0x00000169u, 0x00000023u, 0x0004003du, 0x00000006u, + 0x0000016au, 0x00000023u, 0x0004003du, 0x00000006u, 0x0000016bu, 0x0000015cu, 0x00050080u, 0x00000006u, + 0x0000016cu, 0x0000016au, 0x0000016bu, 0x00050041u, 0x0000015au, 0x0000016du, 0x00000157u, 0x0000016cu, + 0x0004003du, 0x00000008u, 0x0000016eu, 0x0000016du, 0x00050041u, 0x0000015au, 0x0000016fu, 0x00000157u, + 0x00000169u, 0x0004003du, 0x00000008u, 0x00000170u, 0x0000016fu, 0x00050081u, 0x00000008u, 0x00000171u, + 0x00000170u, 0x0000016eu, 0x00050041u, 0x0000015au, 0x00000172u, 0x00000157u, 0x00000169u, 0x0003003eu, + 0x00000172u, 0x00000171u, 0x000200f9u, 0x00000168u, 0x000200f8u, 0x00000168u, 0x000400e0u, 0x00000152u, + 0x00000152u, 0x00000153u, 0x000200f9u, 0x00000160u, 0x000200f8u, 0x00000160u, 0x0004003du, 0x00000006u, + 0x00000173u, 0x0000015cu, 0x000500c2u, 0x00000006u, 0x00000174u, 0x00000173u, 0x00000085u, 0x0003003eu, + 0x0000015cu, 0x00000174u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015fu, 0x00050041u, 0x0000015au, + 0x00000175u, 0x00000157u, 0x000000d8u, 0x0004003du, 0x00000008u, 0x00000176u, 0x00000175u, 0x000200feu, + 0x00000176u, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_qkv_split[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x00000300u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000155u, + 0x00000005u, 0x00000023u, 0x00000014u, 0x00050048u, 0x00000155u, 0x00000006u, 0x00000023u, 0x00000018u, + 0x00050048u, 0x00000155u, 0x00000007u, 0x00000023u, 0x0000001cu, 0x00040047u, 0x00000182u, 0x00000001u, + 0x00000001u, 0x00040047u, 0x00000186u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000187u, 0x00000002u, + 0x00050048u, 0x00000187u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x00000189u, 0x00000021u, + 0x00000002u, 0x00040047u, 0x00000189u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000195u, 0x00000001u, + 0x00000000u, 0x00040047u, 0x0000019au, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000019bu, 0x00000002u, + 0x00040048u, 0x0000019bu, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000019bu, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x0000019du, 0x00000018u, 0x00040047u, 0x0000019du, 0x00000021u, 0x00000000u, + 0x00040047u, 0x0000019du, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001acu, 0x00000006u, 0x00000002u, + 0x00030047u, 0x000001adu, 0x00000002u, 0x00040048u, 0x000001adu, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000001adu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001afu, 0x00000018u, 0x00040047u, + 0x000001afu, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001afu, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000001c2u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001c3u, 0x00000002u, 0x00050048u, 0x000001c3u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001c5u, 0x00000021u, 0x00000003u, 0x00040047u, + 0x000001c5u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000209u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x0000020au, 0x00000002u, 0x00050048u, 0x0000020au, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x0000020cu, 0x00000021u, 0x00000004u, 0x00040047u, 0x0000020cu, 0x00000022u, 0x00000000u, 0x00040047u, + 0x0000023eu, 0x00000006u, 0x00000002u, 0x00030047u, 0x0000023fu, 0x00000002u, 0x00050048u, 0x0000023fu, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x00000241u, 0x00000021u, 0x00000005u, 0x00040047u, + 0x00000241u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000284u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x00000285u, 0x00000002u, 0x00050048u, 0x00000285u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x00000287u, 0x00000021u, 0x00000006u, 0x00040047u, 0x00000287u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000002bfu, 0x00000006u, 0x00000002u, 0x00030047u, 0x000002c0u, 0x00000002u, 0x00050048u, 0x000002c0u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000002c2u, 0x00000021u, 0x00000007u, 0x00040047u, + 0x000002c2u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000002ffu, 0x0000000bu, 0x00000019u, 0x00020013u, + 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, + 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, + 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, + 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, + 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040015u, 0x00000023u, 0x00000020u, + 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, 0x00020014u, 0x0000002cu, 0x0004002bu, + 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000034u, 0x007fffffu, 0x0004002bu, + 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, 0x0000003du, 0x00000040u, 0x0004002bu, + 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000043u, 0x00007fffu, 0x0004002bu, + 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000052u, 0x00008000u, 0x0004002bu, + 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, 0x00000059u, 0x0000001fu, 0x0004002bu, + 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, 0x00000066u, 0x0000000du, 0x0004002bu, + 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, 0x00000080u, 0x00000001u, 0x0004002bu, + 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, 0x0000008bu, 0x00000017u, 0x0004002bu, + 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000a9u, 0x000000ffu, 0x00040020u, + 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, 0x000000afu, 0x0000007fu, 0x0004002bu, + 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000bbu, 0x00007c00u, 0x0004002bu, + 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, 0x000000cbu, 0x0000001fu, 0x0004002bu, + 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, 0x000000d8u, 0xfffffff6u, 0x0004002bu, + 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, 0x000000e2u, 0x0000000eu, 0x0004002bu, + 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x00000118u, 0x00001000u, 0x00040017u, + 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, 0x00000001u, 0x0000014eu, 0x0004003bu, + 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, 0x00000001u, 0x00000006u, 0x000a001eu, + 0x00000155u, 0x00000006u, 0x00000006u, 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0x000000feu, 0x000200f8u, + 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000e6u, 0x000500c7u, 0x00000006u, 0x00000100u, + 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000101u, 0x00000100u, 0x00000036u, 0x000200f9u, + 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x0000002cu, 0x00000102u, 0x000000fcu, 0x000000f8u, + 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, 0x000200f8u, 0x000000f9u, 0x000700f5u, 0x0000002cu, + 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, 0x000000feu, 0x000300f7u, 0x00000105u, 0x00000000u, + 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, 0x000200f8u, 0x00000104u, 0x0004003du, 0x00000006u, + 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, 0x00000107u, 0x00000106u, 0x00000046u, 0x0003003eu, + 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, 0x000200f8u, 0x00000105u, 0x0004003du, 0x00000006u, + 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, 0x00000109u, 0x000000e6u, 0x000500c5u, 0x00000006u, + 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, 0x0000010au, 0x000200f8u, 0x000000d6u, 0x0004003du, + 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, 0x00000006u, 0x0000010eu, 0x0000010du, 0x000500c4u, + 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, 0x0004003du, 0x00000006u, 0x00000110u, 0x000000b3u, + 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000112u, + 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, 0x00000112u, 0x0004003du, 0x00000006u, 0x00000114u, + 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, 0x00000114u, 0x00000115u, 0x0003003eu, 0x00000113u, + 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, 0x00000113u, 0x000500acu, 0x0000002cu, 0x00000119u, + 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, 0x0000011au, 0x00000119u, 0x000300f7u, 0x0000011cu, + 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, 0x0000011cu, 0x000200f8u, 0x0000011bu, 0x0004003du, + 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, 0x0000002cu, 0x0000011eu, 0x0000011du, 0x00000118u, + 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, 0x0000011eu, 0x0000011fu, 0x00000120u, 0x000200f8u, + 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, 0x0000010cu, 0x000500c7u, 0x00000006u, 0x00000122u, + 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000123u, 0x00000122u, 0x00000036u, 0x000200f9u, + 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x0000002cu, 0x00000124u, 0x0000011eu, 0x0000011bu, + 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, 0x000200f8u, 0x0000011cu, 0x000700f5u, 0x0000002cu, + 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, 0x00000120u, 0x000300f7u, 0x00000127u, 0x00000000u, + 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, 0x000200f8u, 0x00000126u, 0x0004003du, 0x00000006u, + 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, 0x00000129u, 0x00000128u, 0x00000046u, 0x0003003eu, + 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, 0x000200f8u, 0x00000127u, 0x0004003du, 0x00000006u, + 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, 0x0000012bu, 0x0000010cu, 0x000500c5u, 0x00000006u, + 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, 0x0000012cu, 0x00010038u, 0x00050036u, 0x00000008u, + 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, + 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000131u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003du, + 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, 0x0000002cu, 0x00000130u, 0x0000012fu, 0x00000046u, + 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, 0x00000130u, 0x00000132u, 0x00000137u, 0x000200f8u, + 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, 0x00000019u, 0x0003003eu, 0x00000134u, 0x00000135u, + 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, 0x00000134u, 0x0003003eu, 0x00000131u, 0x00000136u, + 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, + 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, 0x00000008u, 0x0000013au, 0x0000000bu, 0x00000138u, + 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000133u, 0x0004003du, + 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, 0x0000013bu, 0x00010038u, 0x00050036u, 0x00000006u, + 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, + 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000140u, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003du, + 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, 0x0000002cu, 0x0000013fu, 0x0000013eu, 0x00000046u, + 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, 0x0000013fu, 0x00000141u, 0x00000146u, 0x000200f8u, + 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, 0x0000001eu, 0x0003003eu, 0x00000143u, 0x00000144u, + 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, 0x00000143u, 0x0003003eu, 0x00000140u, 0x00000145u, + 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, + 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, 0x00000006u, 0x00000149u, 0x00000010u, 0x00000147u, + 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000142u, 0x0004003du, + 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, 0x0000014au, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_relu[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001bfu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00040047u, 0x00000166u, + 0x00000006u, 0x00000004u, 0x00030047u, 0x00000167u, 0x00000002u, 0x00040048u, 0x00000167u, 0x00000000u, + 0x00000018u, 0x00050048u, 0x00000167u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x00000169u, + 0x00000018u, 0x00040047u, 0x00000169u, 0x00000021u, 0x00000000u, 0x00040047u, 0x00000169u, 0x00000022u, + 0x00000000u, 0x00040047u, 0x00000177u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000178u, 0x00000002u, + 0x00040048u, 0x00000178u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000178u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x0000017au, 0x00000018u, 0x00040047u, 0x0000017au, 0x00000021u, 0x00000001u, + 0x00040047u, 0x0000017au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000193u, 0x00000006u, 0x00000004u, + 0x00030047u, 0x00000194u, 0x00000002u, 0x00050048u, 0x00000194u, 0x00000000u, 0x00000023u, 0x00000000u, + 0x00040047u, 0x00000196u, 0x00000021u, 0x00000002u, 0x00040047u, 0x00000196u, 0x00000022u, 0x00000000u, + 0x00040047u, 0x000001a5u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001a6u, 0x00000002u, 0x00050048u, + 0x000001a6u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001a8u, 0x00000021u, 0x00000003u, + 0x00040047u, 0x000001a8u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001beu, 0x0000000bu, 0x00000019u, + 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, + 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, + 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, + 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, + 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040015u, 0x00000023u, + 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, 0x00020014u, 0x0000002cu, + 0x0004002bu, 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000034u, 0x007fffffu, + 0x0004002bu, 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, 0x0000003du, 0x00000040u, + 0x0004002bu, 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000043u, 0x00007fffu, + 0x0004002bu, 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000052u, 0x00008000u, + 0x0004002bu, 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, 0x00000059u, 0x0000001fu, + 0x0004002bu, 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, 0x00000066u, 0x0000000du, + 0x0004002bu, 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, 0x00000080u, 0x00000001u, + 0x0004002bu, 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, 0x0000008bu, 0x00000017u, + 0x0004002bu, 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000a9u, 0x000000ffu, + 0x00040020u, 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, 0x000000afu, 0x0000007fu, + 0x0004002bu, 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000bbu, 0x00007c00u, + 0x0004002bu, 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, 0x000000cbu, 0x0000001fu, + 0x0004002bu, 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, 0x000000d8u, 0xfffffff6u, + 0x0004002bu, 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, 0x000000e2u, 0x0000000eu, + 0x0004002bu, 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x00000118u, 0x00001000u, + 0x00040017u, 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, 0x00000001u, 0x0000014eu, + 0x0004003bu, 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, 0x00000001u, 0x00000006u, + 0x0007001eu, 0x00000155u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, + 0x00000156u, 0x00000009u, 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, 0x00000009u, 0x00040020u, + 0x00000158u, 0x00000009u, 0x00000006u, 0x0003001du, 0x00000166u, 0x00000006u, 0x0003001eu, 0x00000167u, + 0x00000166u, 0x00040020u, 0x00000168u, 0x0000000cu, 0x00000167u, 0x0004003bu, 0x00000168u, 0x00000169u, + 0x0000000cu, 0x0004002bu, 0x00000023u, 0x0000016au, 0x00000003u, 0x0004002bu, 0x00000023u, 0x0000016du, + 0x00000002u, 0x00040020u, 0x00000171u, 0x0000000cu, 0x00000006u, 0x00040015u, 0x00000176u, 0x00000010u, + 0x00000000u, 0x0003001du, 0x00000177u, 0x00000176u, 0x0003001eu, 0x00000178u, 0x00000177u, 0x00040020u, + 0x00000179u, 0x0000000cu, 0x00000178u, 0x0004003bu, 0x00000179u, 0x0000017au, 0x0000000cu, 0x00040020u, + 0x00000180u, 0x0000000cu, 0x00000176u, 0x0003001du, 0x00000193u, 0x00000006u, 0x0003001eu, 0x00000194u, + 0x00000193u, 0x00040020u, 0x00000195u, 0x0000000cu, 0x00000194u, 0x0004003bu, 0x00000195u, 0x00000196u, + 0x0000000cu, 0x0004002bu, 0x00000023u, 0x00000197u, 0x00000004u, 0x0004002bu, 0x00000008u, 0x0000019eu, + 0x00000000u, 0x0003001du, 0x000001a5u, 0x00000176u, 0x0003001eu, 0x000001a6u, 0x000001a5u, 0x00040020u, + 0x000001a7u, 0x0000000cu, 0x000001a6u, 0x0004003bu, 0x000001a7u, 0x000001a8u, 0x0000000cu, 0x0003002au, + 0x0000002cu, 0x000001b9u, 0x0004002bu, 0x00000006u, 0x000001bau, 0x00000080u, 0x0004001cu, 0x000001bbu, + 0x00000008u, 0x000001bau, 0x00040020u, 0x000001bcu, 0x00000004u, 0x000001bbu, 0x0004003bu, 0x000001bcu, + 0x000001bdu, 0x00000004u, 0x0006002cu, 0x0000014eu, 0x000001beu, 0x000001bau, 0x00000046u, 0x00000046u, + 0x00050036u, 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, + 0x00000007u, 0x0000014du, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000015fu, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x00000163u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000184u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000185u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001b2u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x000001b3u, 0x00000007u, 0x00050041u, 0x00000151u, 0x00000152u, 0x00000150u, 0x00000036u, + 0x0004003du, 0x00000006u, 0x00000153u, 0x00000152u, 0x0003003eu, 0x0000014du, 0x00000153u, 0x0004003du, + 0x00000006u, 0x00000154u, 0x0000014du, 0x00050041u, 0x00000158u, 0x00000159u, 0x00000157u, 0x000000d3u, + 0x0004003du, 0x00000006u, 0x0000015au, 0x00000159u, 0x000500aeu, 0x0000002cu, 0x0000015bu, 0x00000154u, + 0x0000015au, 0x000300f7u, 0x0000015du, 0x00000000u, 0x000400fau, 0x0000015bu, 0x0000015cu, 0x0000015du, + 0x000200f8u, 0x0000015cu, 0x000100fdu, 0x000200f8u, 0x0000015du, 0x00050041u, 0x00000158u, 0x00000160u, + 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, 0x00000161u, 0x00000160u, 0x000500aau, 0x0000002cu, + 0x00000162u, 0x00000161u, 0x00000036u, 0x000300f7u, 0x00000165u, 0x00000000u, 0x000400fau, 0x00000162u, + 0x00000164u, 0x00000175u, 0x000200f8u, 0x00000164u, 0x00050041u, 0x00000158u, 0x0000016bu, 0x00000157u, + 0x0000016au, 0x0004003du, 0x00000006u, 0x0000016cu, 0x0000016bu, 0x000500c2u, 0x00000006u, 0x0000016eu, + 0x0000016cu, 0x0000016du, 0x0004003du, 0x00000006u, 0x0000016fu, 0x0000014du, 0x00050080u, 0x00000006u, + 0x00000170u, 0x0000016eu, 0x0000016fu, 0x00060041u, 0x00000171u, 0x00000172u, 0x00000169u, 0x000000d3u, + 0x00000170u, 0x0004003du, 0x00000006u, 0x00000173u, 0x00000172u, 0x0004007cu, 0x00000008u, 0x00000174u, + 0x00000173u, 0x0003003eu, 0x00000163u, 0x00000174u, 0x000200f9u, 0x00000165u, 0x000200f8u, 0x00000175u, + 0x00050041u, 0x00000158u, 0x0000017bu, 0x00000157u, 0x0000016au, 0x0004003du, 0x00000006u, 0x0000017cu, + 0x0000017bu, 0x000500c2u, 0x00000006u, 0x0000017du, 0x0000017cu, 0x00000080u, 0x0004003du, 0x00000006u, + 0x0000017eu, 0x0000014du, 0x00050080u, 0x00000006u, 0x0000017fu, 0x0000017du, 0x0000017eu, 0x00060041u, + 0x00000180u, 0x00000181u, 0x0000017au, 0x000000d3u, 0x0000017fu, 0x0004003du, 0x00000176u, 0x00000182u, + 0x00000181u, 0x00040071u, 0x00000006u, 0x00000183u, 0x00000182u, 0x0003003eu, 0x00000184u, 0x00000183u, + 0x00050041u, 0x00000158u, 0x00000186u, 0x00000157u, 0x00000080u, 0x0004003du, 0x00000006u, 0x00000187u, + 0x00000186u, 0x0003003eu, 0x00000185u, 0x00000187u, 0x00060039u, 0x00000008u, 0x00000188u, 0x0000001bu, + 0x00000184u, 0x00000185u, 0x0003003eu, 0x00000163u, 0x00000188u, 0x000200f9u, 0x00000165u, 0x000200f8u, + 0x00000165u, 0x0004003du, 0x00000008u, 0x00000189u, 0x00000163u, 0x0003003eu, 0x0000015fu, 0x00000189u, + 0x000200f9u, 0x0000018au, 0x000200f8u, 0x0000018au, 0x000400f6u, 0x0000018cu, 0x0000018du, 0x00000000u, + 0x000200f9u, 0x0000018bu, 0x000200f8u, 0x0000018bu, 0x00050041u, 0x00000158u, 0x0000018eu, 0x00000157u, + 0x0000016du, 0x0004003du, 0x00000006u, 0x0000018fu, 0x0000018eu, 0x000500aau, 0x0000002cu, 0x00000190u, + 0x0000018fu, 0x00000036u, 0x000300f7u, 0x00000192u, 0x00000000u, 0x000400fau, 0x00000190u, 0x00000191u, + 0x000001a4u, 0x000200f8u, 0x00000191u, 0x00050041u, 0x00000158u, 0x00000198u, 0x00000157u, 0x00000197u, + 0x0004003du, 0x00000006u, 0x00000199u, 0x00000198u, 0x000500c2u, 0x00000006u, 0x0000019au, 0x00000199u, + 0x0000016du, 0x0004003du, 0x00000006u, 0x0000019bu, 0x0000014du, 0x00050080u, 0x00000006u, 0x0000019cu, + 0x0000019au, 0x0000019bu, 0x0004003du, 0x00000008u, 0x0000019du, 0x0000015fu, 0x000500bau, 0x0000002cu, + 0x0000019fu, 0x0000019du, 0x0000019eu, 0x0004003du, 0x00000008u, 0x000001a0u, 0x0000015fu, 0x000600a9u, + 0x00000008u, 0x000001a1u, 0x0000019fu, 0x000001a0u, 0x0000019eu, 0x0004007cu, 0x00000006u, 0x000001a2u, + 0x000001a1u, 0x00060041u, 0x00000171u, 0x000001a3u, 0x00000196u, 0x000000d3u, 0x0000019cu, 0x0003003eu, + 0x000001a3u, 0x000001a2u, 0x000200f9u, 0x00000192u, 0x000200f8u, 0x000001a4u, 0x00050041u, 0x00000158u, + 0x000001a9u, 0x00000157u, 0x00000197u, 0x0004003du, 0x00000006u, 0x000001aau, 0x000001a9u, 0x000500c2u, + 0x00000006u, 0x000001abu, 0x000001aau, 0x00000080u, 0x0004003du, 0x00000006u, 0x000001acu, 0x0000014du, + 0x00050080u, 0x00000006u, 0x000001adu, 0x000001abu, 0x000001acu, 0x0004003du, 0x00000008u, 0x000001aeu, + 0x0000015fu, 0x000500bau, 0x0000002cu, 0x000001afu, 0x000001aeu, 0x0000019eu, 0x0004003du, 0x00000008u, + 0x000001b0u, 0x0000015fu, 0x000600a9u, 0x00000008u, 0x000001b1u, 0x000001afu, 0x000001b0u, 0x0000019eu, + 0x0003003eu, 0x000001b2u, 0x000001b1u, 0x00050041u, 0x00000158u, 0x000001b4u, 0x00000157u, 0x0000016du, + 0x0004003du, 0x00000006u, 0x000001b5u, 0x000001b4u, 0x0003003eu, 0x000001b3u, 0x000001b5u, 0x00060039u, + 0x00000006u, 0x000001b6u, 0x00000020u, 0x000001b2u, 0x000001b3u, 0x00040071u, 0x00000176u, 0x000001b7u, + 0x000001b6u, 0x00060041u, 0x00000180u, 0x000001b8u, 0x000001a8u, 0x000000d3u, 0x000001adu, 0x0003003eu, + 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0x000000ebu, 0x000000eeu, 0x0003003eu, 0x000000eau, + 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, 0x00050082u, 0x00000006u, 0x000000f2u, + 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, 0x00000046u, 0x000000f2u, 0x0003003eu, + 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, 0x000000eau, 0x0004003du, 0x00000006u, + 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, 0x000000f4u, 0x000000f5u, 0x000400a8u, + 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, 0x00000000u, 0x000400fau, 0x000000f7u, + 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, 0x00000006u, 0x000000fau, 0x000000eau, + 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, 0x0000002cu, 0x000000fcu, 0x000000fau, + 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, + 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000e6u, 0x000500c7u, 0x00000006u, + 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000101u, 0x00000100u, 0x00000036u, + 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x0000002cu, 0x00000102u, 0x000000fcu, + 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, 0x000200f8u, 0x000000f9u, 0x000700f5u, + 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, 0x000000feu, 0x000300f7u, 0x00000105u, + 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, 0x000200f8u, 0x00000104u, 0x0004003du, + 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, 0x00000107u, 0x00000106u, 0x00000046u, + 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, 0x000200f8u, 0x00000105u, 0x0004003du, + 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, 0x00000109u, 0x000000e6u, 0x000500c5u, + 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, 0x0000010au, 0x000200f8u, 0x000000d6u, + 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, 0x00000006u, 0x0000010eu, 0x0000010du, + 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, 0x0004003du, 0x00000006u, 0x00000110u, + 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, 0x00000066u, 0x000500c5u, 0x00000006u, + 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, 0x00000112u, 0x0004003du, 0x00000006u, + 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, 0x00000114u, 0x00000115u, 0x0003003eu, + 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, 0x00000113u, 0x000500acu, 0x0000002cu, + 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, 0x0000011au, 0x00000119u, 0x000300f7u, + 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, 0x0000011cu, 0x000200f8u, 0x0000011bu, + 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, 0x0000002cu, 0x0000011eu, 0x0000011du, + 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, 0x0000011eu, 0x0000011fu, 0x00000120u, + 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, 0x0000010cu, 0x000500c7u, 0x00000006u, + 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000123u, 0x00000122u, 0x00000036u, + 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x0000002cu, 0x00000124u, 0x0000011eu, + 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, 0x000200f8u, 0x0000011cu, 0x000700f5u, + 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, 0x00000120u, 0x000300f7u, 0x00000127u, + 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, 0x000200f8u, 0x00000126u, 0x0004003du, + 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, 0x00000129u, 0x00000128u, 0x00000046u, + 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, 0x000200f8u, 0x00000127u, 0x0004003du, + 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, 0x0000012bu, 0x0000010cu, 0x000500c5u, + 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, 0x0000012cu, 0x00010038u, 0x00050036u, + 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, + 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000131u, 0x00000007u, + 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000138u, 0x00000007u, + 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, 0x0000002cu, 0x00000130u, 0x0000012fu, + 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, 0x00000130u, 0x00000132u, 0x00000137u, + 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, 0x00000019u, 0x0003003eu, 0x00000134u, + 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, 0x00000134u, 0x0003003eu, 0x00000131u, + 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, 0x0004003du, 0x00000006u, 0x00000139u, + 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, 0x00000008u, 0x0000013au, 0x0000000bu, + 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000133u, + 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, 0x0000013bu, 0x00010038u, 0x00050036u, + 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, + 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000140u, 0x00000007u, + 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000147u, 0x00000007u, + 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, 0x0000002cu, 0x0000013fu, 0x0000013eu, + 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, 0x0000013fu, 0x00000141u, 0x00000146u, + 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, 0x0000001eu, 0x0003003eu, 0x00000143u, + 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, 0x00000143u, 0x0003003eu, 0x00000140u, + 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, 0x0004003du, 0x00000008u, 0x00000148u, + 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, 0x00000006u, 0x00000149u, 0x00000010u, + 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000142u, + 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, 0x0000014au, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_reshape_and_cache[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x000000ebu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000000bu, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x0000000bu, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000011u, 0x00000002u, 0x00050048u, 0x00000011u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000011u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000011u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000011u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000011u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000011u, + 0x00000005u, 0x00000023u, 0x00000014u, 0x00050048u, 0x00000011u, 0x00000006u, 0x00000023u, 0x00000018u, + 0x00050048u, 0x00000011u, 0x00000007u, 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000011u, 0x00000008u, + 0x00000023u, 0x00000020u, 0x00050048u, 0x00000011u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, + 0x00000011u, 0x0000000au, 0x00000023u, 0x00000028u, 0x00050048u, 0x00000011u, 0x0000000bu, 0x00000023u, + 0x0000002cu, 0x00050048u, 0x00000011u, 0x0000000cu, 0x00000023u, 0x00000030u, 0x00050048u, 0x00000011u, + 0x0000000du, 0x00000023u, 0x00000034u, 0x00040047u, 0x00000038u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x00000039u, 0x00000002u, 0x00040048u, 0x00000039u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000039u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000003bu, 0x00000018u, 0x00040047u, 0x0000003bu, + 0x00000021u, 0x00000008u, 0x00040047u, 0x0000003bu, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000086u, + 0x00000001u, 0x00000000u, 0x00040047u, 0x0000008bu, 0x00000006u, 0x00000002u, 0x00030047u, 0x0000008cu, + 0x00000002u, 0x00050048u, 0x0000008cu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x0000008eu, + 0x00000021u, 0x00000005u, 0x00040047u, 0x0000008eu, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000095u, + 0x00000006u, 0x00000002u, 0x00030047u, 0x00000096u, 0x00000002u, 0x00040048u, 0x00000096u, 0x00000000u, + 0x00000018u, 0x00050048u, 0x00000096u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x00000098u, + 0x00000018u, 0x00040047u, 0x00000098u, 0x00000021u, 0x00000001u, 0x00040047u, 0x00000098u, 0x00000022u, + 0x00000000u, 0x00040047u, 0x000000a3u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000000a4u, 0x00000002u, + 0x00050048u, 0x000000a4u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000000a6u, 0x00000021u, + 0x00000007u, 0x00040047u, 0x000000a6u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000000adu, 0x00000006u, + 0x00000002u, 0x00030047u, 0x000000aeu, 0x00000002u, 0x00040048u, 0x000000aeu, 0x00000000u, 0x00000018u, + 0x00050048u, 0x000000aeu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000000b0u, 0x00000018u, + 0x00040047u, 0x000000b0u, 0x00000021u, 0x00000003u, 0x00040047u, 0x000000b0u, 0x00000022u, 0x00000000u, + 0x00040047u, 0x000000bbu, 0x00000006u, 0x00000004u, 0x00030047u, 0x000000bcu, 0x00000002u, 0x00050048u, + 0x000000bcu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000000beu, 0x00000021u, 0x00000004u, + 0x00040047u, 0x000000beu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000000c4u, 0x00000006u, 0x00000004u, + 0x00030047u, 0x000000c5u, 0x00000002u, 0x00040048u, 0x000000c5u, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000000c5u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000000c7u, 0x00000018u, 0x00040047u, + 0x000000c7u, 0x00000021u, 0x00000000u, 0x00040047u, 0x000000c7u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000000d0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000000d1u, 0x00000002u, 0x00050048u, 0x000000d1u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000000d3u, 0x00000021u, 0x00000006u, 0x00040047u, + 0x000000d3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000000d9u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x000000dau, 0x00000002u, 0x00040048u, 0x000000dau, 0x00000000u, 0x00000018u, 0x00050048u, 0x000000dau, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000000dcu, 0x00000018u, 0x00040047u, 0x000000dcu, + 0x00000021u, 0x00000002u, 0x00040047u, 0x000000dcu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000000eau, + 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, + 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00040017u, + 0x00000009u, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000000au, 0x00000001u, 0x00000009u, 0x0004003bu, + 0x0000000au, 0x0000000bu, 0x00000001u, 0x0004002bu, 0x00000006u, 0x0000000cu, 0x00000000u, 0x00040020u, + 0x0000000du, 0x00000001u, 0x00000006u, 0x0010001eu, 0x00000011u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, 0x00000012u, 0x00000009u, 0x00000011u, 0x0004003bu, + 0x00000012u, 0x00000013u, 0x00000009u, 0x00040015u, 0x00000014u, 0x00000020u, 0x00000001u, 0x0004002bu, + 0x00000014u, 0x00000015u, 0x00000000u, 0x00040020u, 0x00000016u, 0x00000009u, 0x00000006u, 0x0004002bu, + 0x00000014u, 0x00000019u, 0x00000001u, 0x00020014u, 0x0000001du, 0x0004002bu, 0x00000014u, 0x0000002du, + 0x0000000du, 0x0004002bu, 0x00000014u, 0x00000030u, 0x00000002u, 0x0004002bu, 0x00000006u, 0x00000032u, + 0x00000002u, 0x00040020u, 0x00000036u, 0x00000007u, 0x00000014u, 0x0003001du, 0x00000038u, 0x00000006u, + 0x0003001eu, 0x00000039u, 0x00000038u, 0x00040020u, 0x0000003au, 0x0000000cu, 0x00000039u, 0x0004003bu, + 0x0000003au, 0x0000003bu, 0x0000000cu, 0x0004002bu, 0x00000006u, 0x0000003du, 0x00000001u, 0x00040020u, + 0x0000003fu, 0x0000000cu, 0x00000006u, 0x0004002bu, 0x00000014u, 0x0000005cu, 0x00000003u, 0x0004002bu, + 0x00000014u, 0x00000061u, 0x00000004u, 0x0004002bu, 0x00000014u, 0x0000006au, 0x00000005u, 0x0004002bu, + 0x00000014u, 0x0000006fu, 0x00000006u, 0x0004002bu, 0x00000014u, 0x00000078u, 0x00000007u, 0x0004002bu, + 0x00000014u, 0x00000080u, 0x00000008u, 0x00040032u, 0x00000006u, 0x00000086u, 0x00000000u, 0x00060034u, + 0x0000001du, 0x00000087u, 0x000000aau, 0x00000086u, 0x0000003du, 0x00040015u, 0x0000008au, 0x00000010u, + 0x00000000u, 0x0003001du, 0x0000008bu, 0x0000008au, 0x0003001eu, 0x0000008cu, 0x0000008bu, 0x00040020u, + 0x0000008du, 0x0000000cu, 0x0000008cu, 0x0004003bu, 0x0000008du, 0x0000008eu, 0x0000000cu, 0x0004002bu, + 0x00000014u, 0x0000008fu, 0x0000000bu, 0x0003001du, 0x00000095u, 0x0000008au, 0x0003001eu, 0x00000096u, + 0x00000095u, 0x00040020u, 0x00000097u, 0x0000000cu, 0x00000096u, 0x0004003bu, 0x00000097u, 0x00000098u, + 0x0000000cu, 0x0004002bu, 0x00000014u, 0x00000099u, 0x00000009u, 0x00040020u, 0x0000009fu, 0x0000000cu, + 0x0000008au, 0x0003001du, 0x000000a3u, 0x0000008au, 0x0003001eu, 0x000000a4u, 0x000000a3u, 0x00040020u, + 0x000000a5u, 0x0000000cu, 0x000000a4u, 0x0004003bu, 0x000000a5u, 0x000000a6u, 0x0000000cu, 0x0004002bu, + 0x00000014u, 0x000000a7u, 0x0000000cu, 0x0003001du, 0x000000adu, 0x0000008au, 0x0003001eu, 0x000000aeu, + 0x000000adu, 0x00040020u, 0x000000afu, 0x0000000cu, 0x000000aeu, 0x0004003bu, 0x000000afu, 0x000000b0u, + 0x0000000cu, 0x0004002bu, 0x00000014u, 0x000000b1u, 0x0000000au, 0x0003001du, 0x000000bbu, 0x00000006u, + 0x0003001eu, 0x000000bcu, 0x000000bbu, 0x00040020u, 0x000000bdu, 0x0000000cu, 0x000000bcu, 0x0004003bu, + 0x000000bdu, 0x000000beu, 0x0000000cu, 0x0003001du, 0x000000c4u, 0x00000006u, 0x0003001eu, 0x000000c5u, + 0x000000c4u, 0x00040020u, 0x000000c6u, 0x0000000cu, 0x000000c5u, 0x0004003bu, 0x000000c6u, 0x000000c7u, + 0x0000000cu, 0x0003001du, 0x000000d0u, 0x00000006u, 0x0003001eu, 0x000000d1u, 0x000000d0u, 0x00040020u, + 0x000000d2u, 0x0000000cu, 0x000000d1u, 0x0004003bu, 0x000000d2u, 0x000000d3u, 0x0000000cu, 0x0003001du, + 0x000000d9u, 0x00000006u, 0x0003001eu, 0x000000dau, 0x000000d9u, 0x00040020u, 0x000000dbu, 0x0000000cu, + 0x000000dau, 0x0004003bu, 0x000000dbu, 0x000000dcu, 0x0000000cu, 0x00030016u, 0x000000e5u, 0x00000020u, + 0x0004002bu, 0x00000006u, 0x000000e6u, 0x00000080u, 0x0004001cu, 0x000000e7u, 0x000000e5u, 0x000000e6u, + 0x00040020u, 0x000000e8u, 0x00000004u, 0x000000e7u, 0x0004003bu, 0x000000e8u, 0x000000e9u, 0x00000004u, + 0x0006002cu, 0x00000009u, 0x000000eau, 0x000000e6u, 0x0000003du, 0x0000003du, 0x00050036u, 0x00000002u, + 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, 0x00000008u, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000022u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000027u, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000002cu, 0x00000007u, 0x0004003bu, 0x00000036u, 0x00000037u, + 0x00000007u, 0x0004003bu, 0x00000036u, 0x00000043u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000004du, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000050u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000055u, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000005au, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000068u, + 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000076u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000007eu, + 0x00000007u, 0x00050041u, 0x0000000du, 0x0000000eu, 0x0000000bu, 0x0000000cu, 0x0004003du, 0x00000006u, + 0x0000000fu, 0x0000000eu, 0x0003003eu, 0x00000008u, 0x0000000fu, 0x0004003du, 0x00000006u, 0x00000010u, + 0x00000008u, 0x00050041u, 0x00000016u, 0x00000017u, 0x00000013u, 0x00000015u, 0x0004003du, 0x00000006u, + 0x00000018u, 0x00000017u, 0x00050041u, 0x00000016u, 0x0000001au, 0x00000013u, 0x00000019u, 0x0004003du, + 0x00000006u, 0x0000001bu, 0x0000001au, 0x00050084u, 0x00000006u, 0x0000001cu, 0x00000018u, 0x0000001bu, + 0x000500aeu, 0x0000001du, 0x0000001eu, 0x00000010u, 0x0000001cu, 0x000300f7u, 0x00000020u, 0x00000000u, + 0x000400fau, 0x0000001eu, 0x0000001fu, 0x00000020u, 0x000200f8u, 0x0000001fu, 0x000100fdu, 0x000200f8u, + 0x00000020u, 0x0004003du, 0x00000006u, 0x00000023u, 0x00000008u, 0x00050041u, 0x00000016u, 0x00000024u, + 0x00000013u, 0x00000019u, 0x0004003du, 0x00000006u, 0x00000025u, 0x00000024u, 0x00050086u, 0x00000006u, + 0x00000026u, 0x00000023u, 0x00000025u, 0x0003003eu, 0x00000022u, 0x00000026u, 0x0004003du, 0x00000006u, + 0x00000028u, 0x00000008u, 0x00050041u, 0x00000016u, 0x00000029u, 0x00000013u, 0x00000019u, 0x0004003du, + 0x00000006u, 0x0000002au, 0x00000029u, 0x00050089u, 0x00000006u, 0x0000002bu, 0x00000028u, 0x0000002au, + 0x0003003eu, 0x00000027u, 0x0000002bu, 0x00050041u, 0x00000016u, 0x0000002eu, 0x00000013u, 0x0000002du, + 0x0004003du, 0x00000006u, 0x0000002fu, 0x0000002eu, 0x000500c2u, 0x00000006u, 0x00000031u, 0x0000002fu, + 0x00000030u, 0x0004003du, 0x00000006u, 0x00000033u, 0x00000022u, 0x00050084u, 0x00000006u, 0x00000034u, + 0x00000032u, 0x00000033u, 0x00050080u, 0x00000006u, 0x00000035u, 0x00000031u, 0x00000034u, 0x0003003eu, + 0x0000002cu, 0x00000035u, 0x0004003du, 0x00000006u, 0x0000003cu, 0x0000002cu, 0x00050080u, 0x00000006u, + 0x0000003eu, 0x0000003cu, 0x0000003du, 0x00060041u, 0x0000003fu, 0x00000040u, 0x0000003bu, 0x00000015u, + 0x0000003eu, 0x0004003du, 0x00000006u, 0x00000041u, 0x00000040u, 0x0004007cu, 0x00000014u, 0x00000042u, + 0x00000041u, 0x0003003eu, 0x00000037u, 0x00000042u, 0x0004003du, 0x00000006u, 0x00000044u, 0x0000002cu, + 0x00060041u, 0x0000003fu, 0x00000045u, 0x0000003bu, 0x00000015u, 0x00000044u, 0x0004003du, 0x00000006u, + 0x00000046u, 0x00000045u, 0x0004007cu, 0x00000014u, 0x00000047u, 0x00000046u, 0x0003003eu, 0x00000043u, + 0x00000047u, 0x0004003du, 0x00000014u, 0x00000048u, 0x00000037u, 0x000500b1u, 0x0000001du, 0x00000049u, + 0x00000048u, 0x00000015u, 0x000300f7u, 0x0000004bu, 0x00000000u, 0x000400fau, 0x00000049u, 0x0000004au, + 0x0000004bu, 0x000200f8u, 0x0000004au, 0x000100fdu, 0x000200f8u, 0x0000004bu, 0x0004003du, 0x00000014u, + 0x0000004eu, 0x00000043u, 0x0004007cu, 0x00000006u, 0x0000004fu, 0x0000004eu, 0x0003003eu, 0x0000004du, + 0x0000004fu, 0x0004003du, 0x00000006u, 0x00000051u, 0x0000004du, 0x00050041u, 0x00000016u, 0x00000052u, + 0x00000013u, 0x00000030u, 0x0004003du, 0x00000006u, 0x00000053u, 0x00000052u, 0x00050086u, 0x00000006u, + 0x00000054u, 0x00000051u, 0x00000053u, 0x0003003eu, 0x00000050u, 0x00000054u, 0x0004003du, 0x00000006u, + 0x00000056u, 0x0000004du, 0x00050041u, 0x00000016u, 0x00000057u, 0x00000013u, 0x00000030u, 0x0004003du, + 0x00000006u, 0x00000058u, 0x00000057u, 0x00050089u, 0x00000006u, 0x00000059u, 0x00000056u, 0x00000058u, + 0x0003003eu, 0x00000055u, 0x00000059u, 0x0004003du, 0x00000006u, 0x0000005bu, 0x00000050u, 0x00050041u, + 0x00000016u, 0x0000005du, 0x00000013u, 0x0000005cu, 0x0004003du, 0x00000006u, 0x0000005eu, 0x0000005du, + 0x00050084u, 0x00000006u, 0x0000005fu, 0x0000005bu, 0x0000005eu, 0x0004003du, 0x00000006u, 0x00000060u, + 0x00000055u, 0x00050041u, 0x00000016u, 0x00000062u, 0x00000013u, 0x00000061u, 0x0004003du, 0x00000006u, + 0x00000063u, 0x00000062u, 0x00050084u, 0x00000006u, 0x00000064u, 0x00000060u, 0x00000063u, 0x00050080u, + 0x00000006u, 0x00000065u, 0x0000005fu, 0x00000064u, 0x0004003du, 0x00000006u, 0x00000066u, 0x00000027u, + 0x00050080u, 0x00000006u, 0x00000067u, 0x00000065u, 0x00000066u, 0x0003003eu, 0x0000005au, 0x00000067u, + 0x0004003du, 0x00000006u, 0x00000069u, 0x00000050u, 0x00050041u, 0x00000016u, 0x0000006bu, 0x00000013u, + 0x0000006au, 0x0004003du, 0x00000006u, 0x0000006cu, 0x0000006bu, 0x00050084u, 0x00000006u, 0x0000006du, + 0x00000069u, 0x0000006cu, 0x0004003du, 0x00000006u, 0x0000006eu, 0x00000055u, 0x00050041u, 0x00000016u, + 0x00000070u, 0x00000013u, 0x0000006fu, 0x0004003du, 0x00000006u, 0x00000071u, 0x00000070u, 0x00050084u, + 0x00000006u, 0x00000072u, 0x0000006eu, 0x00000071u, 0x00050080u, 0x00000006u, 0x00000073u, 0x0000006du, + 0x00000072u, 0x0004003du, 0x00000006u, 0x00000074u, 0x00000027u, 0x00050080u, 0x00000006u, 0x00000075u, + 0x00000073u, 0x00000074u, 0x0003003eu, 0x00000068u, 0x00000075u, 0x0004003du, 0x00000006u, 0x00000077u, + 0x00000022u, 0x00050041u, 0x00000016u, 0x00000079u, 0x00000013u, 0x00000078u, 0x0004003du, 0x00000006u, + 0x0000007au, 0x00000079u, 0x00050084u, 0x00000006u, 0x0000007bu, 0x00000077u, 0x0000007au, 0x0004003du, + 0x00000006u, 0x0000007cu, 0x00000027u, 0x00050080u, 0x00000006u, 0x0000007du, 0x0000007bu, 0x0000007cu, + 0x0003003eu, 0x00000076u, 0x0000007du, 0x0004003du, 0x00000006u, 0x0000007fu, 0x00000022u, 0x00050041u, + 0x00000016u, 0x00000081u, 0x00000013u, 0x00000080u, 0x0004003du, 0x00000006u, 0x00000082u, 0x00000081u, + 0x00050084u, 0x00000006u, 0x00000083u, 0x0000007fu, 0x00000082u, 0x0004003du, 0x00000006u, 0x00000084u, + 0x00000027u, 0x00050080u, 0x00000006u, 0x00000085u, 0x00000083u, 0x00000084u, 0x0003003eu, 0x0000007eu, + 0x00000085u, 0x000300f7u, 0x00000089u, 0x00000000u, 0x000400fau, 0x00000087u, 0x00000088u, 0x000000bau, + 0x000200f8u, 0x00000088u, 0x00050041u, 0x00000016u, 0x00000090u, 0x00000013u, 0x0000008fu, 0x0004003du, + 0x00000006u, 0x00000091u, 0x00000090u, 0x000500c2u, 0x00000006u, 0x00000092u, 0x00000091u, 0x00000019u, + 0x0004003du, 0x00000006u, 0x00000093u, 0x0000005au, 0x00050080u, 0x00000006u, 0x00000094u, 0x00000092u, + 0x00000093u, 0x00050041u, 0x00000016u, 0x0000009au, 0x00000013u, 0x00000099u, 0x0004003du, 0x00000006u, + 0x0000009bu, 0x0000009au, 0x000500c2u, 0x00000006u, 0x0000009cu, 0x0000009bu, 0x00000019u, 0x0004003du, + 0x00000006u, 0x0000009du, 0x00000076u, 0x00050080u, 0x00000006u, 0x0000009eu, 0x0000009cu, 0x0000009du, + 0x00060041u, 0x0000009fu, 0x000000a0u, 0x00000098u, 0x00000015u, 0x0000009eu, 0x0004003du, 0x0000008au, + 0x000000a1u, 0x000000a0u, 0x00060041u, 0x0000009fu, 0x000000a2u, 0x0000008eu, 0x00000015u, 0x00000094u, + 0x0003003eu, 0x000000a2u, 0x000000a1u, 0x00050041u, 0x00000016u, 0x000000a8u, 0x00000013u, 0x000000a7u, + 0x0004003du, 0x00000006u, 0x000000a9u, 0x000000a8u, 0x000500c2u, 0x00000006u, 0x000000aau, 0x000000a9u, + 0x00000019u, 0x0004003du, 0x00000006u, 0x000000abu, 0x00000068u, 0x00050080u, 0x00000006u, 0x000000acu, + 0x000000aau, 0x000000abu, 0x00050041u, 0x00000016u, 0x000000b2u, 0x00000013u, 0x000000b1u, 0x0004003du, + 0x00000006u, 0x000000b3u, 0x000000b2u, 0x000500c2u, 0x00000006u, 0x000000b4u, 0x000000b3u, 0x00000019u, + 0x0004003du, 0x00000006u, 0x000000b5u, 0x0000007eu, 0x00050080u, 0x00000006u, 0x000000b6u, 0x000000b4u, + 0x000000b5u, 0x00060041u, 0x0000009fu, 0x000000b7u, 0x000000b0u, 0x00000015u, 0x000000b6u, 0x0004003du, + 0x0000008au, 0x000000b8u, 0x000000b7u, 0x00060041u, 0x0000009fu, 0x000000b9u, 0x000000a6u, 0x00000015u, + 0x000000acu, 0x0003003eu, 0x000000b9u, 0x000000b8u, 0x000200f9u, 0x00000089u, 0x000200f8u, 0x000000bau, + 0x00050041u, 0x00000016u, 0x000000bfu, 0x00000013u, 0x0000008fu, 0x0004003du, 0x00000006u, 0x000000c0u, + 0x000000bfu, 0x000500c2u, 0x00000006u, 0x000000c1u, 0x000000c0u, 0x00000030u, 0x0004003du, 0x00000006u, + 0x000000c2u, 0x0000005au, 0x00050080u, 0x00000006u, 0x000000c3u, 0x000000c1u, 0x000000c2u, 0x00050041u, + 0x00000016u, 0x000000c8u, 0x00000013u, 0x00000099u, 0x0004003du, 0x00000006u, 0x000000c9u, 0x000000c8u, + 0x000500c2u, 0x00000006u, 0x000000cau, 0x000000c9u, 0x00000030u, 0x0004003du, 0x00000006u, 0x000000cbu, + 0x00000076u, 0x00050080u, 0x00000006u, 0x000000ccu, 0x000000cau, 0x000000cbu, 0x00060041u, 0x0000003fu, + 0x000000cdu, 0x000000c7u, 0x00000015u, 0x000000ccu, 0x0004003du, 0x00000006u, 0x000000ceu, 0x000000cdu, + 0x00060041u, 0x0000003fu, 0x000000cfu, 0x000000beu, 0x00000015u, 0x000000c3u, 0x0003003eu, 0x000000cfu, + 0x000000ceu, 0x00050041u, 0x00000016u, 0x000000d4u, 0x00000013u, 0x000000a7u, 0x0004003du, 0x00000006u, + 0x000000d5u, 0x000000d4u, 0x000500c2u, 0x00000006u, 0x000000d6u, 0x000000d5u, 0x00000030u, 0x0004003du, + 0x00000006u, 0x000000d7u, 0x00000068u, 0x00050080u, 0x00000006u, 0x000000d8u, 0x000000d6u, 0x000000d7u, + 0x00050041u, 0x00000016u, 0x000000ddu, 0x00000013u, 0x000000b1u, 0x0004003du, 0x00000006u, 0x000000deu, + 0x000000ddu, 0x000500c2u, 0x00000006u, 0x000000dfu, 0x000000deu, 0x00000030u, 0x0004003du, 0x00000006u, + 0x000000e0u, 0x0000007eu, 0x00050080u, 0x00000006u, 0x000000e1u, 0x000000dfu, 0x000000e0u, 0x00060041u, + 0x0000003fu, 0x000000e2u, 0x000000dcu, 0x00000015u, 0x000000e1u, 0x0004003du, 0x00000006u, 0x000000e3u, + 0x000000e2u, 0x00060041u, 0x0000003fu, 0x000000e4u, 0x000000d3u, 0x00000015u, 0x000000d8u, 0x0003003eu, + 0x000000e4u, 0x000000e3u, 0x000200f9u, 0x00000089u, 0x000200f8u, 0x00000089u, 0x000100fdu, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_rms_norm[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x0000031fu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000017cu, + 0x00000181u, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, + 0x0000017cu, 0x0000000bu, 0x0000001au, 0x00040047u, 0x00000181u, 0x0000000bu, 0x0000001bu, 0x00030047u, + 0x00000186u, 0x00000002u, 0x00050048u, 0x00000186u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, + 0x00000186u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000186u, 0x00000002u, 0x00000023u, + 0x00000008u, 0x00050048u, 0x00000186u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000186u, + 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000186u, 0x00000005u, 0x00000023u, 0x00000014u, + 0x00050048u, 0x00000186u, 0x00000006u, 0x00000023u, 0x00000018u, 0x00050048u, 0x00000186u, 0x00000007u, + 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000186u, 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, + 0x00000186u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, 0x00000186u, 0x0000000au, 0x00000023u, + 0x00000028u, 0x00050048u, 0x00000186u, 0x0000000bu, 0x00000023u, 0x0000002cu, 0x00050048u, 0x00000186u, + 0x0000000cu, 0x00000023u, 0x00000030u, 0x00040047u, 0x000001a2u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x000001a3u, 0x00000002u, 0x00040048u, 0x000001a3u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001a3u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001a5u, 0x00000018u, 0x00040047u, 0x000001a5u, + 0x00000021u, 0x00000000u, 0x00040047u, 0x000001a5u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001b4u, + 0x00000006u, 0x00000002u, 0x00030047u, 0x000001b5u, 0x00000002u, 0x00040048u, 0x000001b5u, 0x00000000u, + 0x00000018u, 0x00050048u, 0x000001b5u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b7u, + 0x00000018u, 0x00040047u, 0x000001b7u, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001b7u, 0x00000022u, + 0x00000000u, 0x00040047u, 0x000001d6u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001d7u, 0x00000002u, + 0x00050048u, 0x000001d7u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001d9u, 0x00000021u, + 0x00000006u, 0x00040047u, 0x000001d9u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001e6u, 0x00000006u, + 0x00000002u, 0x00030047u, 0x000001e7u, 0x00000002u, 0x00050048u, 0x000001e7u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00040047u, 0x000001e9u, 0x00000021u, 0x00000007u, 0x00040047u, 0x000001e9u, 0x00000022u, + 0x00000000u, 0x00040047u, 0x000002c0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000002c1u, 0x00000002u, + 0x00040048u, 0x000002c1u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000002c1u, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x000002c3u, 0x00000018u, 0x00040047u, 0x000002c3u, 0x00000021u, 0x00000002u, + 0x00040047u, 0x000002c3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000002ceu, 0x00000006u, 0x00000002u, + 0x00030047u, 0x000002cfu, 0x00000002u, 0x00040048u, 0x000002cfu, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000002cfu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000002d1u, 0x00000018u, 0x00040047u, + 0x000002d1u, 0x00000021u, 0x00000003u, 0x00040047u, 0x000002d1u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000002f2u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000002f3u, 0x00000002u, 0x00050048u, 0x000002f3u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000002f5u, 0x00000021u, 0x00000004u, 0x00040047u, + 0x000002f5u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000305u, 0x00000006u, 0x00000002u, 0x00030047u, + 0x00000306u, 0x00000002u, 0x00050048u, 0x00000306u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x00000308u, 0x00000021u, 0x00000005u, 0x00040047u, 0x00000308u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x0000031eu, 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, + 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, + 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, + 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, + 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, + 0x00000007u, 0x00050021u, 0x00000022u, 0x00000008u, 0x00000007u, 0x0000000du, 0x00040015u, 0x00000028u, + 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000028u, 0x00000029u, 0x00000010u, 0x00020014u, 0x00000031u, + 0x0004002bu, 0x00000006u, 0x00000033u, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000039u, 0x007fffffu, + 0x0004002bu, 0x00000006u, 0x0000003bu, 0x00000000u, 0x0004002bu, 0x00000006u, 0x00000042u, 0x00000040u, + 0x0004002bu, 0x00000006u, 0x00000044u, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000048u, 0x00007fffu, + 0x0004002bu, 0x00000006u, 0x0000004bu, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000057u, 0x00008000u, + 0x0004002bu, 0x00000028u, 0x0000005cu, 0x0000000au, 0x0004002bu, 0x00000006u, 0x0000005eu, 0x0000001fu, + 0x0004002bu, 0x00000006u, 0x00000062u, 0x000003ffu, 0x0004002bu, 0x00000028u, 0x0000006bu, 0x0000000du, + 0x0004002bu, 0x00000006u, 0x00000082u, 0x00000400u, 0x0004002bu, 0x00000028u, 0x00000085u, 0x00000001u, + 0x0004002bu, 0x00000006u, 0x0000008du, 0x00000071u, 0x0004002bu, 0x00000028u, 0x00000090u, 0x00000017u, + 0x0004002bu, 0x00000006u, 0x0000009au, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000aeu, 0x000000ffu, + 0x00040020u, 0x000000b0u, 0x00000007u, 0x00000028u, 0x0004002bu, 0x00000028u, 0x000000b4u, 0x0000007fu, + 0x0004002bu, 0x00000028u, 0x000000b6u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000c0u, 0x00007c00u, + 0x0004002bu, 0x00000006u, 0x000000c7u, 0x00000200u, 0x0004002bu, 0x00000028u, 0x000000d0u, 0x0000001fu, + 0x0004002bu, 0x00000028u, 0x000000d8u, 0x00000000u, 0x0004002bu, 0x00000028u, 0x000000ddu, 0xfffffff6u, + 0x0004002bu, 0x00000006u, 0x000000e3u, 0x00800000u, 0x0004002bu, 0x00000028u, 0x000000e7u, 0x0000000eu, + 0x0004002bu, 0x00000006u, 0x0000011au, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x0000011du, 0x00001000u, + 0x0004002bu, 0x00000006u, 0x00000152u, 0x00000002u, 0x0004002bu, 0x00000006u, 0x00000153u, 0x00000108u, + 0x0004002bu, 0x00000006u, 0x00000154u, 0x00000080u, 0x0004001cu, 0x00000155u, 0x00000008u, 0x00000154u, + 0x00040020u, 0x00000156u, 0x00000004u, 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, 0x00000004u, + 0x00040020u, 0x0000015au, 0x00000004u, 0x00000008u, 0x00040017u, 0x0000017au, 0x00000006u, 0x00000003u, + 0x00040020u, 0x0000017bu, 0x00000001u, 0x0000017au, 0x0004003bu, 0x0000017bu, 0x0000017cu, 0x00000001u, + 0x00040020u, 0x0000017du, 0x00000001u, 0x00000006u, 0x0004003bu, 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0x000000fbu, 0x000000e0u, 0x00000107u, 0x00000103u, 0x000300f7u, 0x0000010au, 0x00000000u, 0x000400fau, + 0x00000108u, 0x00000109u, 0x0000010au, 0x000200f8u, 0x00000109u, 0x0004003du, 0x00000006u, 0x0000010bu, + 0x000000ebu, 0x00050080u, 0x00000006u, 0x0000010cu, 0x0000010bu, 0x0000004bu, 0x0003003eu, 0x000000ebu, + 0x0000010cu, 0x000200f9u, 0x0000010au, 0x000200f8u, 0x0000010au, 0x0004003du, 0x00000006u, 0x0000010du, + 0x000000a7u, 0x0004003du, 0x00000006u, 0x0000010eu, 0x000000ebu, 0x000500c5u, 0x00000006u, 0x0000010fu, + 0x0000010du, 0x0000010eu, 0x000200feu, 0x0000010fu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000028u, + 0x00000112u, 0x000000b1u, 0x0004007cu, 0x00000006u, 0x00000113u, 0x00000112u, 0x000500c4u, 0x00000006u, + 0x00000114u, 0x00000113u, 0x0000005cu, 0x0004003du, 0x00000006u, 0x00000115u, 0x000000b8u, 0x000500c2u, + 0x00000006u, 0x00000116u, 0x00000115u, 0x0000006bu, 0x000500c5u, 0x00000006u, 0x00000117u, 0x00000114u, + 0x00000116u, 0x0003003eu, 0x00000111u, 0x00000117u, 0x0004003du, 0x00000006u, 0x00000119u, 0x000000b8u, + 0x000500c7u, 0x00000006u, 0x0000011bu, 0x00000119u, 0x0000011au, 0x0003003eu, 0x00000118u, 0x0000011bu, + 0x0004003du, 0x00000006u, 0x0000011cu, 0x00000118u, 0x000500acu, 0x00000031u, 0x0000011eu, 0x0000011cu, + 0x0000011du, 0x000400a8u, 0x00000031u, 0x0000011fu, 0x0000011eu, 0x000300f7u, 0x00000121u, 0x00000000u, + 0x000400fau, 0x0000011fu, 0x00000120u, 0x00000121u, 0x000200f8u, 0x00000120u, 0x0004003du, 0x00000006u, + 0x00000122u, 0x00000118u, 0x000500aau, 0x00000031u, 0x00000123u, 0x00000122u, 0x0000011du, 0x000300f7u, + 0x00000125u, 0x00000000u, 0x000400fau, 0x00000123u, 0x00000124u, 0x00000125u, 0x000200f8u, 0x00000124u, + 0x0004003du, 0x00000006u, 0x00000126u, 0x00000111u, 0x000500c7u, 0x00000006u, 0x00000127u, 0x00000126u, + 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000128u, 0x00000127u, 0x0000003bu, 0x000200f9u, 0x00000125u, + 0x000200f8u, 0x00000125u, 0x000700f5u, 0x00000031u, 0x00000129u, 0x00000123u, 0x00000120u, 0x00000128u, + 0x00000124u, 0x000200f9u, 0x00000121u, 0x000200f8u, 0x00000121u, 0x000700f5u, 0x00000031u, 0x0000012au, + 0x0000011eu, 0x000000dbu, 0x00000129u, 0x00000125u, 0x000300f7u, 0x0000012cu, 0x00000000u, 0x000400fau, + 0x0000012au, 0x0000012bu, 0x0000012cu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, 0x0000012du, + 0x00000111u, 0x00050080u, 0x00000006u, 0x0000012eu, 0x0000012du, 0x0000004bu, 0x0003003eu, 0x00000111u, + 0x0000012eu, 0x000200f9u, 0x0000012cu, 0x000200f8u, 0x0000012cu, 0x0004003du, 0x00000006u, 0x0000012fu, + 0x000000a7u, 0x0004003du, 0x00000006u, 0x00000130u, 0x00000111u, 0x000500c5u, 0x00000006u, 0x00000131u, + 0x0000012fu, 0x00000130u, 0x000200feu, 0x00000131u, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, + 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, + 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000136u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000139u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013du, 0x00000007u, 0x0004003du, 0x00000006u, + 0x00000134u, 0x0000001au, 0x000500aau, 0x00000031u, 0x00000135u, 0x00000134u, 0x0000004bu, 0x000300f7u, + 0x00000138u, 0x00000000u, 0x000400fau, 0x00000135u, 0x00000137u, 0x0000013cu, 0x000200f8u, 0x00000137u, + 0x0004003du, 0x00000006u, 0x0000013au, 0x00000019u, 0x0003003eu, 0x00000139u, 0x0000013au, 0x00050039u, + 0x00000008u, 0x0000013bu, 0x00000013u, 0x00000139u, 0x0003003eu, 0x00000136u, 0x0000013bu, 0x000200f9u, + 0x00000138u, 0x000200f8u, 0x0000013cu, 0x0004003du, 0x00000006u, 0x0000013eu, 0x00000019u, 0x0003003eu, + 0x0000013du, 0x0000013eu, 0x00050039u, 0x00000008u, 0x0000013fu, 0x0000000bu, 0x0000013du, 0x0003003eu, + 0x00000136u, 0x0000013fu, 0x000200f9u, 0x00000138u, 0x000200f8u, 0x00000138u, 0x0004003du, 0x00000008u, + 0x00000140u, 0x00000136u, 0x000200feu, 0x00000140u, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, + 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, + 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000145u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000148u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014cu, 0x00000007u, 0x0004003du, 0x00000006u, + 0x00000143u, 0x0000001fu, 0x000500aau, 0x00000031u, 0x00000144u, 0x00000143u, 0x0000004bu, 0x000300f7u, + 0x00000147u, 0x00000000u, 0x000400fau, 0x00000144u, 0x00000146u, 0x0000014bu, 0x000200f8u, 0x00000146u, + 0x0004003du, 0x00000008u, 0x00000149u, 0x0000001eu, 0x0003003eu, 0x00000148u, 0x00000149u, 0x00050039u, + 0x00000006u, 0x0000014au, 0x00000016u, 0x00000148u, 0x0003003eu, 0x00000145u, 0x0000014au, 0x000200f9u, + 0x00000147u, 0x000200f8u, 0x0000014bu, 0x0004003du, 0x00000008u, 0x0000014du, 0x0000001eu, 0x0003003eu, + 0x0000014cu, 0x0000014du, 0x00050039u, 0x00000006u, 0x0000014eu, 0x00000010u, 0x0000014cu, 0x0003003eu, + 0x00000145u, 0x0000014eu, 0x000200f9u, 0x00000147u, 0x000200f8u, 0x00000147u, 0x0004003du, 0x00000006u, + 0x0000014fu, 0x00000145u, 0x000200feu, 0x0000014fu, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000025u, + 0x00000000u, 0x00000022u, 0x00030037u, 0x00000007u, 0x00000023u, 0x00030037u, 0x0000000du, 0x00000024u, + 0x000200f8u, 0x00000026u, 0x0004003bu, 0x00000007u, 0x0000015cu, 0x00000007u, 0x000400e0u, 0x00000152u, + 0x00000152u, 0x00000153u, 0x0004003du, 0x00000006u, 0x00000158u, 0x00000023u, 0x0004003du, 0x00000008u, + 0x00000159u, 0x00000024u, 0x00050041u, 0x0000015au, 0x0000015bu, 0x00000157u, 0x00000158u, 0x0003003eu, + 0x0000015bu, 0x00000159u, 0x000400e0u, 0x00000152u, 0x00000152u, 0x00000153u, 0x0003003eu, 0x0000015cu, + 0x00000042u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015du, 0x000400f6u, 0x0000015fu, 0x00000160u, + 0x00000000u, 0x000200f9u, 0x00000161u, 0x000200f8u, 0x00000161u, 0x0004003du, 0x00000006u, 0x00000162u, + 0x0000015cu, 0x000500acu, 0x00000031u, 0x00000163u, 0x00000162u, 0x0000003bu, 0x000400fau, 0x00000163u, + 0x0000015eu, 0x0000015fu, 0x000200f8u, 0x0000015eu, 0x0004003du, 0x00000006u, 0x00000164u, 0x00000023u, + 0x0004003du, 0x00000006u, 0x00000165u, 0x0000015cu, 0x000500b0u, 0x00000031u, 0x00000166u, 0x00000164u, + 0x00000165u, 0x000300f7u, 0x00000168u, 0x00000000u, 0x000400fau, 0x00000166u, 0x00000167u, 0x00000168u, + 0x000200f8u, 0x00000167u, 0x0004003du, 0x00000006u, 0x00000169u, 0x00000023u, 0x0004003du, 0x00000006u, + 0x0000016au, 0x00000023u, 0x0004003du, 0x00000006u, 0x0000016bu, 0x0000015cu, 0x00050080u, 0x00000006u, + 0x0000016cu, 0x0000016au, 0x0000016bu, 0x00050041u, 0x0000015au, 0x0000016du, 0x00000157u, 0x0000016cu, + 0x0004003du, 0x00000008u, 0x0000016eu, 0x0000016du, 0x00050041u, 0x0000015au, 0x0000016fu, 0x00000157u, + 0x00000169u, 0x0004003du, 0x00000008u, 0x00000170u, 0x0000016fu, 0x00050081u, 0x00000008u, 0x00000171u, + 0x00000170u, 0x0000016eu, 0x00050041u, 0x0000015au, 0x00000172u, 0x00000157u, 0x00000169u, 0x0003003eu, + 0x00000172u, 0x00000171u, 0x000200f9u, 0x00000168u, 0x000200f8u, 0x00000168u, 0x000400e0u, 0x00000152u, + 0x00000152u, 0x00000153u, 0x000200f9u, 0x00000160u, 0x000200f8u, 0x00000160u, 0x0004003du, 0x00000006u, + 0x00000173u, 0x0000015cu, 0x000500c2u, 0x00000006u, 0x00000174u, 0x00000173u, 0x00000085u, 0x0003003eu, + 0x0000015cu, 0x00000174u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015fu, 0x00050041u, 0x0000015au, + 0x00000175u, 0x00000157u, 0x000000d8u, 0x0004003du, 0x00000008u, 0x00000176u, 0x00000175u, 0x000200feu, + 0x00000176u, 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_rope_from_cache[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x0000036du, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000155u, + 0x00000005u, 0x00000023u, 0x00000014u, 0x00050048u, 0x00000155u, 0x00000006u, 0x00000023u, 0x00000018u, + 0x00050048u, 0x00000155u, 0x00000007u, 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000155u, 0x00000008u, + 0x00000023u, 0x00000020u, 0x00050048u, 0x00000155u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, + 0x00000155u, 0x0000000au, 0x00000023u, 0x00000028u, 0x00050048u, 0x00000155u, 0x0000000bu, 0x00000023u, + 0x0000002cu, 0x00050048u, 0x00000155u, 0x0000000cu, 0x00000023u, 0x00000030u, 0x00040047u, 0x00000188u, + 0x00000001u, 0x00000004u, 0x00040047u, 0x0000018du, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000018eu, + 0x00000002u, 0x00040048u, 0x0000018eu, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000018eu, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00030047u, 0x00000190u, 0x00000018u, 0x00040047u, 0x00000190u, 0x00000021u, + 0x00000006u, 0x00040047u, 0x00000190u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001a6u, 0x00000001u, + 0x00000002u, 0x00040047u, 0x000001abu, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001acu, 0x00000002u, + 0x00040048u, 0x000001acu, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001acu, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00030047u, 0x000001aeu, 0x00000018u, 0x00040047u, 0x000001aeu, 0x00000021u, 0x00000004u, + 0x00040047u, 0x000001aeu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001bcu, 0x00000006u, 0x00000002u, + 0x00030047u, 0x000001bdu, 0x00000002u, 0x00040048u, 0x000001bdu, 0x00000000u, 0x00000018u, 0x00050048u, + 0x000001bdu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001bfu, 0x00000018u, 0x00040047u, + 0x000001bfu, 0x00000021u, 0x00000005u, 0x00040047u, 0x000001bfu, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000001f4u, 0x00000001u, 0x00000003u, 0x00040047u, 0x0000021fu, 0x00000001u, 0x00000000u, 0x00040047u, + 0x00000224u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000225u, 0x00000002u, 0x00050048u, 0x00000225u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x00000227u, 0x00000021u, 0x00000000u, 0x00040047u, + 0x00000227u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000234u, 0x00000006u, 0x00000002u, 0x00030047u, + 0x00000235u, 0x00000002u, 0x00050048u, 0x00000235u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x00000237u, 0x00000021u, 0x00000001u, 0x00040047u, 0x00000237u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000002ceu, 0x00000001u, 0x00000001u, 0x00040047u, 0x000002d3u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x000002d4u, 0x00000002u, 0x00050048u, 0x000002d4u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, + 0x000002d6u, 0x00000021u, 0x00000002u, 0x00040047u, 0x000002d6u, 0x00000022u, 0x00000000u, 0x00040047u, + 0x000002e2u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000002e3u, 0x00000002u, 0x00050048u, 0x000002e3u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000002e5u, 0x00000021u, 0x00000003u, 0x00040047u, + 0x000002e5u, 0x00000022u, 0x00000000u, 0x00040047u, 0x0000036cu, 0x0000000bu, 0x00000019u, 0x00020013u, + 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, + 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, + 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, + 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, + 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040015u, 0x00000023u, 0x00000020u, + 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, 0x00020014u, 0x0000002cu, 0x0004002bu, + 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000034u, 0x007fffffu, 0x0004002bu, + 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, 0x0000003du, 0x00000040u, 0x0004002bu, + 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000043u, 0x00007fffu, 0x0004002bu, + 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000052u, 0x00008000u, 0x0004002bu, + 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, 0x00000059u, 0x0000001fu, 0x0004002bu, + 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, 0x00000066u, 0x0000000du, 0x0004002bu, + 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, 0x00000080u, 0x00000001u, 0x0004002bu, + 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, 0x0000008bu, 0x00000017u, 0x0004002bu, + 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000a9u, 0x000000ffu, 0x00040020u, + 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, 0x000000afu, 0x0000007fu, 0x0004002bu, + 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000bbu, 0x00007c00u, 0x0004002bu, + 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, 0x000000cbu, 0x0000001fu, 0x0004002bu, + 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, 0x000000d8u, 0xfffffff6u, 0x0004002bu, + 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, 0x000000e2u, 0x0000000eu, 0x0004002bu, + 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x00000118u, 0x00001000u, 0x00040017u, + 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, 0x00000001u, 0x0000014eu, 0x0004003bu, + 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, 0x00000001u, 0x00000006u, 0x000f001eu, + 0x00000155u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, 0x00000156u, + 0x00000009u, 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, 0x00000009u, 0x0004002bu, 0x00000023u, + 0x00000158u, 0x00000003u, 0x00040020u, 0x00000159u, 0x00000009u, 0x00000006u, 0x0004002bu, 0x00000023u, + 0x0000015cu, 0x00000004u, 0x0004002bu, 0x00000023u, 0x00000182u, 0x0000000cu, 0x0004002bu, 0x00000023u, + 0x00000185u, 0x00000002u, 0x00040032u, 0x00000006u, 0x00000188u, 0x00000000u, 0x00060034u, 0x0000002cu, + 0x00000189u, 0x000000aau, 0x00000188u, 0x00000046u, 0x0003001du, 0x0000018du, 0x00000006u, 0x0003001eu, + 0x0000018eu, 0x0000018du, 0x00040020u, 0x0000018fu, 0x0000000cu, 0x0000018eu, 0x0004003bu, 0x0000018fu, + 0x00000190u, 0x0000000cu, 0x0004002bu, 0x00000006u, 0x00000192u, 0x00000002u, 0x00040020u, 0x00000196u, + 0x0000000cu, 0x00000006u, 0x00040032u, 0x00000006u, 0x000001a6u, 0x00000000u, 0x00060034u, 0x0000002cu, + 0x000001a7u, 0x000000aau, 0x000001a6u, 0x00000036u, 0x0003001du, 0x000001abu, 0x00000006u, 0x0003001eu, + 0x000001acu, 0x000001abu, 0x00040020u, 0x000001adu, 0x0000000cu, 0x000001acu, 0x0004003bu, 0x000001adu, + 0x000001aeu, 0x0000000cu, 0x0004002bu, 0x00000023u, 0x000001afu, 0x0000000bu, 0x00040015u, 0x000001bbu, + 0x00000010u, 0x00000000u, 0x0003001du, 0x000001bcu, 0x000001bbu, 0x0003001eu, 0x000001bdu, 0x000001bcu, + 0x00040020u, 0x000001beu, 0x0000000cu, 0x000001bdu, 0x0004003bu, 0x000001beu, 0x000001bfu, 0x0000000cu, + 0x00040020u, 0x000001c7u, 0x0000000cu, 0x000001bbu, 0x00060034u, 0x0000002cu, 0x000001d0u, 0x000000aau, + 0x000001a6u, 0x00000036u, 0x00040032u, 0x00000006u, 0x000001f4u, 0x00000001u, 0x00060034u, 0x0000002cu, + 0x000001f5u, 0x000000aau, 0x000001f4u, 0x00000046u, 0x00060034u, 0x0000002cu, 0x000001ffu, 0x000000aau, + 0x000001f4u, 0x00000046u, 0x0004002bu, 0x00000023u, 0x00000214u, 0x00000005u, 0x0004002bu, 0x00000023u, + 0x00000219u, 0x00000006u, 0x00040032u, 0x00000006u, 0x0000021fu, 0x00000000u, 0x00060034u, 0x0000002cu, + 0x00000220u, 0x000000aau, 0x0000021fu, 0x00000036u, 0x0003001du, 0x00000224u, 0x00000006u, 0x0003001eu, + 0x00000225u, 0x00000224u, 0x00040020u, 0x00000226u, 0x0000000cu, 0x00000225u, 0x0004003bu, 0x00000226u, + 0x00000227u, 0x0000000cu, 0x0004002bu, 0x00000023u, 0x00000228u, 0x00000009u, 0x0003001du, 0x00000234u, + 0x000001bbu, 0x0003001eu, 0x00000235u, 0x00000234u, 0x00040020u, 0x00000236u, 0x0000000cu, 0x00000235u, + 0x0004003bu, 0x00000236u, 0x00000237u, 0x0000000cu, 0x00060034u, 0x0000002cu, 0x00000247u, 0x000000aau, + 0x0000021fu, 0x00000036u, 0x00060034u, 0x0000002cu, 0x00000268u, 0x000000aau, 0x0000021fu, 0x00000036u, + 0x0003002au, 0x0000002cu, 0x0000028fu, 0x00060034u, 0x0000002cu, 0x00000294u, 0x000000aau, 0x0000021fu, + 0x00000036u, 0x0004002bu, 0x00000023u, 0x000002c3u, 0x00000007u, 0x0004002bu, 0x00000023u, 0x000002c8u, + 0x00000008u, 0x00040032u, 0x00000006u, 0x000002ceu, 0x00000000u, 0x00060034u, 0x0000002cu, 0x000002cfu, + 0x000000aau, 0x000002ceu, 0x00000036u, 0x0003001du, 0x000002d3u, 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0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000a6u, 0x00000007u, 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000e1u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x000000eau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x0000010cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, 0x0004003du, 0x00000008u, + 0x000000a0u, 0x00000015u, 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, 0x0003003eu, 0x0000009fu, + 0x000000a1u, 0x0004003du, 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, 0x00000006u, 0x000000a4u, + 0x000000a3u, 0x00000024u, 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, 0x00000052u, 0x0003003eu, + 0x000000a2u, 0x000000a5u, 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, 0x000500c2u, 0x00000006u, + 0x000000a8u, 0x000000a7u, 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, 0x000000a8u, 0x000000a9u, + 0x0003003eu, 0x000000a6u, 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, 0x000000a6u, 0x0004007cu, + 0x00000023u, 0x000000aeu, 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, 0x000000aeu, 0x000000afu, + 0x00050080u, 0x00000023u, 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, 0x000000acu, 0x000000b2u, + 0x0004003du, 0x00000006u, 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, 0x000000b5u, 0x000000b4u, + 0x00000034u, 0x0003003eu, 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, 0x000000b6u, 0x000000a6u, + 0x000500aau, 0x0000002cu, 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, 0x000000b9u, 0x00000000u, + 0x000400fau, 0x000000b7u, 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, 0x0004003du, 0x00000006u, + 0x000000bau, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, 0x000000bbu, 0x0004003du, + 0x00000006u, 0x000000bdu, 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, 0x000000bdu, 0x00000036u, + 0x000300f7u, 0x000000c1u, 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, 0x000000c6u, 0x000200f8u, + 0x000000c0u, 0x0004003du, 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x000000c4u, + 0x000000c3u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, 0x000000c4u, 0x0003003eu, + 0x000000bfu, 0x000000c5u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, 0x0003003eu, 0x000000bfu, + 0x00000036u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, 0x00000006u, 0x000000c7u, + 0x000000bfu, 0x000500c5u, 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, 0x000200feu, 0x000000c8u, + 0x000200f8u, 0x000000b9u, 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, 0x000500afu, 0x0000002cu, + 0x000000ccu, 0x000000cau, 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, 0x000400fau, 0x000000ccu, + 0x000000cdu, 0x000000ceu, 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, 0x000000cfu, 0x000000a2u, + 0x000500c5u, 0x00000006u, 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, 0x000000d0u, 0x000200f8u, + 0x000000ceu, 0x0004003du, 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, 0x0000002cu, 0x000000d4u, + 0x000000d2u, 0x000000d3u, 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, 0x000000d4u, 0x000000d5u, + 0x000000d6u, 0x000200f8u, 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, 0x000000acu, 0x000500b1u, + 0x0000002cu, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, 0x00000000u, 0x000400fau, + 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, 0x00000006u, 0x000000dcu, + 0x000000a2u, 0x000200feu, 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000006u, 0x000000dfu, + 0x000000b3u, 0x000500c5u, 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, 0x0003003eu, 0x000000b3u, + 0x000000e0u, 0x0004003du, 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, 0x00000023u, 0x000000e4u, + 0x000000e2u, 0x000000e3u, 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, 0x0003003eu, 0x000000e1u, + 0x000000e5u, 0x0004003du, 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, 0x00000006u, 0x000000e8u, + 0x000000e1u, 0x000500c2u, 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0003003eu, 0x000000e6u, + 0x000000e9u, 0x0004003du, 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, 0x00000006u, 0x000000ecu, + 0x000000e1u, 0x000500c4u, 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, 0x00050082u, 0x00000006u, + 0x000000eeu, 0x000000edu, 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, 0x000000ebu, 0x000000eeu, + 0x0003003eu, 0x000000eau, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, 0x00050082u, + 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, 0x00000046u, + 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, 0x000000eau, + 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, 0x000000f4u, + 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, 0x00000000u, + 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, 0x00000006u, + 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, 0x0000002cu, + 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, + 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000e6u, + 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000101u, + 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x0000002cu, + 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, 0x000200f8u, + 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, 0x000000feu, + 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, 0x000200f8u, + 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, 0x00000107u, + 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, 0x000200f8u, + 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, 0x00000109u, + 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, 0x0000010au, + 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, 0x00000006u, + 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, 0x0004003du, + 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, 0x00000066u, + 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, 0x00000112u, + 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, 0x00000114u, + 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, 0x00000113u, + 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, 0x0000011au, + 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, 0x0000011cu, + 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, 0x0000002cu, + 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, 0x0000011eu, + 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, 0x0000010cu, + 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000123u, + 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x0000002cu, + 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, 0x000200f8u, + 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, 0x00000120u, + 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, 0x000200f8u, + 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, 0x00000129u, + 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, 0x000200f8u, + 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, 0x0000012bu, + 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, 0x0000012cu, + 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, + 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, + 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, 0x00000007u, + 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, 0x0000002cu, + 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, 0x00000130u, + 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, 0x00000019u, + 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, 0x00000134u, + 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, 0x0004003du, + 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, 0x00000008u, + 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, 0x00000133u, + 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, 0x0000013bu, + 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, + 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, + 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, 0x0000000du, + 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, 0x0000002cu, + 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, 0x0000013fu, + 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, 0x0000001eu, + 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, 0x00000143u, + 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, 0x0004003du, + 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, 0x00000006u, + 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, 0x00000142u, + 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, 0x0000014au, + 0x00010038u, +}; + +constexpr uint32_t kSpv_vt_silu_and_mul[] = { + 0x07230203u, 0x00010300u, 0x0008000bu, 0x0000021bu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, + 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, + 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000015cu, + 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x0000015cu, + 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000161u, 0x00000002u, 0x00050048u, 0x00000161u, 0x00000000u, + 0x00000023u, 0x00000000u, 0x00050048u, 0x00000161u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, + 0x00000161u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000161u, 0x00000003u, 0x00000023u, + 0x0000000cu, 0x00050048u, 0x00000161u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000161u, + 0x00000005u, 0x00000023u, 0x00000014u, 0x00040047u, 0x00000187u, 0x00000006u, 0x00000004u, 0x00030047u, + 0x00000188u, 0x00000002u, 0x00040048u, 0x00000188u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000188u, + 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000018au, 0x00000018u, 0x00040047u, 0x0000018au, + 0x00000021u, 0x00000000u, 0x00040047u, 0x0000018au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000199u, + 0x00000006u, 0x00000002u, 0x00030047u, 0x0000019au, 0x00000002u, 0x00040048u, 0x0000019au, 0x00000000u, + 0x00000018u, 0x00050048u, 0x0000019au, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000019cu, + 0x00000018u, 0x00040047u, 0x0000019cu, 0x00000021u, 0x00000001u, 0x00040047u, 0x0000019cu, 0x00000022u, + 0x00000000u, 0x00040047u, 0x000001e0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001e1u, 0x00000002u, + 0x00050048u, 0x000001e1u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001e3u, 0x00000021u, + 0x00000002u, 0x00040047u, 0x000001e3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001f9u, 0x00000006u, + 0x00000002u, 0x00030047u, 0x000001fau, 0x00000002u, 0x00050048u, 0x000001fau, 0x00000000u, 0x00000023u, + 0x00000000u, 0x00040047u, 0x000001fcu, 0x00000021u, 0x00000003u, 0x00040047u, 0x000001fcu, 0x00000022u, + 0x00000000u, 0x00040047u, 0x0000021au, 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, + 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, + 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, + 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, + 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, + 0x00000006u, 0x0000000du, 0x00000007u, 0x00040021u, 0x00000022u, 0x00000008u, 0x0000000du, 0x00040015u, + 0x00000027u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000027u, 0x00000028u, 0x00000010u, 0x00020014u, + 0x00000030u, 0x0004002bu, 0x00000006u, 0x00000032u, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000038u, + 0x007fffffu, 0x0004002bu, 0x00000006u, 0x0000003au, 0x00000000u, 0x0004002bu, 0x00000006u, 0x00000041u, + 0x00000040u, 0x0004002bu, 0x00000006u, 0x00000043u, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000047u, + 0x00007fffu, 0x0004002bu, 0x00000006u, 0x0000004au, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000056u, + 0x00008000u, 0x0004002bu, 0x00000027u, 0x0000005bu, 0x0000000au, 0x0004002bu, 0x00000006u, 0x0000005du, + 0x0000001fu, 0x0004002bu, 0x00000006u, 0x00000061u, 0x000003ffu, 0x0004002bu, 0x00000027u, 0x0000006au, + 0x0000000du, 0x0004002bu, 0x00000006u, 0x00000081u, 0x00000400u, 0x0004002bu, 0x00000027u, 0x00000084u, + 0x00000001u, 0x0004002bu, 0x00000006u, 0x0000008cu, 0x00000071u, 0x0004002bu, 0x00000027u, 0x0000008fu, + 0x00000017u, 0x0004002bu, 0x00000006u, 0x00000099u, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000adu, + 0x000000ffu, 0x00040020u, 0x000000afu, 0x00000007u, 0x00000027u, 0x0004002bu, 0x00000027u, 0x000000b3u, + 0x0000007fu, 0x0004002bu, 0x00000027u, 0x000000b5u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000bfu, + 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000c6u, 0x00000200u, 0x0004002bu, 0x00000027u, 0x000000cfu, + 0x0000001fu, 0x0004002bu, 0x00000027u, 0x000000d7u, 0x00000000u, 0x0004002bu, 0x00000027u, 0x000000dcu, + 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000e2u, 0x00800000u, 0x0004002bu, 0x00000027u, 0x000000e6u, + 0x0000000eu, 0x0004002bu, 0x00000006u, 0x00000119u, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x0000011cu, + 0x00001000u, 0x0004002bu, 0x00000008u, 0x00000151u, 0x3f800000u, 0x00040017u, 0x0000015au, 0x00000006u, + 0x00000003u, 0x00040020u, 0x0000015bu, 0x00000001u, 0x0000015au, 0x0004003bu, 0x0000015bu, 0x0000015cu, + 0x00000001u, 0x00040020u, 0x0000015du, 0x00000001u, 0x00000006u, 0x0008001eu, 0x00000161u, 0x00000006u, + 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, 0x00000162u, 0x00000009u, + 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0x0004003du, 0x00000006u, 0x00000125u, 0x00000110u, 0x000500c7u, 0x00000006u, 0x00000126u, + 0x00000125u, 0x0000004au, 0x000500abu, 0x00000030u, 0x00000127u, 0x00000126u, 0x0000003au, 0x000200f9u, + 0x00000124u, 0x000200f8u, 0x00000124u, 0x000700f5u, 0x00000030u, 0x00000128u, 0x00000122u, 0x0000011fu, + 0x00000127u, 0x00000123u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x00000030u, + 0x00000129u, 0x0000011du, 0x000000dau, 0x00000128u, 0x00000124u, 0x000300f7u, 0x0000012bu, 0x00000000u, + 0x000400fau, 0x00000129u, 0x0000012au, 0x0000012bu, 0x000200f8u, 0x0000012au, 0x0004003du, 0x00000006u, + 0x0000012cu, 0x00000110u, 0x00050080u, 0x00000006u, 0x0000012du, 0x0000012cu, 0x0000004au, 0x0003003eu, + 0x00000110u, 0x0000012du, 0x000200f9u, 0x0000012bu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, + 0x0000012eu, 0x000000a6u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x00000110u, 0x000500c5u, 0x00000006u, + 0x00000130u, 0x0000012eu, 0x0000012fu, 0x000200feu, 0x00000130u, 0x00010038u, 0x00050036u, 0x00000008u, + 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, + 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000135u, 0x00000007u, 0x0004003bu, + 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013cu, 0x00000007u, 0x0004003du, + 0x00000006u, 0x00000133u, 0x0000001au, 0x000500aau, 0x00000030u, 0x00000134u, 0x00000133u, 0x0000004au, + 0x000300f7u, 0x00000137u, 0x00000000u, 0x000400fau, 0x00000134u, 0x00000136u, 0x0000013bu, 0x000200f8u, + 0x00000136u, 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, + 0x00050039u, 0x00000008u, 0x0000013au, 0x00000013u, 0x00000138u, 0x0003003eu, 0x00000135u, 0x0000013au, + 0x000200f9u, 0x00000137u, 0x000200f8u, 0x0000013bu, 0x0004003du, 0x00000006u, 0x0000013du, 0x00000019u, + 0x0003003eu, 0x0000013cu, 0x0000013du, 0x00050039u, 0x00000008u, 0x0000013eu, 0x0000000bu, 0x0000013cu, + 0x0003003eu, 0x00000135u, 0x0000013eu, 0x000200f9u, 0x00000137u, 0x000200f8u, 0x00000137u, 0x0004003du, + 0x00000008u, 0x0000013fu, 0x00000135u, 0x000200feu, 0x0000013fu, 0x00010038u, 0x00050036u, 0x00000006u, + 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, + 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000144u, 0x00000007u, 0x0004003bu, + 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014bu, 0x00000007u, 0x0004003du, + 0x00000006u, 0x00000142u, 0x0000001fu, 0x000500aau, 0x00000030u, 0x00000143u, 0x00000142u, 0x0000004au, + 0x000300f7u, 0x00000146u, 0x00000000u, 0x000400fau, 0x00000143u, 0x00000145u, 0x0000014au, 0x000200f8u, + 0x00000145u, 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, + 0x00050039u, 0x00000006u, 0x00000149u, 0x00000016u, 0x00000147u, 0x0003003eu, 0x00000144u, 0x00000149u, + 0x000200f9u, 0x00000146u, 0x000200f8u, 0x0000014au, 0x0004003du, 0x00000008u, 0x0000014cu, 0x0000001eu, + 0x0003003eu, 0x0000014bu, 0x0000014cu, 0x00050039u, 0x00000006u, 0x0000014du, 0x00000010u, 0x0000014bu, + 0x0003003eu, 0x00000144u, 0x0000014du, 0x000200f9u, 0x00000146u, 0x000200f8u, 0x00000146u, 0x0004003du, + 0x00000006u, 0x0000014eu, 0x00000144u, 0x000200feu, 0x0000014eu, 0x00010038u, 0x00050036u, 0x00000008u, + 0x00000024u, 0x00000000u, 0x00000022u, 0x00030037u, 0x0000000du, 0x00000023u, 0x000200f8u, 0x00000025u, + 0x0004003du, 0x00000008u, 0x00000152u, 0x00000023u, 0x0004007fu, 0x00000008u, 0x00000153u, 0x00000152u, + 0x0006000cu, 0x00000008u, 0x00000154u, 0x00000001u, 0x0000001bu, 0x00000153u, 0x00050081u, 0x00000008u, + 0x00000155u, 0x00000151u, 0x00000154u, 0x00050088u, 0x00000008u, 0x00000156u, 0x00000151u, 0x00000155u, + 0x000200feu, 0x00000156u, 0x00010038u, +}; + +constexpr uint32_t kSpecIds_vt_cast[] = { + 0u, 1u, +}; + +constexpr uint32_t kSpecIds_vt_embedding[] = { + 0u, 1u, 2u, +}; + +constexpr uint32_t kSpecIds_vt_matmul[] = { + 0u, 1u, 2u, 3u, +}; + +constexpr uint32_t kSpecIds_vt_paged_attn[] = { + 0u, 1u, 2u, 3u, +}; + +constexpr uint32_t kSpecIds_vt_qkv_split[] = { + 0u, 1u, +}; + +constexpr uint32_t kSpecIds_vt_reshape_and_cache[] = { + 0u, +}; + +constexpr uint32_t kSpecIds_vt_rope_from_cache[] = { + 0u, 1u, 2u, 3u, 4u, +}; + +} // namespace + +const SpirvModule kSpirvModules[] = { + {"vt_add", kSpv_vt_add, sizeof(kSpv_vt_add) / sizeof(uint32_t), nullptr, 0}, + {"vt_cast", kSpv_vt_cast, sizeof(kSpv_vt_cast) / sizeof(uint32_t), kSpecIds_vt_cast, 2}, + {"vt_embedding", kSpv_vt_embedding, sizeof(kSpv_vt_embedding) / sizeof(uint32_t), kSpecIds_vt_embedding, 3}, + {"vt_fused_chain", kSpv_vt_fused_chain, sizeof(kSpv_vt_fused_chain) / sizeof(uint32_t), nullptr, 0}, + {"vt_greedy_argmax", kSpv_vt_greedy_argmax, sizeof(kSpv_vt_greedy_argmax) / sizeof(uint32_t), nullptr, 0}, + {"vt_layer_norm", kSpv_vt_layer_norm, sizeof(kSpv_vt_layer_norm) / sizeof(uint32_t), nullptr, 0}, + {"vt_matmul", kSpv_vt_matmul, sizeof(kSpv_vt_matmul) / sizeof(uint32_t), kSpecIds_vt_matmul, 4}, + {"vt_paged_attn", kSpv_vt_paged_attn, sizeof(kSpv_vt_paged_attn) / sizeof(uint32_t), kSpecIds_vt_paged_attn, 4}, + {"vt_qkv_split", kSpv_vt_qkv_split, sizeof(kSpv_vt_qkv_split) / sizeof(uint32_t), kSpecIds_vt_qkv_split, 2}, + {"vt_relu", kSpv_vt_relu, sizeof(kSpv_vt_relu) / sizeof(uint32_t), nullptr, 0}, + {"vt_reshape_and_cache", kSpv_vt_reshape_and_cache, sizeof(kSpv_vt_reshape_and_cache) / sizeof(uint32_t), kSpecIds_vt_reshape_and_cache, 1}, + {"vt_rms_norm", kSpv_vt_rms_norm, sizeof(kSpv_vt_rms_norm) / sizeof(uint32_t), nullptr, 0}, + {"vt_rope_from_cache", kSpv_vt_rope_from_cache, sizeof(kSpv_vt_rope_from_cache) / sizeof(uint32_t), kSpecIds_vt_rope_from_cache, 5}, + {"vt_silu_and_mul", kSpv_vt_silu_and_mul, sizeof(kSpv_vt_silu_and_mul) / sizeof(uint32_t), nullptr, 0}, +}; +const size_t kSpirvModuleCount = sizeof(kSpirvModules) / sizeof(kSpirvModules[0]); + +} // namespace vt::vulkan diff --git a/src/vt/vulkan/vulkan_spirv.h b/src/vt/vulkan/vulkan_spirv.h index 5ca05900f..b7623bf90 100644 --- a/src/vt/vulkan/vulkan_spirv.h +++ b/src/vt/vulkan/vulkan_spirv.h @@ -1,19 +1,24 @@ -// GENERATED FILE — DO NOT EDIT BY HAND. +// GENERATED FILE - DO NOT EDIT BY HAND. // Regenerate with: scripts/gen-vulkan-spirv.py // -// SPIR-V for the Vulkan backend's compute kernels (BACKEND-VULKAN, W0), +// SPIR-V for the Vulkan backend's compute kernels (BACKEND-VULKAN), // compiled from the GLSL in src/vt/vulkan/shaders/*.comp. // // WHY THE SPIR-V IS COMMITTED rather than compiled by the build, as -// llama.cpp's vulkan-shaders-gen does at build time: neither of our boxes -// has a GLSL compiler (no glslc/glslangValidator/libshaderc, no sudo), and -// libshaderc would be a compiled third-party dependency, which -// .agents/discipline.md forbids. Committing the SPIR-V makes the build -// hermetic everywhere — including CI and the aarch64 gate box — at the cost -// of re-running the generator when a .comp changes. See the generator's -// docstring for the full rationale. +// llama.cpp's vulkan-shaders-gen does at build time: the build then needs NO +// shader toolchain on any machine, which is hermetic everywhere including CI +// and the aarch64 gate box. libshaderc would also be a compiled third-party +// dependency, which .agents/discipline.md forbids. The cost is an obligation +// to re-run this generator when a .comp changes, which the +// vulkan-spirv-freshness CI job enforces. // -// Produced by: Glslang Version: 11:16.4.0 +// WHY THE WORDS LIVE IN THE .cpp AND NOT THE HEADER (VK-A1): at the target +// shader surface the blobs are megabytes of array initializer, and anything in +// the header is re-parsed by every including TU. The header carries the struct +// and extern declarations; vulkan_spirv.cpp carries the data, so adding shaders +// costs one TU's compile time rather than all of them. +// +// Produced by: Glslang Version: 11:16.5.0 // Target environment: vulkan1.1 #ifndef VT_VULKAN_VULKAN_SPIRV_H_ #define VT_VULKAN_VULKAN_SPIRV_H_ @@ -23,3468 +28,27 @@ namespace vt::vulkan { -inline constexpr uint32_t kSpv_vt_add[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001f0u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, - 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, - 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, - 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, - 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000155u, - 0x00000005u, 0x00000023u, 0x00000014u, 0x00050048u, 0x00000155u, 0x00000006u, 0x00000023u, 0x00000018u, - 0x00050048u, 0x00000155u, 0x00000007u, 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000155u, 0x00000008u, - 0x00000023u, 0x00000020u, 0x00040047u, 0x00000176u, 0x00000006u, 0x00000004u, 0x00030047u, 0x00000177u, - 0x00000002u, 0x00040048u, 0x00000177u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000177u, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00030047u, 0x00000179u, 0x00000018u, 0x00040047u, 0x00000179u, 0x00000021u, - 0x00000000u, 0x00040047u, 0x00000179u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000186u, 0x00000006u, - 0x00000002u, 0x00030047u, 0x00000187u, 0x00000002u, 0x00040048u, 0x00000187u, 0x00000000u, 0x00000018u, - 0x00050048u, 0x00000187u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x00000189u, 0x00000018u, - 0x00040047u, 0x00000189u, 0x00000021u, 0x00000001u, 0x00040047u, 0x00000189u, 0x00000022u, 0x00000000u, - 0x00040047u, 0x000001a0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001a1u, 0x00000002u, 0x00040048u, - 0x000001a1u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001a1u, 0x00000000u, 0x00000023u, 0x00000000u, - 0x00030047u, 0x000001a3u, 0x00000018u, 0x00040047u, 0x000001a3u, 0x00000021u, 0x00000002u, 0x00040047u, - 0x000001a3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001aeu, 0x00000006u, 0x00000002u, 0x00030047u, - 0x000001afu, 0x00000002u, 0x00040048u, 0x000001afu, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001afu, - 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b1u, 0x00000018u, 0x00040047u, 0x000001b1u, - 0x00000021u, 0x00000003u, 0x00040047u, 0x000001b1u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001cbu, - 0x00000006u, 0x00000004u, 0x00030047u, 0x000001ccu, 0x00000002u, 0x00050048u, 0x000001ccu, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00040047u, 0x000001ceu, 0x00000021u, 0x00000004u, 0x00040047u, 0x000001ceu, - 0x00000022u, 0x00000000u, 0x00040047u, 0x000001d9u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001dau, - 0x00000002u, 0x00050048u, 0x000001dau, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001dcu, - 0x00000021u, 0x00000005u, 0x00040047u, 0x000001dcu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001efu, - 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, - 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, - 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, - 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, - 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, - 0x00040015u, 0x00000023u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, - 0x00020014u, 0x0000002cu, 0x0004002bu, 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, - 0x00000034u, 0x007fffffu, 0x0004002bu, 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, - 0x0000003du, 0x00000040u, 0x0004002bu, 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, - 0x00000043u, 0x00007fffu, 0x0004002bu, 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, - 0x00000052u, 0x00008000u, 0x0004002bu, 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, - 0x00000059u, 0x0000001fu, 0x0004002bu, 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, - 0x00000066u, 0x0000000du, 0x0004002bu, 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, - 0x00000080u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, - 0x0000008bu, 0x00000017u, 0x0004002bu, 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, - 0x000000a9u, 0x000000ffu, 0x00040020u, 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, - 0x000000afu, 0x0000007fu, 0x0004002bu, 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, - 0x000000bbu, 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, - 0x000000cbu, 0x0000001fu, 0x0004002bu, 0x00000023u, 0x000000d3u, 0x00000000u, 0x0004002bu, 0x00000023u, - 0x000000d8u, 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000deu, 0x00800000u, 0x0004002bu, 0x00000023u, - 0x000000e2u, 0x0000000eu, 0x0004002bu, 0x00000006u, 0x00000115u, 0x00001fffu, 0x0004002bu, 0x00000006u, - 0x00000118u, 0x00001000u, 0x00040017u, 0x0000014eu, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000014fu, - 0x00000001u, 0x0000014eu, 0x0004003bu, 0x0000014fu, 0x00000150u, 0x00000001u, 0x00040020u, 0x00000151u, - 0x00000001u, 0x00000006u, 0x000b001eu, 0x00000155u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, - 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00040020u, 0x00000156u, 0x00000009u, - 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, 0x00000009u, 0x00040020u, 0x00000158u, 0x00000009u, - 0x00000006u, 0x0004002bu, 0x00000023u, 0x00000160u, 0x00000005u, 0x0004002bu, 0x00000023u, 0x0000016fu, - 0x00000002u, 0x0003001du, 0x00000176u, 0x00000006u, 0x0003001eu, 0x00000177u, 0x00000176u, 0x00040020u, - 0x00000178u, 0x0000000cu, 0x00000177u, 0x0004003bu, 0x00000178u, 0x00000179u, 0x0000000cu, 0x0004002bu, - 0x00000023u, 0x0000017au, 0x00000006u, 0x00040020u, 0x00000180u, 0x0000000cu, 0x00000006u, 0x00040015u, - 0x00000185u, 0x00000010u, 0x00000000u, 0x0003001du, 0x00000186u, 0x00000185u, 0x0003001eu, 0x00000187u, - 0x00000186u, 0x00040020u, 0x00000188u, 0x0000000cu, 0x00000187u, 0x0004003bu, 0x00000188u, 0x00000189u, - 0x0000000cu, 0x00040020u, 0x0000018fu, 0x0000000cu, 0x00000185u, 0x0004002bu, 0x00000023u, 0x00000199u, - 0x00000003u, 0x0003001du, 0x000001a0u, 0x00000006u, 0x0003001eu, 0x000001a1u, 0x000001a0u, 0x00040020u, - 0x000001a2u, 0x0000000cu, 0x000001a1u, 0x0004003bu, 0x000001a2u, 0x000001a3u, 0x0000000cu, 0x0004002bu, - 0x00000023u, 0x000001a4u, 0x00000007u, 0x0003001du, 0x000001aeu, 0x00000185u, 0x0003001eu, 0x000001afu, - 0x000001aeu, 0x00040020u, 0x000001b0u, 0x0000000cu, 0x000001afu, 0x0004003bu, 0x000001b0u, 0x000001b1u, - 0x0000000cu, 0x0004002bu, 0x00000023u, 0x000001c5u, 0x00000004u, 0x0003001du, 0x000001cbu, 0x00000006u, - 0x0003001eu, 0x000001ccu, 0x000001cbu, 0x00040020u, 0x000001cdu, 0x0000000cu, 0x000001ccu, 0x0004003bu, - 0x000001cdu, 0x000001ceu, 0x0000000cu, 0x0004002bu, 0x00000023u, 0x000001cfu, 0x00000008u, 0x0003001du, - 0x000001d9u, 0x00000185u, 0x0003001eu, 0x000001dau, 0x000001d9u, 0x00040020u, 0x000001dbu, 0x0000000cu, - 0x000001dau, 0x0004003bu, 0x000001dbu, 0x000001dcu, 0x0000000cu, 0x0003002au, 0x0000002cu, 0x000001eau, - 0x0004002bu, 0x00000006u, 0x000001ebu, 0x00000080u, 0x0004001cu, 0x000001ecu, 0x00000008u, 0x000001ebu, - 0x00040020u, 0x000001edu, 0x00000004u, 0x000001ecu, 0x0004003bu, 0x000001edu, 0x000001eeu, 0x00000004u, - 0x0006002cu, 0x0000014eu, 0x000001efu, 0x000001ebu, 0x00000046u, 0x00000046u, 0x00050036u, 0x00000002u, - 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, 0x0000014du, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000015fu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000164u, - 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000016eu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000173u, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000193u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000194u, - 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000019du, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001bau, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001bbu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001e2u, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001e4u, 0x00000007u, 0x00050041u, 0x00000151u, 0x00000152u, - 0x00000150u, 0x00000036u, 0x0004003du, 0x00000006u, 0x00000153u, 0x00000152u, 0x0003003eu, 0x0000014du, - 0x00000153u, 0x0004003du, 0x00000006u, 0x00000154u, 0x0000014du, 0x00050041u, 0x00000158u, 0x00000159u, - 0x00000157u, 0x000000d3u, 0x0004003du, 0x00000006u, 0x0000015au, 0x00000159u, 0x000500aeu, 0x0000002cu, - 0x0000015bu, 0x00000154u, 0x0000015au, 0x000300f7u, 0x0000015du, 0x00000000u, 0x000400fau, 0x0000015bu, - 0x0000015cu, 0x0000015du, 0x000200f8u, 0x0000015cu, 0x000100fdu, 0x000200f8u, 0x0000015du, 0x00050041u, - 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0x0000007eu, 0x00000036u, 0x000400fau, 0x0000007fu, 0x00000078u, 0x00000079u, 0x000200f8u, 0x00000078u, - 0x0004003du, 0x00000006u, 0x00000081u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000082u, 0x00000081u, - 0x00000080u, 0x0003003eu, 0x0000005bu, 0x00000082u, 0x0004003du, 0x00000006u, 0x00000083u, 0x00000076u, - 0x00050080u, 0x00000006u, 0x00000084u, 0x00000083u, 0x00000046u, 0x0003003eu, 0x00000076u, 0x00000084u, - 0x000200f9u, 0x0000007au, 0x000200f8u, 0x0000007au, 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000079u, - 0x0004003du, 0x00000006u, 0x00000085u, 0x0000005bu, 0x000500c7u, 0x00000006u, 0x00000086u, 0x00000085u, - 0x0000005du, 0x0003003eu, 0x0000005bu, 0x00000086u, 0x0004003du, 0x00000006u, 0x00000087u, 0x00000050u, - 0x0004003du, 0x00000006u, 0x00000089u, 0x00000076u, 0x00050082u, 0x00000006u, 0x0000008au, 0x00000088u, - 0x00000089u, 0x000500c4u, 0x00000006u, 0x0000008cu, 0x0000008au, 0x0000008bu, 0x000500c5u, 0x00000006u, - 0x0000008du, 0x00000087u, 0x0000008cu, 0x0004003du, 0x00000006u, 0x0000008eu, 0x0000005bu, 0x000500c4u, - 0x00000006u, 0x0000008fu, 0x0000008eu, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000090u, 0x0000008du, - 0x0000008fu, 0x0004007cu, 0x00000008u, 0x00000091u, 0x00000090u, 0x000200feu, 0x00000091u, 0x000200f8u, - 0x0000006eu, 0x0004003du, 0x00000006u, 0x00000093u, 0x00000050u, 0x0004003du, 0x00000006u, 0x00000094u, - 0x00000055u, 0x00050080u, 0x00000006u, 0x00000096u, 0x00000094u, 0x00000095u, 0x000500c4u, 0x00000006u, - 0x00000097u, 0x00000096u, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x00000098u, 0x00000093u, 0x00000097u, - 0x0004003du, 0x00000006u, 0x00000099u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000009au, 0x00000099u, - 0x00000066u, 0x000500c5u, 0x00000006u, 0x0000009bu, 0x00000098u, 0x0000009au, 0x0004007cu, 0x00000008u, - 0x0000009cu, 0x0000009bu, 0x000200feu, 0x0000009cu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000016u, - 0x00000000u, 0x0000000eu, 0x00030037u, 0x0000000du, 0x00000015u, 0x000200f8u, 0x00000017u, 0x0004003bu, - 0x00000007u, 0x0000009fu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000a2u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000a6u, 0x00000007u, 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000e1u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000eau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x0000010cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, 0x0004003du, - 0x00000008u, 0x000000a0u, 0x00000015u, 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, 0x0003003eu, - 0x0000009fu, 0x000000a1u, 0x0004003du, 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, 0x00000006u, - 0x000000a4u, 0x000000a3u, 0x00000024u, 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, 0x00000052u, - 0x0003003eu, 0x000000a2u, 0x000000a5u, 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, 0x000500c2u, - 0x00000006u, 0x000000a8u, 0x000000a7u, 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, 0x000000a8u, - 0x000000a9u, 0x0003003eu, 0x000000a6u, 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, 0x000000a6u, - 0x0004007cu, 0x00000023u, 0x000000aeu, 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, 0x000000aeu, - 0x000000afu, 0x00050080u, 0x00000023u, 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, 0x000000acu, - 0x000000b2u, 0x0004003du, 0x00000006u, 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, 0x000000b5u, - 0x000000b4u, 0x00000034u, 0x0003003eu, 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, 0x000000b6u, - 0x000000a6u, 0x000500aau, 0x0000002cu, 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, 0x000000b9u, - 0x00000000u, 0x000400fau, 0x000000b7u, 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, 0x0004003du, - 0x00000006u, 0x000000bau, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, 0x000000bbu, - 0x0004003du, 0x00000006u, 0x000000bdu, 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, 0x000000bdu, - 0x00000036u, 0x000300f7u, 0x000000c1u, 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, 0x000000c6u, - 0x000200f8u, 0x000000c0u, 0x0004003du, 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, 0x00000006u, - 0x000000c4u, 0x000000c3u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, 0x000000c4u, - 0x0003003eu, 0x000000bfu, 0x000000c5u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, 0x0003003eu, - 0x000000bfu, 0x00000036u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, 0x00000006u, - 0x000000c7u, 0x000000bfu, 0x000500c5u, 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, 0x000200feu, - 0x000000c8u, 0x000200f8u, 0x000000b9u, 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, 0x000500afu, - 0x0000002cu, 0x000000ccu, 0x000000cau, 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, 0x000400fau, - 0x000000ccu, 0x000000cdu, 0x000000ceu, 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, 0x000000cfu, - 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, 0x000000d0u, - 0x000200f8u, 0x000000ceu, 0x0004003du, 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, 0x0000002cu, - 0x000000d4u, 0x000000d2u, 0x000000d3u, 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, 0x000000d4u, - 0x000000d5u, 0x000000d6u, 0x000200f8u, 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, 0x000000acu, - 0x000500b1u, 0x0000002cu, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, 0x00000000u, - 0x000400fau, 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, 0x00000006u, - 0x000000dcu, 0x000000a2u, 0x000200feu, 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000006u, - 0x000000dfu, 0x000000b3u, 0x000500c5u, 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, 0x0003003eu, - 0x000000b3u, 0x000000e0u, 0x0004003du, 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, 0x00000023u, - 0x000000e4u, 0x000000e2u, 0x000000e3u, 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, 0x0003003eu, - 0x000000e1u, 0x000000e5u, 0x0004003du, 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, 0x00000006u, - 0x000000e8u, 0x000000e1u, 0x000500c2u, 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0003003eu, - 0x000000e6u, 0x000000e9u, 0x0004003du, 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, 0x00000006u, - 0x000000ecu, 0x000000e1u, 0x000500c4u, 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, 0x00050082u, - 0x00000006u, 0x000000eeu, 0x000000edu, 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, 0x000000ebu, - 0x000000eeu, 0x0003003eu, 0x000000eau, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, - 0x00050082u, 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, - 0x00000046u, 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, - 0x000000eau, 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, - 0x000000f4u, 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, - 0x00000000u, 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, - 0x00000006u, 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, - 0x0000002cu, 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, - 0x000000fcu, 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, - 0x000000e6u, 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, - 0x00000101u, 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, - 0x0000002cu, 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, - 0x000200f8u, 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, - 0x000000feu, 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, - 0x000200f8u, 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, - 0x00000107u, 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, - 0x000200f8u, 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, - 0x00000109u, 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, - 0x0000010au, 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, - 0x00000006u, 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, - 0x0004003du, 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, - 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, - 0x00000112u, 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, - 0x00000114u, 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, - 0x00000113u, 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, - 0x0000011au, 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, - 0x0000011cu, 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, - 0x0000002cu, 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, - 0x0000011eu, 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, - 0x0000010cu, 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, - 0x00000123u, 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, - 0x0000002cu, 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, - 0x000200f8u, 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, - 0x00000120u, 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, - 0x000200f8u, 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, - 0x00000129u, 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, - 0x000200f8u, 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, - 0x0000012bu, 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, - 0x0000012cu, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, - 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, - 0x0000000du, 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, - 0x0000002cu, 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, - 0x00000130u, 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, - 0x00000019u, 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, - 0x00000134u, 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, - 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, - 0x00000008u, 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, - 0x00000133u, 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, - 0x0000013bu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, - 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, - 0x00000007u, 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, - 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, - 0x0000002cu, 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, - 0x0000013fu, 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, - 0x0000001eu, 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, - 0x00000143u, 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, - 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, - 0x00000006u, 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, - 0x00000142u, 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, - 0x0000014au, 0x00010038u, -}; - -inline constexpr uint32_t kSpv_vt_cast[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001d2u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, - 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, - 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, - 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, - 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00040047u, 0x00000169u, - 0x00000006u, 0x00000004u, 0x00030047u, 0x0000016au, 0x00000002u, 0x00050048u, 0x0000016au, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00040047u, 0x0000016cu, 0x00000021u, 0x00000002u, 0x00040047u, 0x0000016cu, - 0x00000022u, 0x00000000u, 0x00040047u, 0x00000179u, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000017au, - 0x00000002u, 0x00040048u, 0x0000017au, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000017au, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00030047u, 0x0000017cu, 0x00000018u, 0x00040047u, 0x0000017cu, 0x00000021u, - 0x00000000u, 0x00040047u, 0x0000017cu, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000189u, 0x00000006u, - 0x00000002u, 0x00030047u, 0x0000018au, 0x00000002u, 0x00040048u, 0x0000018au, 0x00000000u, 0x00000018u, - 0x00050048u, 0x0000018au, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000018cu, 0x00000018u, - 0x00040047u, 0x0000018cu, 0x00000021u, 0x00000001u, 0x00040047u, 0x0000018cu, 0x00000022u, 0x00000000u, - 0x00040047u, 0x0000019fu, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001a0u, 0x00000002u, 0x00050048u, - 0x000001a0u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001a2u, 0x00000021u, 0x00000003u, - 0x00040047u, 0x000001a2u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001d1u, 0x0000000bu, 0x00000019u, - 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, - 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, - 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, - 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, - 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040015u, 0x00000023u, - 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, 0x00020014u, 0x0000002cu, - 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0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000077u, 0x000400f6u, 0x00000079u, 0x0000007au, 0x00000000u, - 0x000200f9u, 0x0000007bu, 0x000200f8u, 0x0000007bu, 0x0004003du, 0x00000006u, 0x0000007cu, 0x0000005bu, - 0x000500c7u, 0x00000006u, 0x0000007eu, 0x0000007cu, 0x0000007du, 0x000500aau, 0x0000002cu, 0x0000007fu, - 0x0000007eu, 0x00000036u, 0x000400fau, 0x0000007fu, 0x00000078u, 0x00000079u, 0x000200f8u, 0x00000078u, - 0x0004003du, 0x00000006u, 0x00000081u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000082u, 0x00000081u, - 0x00000080u, 0x0003003eu, 0x0000005bu, 0x00000082u, 0x0004003du, 0x00000006u, 0x00000083u, 0x00000076u, - 0x00050080u, 0x00000006u, 0x00000084u, 0x00000083u, 0x00000046u, 0x0003003eu, 0x00000076u, 0x00000084u, - 0x000200f9u, 0x0000007au, 0x000200f8u, 0x0000007au, 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000079u, - 0x0004003du, 0x00000006u, 0x00000085u, 0x0000005bu, 0x000500c7u, 0x00000006u, 0x00000086u, 0x00000085u, - 0x0000005du, 0x0003003eu, 0x0000005bu, 0x00000086u, 0x0004003du, 0x00000006u, 0x00000087u, 0x00000050u, - 0x0004003du, 0x00000006u, 0x00000089u, 0x00000076u, 0x00050082u, 0x00000006u, 0x0000008au, 0x00000088u, - 0x00000089u, 0x000500c4u, 0x00000006u, 0x0000008cu, 0x0000008au, 0x0000008bu, 0x000500c5u, 0x00000006u, - 0x0000008du, 0x00000087u, 0x0000008cu, 0x0004003du, 0x00000006u, 0x0000008eu, 0x0000005bu, 0x000500c4u, - 0x00000006u, 0x0000008fu, 0x0000008eu, 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000090u, 0x0000008du, - 0x0000008fu, 0x0004007cu, 0x00000008u, 0x00000091u, 0x00000090u, 0x000200feu, 0x00000091u, 0x000200f8u, - 0x0000006eu, 0x0004003du, 0x00000006u, 0x00000093u, 0x00000050u, 0x0004003du, 0x00000006u, 0x00000094u, - 0x00000055u, 0x00050080u, 0x00000006u, 0x00000096u, 0x00000094u, 0x00000095u, 0x000500c4u, 0x00000006u, - 0x00000097u, 0x00000096u, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x00000098u, 0x00000093u, 0x00000097u, - 0x0004003du, 0x00000006u, 0x00000099u, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000009au, 0x00000099u, - 0x00000066u, 0x000500c5u, 0x00000006u, 0x0000009bu, 0x00000098u, 0x0000009au, 0x0004007cu, 0x00000008u, - 0x0000009cu, 0x0000009bu, 0x000200feu, 0x0000009cu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000016u, - 0x00000000u, 0x0000000eu, 0x00030037u, 0x0000000du, 0x00000015u, 0x000200f8u, 0x00000017u, 0x0004003bu, - 0x00000007u, 0x0000009fu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000a2u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000a6u, 0x00000007u, 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000b3u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000e1u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x000000eau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x0000010cu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, 0x0004003du, - 0x00000008u, 0x000000a0u, 0x00000015u, 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, 0x0003003eu, - 0x0000009fu, 0x000000a1u, 0x0004003du, 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, 0x00000006u, - 0x000000a4u, 0x000000a3u, 0x00000024u, 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, 0x00000052u, - 0x0003003eu, 0x000000a2u, 0x000000a5u, 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, 0x000500c2u, - 0x00000006u, 0x000000a8u, 0x000000a7u, 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, 0x000000a8u, - 0x000000a9u, 0x0003003eu, 0x000000a6u, 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, 0x000000a6u, - 0x0004007cu, 0x00000023u, 0x000000aeu, 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, 0x000000aeu, - 0x000000afu, 0x00050080u, 0x00000023u, 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, 0x000000acu, - 0x000000b2u, 0x0004003du, 0x00000006u, 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, 0x000000b5u, - 0x000000b4u, 0x00000034u, 0x0003003eu, 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, 0x000000b6u, - 0x000000a6u, 0x000500aau, 0x0000002cu, 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, 0x000000b9u, - 0x00000000u, 0x000400fau, 0x000000b7u, 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, 0x0004003du, - 0x00000006u, 0x000000bau, 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, 0x000000bbu, - 0x0004003du, 0x00000006u, 0x000000bdu, 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, 0x000000bdu, - 0x00000036u, 0x000300f7u, 0x000000c1u, 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, 0x000000c6u, - 0x000200f8u, 0x000000c0u, 0x0004003du, 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, 0x00000006u, - 0x000000c4u, 0x000000c3u, 0x00000066u, 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, 0x000000c4u, - 0x0003003eu, 0x000000bfu, 0x000000c5u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, 0x0003003eu, - 0x000000bfu, 0x00000036u, 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, 0x00000006u, - 0x000000c7u, 0x000000bfu, 0x000500c5u, 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, 0x000200feu, - 0x000000c8u, 0x000200f8u, 0x000000b9u, 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, 0x000500afu, - 0x0000002cu, 0x000000ccu, 0x000000cau, 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, 0x000400fau, - 0x000000ccu, 0x000000cdu, 0x000000ceu, 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, 0x000000cfu, - 0x000000a2u, 0x000500c5u, 0x00000006u, 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, 0x000000d0u, - 0x000200f8u, 0x000000ceu, 0x0004003du, 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, 0x0000002cu, - 0x000000d4u, 0x000000d2u, 0x000000d3u, 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, 0x000000d4u, - 0x000000d5u, 0x000000d6u, 0x000200f8u, 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, 0x000000acu, - 0x000500b1u, 0x0000002cu, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, 0x00000000u, - 0x000400fau, 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, 0x00000006u, - 0x000000dcu, 0x000000a2u, 0x000200feu, 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000006u, - 0x000000dfu, 0x000000b3u, 0x000500c5u, 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, 0x0003003eu, - 0x000000b3u, 0x000000e0u, 0x0004003du, 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, 0x00000023u, - 0x000000e4u, 0x000000e2u, 0x000000e3u, 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, 0x0003003eu, - 0x000000e1u, 0x000000e5u, 0x0004003du, 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, 0x00000006u, - 0x000000e8u, 0x000000e1u, 0x000500c2u, 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0003003eu, - 0x000000e6u, 0x000000e9u, 0x0004003du, 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, 0x00000006u, - 0x000000ecu, 0x000000e1u, 0x000500c4u, 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, 0x00050082u, - 0x00000006u, 0x000000eeu, 0x000000edu, 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, 0x000000ebu, - 0x000000eeu, 0x0003003eu, 0x000000eau, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, - 0x00050082u, 0x00000006u, 0x000000f2u, 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, - 0x00000046u, 0x000000f2u, 0x0003003eu, 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, - 0x000000eau, 0x0004003du, 0x00000006u, 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, - 0x000000f4u, 0x000000f5u, 0x000400a8u, 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, - 0x00000000u, 0x000400fau, 0x000000f7u, 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, - 0x00000006u, 0x000000fau, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, - 0x0000002cu, 0x000000fcu, 0x000000fau, 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, - 0x000000fcu, 0x000000fdu, 0x000000feu, 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, - 0x000000e6u, 0x000500c7u, 0x00000006u, 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, - 0x00000101u, 0x00000100u, 0x00000036u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, - 0x0000002cu, 0x00000102u, 0x000000fcu, 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, - 0x000200f8u, 0x000000f9u, 0x000700f5u, 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, - 0x000000feu, 0x000300f7u, 0x00000105u, 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, - 0x000200f8u, 0x00000104u, 0x0004003du, 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, - 0x00000107u, 0x00000106u, 0x00000046u, 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, - 0x000200f8u, 0x00000105u, 0x0004003du, 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, - 0x00000109u, 0x000000e6u, 0x000500c5u, 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, - 0x0000010au, 0x000200f8u, 0x000000d6u, 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, - 0x00000006u, 0x0000010eu, 0x0000010du, 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, - 0x0004003du, 0x00000006u, 0x00000110u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, - 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, - 0x00000112u, 0x0004003du, 0x00000006u, 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, - 0x00000114u, 0x00000115u, 0x0003003eu, 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, - 0x00000113u, 0x000500acu, 0x0000002cu, 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, - 0x0000011au, 0x00000119u, 0x000300f7u, 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, - 0x0000011cu, 0x000200f8u, 0x0000011bu, 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, - 0x0000002cu, 0x0000011eu, 0x0000011du, 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, - 0x0000011eu, 0x0000011fu, 0x00000120u, 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, - 0x0000010cu, 0x000500c7u, 0x00000006u, 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, - 0x00000123u, 0x00000122u, 0x00000036u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, - 0x0000002cu, 0x00000124u, 0x0000011eu, 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, - 0x000200f8u, 0x0000011cu, 0x000700f5u, 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, - 0x00000120u, 0x000300f7u, 0x00000127u, 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, - 0x000200f8u, 0x00000126u, 0x0004003du, 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, - 0x00000129u, 0x00000128u, 0x00000046u, 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, - 0x000200f8u, 0x00000127u, 0x0004003du, 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, - 0x0000012bu, 0x0000010cu, 0x000500c5u, 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, - 0x0000012cu, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, - 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, - 0x0000000du, 0x00000131u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, - 0x0000002cu, 0x00000130u, 0x0000012fu, 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, - 0x00000130u, 0x00000132u, 0x00000137u, 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, - 0x00000019u, 0x0003003eu, 0x00000134u, 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, - 0x00000134u, 0x0003003eu, 0x00000131u, 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, - 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, - 0x00000008u, 0x0000013au, 0x0000000bu, 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, - 0x00000133u, 0x000200f8u, 0x00000133u, 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, - 0x0000013bu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, - 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, - 0x00000007u, 0x00000140u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, - 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, - 0x0000002cu, 0x0000013fu, 0x0000013eu, 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, - 0x0000013fu, 0x00000141u, 0x00000146u, 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, - 0x0000001eu, 0x0003003eu, 0x00000143u, 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, - 0x00000143u, 0x0003003eu, 0x00000140u, 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, - 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, - 0x00000006u, 0x00000149u, 0x00000010u, 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, - 0x00000142u, 0x000200f8u, 0x00000142u, 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, - 0x0000014au, 0x00010038u, -}; - -inline constexpr uint32_t kSpv_vt_fused_chain[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x00000735u, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000188u, - 0x0000018du, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, - 0x00000188u, 0x0000000bu, 0x0000001au, 0x00040047u, 0x0000018du, 0x0000000bu, 0x0000001bu, 0x00030047u, - 0x00000192u, 0x00000002u, 0x00050048u, 0x00000192u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, - 0x00000192u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000192u, 0x00000002u, 0x00000023u, - 0x00000008u, 0x00050048u, 0x00000192u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000192u, - 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000192u, 0x00000005u, 0x00000023u, 0x00000014u, - 0x00050048u, 0x00000192u, 0x00000006u, 0x00000023u, 0x00000018u, 0x00050048u, 0x00000192u, 0x00000007u, - 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000192u, 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, - 0x00000192u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, 0x00000192u, 0x0000000au, 0x00000023u, - 0x00000028u, 0x00050048u, 0x00000192u, 0x0000000bu, 0x00000023u, 0x0000002cu, 0x00040047u, 0x000001a9u, - 0x00000006u, 0x00000004u, 0x00030047u, 0x000001aau, 0x00000002u, 0x00040048u, 0x000001aau, 0x00000000u, - 0x00000018u, 0x00050048u, 0x000001aau, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001acu, - 0x00000018u, 0x00040047u, 0x000001acu, 0x00000021u, 0x00000008u, 0x00040047u, 0x000001acu, 0x00000022u, - 0x00000000u, 0x00040047u, 0x000001e7u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001e8u, 0x00000002u, - 0x00040048u, 0x000001e8u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001e8u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00030047u, 0x000001eau, 0x00000018u, 0x00040047u, 0x000001eau, 0x00000021u, 0x00000000u, - 0x00040047u, 0x000001eau, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001f8u, 0x00000006u, 0x00000002u, - 0x00030047u, 0x000001f9u, 0x00000002u, 0x00040048u, 0x000001f9u, 0x00000000u, 0x00000018u, 0x00050048u, - 0x000001f9u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001fbu, 0x00000018u, 0x00040047u, - 0x000001fbu, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001fbu, 0x00000022u, 0x00000000u, 0x00040047u, - 0x0000021au, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000021bu, 0x00000002u, 0x00040048u, 0x0000021bu, - 0x00000000u, 0x00000018u, 0x00050048u, 0x0000021bu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, - 0x0000021du, 0x00000018u, 0x00040047u, 0x0000021du, 0x00000021u, 0x00000002u, 0x00040047u, 0x0000021du, - 0x00000022u, 0x00000000u, 0x00040047u, 0x00000228u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000229u, - 0x00000002u, 0x00040048u, 0x00000229u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000229u, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00030047u, 0x0000022bu, 0x00000018u, 0x00040047u, 0x0000022bu, 0x00000021u, - 0x00000003u, 0x00040047u, 0x0000022bu, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000247u, 0x00000006u, - 0x00000004u, 0x00030047u, 0x00000248u, 0x00000002u, 0x00050048u, 0x00000248u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00040047u, 0x0000024au, 0x00000021u, 0x00000004u, 0x00040047u, 0x0000024au, 0x00000022u, - 0x00000000u, 0x00040047u, 0x00000257u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000258u, 0x00000002u, - 0x00050048u, 0x00000258u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x0000025au, 0x00000021u, - 0x00000005u, 0x00040047u, 0x0000025au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000273u, 0x00000006u, - 0x00000004u, 0x00030047u, 0x00000274u, 0x00000002u, 0x00050048u, 0x00000274u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00040047u, 0x00000276u, 0x00000021u, 0x00000006u, 0x00040047u, 0x00000276u, 0x00000022u, - 0x00000000u, 0x00040047u, 0x00000282u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000283u, 0x00000002u, - 0x00050048u, 0x00000283u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x00000285u, 0x00000021u, - 0x00000007u, 0x00040047u, 0x00000285u, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000734u, 0x0000000bu, - 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, - 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, - 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, - 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, - 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040021u, - 0x00000022u, 0x00000008u, 0x0000000du, 0x00050021u, 0x00000026u, 0x00000008u, 0x00000007u, 0x0000000du, - 0x00040015u, 0x0000002cu, 0x00000020u, 0x00000001u, 0x0004002bu, 0x0000002cu, 0x0000002du, 0x00000010u, - 0x00020014u, 0x00000035u, 0x0004002bu, 0x00000006u, 0x00000037u, 0x7f800000u, 0x0004002bu, 0x00000006u, - 0x0000003du, 0x007fffffu, 0x0004002bu, 0x00000006u, 0x0000003fu, 0x00000000u, 0x0004002bu, 0x00000006u, - 0x00000046u, 0x00000040u, 0x0004002bu, 0x00000006u, 0x00000048u, 0x0000ffffu, 0x0004002bu, 0x00000006u, - 0x0000004cu, 0x00007fffu, 0x0004002bu, 0x00000006u, 0x0000004fu, 0x00000001u, 0x0004002bu, 0x00000006u, - 0x0000005bu, 0x00008000u, 0x0004002bu, 0x0000002cu, 0x00000060u, 0x0000000au, 0x0004002bu, 0x00000006u, - 0x00000062u, 0x0000001fu, 0x0004002bu, 0x00000006u, 0x00000066u, 0x000003ffu, 0x0004002bu, 0x0000002cu, - 0x0000006fu, 0x0000000du, 0x0004002bu, 0x00000006u, 0x00000086u, 0x00000400u, 0x0004002bu, 0x0000002cu, - 0x00000089u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000091u, 0x00000071u, 0x0004002bu, 0x0000002cu, - 0x00000094u, 0x00000017u, 0x0004002bu, 0x00000006u, 0x0000009eu, 0x00000070u, 0x0004002bu, 0x00000006u, - 0x000000b2u, 0x000000ffu, 0x00040020u, 0x000000b4u, 0x00000007u, 0x0000002cu, 0x0004002bu, 0x0000002cu, - 0x000000b8u, 0x0000007fu, 0x0004002bu, 0x0000002cu, 0x000000bau, 0x0000000fu, 0x0004002bu, 0x00000006u, - 0x000000c4u, 0x00007c00u, 0x0004002bu, 0x00000006u, 0x000000cbu, 0x00000200u, 0x0004002bu, 0x0000002cu, - 0x000000d4u, 0x0000001fu, 0x0004002bu, 0x0000002cu, 0x000000dcu, 0x00000000u, 0x0004002bu, 0x0000002cu, - 0x000000e1u, 0xfffffff6u, 0x0004002bu, 0x00000006u, 0x000000e7u, 0x00800000u, 0x0004002bu, 0x0000002cu, - 0x000000ebu, 0x0000000eu, 0x0004002bu, 0x00000006u, 0x0000011eu, 0x00001fffu, 0x0004002bu, 0x00000006u, - 0x00000121u, 0x00001000u, 0x0004002bu, 0x00000008u, 0x00000156u, 0x3f800000u, 0x0004002bu, 0x00000006u, - 0x0000015eu, 0x00000002u, 0x0004002bu, 0x00000006u, 0x0000015fu, 0x00000108u, 0x0004002bu, 0x00000006u, - 0x00000160u, 0x00000080u, 0x0004001cu, 0x00000161u, 0x00000008u, 0x00000160u, 0x00040020u, 0x00000162u, - 0x00000004u, 0x00000161u, 0x0004003bu, 0x00000162u, 0x00000163u, 0x00000004u, 0x00040020u, 0x00000166u, - 0x00000004u, 0x00000008u, 0x00040017u, 0x00000186u, 0x00000006u, 0x00000003u, 0x00040020u, 0x00000187u, - 0x00000001u, 0x00000186u, 0x0004003bu, 0x00000187u, 0x00000188u, 0x00000001u, 0x00040020u, 0x00000189u, - 0x00000001u, 0x00000006u, 0x0004003bu, 0x00000187u, 0x0000018du, 0x00000001u, 0x000e001eu, 0x00000192u, - 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, - 0x00000006u, 0x00000006u, 0x00000006u, 0x00000008u, 0x00040020u, 0x00000193u, 0x00000009u, 0x00000192u, - 0x0004003bu, 0x00000193u, 0x00000194u, 0x00000009u, 0x00040020u, 0x00000195u, 0x00000009u, 0x00000006u, - 0x0004002bu, 0x0000002cu, 0x000001a0u, 0x00000002u, 0x0004002bu, 0x00000006u, 0x000001a6u, 0x00000005u, - 0x0003001du, 0x000001a9u, 0x00000006u, 0x0003001eu, 0x000001aau, 0x000001a9u, 0x00040020u, 0x000001abu, - 0x0000000cu, 0x000001aau, 0x0004003bu, 0x000001abu, 0x000001acu, 0x0000000cu, 0x00040020u, 0x000001afu, - 0x0000000cu, 0x00000006u, 0x0004002bu, 0x00000006u, 0x000001beu, 0x00000003u, 0x0004002bu, 0x00000006u, - 0x000001c4u, 0x00000004u, 0x0004002bu, 0x0000002cu, 0x000001e0u, 0x00000003u, 0x0003001du, 0x000001e7u, - 0x00000006u, 0x0003001eu, 0x000001e8u, 0x000001e7u, 0x00040020u, 0x000001e9u, 0x0000000cu, 0x000001e8u, - 0x0004003bu, 0x000001e9u, 0x000001eau, 0x0000000cu, 0x0004002bu, 0x0000002cu, 0x000001ebu, 0x00000007u, - 0x00040015u, 0x000001f7u, 0x00000010u, 0x00000000u, 0x0003001du, 0x000001f8u, 0x000001f7u, 0x0003001eu, - 0x000001f9u, 0x000001f8u, 0x00040020u, 0x000001fau, 0x0000000cu, 0x000001f9u, 0x0004003bu, 0x000001fau, - 0x000001fbu, 0x0000000cu, 0x00040020u, 0x00000203u, 0x0000000cu, 0x000001f7u, 0x0004002bu, 0x0000002cu, - 0x00000213u, 0x00000004u, 0x0003001du, 0x0000021au, 0x00000006u, 0x0003001eu, 0x0000021bu, 0x0000021au, - 0x00040020u, 0x0000021cu, 0x0000000cu, 0x0000021bu, 0x0004003bu, 0x0000021cu, 0x0000021du, 0x0000000cu, - 0x0004002bu, 0x0000002cu, 0x0000021eu, 0x00000008u, 0x0003001du, 0x00000228u, 0x000001f7u, 0x0003001eu, - 0x00000229u, 0x00000228u, 0x00040020u, 0x0000022au, 0x0000000cu, 0x00000229u, 0x0004003bu, 0x0000022au, - 0x0000022bu, 0x0000000cu, 0x0004002bu, 0x0000002cu, 0x00000240u, 0x00000005u, 0x0003001du, 0x00000247u, - 0x00000006u, 0x0003001eu, 0x00000248u, 0x00000247u, 0x00040020u, 0x00000249u, 0x0000000cu, 0x00000248u, - 0x0004003bu, 0x00000249u, 0x0000024au, 0x0000000cu, 0x0004002bu, 0x0000002cu, 0x0000024bu, 0x00000009u, - 0x0003001du, 0x00000257u, 0x000001f7u, 0x0003001eu, 0x00000258u, 0x00000257u, 0x00040020u, 0x00000259u, - 0x0000000cu, 0x00000258u, 0x0004003bu, 0x00000259u, 0x0000025au, 0x0000000cu, 0x0004002bu, 0x0000002cu, - 0x0000026cu, 0x00000006u, 0x0003001du, 0x00000273u, 0x00000006u, 0x0003001eu, 0x00000274u, 0x00000273u, - 0x00040020u, 0x00000275u, 0x0000000cu, 0x00000274u, 0x0004003bu, 0x00000275u, 0x00000276u, 0x0000000cu, - 0x0003001du, 0x00000282u, 0x000001f7u, 0x0003001eu, 0x00000283u, 0x00000282u, 0x00040020u, 0x00000284u, - 0x0000000cu, 0x00000283u, 0x0004003bu, 0x00000284u, 0x00000285u, 0x0000000cu, 0x0003002au, 0x00000035u, - 0x00000372u, 0x0004002bu, 0x00000008u, 0x000004d9u, 0x00000000u, 0x0004002bu, 0x0000002cu, 0x0000058cu, - 0x0000000bu, 0x00040020u, 0x0000058du, 0x00000009u, 0x00000008u, 0x0004002bu, 0x00000006u, 0x00000731u, - 0x00000048u, 0x0006002cu, 0x00000186u, 0x00000734u, 0x00000160u, 0x0000004fu, 0x0000004fu, 0x00050036u, - 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, 0x00000005u, 0x0004003bu, 0x00000007u, - 0x00000185u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000018cu, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000190u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000199u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x000001a4u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001a8u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x000001b2u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001b7u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x000001bcu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001c2u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x000001cfu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001dau, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x000001ddu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001e4u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000207u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000208u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x00000210u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000217u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000234u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000235u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x0000023du, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000244u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000265u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000266u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x00000270u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000290u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000291u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000299u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x0000029cu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000002a2u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x000002bau, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000002bbu, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x000002c3u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000002c9u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x000002ddu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000002deu, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x000002e6u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000002ecu, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000304u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000305u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x0000030eu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000326u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000327u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000349u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x00000360u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000036au, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x0000036cu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000386u, 0x00000007u, 0x0004003bu, 0x0000000du, - 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0x00030037u, 0x0000000du, 0x00000028u, 0x000200f8u, 0x0000002au, 0x0004003bu, 0x00000007u, 0x00000168u, - 0x00000007u, 0x000400e0u, 0x0000015eu, 0x0000015eu, 0x0000015fu, 0x0004003du, 0x00000006u, 0x00000164u, - 0x00000027u, 0x0004003du, 0x00000008u, 0x00000165u, 0x00000028u, 0x00050041u, 0x00000166u, 0x00000167u, - 0x00000163u, 0x00000164u, 0x0003003eu, 0x00000167u, 0x00000165u, 0x000400e0u, 0x0000015eu, 0x0000015eu, - 0x0000015fu, 0x0003003eu, 0x00000168u, 0x00000046u, 0x000200f9u, 0x00000169u, 0x000200f8u, 0x00000169u, - 0x000400f6u, 0x0000016bu, 0x0000016cu, 0x00000000u, 0x000200f9u, 0x0000016du, 0x000200f8u, 0x0000016du, - 0x0004003du, 0x00000006u, 0x0000016eu, 0x00000168u, 0x000500acu, 0x00000035u, 0x0000016fu, 0x0000016eu, - 0x0000003fu, 0x000400fau, 0x0000016fu, 0x0000016au, 0x0000016bu, 0x000200f8u, 0x0000016au, 0x0004003du, - 0x00000006u, 0x00000170u, 0x00000027u, 0x0004003du, 0x00000006u, 0x00000171u, 0x00000168u, 0x000500b0u, - 0x00000035u, 0x00000172u, 0x00000170u, 0x00000171u, 0x000300f7u, 0x00000174u, 0x00000000u, 0x000400fau, - 0x00000172u, 0x00000173u, 0x00000174u, 0x000200f8u, 0x00000173u, 0x0004003du, 0x00000006u, 0x00000175u, - 0x00000027u, 0x0004003du, 0x00000006u, 0x00000176u, 0x00000027u, 0x0004003du, 0x00000006u, 0x00000177u, - 0x00000168u, 0x00050080u, 0x00000006u, 0x00000178u, 0x00000176u, 0x00000177u, 0x00050041u, 0x00000166u, - 0x00000179u, 0x00000163u, 0x00000178u, 0x0004003du, 0x00000008u, 0x0000017au, 0x00000179u, 0x00050041u, - 0x00000166u, 0x0000017bu, 0x00000163u, 0x00000175u, 0x0004003du, 0x00000008u, 0x0000017cu, 0x0000017bu, - 0x00050081u, 0x00000008u, 0x0000017du, 0x0000017cu, 0x0000017au, 0x00050041u, 0x00000166u, 0x0000017eu, - 0x00000163u, 0x00000175u, 0x0003003eu, 0x0000017eu, 0x0000017du, 0x000200f9u, 0x00000174u, 0x000200f8u, - 0x00000174u, 0x000400e0u, 0x0000015eu, 0x0000015eu, 0x0000015fu, 0x000200f9u, 0x0000016cu, 0x000200f8u, - 0x0000016cu, 0x0004003du, 0x00000006u, 0x0000017fu, 0x00000168u, 0x000500c2u, 0x00000006u, 0x00000180u, - 0x0000017fu, 0x00000089u, 0x0003003eu, 0x00000168u, 0x00000180u, 0x000200f9u, 0x00000169u, 0x000200f8u, - 0x0000016bu, 0x00050041u, 0x00000166u, 0x00000181u, 0x00000163u, 0x000000dcu, 0x0004003du, 0x00000008u, - 0x00000182u, 0x00000181u, 0x000200feu, 0x00000182u, 0x00010038u, -}; - -inline constexpr uint32_t kSpv_vt_layer_norm[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x000002deu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000017cu, - 0x00000181u, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, - 0x0000017cu, 0x0000000bu, 0x0000001au, 0x00040047u, 0x00000181u, 0x0000000bu, 0x0000001bu, 0x00030047u, - 0x00000186u, 0x00000002u, 0x00050048u, 0x00000186u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, - 0x00000186u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000186u, 0x00000002u, 0x00000023u, - 0x00000008u, 0x00050048u, 0x00000186u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000186u, - 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000186u, 0x00000005u, 0x00000023u, 0x00000014u, - 0x00050048u, 0x00000186u, 0x00000006u, 0x00000023u, 0x00000018u, 0x00050048u, 0x00000186u, 0x00000007u, - 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000186u, 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, - 0x00000186u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, 0x00000186u, 0x0000000au, 0x00000023u, - 0x00000028u, 0x00050048u, 0x00000186u, 0x0000000bu, 0x00000023u, 0x0000002cu, 0x00050048u, 0x00000186u, - 0x0000000cu, 0x00000023u, 0x00000030u, 0x00040047u, 0x000001a1u, 0x00000006u, 0x00000004u, 0x00030047u, - 0x000001a2u, 0x00000002u, 0x00040048u, 0x000001a2u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001a2u, - 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001a4u, 0x00000018u, 0x00040047u, 0x000001a4u, - 0x00000021u, 0x00000000u, 0x00040047u, 0x000001a4u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001b3u, - 0x00000006u, 0x00000002u, 0x00030047u, 0x000001b4u, 0x00000002u, 0x00040048u, 0x000001b4u, 0x00000000u, - 0x00000018u, 0x00050048u, 0x000001b4u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b6u, - 0x00000018u, 0x00040047u, 0x000001b6u, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001b6u, 0x00000022u, - 0x00000000u, 0x00040047u, 0x0000025du, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000025eu, 0x00000002u, - 0x00040048u, 0x0000025eu, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000025eu, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00030047u, 0x00000260u, 0x00000018u, 0x00040047u, 0x00000260u, 0x00000021u, 0x00000002u, - 0x00040047u, 0x00000260u, 0x00000022u, 0x00000000u, 0x00040047u, 0x0000026bu, 0x00000006u, 0x00000002u, - 0x00030047u, 0x0000026cu, 0x00000002u, 0x00040048u, 0x0000026cu, 0x00000000u, 0x00000018u, 0x00050048u, - 0x0000026cu, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000026eu, 0x00000018u, 0x00040047u, - 0x0000026eu, 0x00000021u, 0x00000003u, 0x00040047u, 0x0000026eu, 0x00000022u, 0x00000000u, 0x00040047u, - 0x0000028cu, 0x00000006u, 0x00000004u, 0x00030047u, 0x0000028du, 0x00000002u, 0x00040048u, 0x0000028du, - 0x00000000u, 0x00000018u, 0x00050048u, 0x0000028du, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, - 0x0000028fu, 0x00000018u, 0x00040047u, 0x0000028fu, 0x00000021u, 0x00000004u, 0x00040047u, 0x0000028fu, - 0x00000022u, 0x00000000u, 0x00040047u, 0x00000299u, 0x00000006u, 0x00000002u, 0x00030047u, 0x0000029au, - 0x00000002u, 0x00040048u, 0x0000029au, 0x00000000u, 0x00000018u, 0x00050048u, 0x0000029au, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00030047u, 0x0000029cu, 0x00000018u, 0x00040047u, 0x0000029cu, 0x00000021u, - 0x00000005u, 0x00040047u, 0x0000029cu, 0x00000022u, 0x00000000u, 0x00040047u, 0x000002b7u, 0x00000006u, - 0x00000004u, 0x00030047u, 0x000002b8u, 0x00000002u, 0x00050048u, 0x000002b8u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00040047u, 0x000002bau, 0x00000021u, 0x00000006u, 0x00040047u, 0x000002bau, 0x00000022u, - 0x00000000u, 0x00040047u, 0x000002c7u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000002c8u, 0x00000002u, - 0x00050048u, 0x000002c8u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000002cau, 0x00000021u, - 0x00000007u, 0x00040047u, 0x000002cau, 0x00000022u, 0x00000000u, 0x00040047u, 0x000002ddu, 0x0000000bu, - 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, - 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, - 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, - 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, - 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00050021u, - 0x00000022u, 0x00000008u, 0x00000007u, 0x0000000du, 0x00040015u, 0x00000028u, 0x00000020u, 0x00000001u, - 0x0004002bu, 0x00000028u, 0x00000029u, 0x00000010u, 0x00020014u, 0x00000031u, 0x0004002bu, 0x00000006u, - 0x00000033u, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000039u, 0x007fffffu, 0x0004002bu, 0x00000006u, - 0x0000003bu, 0x00000000u, 0x0004002bu, 0x00000006u, 0x00000042u, 0x00000040u, 0x0004002bu, 0x00000006u, - 0x00000044u, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000048u, 0x00007fffu, 0x0004002bu, 0x00000006u, - 0x0000004bu, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000057u, 0x00008000u, 0x0004002bu, 0x00000028u, - 0x0000005cu, 0x0000000au, 0x0004002bu, 0x00000006u, 0x0000005eu, 0x0000001fu, 0x0004002bu, 0x00000006u, - 0x00000062u, 0x000003ffu, 0x0004002bu, 0x00000028u, 0x0000006bu, 0x0000000du, 0x0004002bu, 0x00000006u, - 0x00000082u, 0x00000400u, 0x0004002bu, 0x00000028u, 0x00000085u, 0x00000001u, 0x0004002bu, 0x00000006u, - 0x0000008du, 0x00000071u, 0x0004002bu, 0x00000028u, 0x00000090u, 0x00000017u, 0x0004002bu, 0x00000006u, - 0x0000009au, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000aeu, 0x000000ffu, 0x00040020u, 0x000000b0u, - 0x00000007u, 0x00000028u, 0x0004002bu, 0x00000028u, 0x000000b4u, 0x0000007fu, 0x0004002bu, 0x00000028u, - 0x000000b6u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000c0u, 0x00007c00u, 0x0004002bu, 0x00000006u, - 0x000000c7u, 0x00000200u, 0x0004002bu, 0x00000028u, 0x000000d0u, 0x0000001fu, 0x0004002bu, 0x00000028u, - 0x000000d8u, 0x00000000u, 0x0004002bu, 0x00000028u, 0x000000ddu, 0xfffffff6u, 0x0004002bu, 0x00000006u, - 0x000000e3u, 0x00800000u, 0x0004002bu, 0x00000028u, 0x000000e7u, 0x0000000eu, 0x0004002bu, 0x00000006u, - 0x0000011au, 0x00001fffu, 0x0004002bu, 0x00000006u, 0x0000011du, 0x00001000u, 0x0004002bu, 0x00000006u, - 0x00000152u, 0x00000002u, 0x0004002bu, 0x00000006u, 0x00000153u, 0x00000108u, 0x0004002bu, 0x00000006u, - 0x00000154u, 0x00000080u, 0x0004001cu, 0x00000155u, 0x00000008u, 0x00000154u, 0x00040020u, 0x00000156u, - 0x00000004u, 0x00000155u, 0x0004003bu, 0x00000156u, 0x00000157u, 0x00000004u, 0x00040020u, 0x0000015au, - 0x00000004u, 0x00000008u, 0x00040017u, 0x0000017au, 0x00000006u, 0x00000003u, 0x00040020u, 0x0000017bu, - 0x00000001u, 0x0000017au, 0x0004003bu, 0x0000017bu, 0x0000017cu, 0x00000001u, 0x00040020u, 0x0000017du, - 0x00000001u, 0x00000006u, 0x0004003bu, 0x0000017bu, 0x00000181u, 0x00000001u, 0x000f001eu, 0x00000186u, - 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, - 0x00000006u, 0x00000006u, 0x00000006u, 0x00000006u, 0x00000008u, 0x00040020u, 0x00000187u, 0x00000009u, - 0x00000186u, 0x0004003bu, 0x00000187u, 0x00000188u, 0x00000009u, 0x00040020u, 0x00000189u, 0x00000009u, - 0x00000006u, 0x0004002bu, 0x00000008u, 0x0000018eu, 0x00000000u, 0x0004002bu, 0x00000028u, 0x0000019au, - 0x00000002u, 0x0003001du, 0x000001a1u, 0x00000006u, 0x0003001eu, 0x000001a2u, 0x000001a1u, 0x00040020u, - 0x000001a3u, 0x0000000cu, 0x000001a2u, 0x0004003bu, 0x000001a3u, 0x000001a4u, 0x0000000cu, 0x0004002bu, - 0x00000028u, 0x000001a5u, 0x00000008u, 0x00040020u, 0x000001adu, 0x0000000cu, 0x00000006u, 0x00040015u, - 0x000001b2u, 0x00000010u, 0x00000000u, 0x0003001du, 0x000001b3u, 0x000001b2u, 0x0003001eu, 0x000001b4u, - 0x000001b3u, 0x00040020u, 0x000001b5u, 0x0000000cu, 0x000001b4u, 0x0004003bu, 0x000001b5u, 0x000001b6u, - 0x0000000cu, 0x00040020u, 0x000001beu, 0x0000000cu, 0x000001b2u, 0x0004002bu, 0x00000008u, 0x0000020eu, - 0x3f800000u, 0x0004002bu, 0x00000028u, 0x00000218u, 0x0000000cu, 0x00040020u, 0x00000219u, 0x00000009u, - 0x00000008u, 0x0004002bu, 0x00000028u, 0x00000250u, 0x00000006u, 0x0004002bu, 0x00000028u, 0x00000256u, - 0x00000003u, 0x0003001du, 0x0000025du, 0x00000006u, 0x0003001eu, 0x0000025eu, 0x0000025du, 0x00040020u, - 0x0000025fu, 0x0000000cu, 0x0000025eu, 0x0004003bu, 0x0000025fu, 0x00000260u, 0x0000000cu, 0x0004002bu, - 0x00000028u, 0x00000261u, 0x00000009u, 0x0003001du, 0x0000026bu, 0x000001b2u, 0x0003001eu, 0x0000026cu, - 0x0000026bu, 0x00040020u, 0x0000026du, 0x0000000cu, 0x0000026cu, 0x0004003bu, 0x0000026du, 0x0000026eu, - 0x0000000cu, 0x0004002bu, 0x00000028u, 0x0000027fu, 0x00000007u, 0x0004002bu, 0x00000028u, 0x00000285u, - 0x00000004u, 0x0003001du, 0x0000028cu, 0x00000006u, 0x0003001eu, 0x0000028du, 0x0000028cu, 0x00040020u, - 0x0000028eu, 0x0000000cu, 0x0000028du, 0x0004003bu, 0x0000028eu, 0x0000028fu, 0x0000000cu, 0x0003001du, - 0x00000299u, 0x000001b2u, 0x0003001eu, 0x0000029au, 0x00000299u, 0x00040020u, 0x0000029bu, 0x0000000cu, - 0x0000029au, 0x0004003bu, 0x0000029bu, 0x0000029cu, 0x0000000cu, 0x0004002bu, 0x00000028u, 0x000002b1u, - 0x00000005u, 0x0003001du, 0x000002b7u, 0x00000006u, 0x0003001eu, 0x000002b8u, 0x000002b7u, 0x00040020u, - 0x000002b9u, 0x0000000cu, 0x000002b8u, 0x0004003bu, 0x000002b9u, 0x000002bau, 0x0000000cu, 0x0004002bu, - 0x00000028u, 0x000002bbu, 0x0000000bu, 0x0003001du, 0x000002c7u, 0x000001b2u, 0x0003001eu, 0x000002c8u, - 0x000002c7u, 0x00040020u, 0x000002c9u, 0x0000000cu, 0x000002c8u, 0x0004003bu, 0x000002c9u, 0x000002cau, - 0x0000000cu, 0x0003002au, 0x00000031u, 0x000002dau, 0x0006002cu, 0x0000017au, 0x000002ddu, 0x00000154u, - 0x0000004bu, 0x0000004bu, 0x00050036u, 0x00000002u, 0x00000004u, 0x00000000u, 0x00000003u, 0x000200f8u, - 0x00000005u, 0x0004003bu, 0x00000007u, 0x00000179u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000180u, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000184u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000018du, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000018fu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000019eu, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001c2u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001c3u, - 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001ccu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001cdu, - 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001cfu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001d6u, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001d7u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001e2u, - 0x00000007u, 0x0004003bu, 0x0000000du, 0x000001e6u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001feu, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x000001ffu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000020du, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000020fu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000211u, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000021fu, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000022au, - 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000022eu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000246u, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000247u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000025au, - 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000277u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000278u, - 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0x000000e0u, 0x0004003du, 0x00000006u, 0x000000e4u, 0x000000b8u, 0x000500c5u, 0x00000006u, 0x000000e5u, - 0x000000e4u, 0x000000e3u, 0x0003003eu, 0x000000b8u, 0x000000e5u, 0x0004003du, 0x00000028u, 0x000000e8u, - 0x000000b1u, 0x00050082u, 0x00000028u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0004007cu, 0x00000006u, - 0x000000eau, 0x000000e9u, 0x0003003eu, 0x000000e6u, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000ecu, - 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000edu, 0x000000e6u, 0x000500c2u, 0x00000006u, 0x000000eeu, - 0x000000ecu, 0x000000edu, 0x0003003eu, 0x000000ebu, 0x000000eeu, 0x0004003du, 0x00000006u, 0x000000f0u, - 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e6u, 0x000500c4u, 0x00000006u, 0x000000f2u, - 0x0000004bu, 0x000000f1u, 0x00050082u, 0x00000006u, 0x000000f3u, 0x000000f2u, 0x0000004bu, 0x000500c7u, - 0x00000006u, 0x000000f4u, 0x000000f0u, 0x000000f3u, 0x0003003eu, 0x000000efu, 0x000000f4u, 0x0004003du, - 0x00000006u, 0x000000f6u, 0x000000e6u, 0x00050082u, 0x00000006u, 0x000000f7u, 0x000000f6u, 0x0000004bu, - 0x000500c4u, 0x00000006u, 0x000000f8u, 0x0000004bu, 0x000000f7u, 0x0003003eu, 0x000000f5u, 0x000000f8u, - 0x0004003du, 0x00000006u, 0x000000f9u, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000fau, 0x000000f5u, - 0x000500acu, 0x00000031u, 0x000000fbu, 0x000000f9u, 0x000000fau, 0x000400a8u, 0x00000031u, 0x000000fcu, - 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, - 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000efu, 0x0004003du, 0x00000006u, - 0x00000100u, 0x000000f5u, 0x000500aau, 0x00000031u, 0x00000101u, 0x000000ffu, 0x00000100u, 0x000300f7u, - 0x00000103u, 0x00000000u, 0x000400fau, 0x00000101u, 0x00000102u, 0x00000103u, 0x000200f8u, 0x00000102u, - 0x0004003du, 0x00000006u, 0x00000104u, 0x000000ebu, 0x000500c7u, 0x00000006u, 0x00000105u, 0x00000104u, - 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000106u, 0x00000105u, 0x0000003bu, 0x000200f9u, 0x00000103u, - 0x000200f8u, 0x00000103u, 0x000700f5u, 0x00000031u, 0x00000107u, 0x00000101u, 0x000000fdu, 0x00000106u, - 0x00000102u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x00000031u, 0x00000108u, - 0x000000fbu, 0x000000e0u, 0x00000107u, 0x00000103u, 0x000300f7u, 0x0000010au, 0x00000000u, 0x000400fau, - 0x00000108u, 0x00000109u, 0x0000010au, 0x000200f8u, 0x00000109u, 0x0004003du, 0x00000006u, 0x0000010bu, - 0x000000ebu, 0x00050080u, 0x00000006u, 0x0000010cu, 0x0000010bu, 0x0000004bu, 0x0003003eu, 0x000000ebu, - 0x0000010cu, 0x000200f9u, 0x0000010au, 0x000200f8u, 0x0000010au, 0x0004003du, 0x00000006u, 0x0000010du, - 0x000000a7u, 0x0004003du, 0x00000006u, 0x0000010eu, 0x000000ebu, 0x000500c5u, 0x00000006u, 0x0000010fu, - 0x0000010du, 0x0000010eu, 0x000200feu, 0x0000010fu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000028u, - 0x00000112u, 0x000000b1u, 0x0004007cu, 0x00000006u, 0x00000113u, 0x00000112u, 0x000500c4u, 0x00000006u, - 0x00000114u, 0x00000113u, 0x0000005cu, 0x0004003du, 0x00000006u, 0x00000115u, 0x000000b8u, 0x000500c2u, - 0x00000006u, 0x00000116u, 0x00000115u, 0x0000006bu, 0x000500c5u, 0x00000006u, 0x00000117u, 0x00000114u, - 0x00000116u, 0x0003003eu, 0x00000111u, 0x00000117u, 0x0004003du, 0x00000006u, 0x00000119u, 0x000000b8u, - 0x000500c7u, 0x00000006u, 0x0000011bu, 0x00000119u, 0x0000011au, 0x0003003eu, 0x00000118u, 0x0000011bu, - 0x0004003du, 0x00000006u, 0x0000011cu, 0x00000118u, 0x000500acu, 0x00000031u, 0x0000011eu, 0x0000011cu, - 0x0000011du, 0x000400a8u, 0x00000031u, 0x0000011fu, 0x0000011eu, 0x000300f7u, 0x00000121u, 0x00000000u, - 0x000400fau, 0x0000011fu, 0x00000120u, 0x00000121u, 0x000200f8u, 0x00000120u, 0x0004003du, 0x00000006u, - 0x00000122u, 0x00000118u, 0x000500aau, 0x00000031u, 0x00000123u, 0x00000122u, 0x0000011du, 0x000300f7u, - 0x00000125u, 0x00000000u, 0x000400fau, 0x00000123u, 0x00000124u, 0x00000125u, 0x000200f8u, 0x00000124u, - 0x0004003du, 0x00000006u, 0x00000126u, 0x00000111u, 0x000500c7u, 0x00000006u, 0x00000127u, 0x00000126u, - 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000128u, 0x00000127u, 0x0000003bu, 0x000200f9u, 0x00000125u, - 0x000200f8u, 0x00000125u, 0x000700f5u, 0x00000031u, 0x00000129u, 0x00000123u, 0x00000120u, 0x00000128u, - 0x00000124u, 0x000200f9u, 0x00000121u, 0x000200f8u, 0x00000121u, 0x000700f5u, 0x00000031u, 0x0000012au, - 0x0000011eu, 0x000000dbu, 0x00000129u, 0x00000125u, 0x000300f7u, 0x0000012cu, 0x00000000u, 0x000400fau, - 0x0000012au, 0x0000012bu, 0x0000012cu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, 0x0000012du, - 0x00000111u, 0x00050080u, 0x00000006u, 0x0000012eu, 0x0000012du, 0x0000004bu, 0x0003003eu, 0x00000111u, - 0x0000012eu, 0x000200f9u, 0x0000012cu, 0x000200f8u, 0x0000012cu, 0x0004003du, 0x00000006u, 0x0000012fu, - 0x000000a7u, 0x0004003du, 0x00000006u, 0x00000130u, 0x00000111u, 0x000500c5u, 0x00000006u, 0x00000131u, - 0x0000012fu, 0x00000130u, 0x000200feu, 0x00000131u, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, - 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, - 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000136u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000139u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013du, 0x00000007u, 0x0004003du, 0x00000006u, - 0x00000134u, 0x0000001au, 0x000500aau, 0x00000031u, 0x00000135u, 0x00000134u, 0x0000004bu, 0x000300f7u, - 0x00000138u, 0x00000000u, 0x000400fau, 0x00000135u, 0x00000137u, 0x0000013cu, 0x000200f8u, 0x00000137u, - 0x0004003du, 0x00000006u, 0x0000013au, 0x00000019u, 0x0003003eu, 0x00000139u, 0x0000013au, 0x00050039u, - 0x00000008u, 0x0000013bu, 0x00000013u, 0x00000139u, 0x0003003eu, 0x00000136u, 0x0000013bu, 0x000200f9u, - 0x00000138u, 0x000200f8u, 0x0000013cu, 0x0004003du, 0x00000006u, 0x0000013eu, 0x00000019u, 0x0003003eu, - 0x0000013du, 0x0000013eu, 0x00050039u, 0x00000008u, 0x0000013fu, 0x0000000bu, 0x0000013du, 0x0003003eu, - 0x00000136u, 0x0000013fu, 0x000200f9u, 0x00000138u, 0x000200f8u, 0x00000138u, 0x0004003du, 0x00000008u, - 0x00000140u, 0x00000136u, 0x000200feu, 0x00000140u, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, - 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, - 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000145u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x00000148u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014cu, 0x00000007u, 0x0004003du, 0x00000006u, - 0x00000143u, 0x0000001fu, 0x000500aau, 0x00000031u, 0x00000144u, 0x00000143u, 0x0000004bu, 0x000300f7u, - 0x00000147u, 0x00000000u, 0x000400fau, 0x00000144u, 0x00000146u, 0x0000014bu, 0x000200f8u, 0x00000146u, - 0x0004003du, 0x00000008u, 0x00000149u, 0x0000001eu, 0x0003003eu, 0x00000148u, 0x00000149u, 0x00050039u, - 0x00000006u, 0x0000014au, 0x00000016u, 0x00000148u, 0x0003003eu, 0x00000145u, 0x0000014au, 0x000200f9u, - 0x00000147u, 0x000200f8u, 0x0000014bu, 0x0004003du, 0x00000008u, 0x0000014du, 0x0000001eu, 0x0003003eu, - 0x0000014cu, 0x0000014du, 0x00050039u, 0x00000006u, 0x0000014eu, 0x00000010u, 0x0000014cu, 0x0003003eu, - 0x00000145u, 0x0000014eu, 0x000200f9u, 0x00000147u, 0x000200f8u, 0x00000147u, 0x0004003du, 0x00000006u, - 0x0000014fu, 0x00000145u, 0x000200feu, 0x0000014fu, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000025u, - 0x00000000u, 0x00000022u, 0x00030037u, 0x00000007u, 0x00000023u, 0x00030037u, 0x0000000du, 0x00000024u, - 0x000200f8u, 0x00000026u, 0x0004003bu, 0x00000007u, 0x0000015cu, 0x00000007u, 0x000400e0u, 0x00000152u, - 0x00000152u, 0x00000153u, 0x0004003du, 0x00000006u, 0x00000158u, 0x00000023u, 0x0004003du, 0x00000008u, - 0x00000159u, 0x00000024u, 0x00050041u, 0x0000015au, 0x0000015bu, 0x00000157u, 0x00000158u, 0x0003003eu, - 0x0000015bu, 0x00000159u, 0x000400e0u, 0x00000152u, 0x00000152u, 0x00000153u, 0x0003003eu, 0x0000015cu, - 0x00000042u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015du, 0x000400f6u, 0x0000015fu, 0x00000160u, - 0x00000000u, 0x000200f9u, 0x00000161u, 0x000200f8u, 0x00000161u, 0x0004003du, 0x00000006u, 0x00000162u, - 0x0000015cu, 0x000500acu, 0x00000031u, 0x00000163u, 0x00000162u, 0x0000003bu, 0x000400fau, 0x00000163u, - 0x0000015eu, 0x0000015fu, 0x000200f8u, 0x0000015eu, 0x0004003du, 0x00000006u, 0x00000164u, 0x00000023u, - 0x0004003du, 0x00000006u, 0x00000165u, 0x0000015cu, 0x000500b0u, 0x00000031u, 0x00000166u, 0x00000164u, - 0x00000165u, 0x000300f7u, 0x00000168u, 0x00000000u, 0x000400fau, 0x00000166u, 0x00000167u, 0x00000168u, - 0x000200f8u, 0x00000167u, 0x0004003du, 0x00000006u, 0x00000169u, 0x00000023u, 0x0004003du, 0x00000006u, - 0x0000016au, 0x00000023u, 0x0004003du, 0x00000006u, 0x0000016bu, 0x0000015cu, 0x00050080u, 0x00000006u, - 0x0000016cu, 0x0000016au, 0x0000016bu, 0x00050041u, 0x0000015au, 0x0000016du, 0x00000157u, 0x0000016cu, - 0x0004003du, 0x00000008u, 0x0000016eu, 0x0000016du, 0x00050041u, 0x0000015au, 0x0000016fu, 0x00000157u, - 0x00000169u, 0x0004003du, 0x00000008u, 0x00000170u, 0x0000016fu, 0x00050081u, 0x00000008u, 0x00000171u, - 0x00000170u, 0x0000016eu, 0x00050041u, 0x0000015au, 0x00000172u, 0x00000157u, 0x00000169u, 0x0003003eu, - 0x00000172u, 0x00000171u, 0x000200f9u, 0x00000168u, 0x000200f8u, 0x00000168u, 0x000400e0u, 0x00000152u, - 0x00000152u, 0x00000153u, 0x000200f9u, 0x00000160u, 0x000200f8u, 0x00000160u, 0x0004003du, 0x00000006u, - 0x00000173u, 0x0000015cu, 0x000500c2u, 0x00000006u, 0x00000174u, 0x00000173u, 0x00000085u, 0x0003003eu, - 0x0000015cu, 0x00000174u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015fu, 0x00050041u, 0x0000015au, - 0x00000175u, 0x00000157u, 0x000000d8u, 0x0004003du, 0x00000008u, 0x00000176u, 0x00000175u, 0x000200feu, - 0x00000176u, 0x00010038u, -}; - -inline constexpr uint32_t kSpv_vt_relu[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x000001bfu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x00000150u, - 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x00000150u, - 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000155u, 0x00000002u, 0x00050048u, 0x00000155u, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00050048u, 0x00000155u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, - 0x00000155u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000155u, 0x00000003u, 0x00000023u, - 0x0000000cu, 0x00050048u, 0x00000155u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00040047u, 0x00000166u, - 0x00000006u, 0x00000004u, 0x00030047u, 0x00000167u, 0x00000002u, 0x00040048u, 0x00000167u, 0x00000000u, - 0x00000018u, 0x00050048u, 0x00000167u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x00000169u, - 0x00000018u, 0x00040047u, 0x00000169u, 0x00000021u, 0x00000000u, 0x00040047u, 0x00000169u, 0x00000022u, - 0x00000000u, 0x00040047u, 0x00000177u, 0x00000006u, 0x00000002u, 0x00030047u, 0x00000178u, 0x00000002u, - 0x00040048u, 0x00000178u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000178u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00030047u, 0x0000017au, 0x00000018u, 0x00040047u, 0x0000017au, 0x00000021u, 0x00000001u, - 0x00040047u, 0x0000017au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000193u, 0x00000006u, 0x00000004u, - 0x00030047u, 0x00000194u, 0x00000002u, 0x00050048u, 0x00000194u, 0x00000000u, 0x00000023u, 0x00000000u, - 0x00040047u, 0x00000196u, 0x00000021u, 0x00000002u, 0x00040047u, 0x00000196u, 0x00000022u, 0x00000000u, - 0x00040047u, 0x000001a5u, 0x00000006u, 0x00000002u, 0x00030047u, 0x000001a6u, 0x00000002u, 0x00050048u, - 0x000001a6u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001a8u, 0x00000021u, 0x00000003u, - 0x00040047u, 0x000001a8u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001beu, 0x0000000bu, 0x00000019u, - 0x00020013u, 0x00000002u, 0x00030021u, 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, - 0x00000000u, 0x00040020u, 0x00000007u, 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, - 0x00040021u, 0x00000009u, 0x00000008u, 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, - 0x00040021u, 0x0000000eu, 0x00000006u, 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, - 0x00000007u, 0x00050021u, 0x0000001du, 0x00000006u, 0x0000000du, 0x00000007u, 0x00040015u, 0x00000023u, - 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000023u, 0x00000024u, 0x00000010u, 0x00020014u, 0x0000002cu, - 0x0004002bu, 0x00000006u, 0x0000002eu, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000034u, 0x007fffffu, - 0x0004002bu, 0x00000006u, 0x00000036u, 0x00000000u, 0x0004002bu, 0x00000006u, 0x0000003du, 0x00000040u, - 0x0004002bu, 0x00000006u, 0x0000003fu, 0x0000ffffu, 0x0004002bu, 0x00000006u, 0x00000043u, 0x00007fffu, - 0x0004002bu, 0x00000006u, 0x00000046u, 0x00000001u, 0x0004002bu, 0x00000006u, 0x00000052u, 0x00008000u, - 0x0004002bu, 0x00000023u, 0x00000057u, 0x0000000au, 0x0004002bu, 0x00000006u, 0x00000059u, 0x0000001fu, - 0x0004002bu, 0x00000006u, 0x0000005du, 0x000003ffu, 0x0004002bu, 0x00000023u, 0x00000066u, 0x0000000du, - 0x0004002bu, 0x00000006u, 0x0000007du, 0x00000400u, 0x0004002bu, 0x00000023u, 0x00000080u, 0x00000001u, - 0x0004002bu, 0x00000006u, 0x00000088u, 0x00000071u, 0x0004002bu, 0x00000023u, 0x0000008bu, 0x00000017u, - 0x0004002bu, 0x00000006u, 0x00000095u, 0x00000070u, 0x0004002bu, 0x00000006u, 0x000000a9u, 0x000000ffu, - 0x00040020u, 0x000000abu, 0x00000007u, 0x00000023u, 0x0004002bu, 0x00000023u, 0x000000afu, 0x0000007fu, - 0x0004002bu, 0x00000023u, 0x000000b1u, 0x0000000fu, 0x0004002bu, 0x00000006u, 0x000000bbu, 0x00007c00u, - 0x0004002bu, 0x00000006u, 0x000000c2u, 0x00000200u, 0x0004002bu, 0x00000023u, 0x000000cbu, 0x0000001fu, - 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0x0000005bu, 0x000500c4u, 0x00000006u, 0x00000082u, 0x00000081u, 0x00000080u, 0x0003003eu, 0x0000005bu, - 0x00000082u, 0x0004003du, 0x00000006u, 0x00000083u, 0x00000076u, 0x00050080u, 0x00000006u, 0x00000084u, - 0x00000083u, 0x00000046u, 0x0003003eu, 0x00000076u, 0x00000084u, 0x000200f9u, 0x0000007au, 0x000200f8u, - 0x0000007au, 0x000200f9u, 0x00000077u, 0x000200f8u, 0x00000079u, 0x0004003du, 0x00000006u, 0x00000085u, - 0x0000005bu, 0x000500c7u, 0x00000006u, 0x00000086u, 0x00000085u, 0x0000005du, 0x0003003eu, 0x0000005bu, - 0x00000086u, 0x0004003du, 0x00000006u, 0x00000087u, 0x00000050u, 0x0004003du, 0x00000006u, 0x00000089u, - 0x00000076u, 0x00050082u, 0x00000006u, 0x0000008au, 0x00000088u, 0x00000089u, 0x000500c4u, 0x00000006u, - 0x0000008cu, 0x0000008au, 0x0000008bu, 0x000500c5u, 0x00000006u, 0x0000008du, 0x00000087u, 0x0000008cu, - 0x0004003du, 0x00000006u, 0x0000008eu, 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000008fu, 0x0000008eu, - 0x00000066u, 0x000500c5u, 0x00000006u, 0x00000090u, 0x0000008du, 0x0000008fu, 0x0004007cu, 0x00000008u, - 0x00000091u, 0x00000090u, 0x000200feu, 0x00000091u, 0x000200f8u, 0x0000006eu, 0x0004003du, 0x00000006u, - 0x00000093u, 0x00000050u, 0x0004003du, 0x00000006u, 0x00000094u, 0x00000055u, 0x00050080u, 0x00000006u, - 0x00000096u, 0x00000094u, 0x00000095u, 0x000500c4u, 0x00000006u, 0x00000097u, 0x00000096u, 0x0000008bu, - 0x000500c5u, 0x00000006u, 0x00000098u, 0x00000093u, 0x00000097u, 0x0004003du, 0x00000006u, 0x00000099u, - 0x0000005bu, 0x000500c4u, 0x00000006u, 0x0000009au, 0x00000099u, 0x00000066u, 0x000500c5u, 0x00000006u, - 0x0000009bu, 0x00000098u, 0x0000009au, 0x0004007cu, 0x00000008u, 0x0000009cu, 0x0000009bu, 0x000200feu, - 0x0000009cu, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000016u, 0x00000000u, 0x0000000eu, 0x00030037u, - 0x0000000du, 0x00000015u, 0x000200f8u, 0x00000017u, 0x0004003bu, 0x00000007u, 0x0000009fu, 0x00000007u, - 0x0004003bu, 0x00000007u, 0x000000a2u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000a6u, 0x00000007u, - 0x0004003bu, 0x000000abu, 0x000000acu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000b3u, 0x00000007u, - 0x0004003bu, 0x00000007u, 0x000000bfu, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000e1u, 0x00000007u, - 0x0004003bu, 0x00000007u, 0x000000e6u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x000000eau, 0x00000007u, - 0x0004003bu, 0x00000007u, 0x000000f0u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000010cu, 0x00000007u, - 0x0004003bu, 0x00000007u, 0x00000113u, 0x00000007u, 0x0004003du, 0x00000008u, 0x000000a0u, 0x00000015u, - 0x0004007cu, 0x00000006u, 0x000000a1u, 0x000000a0u, 0x0003003eu, 0x0000009fu, 0x000000a1u, 0x0004003du, - 0x00000006u, 0x000000a3u, 0x0000009fu, 0x000500c2u, 0x00000006u, 0x000000a4u, 0x000000a3u, 0x00000024u, - 0x000500c7u, 0x00000006u, 0x000000a5u, 0x000000a4u, 0x00000052u, 0x0003003eu, 0x000000a2u, 0x000000a5u, - 0x0004003du, 0x00000006u, 0x000000a7u, 0x0000009fu, 0x000500c2u, 0x00000006u, 0x000000a8u, 0x000000a7u, - 0x0000008bu, 0x000500c7u, 0x00000006u, 0x000000aau, 0x000000a8u, 0x000000a9u, 0x0003003eu, 0x000000a6u, - 0x000000aau, 0x0004003du, 0x00000006u, 0x000000adu, 0x000000a6u, 0x0004007cu, 0x00000023u, 0x000000aeu, - 0x000000adu, 0x00050082u, 0x00000023u, 0x000000b0u, 0x000000aeu, 0x000000afu, 0x00050080u, 0x00000023u, - 0x000000b2u, 0x000000b0u, 0x000000b1u, 0x0003003eu, 0x000000acu, 0x000000b2u, 0x0004003du, 0x00000006u, - 0x000000b4u, 0x0000009fu, 0x000500c7u, 0x00000006u, 0x000000b5u, 0x000000b4u, 0x00000034u, 0x0003003eu, - 0x000000b3u, 0x000000b5u, 0x0004003du, 0x00000006u, 0x000000b6u, 0x000000a6u, 0x000500aau, 0x0000002cu, - 0x000000b7u, 0x000000b6u, 0x000000a9u, 0x000300f7u, 0x000000b9u, 0x00000000u, 0x000400fau, 0x000000b7u, - 0x000000b8u, 0x000000b9u, 0x000200f8u, 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000bau, 0x000000a2u, - 0x000500c5u, 0x00000006u, 0x000000bcu, 0x000000bau, 0x000000bbu, 0x0004003du, 0x00000006u, 0x000000bdu, - 0x000000b3u, 0x000500abu, 0x0000002cu, 0x000000beu, 0x000000bdu, 0x00000036u, 0x000300f7u, 0x000000c1u, - 0x00000000u, 0x000400fau, 0x000000beu, 0x000000c0u, 0x000000c6u, 0x000200f8u, 0x000000c0u, 0x0004003du, - 0x00000006u, 0x000000c3u, 0x000000b3u, 0x000500c2u, 0x00000006u, 0x000000c4u, 0x000000c3u, 0x00000066u, - 0x000500c5u, 0x00000006u, 0x000000c5u, 0x000000c2u, 0x000000c4u, 0x0003003eu, 0x000000bfu, 0x000000c5u, - 0x000200f9u, 0x000000c1u, 0x000200f8u, 0x000000c6u, 0x0003003eu, 0x000000bfu, 0x00000036u, 0x000200f9u, - 0x000000c1u, 0x000200f8u, 0x000000c1u, 0x0004003du, 0x00000006u, 0x000000c7u, 0x000000bfu, 0x000500c5u, - 0x00000006u, 0x000000c8u, 0x000000bcu, 0x000000c7u, 0x000200feu, 0x000000c8u, 0x000200f8u, 0x000000b9u, - 0x0004003du, 0x00000023u, 0x000000cau, 0x000000acu, 0x000500afu, 0x0000002cu, 0x000000ccu, 0x000000cau, - 0x000000cbu, 0x000300f7u, 0x000000ceu, 0x00000000u, 0x000400fau, 0x000000ccu, 0x000000cdu, 0x000000ceu, - 0x000200f8u, 0x000000cdu, 0x0004003du, 0x00000006u, 0x000000cfu, 0x000000a2u, 0x000500c5u, 0x00000006u, - 0x000000d0u, 0x000000cfu, 0x000000bbu, 0x000200feu, 0x000000d0u, 0x000200f8u, 0x000000ceu, 0x0004003du, - 0x00000023u, 0x000000d2u, 0x000000acu, 0x000500b3u, 0x0000002cu, 0x000000d4u, 0x000000d2u, 0x000000d3u, - 0x000300f7u, 0x000000d6u, 0x00000000u, 0x000400fau, 0x000000d4u, 0x000000d5u, 0x000000d6u, 0x000200f8u, - 0x000000d5u, 0x0004003du, 0x00000023u, 0x000000d7u, 0x000000acu, 0x000500b1u, 0x0000002cu, 0x000000d9u, - 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, 0x00000000u, 0x000400fau, 0x000000d9u, 0x000000dau, - 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, 0x00000006u, 0x000000dcu, 0x000000a2u, 0x000200feu, - 0x000000dcu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000006u, 0x000000dfu, 0x000000b3u, 0x000500c5u, - 0x00000006u, 0x000000e0u, 0x000000dfu, 0x000000deu, 0x0003003eu, 0x000000b3u, 0x000000e0u, 0x0004003du, - 0x00000023u, 0x000000e3u, 0x000000acu, 0x00050082u, 0x00000023u, 0x000000e4u, 0x000000e2u, 0x000000e3u, - 0x0004007cu, 0x00000006u, 0x000000e5u, 0x000000e4u, 0x0003003eu, 0x000000e1u, 0x000000e5u, 0x0004003du, - 0x00000006u, 0x000000e7u, 0x000000b3u, 0x0004003du, 0x00000006u, 0x000000e8u, 0x000000e1u, 0x000500c2u, - 0x00000006u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0003003eu, 0x000000e6u, 0x000000e9u, 0x0004003du, - 0x00000006u, 0x000000ebu, 0x000000b3u, 0x0004003du, 0x00000006u, 0x000000ecu, 0x000000e1u, 0x000500c4u, - 0x00000006u, 0x000000edu, 0x00000046u, 0x000000ecu, 0x00050082u, 0x00000006u, 0x000000eeu, 0x000000edu, - 0x00000046u, 0x000500c7u, 0x00000006u, 0x000000efu, 0x000000ebu, 0x000000eeu, 0x0003003eu, 0x000000eau, - 0x000000efu, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e1u, 0x00050082u, 0x00000006u, 0x000000f2u, - 0x000000f1u, 0x00000046u, 0x000500c4u, 0x00000006u, 0x000000f3u, 0x00000046u, 0x000000f2u, 0x0003003eu, - 0x000000f0u, 0x000000f3u, 0x0004003du, 0x00000006u, 0x000000f4u, 0x000000eau, 0x0004003du, 0x00000006u, - 0x000000f5u, 0x000000f0u, 0x000500acu, 0x0000002cu, 0x000000f6u, 0x000000f4u, 0x000000f5u, 0x000400a8u, - 0x0000002cu, 0x000000f7u, 0x000000f6u, 0x000300f7u, 0x000000f9u, 0x00000000u, 0x000400fau, 0x000000f7u, - 0x000000f8u, 0x000000f9u, 0x000200f8u, 0x000000f8u, 0x0004003du, 0x00000006u, 0x000000fau, 0x000000eau, - 0x0004003du, 0x00000006u, 0x000000fbu, 0x000000f0u, 0x000500aau, 0x0000002cu, 0x000000fcu, 0x000000fau, - 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, - 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000e6u, 0x000500c7u, 0x00000006u, - 0x00000100u, 0x000000ffu, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000101u, 0x00000100u, 0x00000036u, - 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x0000002cu, 0x00000102u, 0x000000fcu, - 0x000000f8u, 0x00000101u, 0x000000fdu, 0x000200f9u, 0x000000f9u, 0x000200f8u, 0x000000f9u, 0x000700f5u, - 0x0000002cu, 0x00000103u, 0x000000f6u, 0x000000dbu, 0x00000102u, 0x000000feu, 0x000300f7u, 0x00000105u, - 0x00000000u, 0x000400fau, 0x00000103u, 0x00000104u, 0x00000105u, 0x000200f8u, 0x00000104u, 0x0004003du, - 0x00000006u, 0x00000106u, 0x000000e6u, 0x00050080u, 0x00000006u, 0x00000107u, 0x00000106u, 0x00000046u, - 0x0003003eu, 0x000000e6u, 0x00000107u, 0x000200f9u, 0x00000105u, 0x000200f8u, 0x00000105u, 0x0004003du, - 0x00000006u, 0x00000108u, 0x000000a2u, 0x0004003du, 0x00000006u, 0x00000109u, 0x000000e6u, 0x000500c5u, - 0x00000006u, 0x0000010au, 0x00000108u, 0x00000109u, 0x000200feu, 0x0000010au, 0x000200f8u, 0x000000d6u, - 0x0004003du, 0x00000023u, 0x0000010du, 0x000000acu, 0x0004007cu, 0x00000006u, 0x0000010eu, 0x0000010du, - 0x000500c4u, 0x00000006u, 0x0000010fu, 0x0000010eu, 0x00000057u, 0x0004003du, 0x00000006u, 0x00000110u, - 0x000000b3u, 0x000500c2u, 0x00000006u, 0x00000111u, 0x00000110u, 0x00000066u, 0x000500c5u, 0x00000006u, - 0x00000112u, 0x0000010fu, 0x00000111u, 0x0003003eu, 0x0000010cu, 0x00000112u, 0x0004003du, 0x00000006u, - 0x00000114u, 0x000000b3u, 0x000500c7u, 0x00000006u, 0x00000116u, 0x00000114u, 0x00000115u, 0x0003003eu, - 0x00000113u, 0x00000116u, 0x0004003du, 0x00000006u, 0x00000117u, 0x00000113u, 0x000500acu, 0x0000002cu, - 0x00000119u, 0x00000117u, 0x00000118u, 0x000400a8u, 0x0000002cu, 0x0000011au, 0x00000119u, 0x000300f7u, - 0x0000011cu, 0x00000000u, 0x000400fau, 0x0000011au, 0x0000011bu, 0x0000011cu, 0x000200f8u, 0x0000011bu, - 0x0004003du, 0x00000006u, 0x0000011du, 0x00000113u, 0x000500aau, 0x0000002cu, 0x0000011eu, 0x0000011du, - 0x00000118u, 0x000300f7u, 0x00000120u, 0x00000000u, 0x000400fau, 0x0000011eu, 0x0000011fu, 0x00000120u, - 0x000200f8u, 0x0000011fu, 0x0004003du, 0x00000006u, 0x00000121u, 0x0000010cu, 0x000500c7u, 0x00000006u, - 0x00000122u, 0x00000121u, 0x00000046u, 0x000500abu, 0x0000002cu, 0x00000123u, 0x00000122u, 0x00000036u, - 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x0000002cu, 0x00000124u, 0x0000011eu, - 0x0000011bu, 0x00000123u, 0x0000011fu, 0x000200f9u, 0x0000011cu, 0x000200f8u, 0x0000011cu, 0x000700f5u, - 0x0000002cu, 0x00000125u, 0x00000119u, 0x000000d6u, 0x00000124u, 0x00000120u, 0x000300f7u, 0x00000127u, - 0x00000000u, 0x000400fau, 0x00000125u, 0x00000126u, 0x00000127u, 0x000200f8u, 0x00000126u, 0x0004003du, - 0x00000006u, 0x00000128u, 0x0000010cu, 0x00050080u, 0x00000006u, 0x00000129u, 0x00000128u, 0x00000046u, - 0x0003003eu, 0x0000010cu, 0x00000129u, 0x000200f9u, 0x00000127u, 0x000200f8u, 0x00000127u, 0x0004003du, - 0x00000006u, 0x0000012au, 0x000000a2u, 0x0004003du, 0x00000006u, 0x0000012bu, 0x0000010cu, 0x000500c5u, - 0x00000006u, 0x0000012cu, 0x0000012au, 0x0000012bu, 0x000200feu, 0x0000012cu, 0x00010038u, 0x00050036u, - 0x00000008u, 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, - 0x00000007u, 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000131u, 0x00000007u, - 0x0004003bu, 0x00000007u, 0x00000134u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x00000138u, 0x00000007u, - 0x0004003du, 0x00000006u, 0x0000012fu, 0x0000001au, 0x000500aau, 0x0000002cu, 0x00000130u, 0x0000012fu, - 0x00000046u, 0x000300f7u, 0x00000133u, 0x00000000u, 0x000400fau, 0x00000130u, 0x00000132u, 0x00000137u, - 0x000200f8u, 0x00000132u, 0x0004003du, 0x00000006u, 0x00000135u, 0x00000019u, 0x0003003eu, 0x00000134u, - 0x00000135u, 0x00050039u, 0x00000008u, 0x00000136u, 0x00000013u, 0x00000134u, 0x0003003eu, 0x00000131u, - 0x00000136u, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000137u, 0x0004003du, 0x00000006u, 0x00000139u, - 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, 0x00050039u, 0x00000008u, 0x0000013au, 0x0000000bu, - 0x00000138u, 0x0003003eu, 0x00000131u, 0x0000013au, 0x000200f9u, 0x00000133u, 0x000200f8u, 0x00000133u, - 0x0004003du, 0x00000008u, 0x0000013bu, 0x00000131u, 0x000200feu, 0x0000013bu, 0x00010038u, 0x00050036u, - 0x00000006u, 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, - 0x00000007u, 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000140u, 0x00000007u, - 0x0004003bu, 0x0000000du, 0x00000143u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x00000147u, 0x00000007u, - 0x0004003du, 0x00000006u, 0x0000013eu, 0x0000001fu, 0x000500aau, 0x0000002cu, 0x0000013fu, 0x0000013eu, - 0x00000046u, 0x000300f7u, 0x00000142u, 0x00000000u, 0x000400fau, 0x0000013fu, 0x00000141u, 0x00000146u, - 0x000200f8u, 0x00000141u, 0x0004003du, 0x00000008u, 0x00000144u, 0x0000001eu, 0x0003003eu, 0x00000143u, - 0x00000144u, 0x00050039u, 0x00000006u, 0x00000145u, 0x00000016u, 0x00000143u, 0x0003003eu, 0x00000140u, - 0x00000145u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000146u, 0x0004003du, 0x00000008u, 0x00000148u, - 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, 0x00050039u, 0x00000006u, 0x00000149u, 0x00000010u, - 0x00000147u, 0x0003003eu, 0x00000140u, 0x00000149u, 0x000200f9u, 0x00000142u, 0x000200f8u, 0x00000142u, - 0x0004003du, 0x00000006u, 0x0000014au, 0x00000140u, 0x000200feu, 0x0000014au, 0x00010038u, -}; - -inline constexpr uint32_t kSpv_vt_rms_norm[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x0000031fu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0007000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000017cu, - 0x00000181u, 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, - 0x0000017cu, 0x0000000bu, 0x0000001au, 0x00040047u, 0x00000181u, 0x0000000bu, 0x0000001bu, 0x00030047u, - 0x00000186u, 0x00000002u, 0x00050048u, 0x00000186u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00050048u, - 0x00000186u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, 0x00000186u, 0x00000002u, 0x00000023u, - 0x00000008u, 0x00050048u, 0x00000186u, 0x00000003u, 0x00000023u, 0x0000000cu, 0x00050048u, 0x00000186u, - 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000186u, 0x00000005u, 0x00000023u, 0x00000014u, - 0x00050048u, 0x00000186u, 0x00000006u, 0x00000023u, 0x00000018u, 0x00050048u, 0x00000186u, 0x00000007u, - 0x00000023u, 0x0000001cu, 0x00050048u, 0x00000186u, 0x00000008u, 0x00000023u, 0x00000020u, 0x00050048u, - 0x00000186u, 0x00000009u, 0x00000023u, 0x00000024u, 0x00050048u, 0x00000186u, 0x0000000au, 0x00000023u, - 0x00000028u, 0x00050048u, 0x00000186u, 0x0000000bu, 0x00000023u, 0x0000002cu, 0x00050048u, 0x00000186u, - 0x0000000cu, 0x00000023u, 0x00000030u, 0x00040047u, 0x000001a2u, 0x00000006u, 0x00000004u, 0x00030047u, - 0x000001a3u, 0x00000002u, 0x00040048u, 0x000001a3u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000001a3u, - 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001a5u, 0x00000018u, 0x00040047u, 0x000001a5u, - 0x00000021u, 0x00000000u, 0x00040047u, 0x000001a5u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001b4u, - 0x00000006u, 0x00000002u, 0x00030047u, 0x000001b5u, 0x00000002u, 0x00040048u, 0x000001b5u, 0x00000000u, - 0x00000018u, 0x00050048u, 0x000001b5u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x000001b7u, - 0x00000018u, 0x00040047u, 0x000001b7u, 0x00000021u, 0x00000001u, 0x00040047u, 0x000001b7u, 0x00000022u, - 0x00000000u, 0x00040047u, 0x000001d6u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001d7u, 0x00000002u, - 0x00050048u, 0x000001d7u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001d9u, 0x00000021u, - 0x00000006u, 0x00040047u, 0x000001d9u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001e6u, 0x00000006u, - 0x00000002u, 0x00030047u, 0x000001e7u, 0x00000002u, 0x00050048u, 0x000001e7u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00040047u, 0x000001e9u, 0x00000021u, 0x00000007u, 0x00040047u, 0x000001e9u, 0x00000022u, - 0x00000000u, 0x00040047u, 0x000002c0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000002c1u, 0x00000002u, - 0x00040048u, 0x000002c1u, 0x00000000u, 0x00000018u, 0x00050048u, 0x000002c1u, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00030047u, 0x000002c3u, 0x00000018u, 0x00040047u, 0x000002c3u, 0x00000021u, 0x00000002u, - 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0x000000c1u, 0x000000ccu, 0x000200feu, 0x000000cdu, 0x000200f8u, 0x000000beu, 0x0004003du, 0x00000028u, - 0x000000cfu, 0x000000b1u, 0x000500afu, 0x00000031u, 0x000000d1u, 0x000000cfu, 0x000000d0u, 0x000300f7u, - 0x000000d3u, 0x00000000u, 0x000400fau, 0x000000d1u, 0x000000d2u, 0x000000d3u, 0x000200f8u, 0x000000d2u, - 0x0004003du, 0x00000006u, 0x000000d4u, 0x000000a7u, 0x000500c5u, 0x00000006u, 0x000000d5u, 0x000000d4u, - 0x000000c0u, 0x000200feu, 0x000000d5u, 0x000200f8u, 0x000000d3u, 0x0004003du, 0x00000028u, 0x000000d7u, - 0x000000b1u, 0x000500b3u, 0x00000031u, 0x000000d9u, 0x000000d7u, 0x000000d8u, 0x000300f7u, 0x000000dbu, - 0x00000000u, 0x000400fau, 0x000000d9u, 0x000000dau, 0x000000dbu, 0x000200f8u, 0x000000dau, 0x0004003du, - 0x00000028u, 0x000000dcu, 0x000000b1u, 0x000500b1u, 0x00000031u, 0x000000deu, 0x000000dcu, 0x000000ddu, - 0x000300f7u, 0x000000e0u, 0x00000000u, 0x000400fau, 0x000000deu, 0x000000dfu, 0x000000e0u, 0x000200f8u, - 0x000000dfu, 0x0004003du, 0x00000006u, 0x000000e1u, 0x000000a7u, 0x000200feu, 0x000000e1u, 0x000200f8u, - 0x000000e0u, 0x0004003du, 0x00000006u, 0x000000e4u, 0x000000b8u, 0x000500c5u, 0x00000006u, 0x000000e5u, - 0x000000e4u, 0x000000e3u, 0x0003003eu, 0x000000b8u, 0x000000e5u, 0x0004003du, 0x00000028u, 0x000000e8u, - 0x000000b1u, 0x00050082u, 0x00000028u, 0x000000e9u, 0x000000e7u, 0x000000e8u, 0x0004007cu, 0x00000006u, - 0x000000eau, 0x000000e9u, 0x0003003eu, 0x000000e6u, 0x000000eau, 0x0004003du, 0x00000006u, 0x000000ecu, - 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000edu, 0x000000e6u, 0x000500c2u, 0x00000006u, 0x000000eeu, - 0x000000ecu, 0x000000edu, 0x0003003eu, 0x000000ebu, 0x000000eeu, 0x0004003du, 0x00000006u, 0x000000f0u, - 0x000000b8u, 0x0004003du, 0x00000006u, 0x000000f1u, 0x000000e6u, 0x000500c4u, 0x00000006u, 0x000000f2u, - 0x0000004bu, 0x000000f1u, 0x00050082u, 0x00000006u, 0x000000f3u, 0x000000f2u, 0x0000004bu, 0x000500c7u, - 0x00000006u, 0x000000f4u, 0x000000f0u, 0x000000f3u, 0x0003003eu, 0x000000efu, 0x000000f4u, 0x0004003du, - 0x00000006u, 0x000000f6u, 0x000000e6u, 0x00050082u, 0x00000006u, 0x000000f7u, 0x000000f6u, 0x0000004bu, - 0x000500c4u, 0x00000006u, 0x000000f8u, 0x0000004bu, 0x000000f7u, 0x0003003eu, 0x000000f5u, 0x000000f8u, - 0x0004003du, 0x00000006u, 0x000000f9u, 0x000000efu, 0x0004003du, 0x00000006u, 0x000000fau, 0x000000f5u, - 0x000500acu, 0x00000031u, 0x000000fbu, 0x000000f9u, 0x000000fau, 0x000400a8u, 0x00000031u, 0x000000fcu, - 0x000000fbu, 0x000300f7u, 0x000000feu, 0x00000000u, 0x000400fau, 0x000000fcu, 0x000000fdu, 0x000000feu, - 0x000200f8u, 0x000000fdu, 0x0004003du, 0x00000006u, 0x000000ffu, 0x000000efu, 0x0004003du, 0x00000006u, - 0x00000100u, 0x000000f5u, 0x000500aau, 0x00000031u, 0x00000101u, 0x000000ffu, 0x00000100u, 0x000300f7u, - 0x00000103u, 0x00000000u, 0x000400fau, 0x00000101u, 0x00000102u, 0x00000103u, 0x000200f8u, 0x00000102u, - 0x0004003du, 0x00000006u, 0x00000104u, 0x000000ebu, 0x000500c7u, 0x00000006u, 0x00000105u, 0x00000104u, - 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000106u, 0x00000105u, 0x0000003bu, 0x000200f9u, 0x00000103u, - 0x000200f8u, 0x00000103u, 0x000700f5u, 0x00000031u, 0x00000107u, 0x00000101u, 0x000000fdu, 0x00000106u, - 0x00000102u, 0x000200f9u, 0x000000feu, 0x000200f8u, 0x000000feu, 0x000700f5u, 0x00000031u, 0x00000108u, - 0x000000fbu, 0x000000e0u, 0x00000107u, 0x00000103u, 0x000300f7u, 0x0000010au, 0x00000000u, 0x000400fau, - 0x00000108u, 0x00000109u, 0x0000010au, 0x000200f8u, 0x00000109u, 0x0004003du, 0x00000006u, 0x0000010bu, - 0x000000ebu, 0x00050080u, 0x00000006u, 0x0000010cu, 0x0000010bu, 0x0000004bu, 0x0003003eu, 0x000000ebu, - 0x0000010cu, 0x000200f9u, 0x0000010au, 0x000200f8u, 0x0000010au, 0x0004003du, 0x00000006u, 0x0000010du, - 0x000000a7u, 0x0004003du, 0x00000006u, 0x0000010eu, 0x000000ebu, 0x000500c5u, 0x00000006u, 0x0000010fu, - 0x0000010du, 0x0000010eu, 0x000200feu, 0x0000010fu, 0x000200f8u, 0x000000dbu, 0x0004003du, 0x00000028u, - 0x00000112u, 0x000000b1u, 0x0004007cu, 0x00000006u, 0x00000113u, 0x00000112u, 0x000500c4u, 0x00000006u, - 0x00000114u, 0x00000113u, 0x0000005cu, 0x0004003du, 0x00000006u, 0x00000115u, 0x000000b8u, 0x000500c2u, - 0x00000006u, 0x00000116u, 0x00000115u, 0x0000006bu, 0x000500c5u, 0x00000006u, 0x00000117u, 0x00000114u, - 0x00000116u, 0x0003003eu, 0x00000111u, 0x00000117u, 0x0004003du, 0x00000006u, 0x00000119u, 0x000000b8u, - 0x000500c7u, 0x00000006u, 0x0000011bu, 0x00000119u, 0x0000011au, 0x0003003eu, 0x00000118u, 0x0000011bu, - 0x0004003du, 0x00000006u, 0x0000011cu, 0x00000118u, 0x000500acu, 0x00000031u, 0x0000011eu, 0x0000011cu, - 0x0000011du, 0x000400a8u, 0x00000031u, 0x0000011fu, 0x0000011eu, 0x000300f7u, 0x00000121u, 0x00000000u, - 0x000400fau, 0x0000011fu, 0x00000120u, 0x00000121u, 0x000200f8u, 0x00000120u, 0x0004003du, 0x00000006u, - 0x00000122u, 0x00000118u, 0x000500aau, 0x00000031u, 0x00000123u, 0x00000122u, 0x0000011du, 0x000300f7u, - 0x00000125u, 0x00000000u, 0x000400fau, 0x00000123u, 0x00000124u, 0x00000125u, 0x000200f8u, 0x00000124u, - 0x0004003du, 0x00000006u, 0x00000126u, 0x00000111u, 0x000500c7u, 0x00000006u, 0x00000127u, 0x00000126u, - 0x0000004bu, 0x000500abu, 0x00000031u, 0x00000128u, 0x00000127u, 0x0000003bu, 0x000200f9u, 0x00000125u, - 0x000200f8u, 0x00000125u, 0x000700f5u, 0x00000031u, 0x00000129u, 0x00000123u, 0x00000120u, 0x00000128u, - 0x00000124u, 0x000200f9u, 0x00000121u, 0x000200f8u, 0x00000121u, 0x000700f5u, 0x00000031u, 0x0000012au, - 0x0000011eu, 0x000000dbu, 0x00000129u, 0x00000125u, 0x000300f7u, 0x0000012cu, 0x00000000u, 0x000400fau, - 0x0000012au, 0x0000012bu, 0x0000012cu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, 0x0000012du, - 0x00000111u, 0x00050080u, 0x00000006u, 0x0000012eu, 0x0000012du, 0x0000004bu, 0x0003003eu, 0x00000111u, - 0x0000012eu, 0x000200f9u, 0x0000012cu, 0x000200f8u, 0x0000012cu, 0x0004003du, 0x00000006u, 0x0000012fu, - 0x000000a7u, 0x0004003du, 0x00000006u, 0x00000130u, 0x00000111u, 0x000500c5u, 0x00000006u, 0x00000131u, - 0x0000012fu, 0x00000130u, 0x000200feu, 0x00000131u, 0x00010038u, 0x00050036u, 0x00000008u, 0x0000001bu, - 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, 0x0000001au, - 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000136u, 0x00000007u, 0x0004003bu, 0x00000007u, - 0x00000139u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013du, 0x00000007u, 0x0004003du, 0x00000006u, - 0x00000134u, 0x0000001au, 0x000500aau, 0x00000031u, 0x00000135u, 0x00000134u, 0x0000004bu, 0x000300f7u, - 0x00000138u, 0x00000000u, 0x000400fau, 0x00000135u, 0x00000137u, 0x0000013cu, 0x000200f8u, 0x00000137u, - 0x0004003du, 0x00000006u, 0x0000013au, 0x00000019u, 0x0003003eu, 0x00000139u, 0x0000013au, 0x00050039u, - 0x00000008u, 0x0000013bu, 0x00000013u, 0x00000139u, 0x0003003eu, 0x00000136u, 0x0000013bu, 0x000200f9u, - 0x00000138u, 0x000200f8u, 0x0000013cu, 0x0004003du, 0x00000006u, 0x0000013eu, 0x00000019u, 0x0003003eu, - 0x0000013du, 0x0000013eu, 0x00050039u, 0x00000008u, 0x0000013fu, 0x0000000bu, 0x0000013du, 0x0003003eu, - 0x00000136u, 0x0000013fu, 0x000200f9u, 0x00000138u, 0x000200f8u, 0x00000138u, 0x0004003du, 0x00000008u, - 0x00000140u, 0x00000136u, 0x000200feu, 0x00000140u, 0x00010038u, 0x00050036u, 0x00000006u, 0x00000020u, - 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, 0x0000001fu, - 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000145u, 0x00000007u, 0x0004003bu, 0x0000000du, - 0x00000148u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014cu, 0x00000007u, 0x0004003du, 0x00000006u, - 0x00000143u, 0x0000001fu, 0x000500aau, 0x00000031u, 0x00000144u, 0x00000143u, 0x0000004bu, 0x000300f7u, - 0x00000147u, 0x00000000u, 0x000400fau, 0x00000144u, 0x00000146u, 0x0000014bu, 0x000200f8u, 0x00000146u, - 0x0004003du, 0x00000008u, 0x00000149u, 0x0000001eu, 0x0003003eu, 0x00000148u, 0x00000149u, 0x00050039u, - 0x00000006u, 0x0000014au, 0x00000016u, 0x00000148u, 0x0003003eu, 0x00000145u, 0x0000014au, 0x000200f9u, - 0x00000147u, 0x000200f8u, 0x0000014bu, 0x0004003du, 0x00000008u, 0x0000014du, 0x0000001eu, 0x0003003eu, - 0x0000014cu, 0x0000014du, 0x00050039u, 0x00000006u, 0x0000014eu, 0x00000010u, 0x0000014cu, 0x0003003eu, - 0x00000145u, 0x0000014eu, 0x000200f9u, 0x00000147u, 0x000200f8u, 0x00000147u, 0x0004003du, 0x00000006u, - 0x0000014fu, 0x00000145u, 0x000200feu, 0x0000014fu, 0x00010038u, 0x00050036u, 0x00000008u, 0x00000025u, - 0x00000000u, 0x00000022u, 0x00030037u, 0x00000007u, 0x00000023u, 0x00030037u, 0x0000000du, 0x00000024u, - 0x000200f8u, 0x00000026u, 0x0004003bu, 0x00000007u, 0x0000015cu, 0x00000007u, 0x000400e0u, 0x00000152u, - 0x00000152u, 0x00000153u, 0x0004003du, 0x00000006u, 0x00000158u, 0x00000023u, 0x0004003du, 0x00000008u, - 0x00000159u, 0x00000024u, 0x00050041u, 0x0000015au, 0x0000015bu, 0x00000157u, 0x00000158u, 0x0003003eu, - 0x0000015bu, 0x00000159u, 0x000400e0u, 0x00000152u, 0x00000152u, 0x00000153u, 0x0003003eu, 0x0000015cu, - 0x00000042u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015du, 0x000400f6u, 0x0000015fu, 0x00000160u, - 0x00000000u, 0x000200f9u, 0x00000161u, 0x000200f8u, 0x00000161u, 0x0004003du, 0x00000006u, 0x00000162u, - 0x0000015cu, 0x000500acu, 0x00000031u, 0x00000163u, 0x00000162u, 0x0000003bu, 0x000400fau, 0x00000163u, - 0x0000015eu, 0x0000015fu, 0x000200f8u, 0x0000015eu, 0x0004003du, 0x00000006u, 0x00000164u, 0x00000023u, - 0x0004003du, 0x00000006u, 0x00000165u, 0x0000015cu, 0x000500b0u, 0x00000031u, 0x00000166u, 0x00000164u, - 0x00000165u, 0x000300f7u, 0x00000168u, 0x00000000u, 0x000400fau, 0x00000166u, 0x00000167u, 0x00000168u, - 0x000200f8u, 0x00000167u, 0x0004003du, 0x00000006u, 0x00000169u, 0x00000023u, 0x0004003du, 0x00000006u, - 0x0000016au, 0x00000023u, 0x0004003du, 0x00000006u, 0x0000016bu, 0x0000015cu, 0x00050080u, 0x00000006u, - 0x0000016cu, 0x0000016au, 0x0000016bu, 0x00050041u, 0x0000015au, 0x0000016du, 0x00000157u, 0x0000016cu, - 0x0004003du, 0x00000008u, 0x0000016eu, 0x0000016du, 0x00050041u, 0x0000015au, 0x0000016fu, 0x00000157u, - 0x00000169u, 0x0004003du, 0x00000008u, 0x00000170u, 0x0000016fu, 0x00050081u, 0x00000008u, 0x00000171u, - 0x00000170u, 0x0000016eu, 0x00050041u, 0x0000015au, 0x00000172u, 0x00000157u, 0x00000169u, 0x0003003eu, - 0x00000172u, 0x00000171u, 0x000200f9u, 0x00000168u, 0x000200f8u, 0x00000168u, 0x000400e0u, 0x00000152u, - 0x00000152u, 0x00000153u, 0x000200f9u, 0x00000160u, 0x000200f8u, 0x00000160u, 0x0004003du, 0x00000006u, - 0x00000173u, 0x0000015cu, 0x000500c2u, 0x00000006u, 0x00000174u, 0x00000173u, 0x00000085u, 0x0003003eu, - 0x0000015cu, 0x00000174u, 0x000200f9u, 0x0000015du, 0x000200f8u, 0x0000015fu, 0x00050041u, 0x0000015au, - 0x00000175u, 0x00000157u, 0x000000d8u, 0x0004003du, 0x00000008u, 0x00000176u, 0x00000175u, 0x000200feu, - 0x00000176u, 0x00010038u, -}; - -inline constexpr uint32_t kSpv_vt_silu_and_mul[] = { - 0x07230203u, 0x00010300u, 0x0008000bu, 0x0000021bu, 0x00000000u, 0x00020011u, 0x00000001u, 0x00020011u, - 0x00001151u, 0x0006000bu, 0x00000001u, 0x4c534c47u, 0x6474732eu, 0x3035342eu, 0x00000000u, 0x0003000eu, - 0x00000000u, 0x00000001u, 0x0006000fu, 0x00000005u, 0x00000004u, 0x6e69616du, 0x00000000u, 0x0000015cu, - 0x00060010u, 0x00000004u, 0x00000011u, 0x00000080u, 0x00000001u, 0x00000001u, 0x00040047u, 0x0000015cu, - 0x0000000bu, 0x0000001cu, 0x00030047u, 0x00000161u, 0x00000002u, 0x00050048u, 0x00000161u, 0x00000000u, - 0x00000023u, 0x00000000u, 0x00050048u, 0x00000161u, 0x00000001u, 0x00000023u, 0x00000004u, 0x00050048u, - 0x00000161u, 0x00000002u, 0x00000023u, 0x00000008u, 0x00050048u, 0x00000161u, 0x00000003u, 0x00000023u, - 0x0000000cu, 0x00050048u, 0x00000161u, 0x00000004u, 0x00000023u, 0x00000010u, 0x00050048u, 0x00000161u, - 0x00000005u, 0x00000023u, 0x00000014u, 0x00040047u, 0x00000187u, 0x00000006u, 0x00000004u, 0x00030047u, - 0x00000188u, 0x00000002u, 0x00040048u, 0x00000188u, 0x00000000u, 0x00000018u, 0x00050048u, 0x00000188u, - 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000018au, 0x00000018u, 0x00040047u, 0x0000018au, - 0x00000021u, 0x00000000u, 0x00040047u, 0x0000018au, 0x00000022u, 0x00000000u, 0x00040047u, 0x00000199u, - 0x00000006u, 0x00000002u, 0x00030047u, 0x0000019au, 0x00000002u, 0x00040048u, 0x0000019au, 0x00000000u, - 0x00000018u, 0x00050048u, 0x0000019au, 0x00000000u, 0x00000023u, 0x00000000u, 0x00030047u, 0x0000019cu, - 0x00000018u, 0x00040047u, 0x0000019cu, 0x00000021u, 0x00000001u, 0x00040047u, 0x0000019cu, 0x00000022u, - 0x00000000u, 0x00040047u, 0x000001e0u, 0x00000006u, 0x00000004u, 0x00030047u, 0x000001e1u, 0x00000002u, - 0x00050048u, 0x000001e1u, 0x00000000u, 0x00000023u, 0x00000000u, 0x00040047u, 0x000001e3u, 0x00000021u, - 0x00000002u, 0x00040047u, 0x000001e3u, 0x00000022u, 0x00000000u, 0x00040047u, 0x000001f9u, 0x00000006u, - 0x00000002u, 0x00030047u, 0x000001fau, 0x00000002u, 0x00050048u, 0x000001fau, 0x00000000u, 0x00000023u, - 0x00000000u, 0x00040047u, 0x000001fcu, 0x00000021u, 0x00000003u, 0x00040047u, 0x000001fcu, 0x00000022u, - 0x00000000u, 0x00040047u, 0x0000021au, 0x0000000bu, 0x00000019u, 0x00020013u, 0x00000002u, 0x00030021u, - 0x00000003u, 0x00000002u, 0x00040015u, 0x00000006u, 0x00000020u, 0x00000000u, 0x00040020u, 0x00000007u, - 0x00000007u, 0x00000006u, 0x00030016u, 0x00000008u, 0x00000020u, 0x00040021u, 0x00000009u, 0x00000008u, - 0x00000007u, 0x00040020u, 0x0000000du, 0x00000007u, 0x00000008u, 0x00040021u, 0x0000000eu, 0x00000006u, - 0x0000000du, 0x00050021u, 0x00000018u, 0x00000008u, 0x00000007u, 0x00000007u, 0x00050021u, 0x0000001du, - 0x00000006u, 0x0000000du, 0x00000007u, 0x00040021u, 0x00000022u, 0x00000008u, 0x0000000du, 0x00040015u, - 0x00000027u, 0x00000020u, 0x00000001u, 0x0004002bu, 0x00000027u, 0x00000028u, 0x00000010u, 0x00020014u, - 0x00000030u, 0x0004002bu, 0x00000006u, 0x00000032u, 0x7f800000u, 0x0004002bu, 0x00000006u, 0x00000038u, - 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0x000300f7u, 0x00000124u, 0x00000000u, 0x000400fau, 0x00000122u, 0x00000123u, 0x00000124u, 0x000200f8u, - 0x00000123u, 0x0004003du, 0x00000006u, 0x00000125u, 0x00000110u, 0x000500c7u, 0x00000006u, 0x00000126u, - 0x00000125u, 0x0000004au, 0x000500abu, 0x00000030u, 0x00000127u, 0x00000126u, 0x0000003au, 0x000200f9u, - 0x00000124u, 0x000200f8u, 0x00000124u, 0x000700f5u, 0x00000030u, 0x00000128u, 0x00000122u, 0x0000011fu, - 0x00000127u, 0x00000123u, 0x000200f9u, 0x00000120u, 0x000200f8u, 0x00000120u, 0x000700f5u, 0x00000030u, - 0x00000129u, 0x0000011du, 0x000000dau, 0x00000128u, 0x00000124u, 0x000300f7u, 0x0000012bu, 0x00000000u, - 0x000400fau, 0x00000129u, 0x0000012au, 0x0000012bu, 0x000200f8u, 0x0000012au, 0x0004003du, 0x00000006u, - 0x0000012cu, 0x00000110u, 0x00050080u, 0x00000006u, 0x0000012du, 0x0000012cu, 0x0000004au, 0x0003003eu, - 0x00000110u, 0x0000012du, 0x000200f9u, 0x0000012bu, 0x000200f8u, 0x0000012bu, 0x0004003du, 0x00000006u, - 0x0000012eu, 0x000000a6u, 0x0004003du, 0x00000006u, 0x0000012fu, 0x00000110u, 0x000500c5u, 0x00000006u, - 0x00000130u, 0x0000012eu, 0x0000012fu, 0x000200feu, 0x00000130u, 0x00010038u, 0x00050036u, 0x00000008u, - 0x0000001bu, 0x00000000u, 0x00000018u, 0x00030037u, 0x00000007u, 0x00000019u, 0x00030037u, 0x00000007u, - 0x0000001au, 0x000200f8u, 0x0000001cu, 0x0004003bu, 0x0000000du, 0x00000135u, 0x00000007u, 0x0004003bu, - 0x00000007u, 0x00000138u, 0x00000007u, 0x0004003bu, 0x00000007u, 0x0000013cu, 0x00000007u, 0x0004003du, - 0x00000006u, 0x00000133u, 0x0000001au, 0x000500aau, 0x00000030u, 0x00000134u, 0x00000133u, 0x0000004au, - 0x000300f7u, 0x00000137u, 0x00000000u, 0x000400fau, 0x00000134u, 0x00000136u, 0x0000013bu, 0x000200f8u, - 0x00000136u, 0x0004003du, 0x00000006u, 0x00000139u, 0x00000019u, 0x0003003eu, 0x00000138u, 0x00000139u, - 0x00050039u, 0x00000008u, 0x0000013au, 0x00000013u, 0x00000138u, 0x0003003eu, 0x00000135u, 0x0000013au, - 0x000200f9u, 0x00000137u, 0x000200f8u, 0x0000013bu, 0x0004003du, 0x00000006u, 0x0000013du, 0x00000019u, - 0x0003003eu, 0x0000013cu, 0x0000013du, 0x00050039u, 0x00000008u, 0x0000013eu, 0x0000000bu, 0x0000013cu, - 0x0003003eu, 0x00000135u, 0x0000013eu, 0x000200f9u, 0x00000137u, 0x000200f8u, 0x00000137u, 0x0004003du, - 0x00000008u, 0x0000013fu, 0x00000135u, 0x000200feu, 0x0000013fu, 0x00010038u, 0x00050036u, 0x00000006u, - 0x00000020u, 0x00000000u, 0x0000001du, 0x00030037u, 0x0000000du, 0x0000001eu, 0x00030037u, 0x00000007u, - 0x0000001fu, 0x000200f8u, 0x00000021u, 0x0004003bu, 0x00000007u, 0x00000144u, 0x00000007u, 0x0004003bu, - 0x0000000du, 0x00000147u, 0x00000007u, 0x0004003bu, 0x0000000du, 0x0000014bu, 0x00000007u, 0x0004003du, - 0x00000006u, 0x00000142u, 0x0000001fu, 0x000500aau, 0x00000030u, 0x00000143u, 0x00000142u, 0x0000004au, - 0x000300f7u, 0x00000146u, 0x00000000u, 0x000400fau, 0x00000143u, 0x00000145u, 0x0000014au, 0x000200f8u, - 0x00000145u, 0x0004003du, 0x00000008u, 0x00000148u, 0x0000001eu, 0x0003003eu, 0x00000147u, 0x00000148u, - 0x00050039u, 0x00000006u, 0x00000149u, 0x00000016u, 0x00000147u, 0x0003003eu, 0x00000144u, 0x00000149u, - 0x000200f9u, 0x00000146u, 0x000200f8u, 0x0000014au, 0x0004003du, 0x00000008u, 0x0000014cu, 0x0000001eu, - 0x0003003eu, 0x0000014bu, 0x0000014cu, 0x00050039u, 0x00000006u, 0x0000014du, 0x00000010u, 0x0000014bu, - 0x0003003eu, 0x00000144u, 0x0000014du, 0x000200f9u, 0x00000146u, 0x000200f8u, 0x00000146u, 0x0004003du, - 0x00000006u, 0x0000014eu, 0x00000144u, 0x000200feu, 0x0000014eu, 0x00010038u, 0x00050036u, 0x00000008u, - 0x00000024u, 0x00000000u, 0x00000022u, 0x00030037u, 0x0000000du, 0x00000023u, 0x000200f8u, 0x00000025u, - 0x0004003du, 0x00000008u, 0x00000152u, 0x00000023u, 0x0004007fu, 0x00000008u, 0x00000153u, 0x00000152u, - 0x0006000cu, 0x00000008u, 0x00000154u, 0x00000001u, 0x0000001bu, 0x00000153u, 0x00050081u, 0x00000008u, - 0x00000155u, 0x00000151u, 0x00000154u, 0x00050088u, 0x00000008u, 0x00000156u, 0x00000151u, 0x00000155u, - 0x000200feu, 0x00000156u, 0x00010038u, -}; - // Name -> SPIR-V module. The NAME is the shader's file stem and is also the // key the pipeline cache uses (src/vt/vulkan/vulkan_context.cpp). +// +// spec_ids lists the SPECIALIZATION CONSTANT IDs the module declares, parsed +// from its OpDecorate SpecId instructions and sorted ascending. The host +// passes specialization values BY ID, and Vulkan SILENTLY IGNORES a map entry +// whose ID the module does not declare - so without this table a host/shader +// drift produces WRONG NUMBERS instead of a clean failure. struct SpirvModule { const char* name; const uint32_t* words; size_t word_count; + const uint32_t* spec_ids; + size_t spec_id_count; }; -inline constexpr SpirvModule kSpirvModules[] = { - {"vt_add", kSpv_vt_add, sizeof(kSpv_vt_add) / sizeof(uint32_t)}, - {"vt_cast", kSpv_vt_cast, sizeof(kSpv_vt_cast) / sizeof(uint32_t)}, - {"vt_fused_chain", kSpv_vt_fused_chain, sizeof(kSpv_vt_fused_chain) / sizeof(uint32_t)}, - {"vt_layer_norm", kSpv_vt_layer_norm, sizeof(kSpv_vt_layer_norm) / sizeof(uint32_t)}, - {"vt_relu", kSpv_vt_relu, sizeof(kSpv_vt_relu) / sizeof(uint32_t)}, - {"vt_rms_norm", kSpv_vt_rms_norm, sizeof(kSpv_vt_rms_norm) / sizeof(uint32_t)}, - {"vt_silu_and_mul", kSpv_vt_silu_and_mul, sizeof(kSpv_vt_silu_and_mul) / sizeof(uint32_t)}, -}; +// DEFINED IN vulkan_spirv.cpp. The array is `extern` and therefore of unknown +// bound here, so kSpirvModuleCount is the ONLY way to size it - use it rather +// than sizeof/sizeof. +extern const SpirvModule kSpirvModules[]; +extern const size_t kSpirvModuleCount; } // namespace vt::vulkan diff --git a/tests/scripts/test_gen_vulkan_spirv.py b/tests/scripts/test_gen_vulkan_spirv.py new file mode 100644 index 000000000..ad91fef1b --- /dev/null +++ b/tests/scripts/test_gen_vulkan_spirv.py @@ -0,0 +1,144 @@ +"""Unit tests for scripts/gen-vulkan-spirv.py (BACKEND-VULKAN, VK-A1). + +The SpecId parser is the piece worth testing directly: it walks raw SPIR-V, and +the two ways a naive scanner breaks (mistaking another decoration for SpecId, and +failing to step over unrelated instructions by word count) are both silent — they +produce a wrong ID list, which becomes a wrong VkSpecializationInfo, which Vulkan +accepts without complaint and turns into wrong numbers. +""" + +import importlib.util +import pathlib +import struct +import unittest + +ROOT = pathlib.Path(__file__).resolve().parents[2] +_spec = importlib.util.spec_from_file_location( + "gen_vulkan_spirv", ROOT / "scripts" / "gen-vulkan-spirv.py") +gen = importlib.util.module_from_spec(_spec) +_spec.loader.exec_module(gen) + + +def module(*instructions: "tuple[int, list[int]]") -> bytes: + """Build a minimal SPIR-V blob: the 5 header words, then the instructions.""" + words = [0x07230203, 0x00010300, 0, 1, 0] + for opcode, operands in instructions: + words.append(((len(operands) + 1) << 16) | opcode) + words.extend(operands) + return b"".join(struct.pack(" q0 = RandomVec(kTokens * kHq * kD, 801); + const std::vector k0 = RandomVec(kTokens * kHk * kD, 802); + const std::vector cache = RandomVec(kMaxPos * kRot, 803, -1.0f, 1.0f); + // Positions are NOT 0..n-1: a kernel that used the token index instead of the + // position would pass on the identity mapping and fail here. + std::vector pos(kTokens); + for (int64_t i = 0; i < kTokens; ++i) pos[static_cast(i)] = int32_t((i * 7 + 3) % kMaxPos); + + // NeoX rotates (pair, pair+half); GPT-J style rotates (2*pair, 2*pair+1). They + // are different element pairings, so a kernel that hardcoded one passes half + // the models and silently corrupts the other half. + for (bool neox : {true, false}) { + CAPTURE(neox); + vt::RopeArgs args; + args.rotary_dim = kRot; + args.is_neox_style = neox; + + vt::Backend& cpu = vt::GetBackend(DeviceType::kCPU); + Queue cq = cpu.CreateQueue(); + const Device cd{DeviceType::kCPU, 0}; + std::vector refq = q0, refk = k0, ccache = cache; + std::vector cpos = pos; + { + Tensor tq = Tensor::Contiguous(refq.data(), DType::kF32, cd, {kTokens, kHq, kD}); + Tensor tk = Tensor::Contiguous(refk.data(), DType::kF32, cd, {kTokens, kHk, kD}); + Tensor tc = Tensor::Contiguous(ccache.data(), DType::kF32, cd, {kMaxPos, kRot}); + Tensor tp = Tensor::Contiguous(cpos.data(), DType::kI32, cd, {kTokens}); + vt::RopeFromCache(cq, tq, &tk, tp, tc, args); + } + cpu.DestroyQueue(cq); + + for (DeviceType dt : RegisteredDevices()) { + if (!OpAvailable(vt::OpId::kRopeFromCache, dt)) continue; + CAPTURE(DeviceName(dt)); + vt::Backend& dev = vt::GetBackend(dt); + Queue q = dev.CreateQueue(); + const Device d{dt, 0}; + + DevBuf dq(dev, q, kTokens * kHq * kD), dk(dev, q, kTokens * kHk * kD), + dc(dev, q, kMaxPos * kRot); + dq.Upload(q0); // rotation is IN PLACE, so re-upload the pristine input + dk.Upload(k0); + dc.Upload(cache); + void* dpos = dev.Alloc(kTokens * sizeof(int32_t)); + dev.Copy(q, dpos, pos.data(), kTokens * sizeof(int32_t)); + dev.Synchronize(q); + + Tensor tq = Tensor::Contiguous(dq.ptr(), DType::kF32, d, {kTokens, kHq, kD}); + Tensor tk = Tensor::Contiguous(dk.ptr(), DType::kF32, d, {kTokens, kHk, kD}); + Tensor tc = Tensor::Contiguous(dc.ptr(), DType::kF32, d, {kMaxPos, kRot}); + Tensor tp = Tensor::Contiguous(dpos, DType::kI32, d, {kTokens}); + vt::RopeFromCache(q, tq, &tk, tp, tc, args); + dev.Synchronize(q); + + CHECK(Nmse(refq, dq.Download()) <= kNmseTol); + CHECK(Nmse(refk, dk.Download()) <= kNmseTol); + + dev.Free(dpos); + dev.DestroyQueue(q); + } + } +} + +TEST_CASE("ReshapeAndCache scatters into the KV cache BIT-EXACTLY") { + // Byte movement, so the bar is memcmp against the CPU oracle, not NMSE. + constexpr int64_t kTokens = 9, kHk = 2, kD = 8, kBS = 4, kBlocks = 6; + constexpr int64_t kElems = kHk * kD; // one token's page payload + constexpr int64_t kCacheN = kBlocks * kBS * kHk * kD; + + const std::vector knew = RandomVec(kTokens * kElems, 701); + const std::vector vnew = RandomVec(kTokens * kElems, 702); + // Pre-existing cache contents: the padded-token case must leave these INTACT, + // so they cannot start as zeros or the check would pass vacuously. + const std::vector kc0 = RandomVec(kCacheN, 703); + const std::vector vc0 = RandomVec(kCacheN, 704); + + // Slots are deliberately SCATTERED and out of order, and two tokens carry -1. + // Upstream pads the mapping and marks padded tokens negative (cpu_cache.cpp:60); + // a kernel that clamped instead of skipping would corrupt a real page, and one + // that read the i64 slot as unsigned would index astronomically out of range. + const std::vector slots = {20, -1, 3, 11, -1, 0, 23, 7, 15}; + + vt::Backend& cpu = vt::GetBackend(DeviceType::kCPU); + Queue cq = cpu.CreateQueue(); + const Device cd{DeviceType::kCPU, 0}; + std::vector ck = knew, cv = vnew, ref_kc = kc0, ref_vc = vc0; + std::vector cslots = slots; + { + Tensor tk = Tensor::Contiguous(ck.data(), DType::kF32, cd, {kTokens, kHk, kD}); + Tensor tv = Tensor::Contiguous(cv.data(), DType::kF32, cd, {kTokens, kHk, kD}); + Tensor tkc = Tensor::Contiguous(ref_kc.data(), DType::kF32, cd, {kBlocks, kBS, kHk, kD}); + Tensor tvc = Tensor::Contiguous(ref_vc.data(), DType::kF32, cd, {kBlocks, kBS, kHk, kD}); + Tensor tsm = Tensor::Contiguous(cslots.data(), DType::kI64, cd, {kTokens}); + vt::ReshapeAndCache(cq, tk, tv, tkc, tvc, tsm); + } + cpu.DestroyQueue(cq); + + for (DeviceType dt : RegisteredDevices()) { + if (!OpAvailable(vt::OpId::kReshapeAndCache, dt)) continue; + CAPTURE(DeviceName(dt)); + vt::Backend& dev = vt::GetBackend(dt); + Queue q = dev.CreateQueue(); + const Device d{dt, 0}; + + DevBuf dk(dev, q, kTokens * kElems), dv(dev, q, kTokens * kElems), + dkc(dev, q, kCacheN), dvc(dev, q, kCacheN); + dk.Upload(knew); + dv.Upload(vnew); + dkc.Upload(kc0); // seeded, so an untouched page must survive + dvc.Upload(vc0); + void* dsm = dev.Alloc(kTokens * sizeof(int64_t)); + dev.Copy(q, dsm, slots.data(), kTokens * sizeof(int64_t)); + dev.Synchronize(q); + + Tensor tk = Tensor::Contiguous(dk.ptr(), DType::kF32, d, {kTokens, kHk, kD}); + Tensor tv = Tensor::Contiguous(dv.ptr(), DType::kF32, d, {kTokens, kHk, kD}); + Tensor tkc = Tensor::Contiguous(dkc.ptr(), DType::kF32, d, {kBlocks, kBS, kHk, kD}); + Tensor tvc = Tensor::Contiguous(dvc.ptr(), DType::kF32, d, {kBlocks, kBS, kHk, kD}); + Tensor tsm = Tensor::Contiguous(dsm, DType::kI64, d, {kTokens}); + vt::ReshapeAndCache(q, tk, tv, tkc, tvc, tsm); + dev.Synchronize(q); + + const std::vector got_kc = dkc.Download(); + const std::vector got_vc = dvc.Download(); + CHECK(std::memcmp(ref_kc.data(), got_kc.data(), ref_kc.size() * sizeof(float)) == 0); + CHECK(std::memcmp(ref_vc.data(), got_vc.data(), ref_vc.size() * sizeof(float)) == 0); + + dev.Free(dsm); + dev.DestroyQueue(q); + } +} + +TEST_CASE("paged attention matches the CPU oracle within NMSE <= 5e-4") { + // GQA prefill: Hq=4 query heads over Hk=2 kv heads, head dim 8, block size 4, + // one request of 37 tokens spanning 10 pages. Ragged on purpose -- 37 is not a + // multiple of the block size, so the last page is partly occupied and a kernel + // that walked whole pages would read past the sequence. + constexpr int64_t kT = 37, kHq = 4, kHk = 2, kD = 8, kBS = 4; + constexpr int64_t kBlocks = (kT + kBS - 1) / kBS; // 10 + + const std::vector query = RandomVec(kT * kHq * kD, 601); + const std::vector kc = RandomVec(kBlocks * kBS * kHk * kD, 602); + const std::vector vc = RandomVec(kBlocks * kBS * kHk * kD, 603); + std::vector block_table(kBlocks); + // A NON-IDENTITY mapping, so a kernel that ignored the block table and indexed + // the cache linearly would fail. Page j lives at cache block (kBlocks-1-j). + for (int64_t b = 0; b < kBlocks; ++b) { + block_table[static_cast(b)] = static_cast(kBlocks - 1 - b); + } + const std::vector seq_lens = {static_cast(kT)}; + const std::vector qsl = {0, static_cast(kT)}; + + // Three configurations, because they are different branches in the kernel and + // a single causal case would leave two of them unexercised. + struct Cfg { const char* name; bool causal; bool window; float softcap; }; + const Cfg cfgs[] = { + {"causal", true, false, 0.0f}, + {"causal+softcap", true, false, 30.0f}, // cap * tanh(s / cap) + {"sliding-window", true, true, 0.0f}, // window_left bounds jmin + }; + + for (const Cfg& cfg : cfgs) { + CAPTURE(cfg.name); + vt::PagedAttentionArgs args; + args.scale = 0.353553f; + args.causal = cfg.causal; + args.logits_soft_cap = cfg.softcap; + // Both bounds must be >= 0 (ops.cpp:2778). right = 0 is the causal + // sliding window: no future keys, at most 8 past ones. + if (cfg.window) args.window_size = vt::AttentionWindow{8, 0}; + + vt::Backend& cpu = vt::GetBackend(DeviceType::kCPU); + Queue cq = cpu.CreateQueue(); + const Device cd{DeviceType::kCPU, 0}; + std::vector cq_v = query, ckc = kc, cvc = vc, ref(kT * kHq * kD); + std::vector cbt = block_table, csl = seq_lens, cqsl = qsl; + { + Tensor tq = Tensor::Contiguous(cq_v.data(), DType::kF32, cd, {kT, kHq, kD}); + Tensor tkc = Tensor::Contiguous(ckc.data(), DType::kF32, cd, {kBlocks, kBS, kHk, kD}); + Tensor tvc = Tensor::Contiguous(cvc.data(), DType::kF32, cd, {kBlocks, kBS, kHk, kD}); + Tensor tbt = Tensor::Contiguous(cbt.data(), DType::kI32, cd, {1, kBlocks}); + Tensor tsl = Tensor::Contiguous(csl.data(), DType::kI32, cd, {1}); + Tensor tqsl = Tensor::Contiguous(cqsl.data(), DType::kI32, cd, {2}); + Tensor to = Tensor::Contiguous(ref.data(), DType::kF32, cd, {kT, kHq, kD}); + vt::PagedAttention(cq, to, tq, tkc, tvc, tbt, tsl, tqsl, args); + } + cpu.DestroyQueue(cq); + + for (DeviceType dt : RegisteredDevices()) { + if (!OpAvailable(vt::OpId::kPagedAttention, dt)) continue; + CAPTURE(DeviceName(dt)); + vt::Backend& dev = vt::GetBackend(dt); + Queue q = dev.CreateQueue(); + const Device d{dt, 0}; + + DevBuf dq(dev, q, kT * kHq * kD), dkc(dev, q, kBlocks * kBS * kHk * kD), + dvc(dev, q, kBlocks * kBS * kHk * kD), dout(dev, q, kT * kHq * kD); + dq.Upload(query); + dkc.Upload(kc); + dvc.Upload(vc); + void* dbt = dev.Alloc(kBlocks * sizeof(int32_t)); + void* dsl = dev.Alloc(sizeof(int32_t)); + void* dqsl = dev.Alloc(2 * sizeof(int32_t)); + dev.Copy(q, dbt, block_table.data(), kBlocks * sizeof(int32_t)); + dev.Copy(q, dsl, seq_lens.data(), sizeof(int32_t)); + dev.Copy(q, dqsl, qsl.data(), 2 * sizeof(int32_t)); + dev.Synchronize(q); + + Tensor tq = Tensor::Contiguous(dq.ptr(), DType::kF32, d, {kT, kHq, kD}); + Tensor tkc = Tensor::Contiguous(dkc.ptr(), DType::kF32, d, {kBlocks, kBS, kHk, kD}); + Tensor tvc = Tensor::Contiguous(dvc.ptr(), DType::kF32, d, {kBlocks, kBS, kHk, kD}); + Tensor tbt = Tensor::Contiguous(dbt, DType::kI32, d, {1, kBlocks}); + Tensor tsl = Tensor::Contiguous(dsl, DType::kI32, d, {1}); + Tensor tqsl = Tensor::Contiguous(dqsl, DType::kI32, d, {2}); + Tensor to = Tensor::Contiguous(dout.ptr(), DType::kF32, d, {kT, kHq, kD}); + vt::PagedAttention(q, to, tq, tkc, tvc, tbt, tsl, tqsl, args); + dev.Synchronize(q); + + CHECK(Nmse(ref, dout.Download()) <= kNmseTol); + + dev.Free(dbt); + dev.Free(dsl); + dev.Free(dqsl); + dev.DestroyQueue(q); + } + } +} + +TEST_CASE("Embedding gather and greedy argmax match the CPU oracle EXACTLY") { + // Neither op is arithmetic, so neither gets the NMSE tier: a gather must move + // the exact bytes, and an argmax must pick the exact index. + constexpr int64_t kVocab = 61; + constexpr int64_t kHidden = 40; + constexpr int64_t kTokens = 7; + + const std::vector table = RandomVec(kVocab * kHidden, 501); + // Ids chosen to include 0 and the last row, and to REPEAT — a gather that + // accidentally consumed ids positionally would pass on distinct ids. + const std::vector ids32 = {0, 60, 13, 13, 1, 59, 0}; + std::vector ids64(ids32.begin(), ids32.end()); + + // Logits with a DELIBERATE TIE: row 0 has its maximum twice, at columns 2 and + // 5. The contract (cpu_sample.cpp:49, strict `>`) is that the FIRST wins, so a + // kernel that used `>=` or a tie-indifferent tree reduction returns 5 and fails + // here. That is a different token, not a rounding difference. + constexpr int64_t kRows = 3; + std::vector logits(kRows * kVocab, 0.0f); + for (int64_t r = 0; r < kRows; ++r) { + for (int64_t c = 0; c < kVocab; ++c) logits[r * kVocab + c] = -1.0f * float(c + 1); + } + logits[0 * kVocab + 2] = 9.0f; + logits[0 * kVocab + 5] = 9.0f; // tie with column 2; column 2 must win + logits[1 * kVocab + 60] = 5.0f; // last column + logits[2 * kVocab + 0] = 5.0f; // first column + + vt::Backend& cpu = vt::GetBackend(DeviceType::kCPU); + Queue cq = cpu.CreateQueue(); + const Device cd{DeviceType::kCPU, 0}; + std::vector ctable = table, clogits = logits; + std::vector cids = ids32; + std::vector ref_emb(kTokens * kHidden); + std::vector ref_tok(kRows); + { + Tensor tt = T2(ctable.data(), cd, kVocab, kHidden); + Tensor ti = TI32(cids.data(), cd, kTokens); + Tensor to = T2(ref_emb.data(), cd, kTokens, kHidden); + vt::Embedding(cq, to, tt, ti); + Tensor tl = T2(clogits.data(), cd, kRows, kVocab); + Tensor ttok = TI64(ref_tok.data(), cd, kRows); + vt::GreedyArgmax(cq, ttok, tl); + } + REQUIRE(ref_tok[0] == 2); // the oracle itself must honour the tie-break + + for (DeviceType dt : RegisteredDevices()) { + CAPTURE(DeviceName(dt)); + vt::Backend& dev = vt::GetBackend(dt); + Queue q = dev.CreateQueue(); + const Device d{dt, 0}; + + if (OpAvailable(vt::OpId::kEmbedding, dt)) { + DevBuf dtable(dev, q, kVocab * kHidden), demb(dev, q, kTokens * kHidden); + dtable.Upload(table); + // i32 and i64 ids are DIFFERENT index paths, so both are exercised. + for (bool wide : {false, true}) { + CAPTURE(wide); + void* dids = dev.Alloc(kTokens * (wide ? sizeof(int64_t) : sizeof(int32_t))); + if (wide) { + dev.Copy(q, dids, ids64.data(), kTokens * sizeof(int64_t)); + } else { + dev.Copy(q, dids, ids32.data(), kTokens * sizeof(int32_t)); + } + dev.Synchronize(q); + Tensor tt = T2(dtable.ptr(), d, kVocab, kHidden); + Tensor ti = wide ? TI64(static_cast(dids), d, kTokens) + : TI32(static_cast(dids), d, kTokens); + Tensor to = T2(demb.ptr(), d, kTokens, kHidden); + vt::Embedding(q, to, tt, ti); + dev.Synchronize(q); + const std::vector got = demb.Download(); + // A gather moves bytes; equality is exact, not NMSE. + CHECK(std::memcmp(ref_emb.data(), got.data(), ref_emb.size() * sizeof(float)) == 0); + dev.Free(dids); + } + } + + if (OpAvailable(vt::OpId::kGreedyArgmax, dt)) { + DevBuf dlog(dev, q, kRows * kVocab); + dlog.Upload(logits); + void* dtok = dev.Alloc(kRows * sizeof(int64_t)); + Tensor tl = T2(dlog.ptr(), d, kRows, kVocab); + Tensor ttok = TI64(static_cast(dtok), d, kRows); + vt::GreedyArgmax(q, ttok, tl); + dev.Synchronize(q); + std::vector got(kRows); + dev.Copy(q, got.data(), dtok, kRows * sizeof(int64_t)); + dev.Synchronize(q); + for (int64_t r = 0; r < kRows; ++r) { + CAPTURE(r); + CHECK(got[r] == ref_tok[r]); + } + dev.Free(dtok); + } + dev.DestroyQueue(q); + } + cpu.DestroyQueue(cq); +} + +TEST_CASE("GEMM matches the CPU oracle within NMSE <= 5e-4, both orientations") { + // Shapes are deliberately RAGGED and not multiples of the workgroup size, so a + // kernel that silently processed only whole tiles would fail rather than pass + // on a friendly shape. K is the reduction length and gets the awkward value. + constexpr int64_t kM = 13; + constexpr int64_t kK = 37; + constexpr int64_t kN = 9; + + const std::vector a = RandomVec(kM * kK, 401); + const std::vector b = RandomVec(kK * kN, 402); // [K,N] for Matmul + const std::vector bt = RandomVec(kN * kK, 403); // [N,K] for MatmulBT + + vt::Backend& cpu = vt::GetBackend(DeviceType::kCPU); + Queue cq = cpu.CreateQueue(); + const Device cd{DeviceType::kCPU, 0}; + std::vector ca = a, cb = b, cbt = bt; + std::vector ref_mm(kM * kN), ref_mmbt(kM * kN); + { + Tensor ta = T2(ca.data(), cd, kM, kK); + Tensor tb = T2(cb.data(), cd, kK, kN); + Tensor tbt = T2(cbt.data(), cd, kN, kK); + Tensor tmm = T2(ref_mm.data(), cd, kM, kN); + Tensor tmmbt = T2(ref_mmbt.data(), cd, kM, kN); + vt::Matmul(cq, tmm, ta, tb); + vt::MatmulBT(cq, tmmbt, ta, tbt); + } + + for (DeviceType dt : RegisteredDevices()) { + CAPTURE(DeviceName(dt)); + vt::Backend& dev = vt::GetBackend(dt); + Queue q = dev.CreateQueue(); + const Device d{dt, 0}; + + DevBuf da(dev, q, kM * kK), dout(dev, q, kM * kN); + da.Upload(a); + Tensor ta = T2(da.ptr(), d, kM, kK); + Tensor to = T2(dout.ptr(), d, kM, kN); + + if (OpAvailable(vt::OpId::kMatmul, dt)) { + DevBuf db(dev, q, kK * kN); + db.Upload(b); + Tensor tb = T2(db.ptr(), d, kK, kN); + vt::Matmul(q, to, ta, tb); + CHECK(Nmse(ref_mm, dout.Download()) <= kNmseTol); + } + // MatmulBT is a DIFFERENT indexing path (the torch Linear [N,K] weight + // layout), not a transpose of the same code, so it gets its own case. + if (OpAvailable(vt::OpId::kMatmulBT, dt)) { + DevBuf dbt(dev, q, kN * kK); + dbt.Upload(bt); + Tensor tbt = T2(dbt.ptr(), d, kN, kK); + vt::MatmulBT(q, to, ta, tbt); + CHECK(Nmse(ref_mmbt, dout.Download()) <= kNmseTol); + } + dev.DestroyQueue(q); + } + cpu.DestroyQueue(cq); +} + TEST_CASE("row-reducing ops match the CPU oracle within NMSE <= 5e-4") { // Widths chosen to exercise BOTH threadgroup regimes on a GPU: one that is a // clean power of two and one that is not (so the strided row loop has a diff --git a/tests/vt/test_vulkan_backend.cpp b/tests/vt/test_vulkan_backend.cpp index 5175ac18b..28fdddddc 100644 --- a/tests/vt/test_vulkan_backend.cpp +++ b/tests/vt/test_vulkan_backend.cpp @@ -18,6 +18,7 @@ #include #include +#include #include #include "vllm/platforms/interface.h" @@ -47,9 +48,14 @@ TEST_CASE("the committed SPIR-V table is present and well-formed") { // Independent of any device: this is a property of the CHECKED-IN artifact, so // it also gates the generator (scripts/gen-vulkan-spirv.py) on a box with no // Vulkan at all. - const size_t n = sizeof(vt::vulkan::kSpirvModules) / sizeof(vt::vulkan::kSpirvModules[0]); - CHECK(n == 7); - for (const auto& m : vt::vulkan::kSpirvModules) { + // The blobs live in vulkan_spirv.cpp, so the array is `extern` and of unknown + // bound here and the generated count is the only way to size it. That is the + // point of the split: at the target shader surface the words must not be + // re-parsed by every TU that merely needs the table. + const size_t n = vt::vulkan::kSpirvModuleCount; + CHECK(n == 14); + for (size_t mi = 0; mi < n; ++mi) { + const auto& m = vt::vulkan::kSpirvModules[mi]; CAPTURE(m.name); REQUIRE(m.word_count > 5); // a SPIR-V header alone is 5 words CHECK(m.words[0] == 0x07230203u); // SPIR-V magic @@ -57,17 +63,133 @@ TEST_CASE("the committed SPIR-V table is present and well-formed") { // The eight registered ops are served by exactly these seven modules (kCastBf16 // and kCastF32 share vt_cast), so a rename in either direction breaks here // rather than at pipeline-creation time on a device we might not have. - for (const char* want : {"vt_add", "vt_cast", "vt_fused_chain", "vt_layer_norm", "vt_relu", - "vt_rms_norm", "vt_silu_and_mul"}) { + for (const char* want : {"vt_add", "vt_cast", "vt_embedding", "vt_fused_chain", + "vt_greedy_argmax", "vt_layer_norm", "vt_matmul", + "vt_paged_attn", "vt_qkv_split", "vt_relu", + "vt_reshape_and_cache", "vt_rms_norm", + "vt_rope_from_cache", "vt_silu_and_mul"}) { bool found = false; - for (const auto& m : vt::vulkan::kSpirvModules) { - if (std::strcmp(m.name, want) == 0) found = true; + for (size_t mi = 0; mi < vt::vulkan::kSpirvModuleCount; ++mi) { + if (std::strcmp(vt::vulkan::kSpirvModules[mi].name, want) == 0) found = true; } CAPTURE(want); CHECK(found); } } +TEST_CASE("the committed SPIR-V table records each module's specialization constants") { + // Device-independent: a property of the checked-in artifact, so this also gates + // the generator on a box with no Vulkan. + // + // The host passes specialization values by constantID. Vulkan SILENTLY IGNORES + // a VkSpecializationMapEntry whose ID the module does not declare, so a drift + // between host and shader is WRONG NUMBERS, not a clean error. Recording the + // declared IDs alongside each blob is what lets GetPipeline check it. + for (size_t mi = 0; mi < vt::vulkan::kSpirvModuleCount; ++mi) { + const auto& m = vt::vulkan::kSpirvModules[mi]; + CAPTURE(m.name); + // Structural: the pointer and the count agree, and the IDs are sorted with no + // duplicates — GetPipeline builds VkSpecializationMapEntry positionally from + // this array, so an unsorted or duplicated ID would bind the wrong value. + CHECK((m.spec_ids == nullptr) == (m.spec_id_count == 0)); + for (size_t i = 1; i < m.spec_id_count; ++i) { + CHECK(m.spec_ids[i - 1] < m.spec_ids[i]); + } + // vt_cast is the backend's FIRST variant axis: constants 0 and 1 are its + // source and destination dtype, so one module serves every (src, dst) pair + // instead of a module per pair. Every other W0 shader still declares none. + // + // The workgroup size is deliberately NOT such a constant — see the measured + // reason in src/vt/vulkan/shaders/vt_common.glsl (local_size_x_id emits + // LocalSize 1 1 1 at the vulkan1.1 target and computes ~1/128 of the tensor). + if (std::strcmp(m.name, "vt_cast") == 0) { + REQUIRE(m.spec_id_count == 2); // src dtype, dst dtype + CHECK(m.spec_ids[0] == 0u); + CHECK(m.spec_ids[1] == 1u); + } else if (std::strcmp(m.name, "vt_embedding") == 0) { + // table dtype, out dtype, id width (i32 vs i64). + REQUIRE(m.spec_id_count == 3); + for (uint32_t want = 0; want < 3; ++want) CHECK(m.spec_ids[want] == want); + } else if (std::strcmp(m.name, "vt_rope_from_cache") == 0) { + // q / k / cache dtype, the NeoX-vs-GPT-J pairing, and the position width. + REQUIRE(m.spec_id_count == 5); + for (uint32_t want = 0; want < 5; ++want) CHECK(m.spec_ids[want] == want); + } else if (std::strcmp(m.name, "vt_qkv_split") == 0) { + // source dtype, destination dtype. + REQUIRE(m.spec_id_count == 2); + for (uint32_t want = 0; want < 2; ++want) CHECK(m.spec_ids[want] == want); + } else if (std::strcmp(m.name, "vt_reshape_and_cache") == 0) { + // A single WIDTH selector, not a dtype code: this op moves bytes and + // converts nothing, so 32-bit and 16-bit are the only two paths. + REQUIRE(m.spec_id_count == 1); + CHECK(m.spec_ids[0] == 0u); + } else if (std::strcmp(m.name, "vt_paged_attn") == 0) { + // query / k-cache / v-cache / out dtype. + REQUIRE(m.spec_id_count == 4); + for (uint32_t want = 0; want < 4; ++want) CHECK(m.spec_ids[want] == want); + } else if (std::strcmp(m.name, "vt_matmul") == 0) { + // a dtype, b dtype, out dtype, orientation: 3*3*3*2 = 54 variants served by + // ONE committed module, which is the argument for specialization constants + // over llama.cpp's module-per-#define in miniature. + REQUIRE(m.spec_id_count == 4); + for (uint32_t want = 0; want < 4; ++want) CHECK(m.spec_ids[want] == want); + } else { + CHECK(m.spec_id_count == 0); + } + } +} + +TEST_CASE("Vulkan specializes pipelines per dtype pair and caches them separately") { + if (!VulkanPresent()) return; + auto& ctx = vt::vulkan::VulkanContext::Get(); + Backend& vk = vt::GetBackend(DeviceType::kVULKAN); + Queue q = vk.CreateQueue(); + const Device d{DeviceType::kVULKAN, 0}; + + // Two DIFFERENT dtype pairs through the same committed module. The results + // being right is necessary but not sufficient: a specialization that silently + // did nothing would also produce right results here, because the shader's + // defaults happen to be f32->f32. What proves the mechanism engaged is that the + // pipeline cache GREW BY TWO — one specialized pipeline per pair. + const size_t before = ctx.PipelineCacheSize(); + + const int64_t n = 300; // not a multiple of the workgroup size + std::vector src(n); + for (int64_t i = 0; i < n; ++i) src[i] = static_cast(i) - 150.5f; + + auto* f32_in = static_cast(vk.Alloc(n * sizeof(float))); + auto* bf16_mid = static_cast(vk.Alloc(n * sizeof(uint16_t))); + auto* f32_out = static_cast(vk.Alloc(n * sizeof(float))); + vk.Copy(q, f32_in, src.data(), n * sizeof(float)); + + Tensor t_f32_in = Tensor::Contiguous(f32_in, vt::DType::kF32, d, {n}); + Tensor t_bf16 = Tensor::Contiguous(bf16_mid, vt::DType::kBF16, d, {n}); + Tensor t_f32_out = Tensor::Contiguous(f32_out, vt::DType::kF32, d, {n}); + + vt::CastBf16(q, t_bf16, t_f32_in); // f32 -> bf16 : one specialization + vt::CastF32(q, t_f32_out, t_bf16); // bf16 -> f32 : a different one + vk.Synchronize(q); + + CHECK(ctx.PipelineCacheSize() == before + 2); + + // The round trip must be EXACTLY the CPU codec's, so this stays in the + // bit-exact tier rather than the NMSE tier: bf16 keeps the high 16 bits under + // round-to-nearest-even, so a value that survives the narrowing must come back + // identical. + std::vector back(n); + vk.Copy(q, back.data(), f32_out, n * sizeof(float)); + vk.Synchronize(q); + for (int64_t i = 0; i < n; ++i) { + CAPTURE(i); + CHECK(back[i] == vt::BF16ToF32(vt::F32ToBF16(src[i]))); + } + + vk.Free(f32_in); + vk.Free(bf16_mid); + vk.Free(f32_out); + vk.DestroyQueue(q); +} + TEST_CASE("Vulkan backend is registered on a Vulkan-capable host") { if (!VulkanPresent()) { MESSAGE("no Vulkan loader or no conformant device on this host; skipping"); @@ -206,10 +328,25 @@ TEST_CASE("Vulkan platform is registered and reports unified/no-pool residency") CHECK_FALSE(rp.release_host_weights_after_upload); CHECK_FALSE(rp.uses_device_memory_pool); - // No Vulkan attention kernel exists yet, so the priority list is EMPTY by - // design (see src/vllm/platforms/vulkan.cpp) — selection must fail loudly - // rather than name a backend whose kernels are absent. - CHECK(p.get_attn_backend_priority().empty()); + // Vulkan now HAS native kPagedAttention + kReshapeAndCache reading and writing + // the NHD layout FlashAttentionBackend::get_kv_cache_shape allocates, so the + // selector may reach FLASH_ATTN — on exactly the footing Metal reached it. + // This is what let OPT-125m run end to end on Vulkan. + { + vllm::platforms::AttnSelectorConfig cfg; + const auto prio = p.get_attn_backend_priority(cfg); + REQUIRE(prio.size() == 1); + CHECK(prio[0] == "FLASH_ATTN"); + } + // MLA stays EMPTY, and that is a capability statement rather than a stub: + // kMlaDecodeAttention / kMlaPrefillAttention / kConcatAndCacheMla have no + // Vulkan kernel, so naming a backend here would route an MLA model into one + // that cannot serve it. Selection must fail loudly instead. + { + vllm::platforms::AttnSelectorConfig mla; + mla.use_mla = true; + CHECK(p.get_attn_backend_priority(mla).empty()); + } } TEST_CASE("Vulkan registers the W0 op set and NOT the unimplemented rest") { @@ -218,18 +355,55 @@ TEST_CASE("Vulkan registers the W0 op set and NOT the unimplemented rest") { // work row cannot quietly claim more than it implements. for (vt::OpId op : {vt::OpId::kAdd, vt::OpId::kRelu, vt::OpId::kSiluAndMul, vt::OpId::kCastBf16, vt::OpId::kCastF32, vt::OpId::kLayerNorm, - vt::OpId::kRmsNorm, vt::OpId::kFusedChain}) { + vt::OpId::kRmsNorm, vt::OpId::kFusedChain, + // VK-B: the dense path's GEMM (both orientations) and the + // two ends of the model, token ids in and out. + vt::OpId::kMatmul, vt::OpId::kMatmulBT, + vt::OpId::kEmbedding, vt::OpId::kGreedyArgmax, + // The attention block: paged attention (the one kernel + // with no llama.cpp Vulkan counterpart), the KV write, the + // QKV split and the rotary APPLY. + vt::OpId::kPagedAttention, vt::OpId::kReshapeAndCache, + vt::OpId::kQkvSplit, vt::OpId::kRopeFromCache}) { CHECK(vt::OpRegistered(op, DeviceType::kVULKAN)); } - // Still stubbed — GEMM, attention, KV cache, quant, sampling. A partial backend - // is a supported state (src/vt/ops.cpp:104-111 throws on lookup). NO MODEL RUNS - // ON VULKAN. - for (vt::OpId op : {vt::OpId::kMatmul, vt::OpId::kMatmulBT, vt::OpId::kPagedAttention, - vt::OpId::kReshapeAndCache, vt::OpId::kEmbedding, - vt::OpId::kGreedyArgmax}) { + // No NATIVE Vulkan kernel yet for the rotary TABLE BUILD (kRopeCosSinCache and + // kRopeNeox both construct the angle in double -- deliberately left on the + // portable tier, mirroring vLLM's own split), quant, MoE, or the sampler beyond + // greedy argmax. + for (vt::OpId op : {vt::OpId::kRopeNeox, vt::OpId::kRopeCosSinCache, + vt::OpId::kApplyTemperature, vt::OpId::kMoeRouterTopK}) { CHECK_FALSE(vt::OpRegistered(op, DeviceType::kVULKAN)); } - CHECK_THROWS_AS(vt::GetOp(vt::OpId::kMatmul, DeviceType::kVULKAN), std::runtime_error); + // ...but they no longer THROW, and this assertion used to say they did. + // + // Accelerator-seam work row S5 (af0b21ba) added the PORTABLE REFERENCE TIER: + // for a unified-memory device, a missed GetOp lazily installs the CPU kernel as + // a priority -1000 provider, below every native kernel. Vulkan is eligible (GB10 + // integrated and llvmpipe both report unified), so every op the CPU backend has + // resolves here and runs ON THE HOST against shared memory — correct, and + // arbitrarily slow. + // + // The Metal sibling was updated for this (test_metal_backend.cpp:215-231); THIS + // file was not, and the assertion sat RED from the moment S5 landed because no + // CI leg builds the Vulkan backend and nobody built it locally. The mirrored + // form below is deliberate: the two backends should fail the same way. + // + // Measured on this tree (VK-A1, 2026-08-06): of 87 CPU-registered ops, 8 are + // NATIVE on Vulkan, 79 are served by the reference tier, and ZERO throw. + REQUIRE(vt::ReferenceTierEligible(DeviceType::kVULKAN)); + // This must stay an op that is GENUINELY unimplemented natively, and it moves + // on as the backend fills in: kMatmul, then kPagedAttention, then + // kReshapeAndCache all had their turn and now have native kernels. kRopeNeox is + // the current one. + void* rope = nullptr; + CHECK_NOTHROW(rope = vt::GetOp(vt::OpId::kRopeNeox, DeviceType::kVULKAN)); + CHECK(rope != nullptr); + // BY NAME, so a host kernel can never masquerade as a native Vulkan one (Risk 7). + const auto stats = vt::GetOpProviderStats(vt::OpId::kRopeNeox, DeviceType::kVULKAN); + REQUIRE(stats.last_selected != nullptr); + CHECK(std::string(stats.last_selected) == std::string(vt::kReferenceProviderName)); + CHECK(vt::GetReferenceTierHits() > 0); } TEST_CASE("Vulkan float-controls are PROBED and reported, not assumed") {