….99 falsifier (wgpu) (#1488)

wgpu sibling of `qwen3_moe_gpu_parity.rs` (M-GPU-MOE-1.2, PR #1484).
Asserts cosine ≥ 0.99 between APR's CPU `forward_qwen3_moe` reference
and the wgpu `OwnedQuantizedModelWgpu::forward_qwen3_moe_wgpu`
integration on the same prompt.

Same falsifier ID as the cuda sibling
(FALSIFY-QW3-MOE-GPU-PARITY-001) — wgpu is a SECOND backend
implementing the same contract gate, not a different gate. Same
threshold (≥ 0.99), same canonical 17.3 GB Qwen3-Coder GGUF, same
3-token canonical prompt as the cuda test.

CI WIRING:

  - #[cfg(feature = "gpu")] gates the file (matches the gate on
    OwnedQuantizedModelWgpu in gguf/mod.rs)
  - #[ignore] on the heavy test (CI default skips; explicit
    `--include-ignored` runs it on a wgpu-capable adapter — Apple
    Silicon Metal, AMD Vulkan, Intel ARC Vulkan)
  - 2 helper unit tests (cosine_similarity sanity coverage) DO run
    by default

WHEN THE TEST PASSES:

  - M-GPU-MOE-2.0 stub returns UnsupportedOperation, so this test
    currently panics at the wgpu forward call (correct behaviour
    for a falsifier against an incomplete impl).
  - M-GPU-MOE-2.1 (per-expert wgpu helpers via trueno-gpu
    QuantizeKernel + GemmKernel compute pipelines) + M-GPU-MOE-2.2
    (full forward integration analog of forward_qwen3_moe_cuda)
    must both land before this test passes on hardware.
  - On hardware with wgpu support, run with --include-ignored to
    exercise. PASS discharges FALSIFY-QW3-MOE-GPU-PARITY-001 for
    the wgpu backend (cuda backend discharged by sibling test).

DEPENDS ON: PR #1485 (v1.2.0 amendment + M-GPU-MOE-2.0 stub).
Branch is stacked on the v1.2.0 contract branch; once #1485 lands
on main, this PR's base flips to main automatically.

Refs: M52, M53, R10, qwen3-moe-forward-gpu-v1 v1.2.0 ::
M-GPU-MOE-2.3 + FALSIFY-QW3-MOE-GPU-PARITY-001 (wgpu).

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>

…arity test (#1485)

* contract(qwen3-moe-forward-gpu-v1): v1.1.0 → v1.2.0 — option I (OwnedQuantizedModelWgpu)

Pre-implementation architecture amendment for M-GPU-MOE-2 (wgpu
fallback). Mirrors the v1.1.0 option D amendment that pinned the
CUDA substrate before M-GPU-MOE-1.0 implementation; this one pins
the wgpu substrate before any wgpu code lands.

Why now: M-GPU-MOE-1 is in flight (1.0-redo SHIPPED, 1.1.1 SHIPPED,
1.1.2 OPEN as PR #1477, 1.2 test scaffold OPEN as PR #1484).
Choosing the wgpu seam early prevents the wrong-type-stub waste
that bit M-GPU-MOE-1.0 (PR #1460 placed forward_qwen3_moe_gpu on
OwnedQuantizedModel; one cycle later #1464 redo'd it on
OwnedQuantizedModelCuda — option D).

FOUR options considered:
  (I)   OwnedQuantizedModelWgpu wrapper type (analog of v1.1.0 option D) — CHOSEN
  (II)  GpuExecutor trait abstracting CUDA + wgpu — REJECTED (over-engineered)
  (III) Backend enum inside renamed OwnedQuantizedModelGpu — REJECTED (invasive)
  (IV)  Defer wgpu indefinitely — REJECTED (violates CLAUDE.md backend-agnostic mandate)

Option I picks wgpu by code-path symmetry, not by trait abstraction:
new file tree at `crates/aprender-serve/src/gguf/wgpu/` mirrors
`crates/aprender-serve/src/gguf/cuda/` line-for-line. Maintenance-mode
reviewer can verify a parity bug by diff, not by elaborate test
infrastructure.

M-GPU-MOE-2 decomposed into four substages mirroring M-GPU-MOE-1.x:
  M-GPU-MOE-2.0 stub on OwnedQuantizedModelWgpu
  M-GPU-MOE-2.1 per-expert wgpu dispatch helpers (expert_swiglu_wgpu,
                moe_ffn_forward_layer_wgpu)
  M-GPU-MOE-2.2 full forward integration (replaces 2.0 stub body)
  M-GPU-MOE-2.3 cosine-vs-CPU parity test on hardware with wgpu

Two new blockers documented:
  - wgpu adapter selection probe for non-NVIDIA hardware
  - trueno-gpu Q6_K QuantizeKernel coverage check before 2.1

Companion-spec records this as M52 (no companion contract bump).

Validation:
  pv validate contracts/qwen3-moe-forward-gpu-v1.yaml
  → 0 error(s), 0 warning(s). Contract is valid.

Refs: M52, R10, qwen3-moe-forward-gpu-v1 v1.2.0 option I.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

* feat(aprender-serve): OwnedQuantizedModelWgpu stub — M-GPU-MOE-2.0 (#1487)

Implements M-GPU-MOE-2.0 per qwen3-moe-forward-gpu-v1 v1.2.0 option I
(see PR #1485 amendment). Analog of M-GPU-MOE-1.0-redo (PR #1464) for
the wgpu backend.

WHAT THIS PR ADDS:

  * crates/aprender-serve/src/gguf/wgpu_backend/mod.rs — new module
    with OwnedQuantizedModelWgpu struct + new() + stub method
    forward_qwen3_moe_wgpu(). Mirrors cuda/mod.rs structure.

  * crates/aprender-serve/src/gguf/wgpu_model.rs — re-export shim
    `pub use super::wgpu_backend::OwnedQuantizedModelWgpu`. Mirrors
    cuda_model.rs.

  * crates/aprender-serve/src/gguf/mod.rs — adds the two new modules
    behind `#[cfg(feature = \"gpu\")]` (the existing wgpu feature
    flag — `gpu = [\"trueno/gpu\"]` per Cargo.toml line 208).

WHY MODULE NAMED `wgpu_backend`:

The Rust ecosystem already has a `wgpu` crate. A module named `wgpu`
inside the same crate would shadow it inside the file's body. The
public re-export still presents `OwnedQuantizedModelWgpu` (no ugly
suffix) thanks to wgpu_model.rs.

WHY THIS IS A STUB:

Same staging discipline as M-GPU-MOE-1.0-redo — contract first,
scaffold second, implementation third. The body of
forward_qwen3_moe_wgpu validates preconditions (mirroring the cuda
sibling's boundary) then returns RealizarError::UnsupportedOperation
whose reason points at the v1.2.0 amendment block for the M-GPU-MOE-2
staging plan. Until M-GPU-MOE-2.2 lands, callers on non-CUDA
hardware fall back to OwnedQuantizedModel::forward_qwen3_moe (CPU
LAZY-FUSED-MATVEC, ~30 tok/s).

VERIFICATION:

  cargo check -p aprender-serve                  → 0 errors (default)
  cargo check -p aprender-serve --features cuda  → 0 errors (cuda)
  cargo check -p aprender-serve --features gpu   → 0 errors (wgpu)
  cargo test -p aprender-serve --lib --features gpu \
      owned_quantized_model_wgpu_tests           → 1 passed

Lib unit test asserts the function signature exists and matches the
cuda sibling step-for-step (compile-time checks via fn pointer
coercion — no runtime model construction needed at the stub stage).

DEPENDS ON: PR #1485 (qwen3-moe-forward-gpu-v1 v1.2.0 option I
amendment). Branch is stacked on the v1.2.0 contract branch; once
#1485 lands on main, this PR rebases onto main directly.

NEXT STAGES per v1.2.0:

  M-GPU-MOE-2.1  per-expert wgpu dispatch helpers
                 (expert_swiglu_wgpu, moe_ffn_forward_layer_wgpu)
  M-GPU-MOE-2.2  full forward integration mirror of cuda sibling
  M-GPU-MOE-2.3  cosine-vs-CPU parity test on wgpu hardware

Refs: M52, R10, qwen3-moe-forward-gpu-v1 v1.2.0 :: M-GPU-MOE-2.0.

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>

* test(aprender-serve): qwen3_moe_wgpu_parity — M-GPU-MOE-2.3 cosine ≥0.99 falsifier (wgpu) (#1488)

wgpu sibling of `qwen3_moe_gpu_parity.rs` (M-GPU-MOE-1.2, PR #1484).
Asserts cosine ≥ 0.99 between APR's CPU `forward_qwen3_moe` reference
and the wgpu `OwnedQuantizedModelWgpu::forward_qwen3_moe_wgpu`
integration on the same prompt.

Same falsifier ID as the cuda sibling
(FALSIFY-QW3-MOE-GPU-PARITY-001) — wgpu is a SECOND backend
implementing the same contract gate, not a different gate. Same
threshold (≥ 0.99), same canonical 17.3 GB Qwen3-Coder GGUF, same
3-token canonical prompt as the cuda test.

CI WIRING:

  - #[cfg(feature = "gpu")] gates the file (matches the gate on
    OwnedQuantizedModelWgpu in gguf/mod.rs)
  - #[ignore] on the heavy test (CI default skips; explicit
    `--include-ignored` runs it on a wgpu-capable adapter — Apple
    Silicon Metal, AMD Vulkan, Intel ARC Vulkan)
  - 2 helper unit tests (cosine_similarity sanity coverage) DO run
    by default

WHEN THE TEST PASSES:

  - M-GPU-MOE-2.0 stub returns UnsupportedOperation, so this test
    currently panics at the wgpu forward call (correct behaviour
    for a falsifier against an incomplete impl).
  - M-GPU-MOE-2.1 (per-expert wgpu helpers via trueno-gpu
    QuantizeKernel + GemmKernel compute pipelines) + M-GPU-MOE-2.2
    (full forward integration analog of forward_qwen3_moe_cuda)
    must both land before this test passes on hardware.
  - On hardware with wgpu support, run with --include-ignored to
    exercise. PASS discharges FALSIFY-QW3-MOE-GPU-PARITY-001 for
    the wgpu backend (cuda backend discharged by sibling test).

DEPENDS ON: PR #1485 (v1.2.0 amendment + M-GPU-MOE-2.0 stub).
Branch is stacked on the v1.2.0 contract branch; once #1485 lands
on main, this PR's base flips to main automatically.

Refs: M52, M53, R10, qwen3-moe-forward-gpu-v1 v1.2.0 ::
M-GPU-MOE-2.3 + FALSIFY-QW3-MOE-GPU-PARITY-001 (wgpu).

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>