loopyt fd96b77e53 feat(triton): port fused_transform, compress, prepare_v4 and both metadata kernels
Four more kernels, and with them the non-speculative path no longer touches TileLang:

- `fused_norm_rope_hadamard_cast_store_kvcache` -- all the forms the engine builds: bf16 out,
  bf16 out after dequantising (cast_back), quantised out with scales, and the main/index KV-cache
  write with a bf16 stage of `norm`. 18 cases.
- `compress_and_update_state_{prefill,decode}` -- the ring-cache state machine, two launches each.
- `prepare_v4_decode_metadata` -- one program per sequence, every output including the
  ratio-bucketed ones.

Details that were not obvious and are now pinned by cases:

RoPE pairs differ per layout: interleaved pairs `(2k, 2k+1)`, Neox pairs `(k, k + rotary/2)`. Both
reduce to "is this the first element of its pair" plus a partner offset, so the lane vector is
gathered once with `tl.gather` instead of two code paths. That also fixed a real bug: the first
version paired adjacent lanes for both layouts, which is only correct for interleaved.

`bf16_stage="norm"` means the post-normalisation *pre-RoPE* row -- the indexer consumes it. It has
to be stored before the rotation overwrites the row; storing it afterwards produced a wrong value
only when RoPE was enabled, which is exactly the case the engine uses.

Scales come in two storages for the same rounded power-of-two value: a ue8m0 byte for the main KV,
an fp32 for the index KV. Both are now covered, in the standalone output and in the cache write.

`compress` needed its tail-copy grid bounded by the *query token* count, not the compressed-row
count; and `_enable_fast_math` mutates `pass_configs` on the factory, a TileLang concept, so the
Triton factories expose an inert dict to keep that call working.

Several case bugs of the same shape were found and fixed along the way -- a sentinel that was never
required to be overwritten, a `total_q` that did not match the actual prefix sum, two tokens
mapped to one cache slot or one state slot so the winner depended on CTA order. Each of them made
the two backends agree for the wrong reason, which is worth more than the kernels themselves: a
comparison that can pass without testing anything is worse than no comparison.
2026-10-22 07:47:24 +08:00
..
ab_cases.py feat(triton): port fused_transform, compress, prepare_v4 and both metadata kernels 2026-10-22 07:47:24 +08:00
build_vendor.sh initial commit 2026-10-20 12:09:42 +08:00
build.sh initial commit 2026-10-20 12:09:42 +08:00
compare_layers.py fix(sm90): expand expert scales on the contraction axis only 2026-10-21 16:50:31 +08:00
format_csrc.sh initial commit 2026-10-20 12:09:42 +08:00
gen_stub.sh initial commit 2026-10-20 12:09:42 +08:00
h20_ask.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
h20_attn_check.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
h20_engram_check.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
h20_expert_weight_check.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
h20_index_decode_check.py test(sm90): rule out the KV cache and the decode indexer 2026-10-21 20:02:19 +08:00
h20_kv_roundtrip.py test(sm90): rule out the KV cache and the decode indexer 2026-10-21 20:02:19 +08:00
h20_ops_ab.py feat(triton): complete P1 with norm, lookup and metadata kernels 2026-10-22 00:28:38 +08:00
h20_quant_check.py test(sm90): decode FP4 by table lookup in the quant check 2026-10-21 17:15:16 +08:00
h20_real_requant_check.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
h20_recipe_probe.py debug: capture final logits, and keep the profile forward out of the dumps 2026-10-21 17:44:21 +08:00
h20_smoke_check.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
h20_topk_check.py style(sm90): satisfy ruff and add the missing type annotations 2026-10-21 17:09:08 +08:00
ref_layer_dump.py debug: capture final logits, and keep the profile forward out of the dumps 2026-10-21 17:44:21 +08:00
ref_next_token.py debug: per-step decode dumps, and prove the flip is decode-only 2026-10-21 19:07:49 +08:00