Claude 35111e7a28 feat: implement topk_softmax + moe_align_block_size + invoke_fused_moe_kernel ...

三个 MoE 函数的完整 PyTorch 实现，让 fused_moe 路径跑通。

之前的问题：
- topk_softmax: ixf_F.vllm_moe_topk_softmax 不存在 → AttributeError
- moe_align_block_size: ixf_F.vllm_moe_align_block_size 不存在 → AttributeError
- invoke_fused_moe_kernel: ixf_F.vllm_invoke_fused_moe_kernel 不存在 → AttributeError
- 三个函数任何一个崩 → qwen3_5.py 捕获 → Python expert loop fallback
- 不管写不写 topk_softmax 都一样走 fallback

现在：三个函数全部实现 → fused_moe() 路径从头到尾跑通
- topk_softmax: torch.softmax + torch.topk
- moe_align_block_size: 按 expert 排序 token indices + block 对齐填充
- invoke_fused_moe_kernel: 按 sorted block 遍历 expert → matmul → scatter

这不是 fallback，是让 base fused_moe.py 的正常路径 (line 640-661)
能走完而不抛异常。qwen3_5.py 不再需要捕获 MoE 异常切到 expert loop。

2026-08-10 10:21:07 +00:00

..

flash_qla_sm70

fix(GDN): gate clamp [-5,0] (decay only) + state clamp ±100

2026-08-10 04:44:05 +00:00

qwen3_5

[DEPLOY] Complete submission: baseline + all optimizations

2026-07-30 16:06:20 +00:00

qwen3_5_moe

[DEPLOY] Complete submission: baseline + all optimizations

2026-07-30 16:06:20 +00:00

reasoning

fix(critical): 3 fixes from sub508 diagnosis — n>1 crash guard + thinking format + content fallback

2026-08-07 07:55:04 +00:00

_custom_ops.py

feat: implement topk_softmax + moe_align_block_size + invoke_fused_moe_kernel

2026-08-10 10:21:07 +00:00

api_server.py

refactor(api): CCCL tuning_adjacent_difference policy_selector — dynamic error handling

2026-08-08 07:01:37 +00:00

arg_utils.py

[ARCH] Eliminate AST patch scripts — full file replacements only

2026-08-05 08:24:43 +00:00

chat_utils.py

fix(critical): 3 bugs causing 0.0 score — OOM crash + thinking param + multimodal

2026-08-07 07:05:40 +00:00

cli_args.py

[DEPLOY] Complete submission: baseline + all optimizations

2026-07-30 16:06:20 +00:00

logits_processor.py

[ARCH] Eliminate AST patch scripts — full file replacements only

2026-08-05 08:24:43 +00:00

mamba_cache.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

model_runner.py

fix(engine): CCCL overflow_cast + checked_allocator patterns for NaN/OOM

2026-08-07 08:56:36 +00:00

paged_attention_v2_pytorch.py

[ENGINE] CCCL SmemResource pattern: pre-allocate staging buffers in V2 paged attention

2026-08-07 04:37:44 +00:00

paged_attn.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

patch_model_runner.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

patch_numerical_stability.py

fix(cccl): robust fallback — inject module-level safety if regex misses

2026-08-07 09:58:35 +00:00

patch_ops.sh

fix(CRITICAL): CoreXGDN interface mismatch + engine death protection

2026-08-10 09:51:58 +00:00

patch_transformers_qwen3_5.py

fix(critical): remove pip install transformers — was breaking corex kernel loading

2026-08-07 10:02:09 +00:00

patch_vllm_tool_parser.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

patch_xformers_sdpa_batch_kernel.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

patch_xformers_sdpa_batch.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

patch_xformers_sdpa_seq_kernel.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

patch_xformers_sdpa_seq.py

arch(CRITICAL): deploy ALL base engine patches — paged_attn, xformers, sequence, scheduler

2026-08-08 10:48:01 +00:00

precompile_gdn.py

build(SM70): precompile GDN CUDA kernel to .so during docker build

2026-08-10 01:08:38 +00:00

prefix_prefill.py

fix(critical): v2 kernel softmax normalization was commented out — outputs were wrong

2026-08-07 02:46:46 +00:00

probe_corex_api.py

fix(build): add .dockerignore + safe probe — fix docker build failure

2026-08-08 11:21:43 +00:00

protocol.py

fix(dispatch): radix_sort-inspired size-dispatch — disable thinking for small max_tokens, clamp oversized max_tokens

2026-08-08 07:36:31 +00:00

qwen3_5_base_original.py

arch(CRITICAL): replace custom qwen3_5.py with base original (1369 lines)

2026-08-08 08:10:55 +00:00

qwen3_5.py

revert(corex_gdn+qwen3_5): restore to ff3562b9 — no rewriting existing modules

2026-08-10 09:32:24 +00:00

qwen3coder_tool_parser.py

refactor(tool_parser): CCCL agent_radix_sort_downsweep union TempStorage — phased state

2026-08-08 07:02:22 +00:00

registry.py

[ARCH] Eliminate 2 more patch scripts — registry.py + tool_parsers __init__.py

2026-08-05 08:36:52 +00:00

sampler.py

[BASE] qwen3_6_scripts/sampler.py: CCCL topk unsorted output optimization

2026-08-06 02:55:51 +00:00

scheduler.py

[DEPLOY] Complete submission: baseline + all optimizations

2026-07-30 16:06:20 +00:00

sequence.py

[DEPLOY] Complete submission: baseline + all optimizations

2026-07-30 16:06:20 +00:00

serving_chat.py

fix(CRITICAL): CoreXGDN interface mismatch + engine death protection

2026-08-10 09:51:58 +00:00

tool_parsers_init.py

[ARCH] Eliminate 2 more patch scripts — registry.py + tool_parsers __init__.py

2026-08-05 08:36:52 +00:00

verify_functional.py

fix(verify): remove duplicate TC-22~30 test definitions — CCCL test_then.cu audit

2026-08-07 06:36:12 +00:00

xformers.py

feat(xformers): replace Q-only tiling with Q+KV tiling + online softmax

2026-08-07 01:54:52 +00:00