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project_6/qwen3_6_scripts
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dylan ddcfbad431 feat: pybind wrapper for CUTLASS batched GEMM → MoE decode path 
Based on verified result (issue #68):
  CUTLASS Cu10 TensorOp batched: 2.462ms (8 experts, 1 launch)
  vs 8× torch.matmul: 4.6ms (8 launches)
  vs Python F.linear loop: 10.36ms

New files:
  ex_engine/xllm_kernels/cuda/bindings/corex_batched_gemm_bind.cpp
    pybind11 wrapper: batched_gemm_fp16() + moe_decode_fused()
  ex_engine/xllm_kernels/cuda/corex_batched_gemm_kernel.cu
    CUTLASS GemmBatched<half> kernel (from cat_files/batched_gemm.cu)
  qwen3_6_scripts/build_corex_batched_gemm.sh
    Build script for BI-V100 (ivcore10)

Modified:
  qwen3_6_scripts/qwen3_5.py
    import corex_batched_gemm + _USE_COREX_BATCHED_GEMM flag
    Tier 1.5 in MoE decode: after corex_direct_routed, before corex_gather

Build on device: bash qwen3_6_scripts/build_corex_batched_gemm.sh
Output: prebuilt/corex-3.2.3-ivcore10/corex_batched_gemm.so
2026-08-15 11:54:26 +00:00
..
cccl_preload
fix: restore libcccl_allocator.so + minimal .dockerignore + clean pycache
2026-08-14 03:51:43 +00:00
prebuilt/corex-3.2.3-ivcore10
prebuilt: 5 xllm CUDA kernel .so for BI-V100 (ivcore10)
2026-08-14 11:34:23 +00:00
qwen3_5
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
qwen3_5_moe
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
reasoning
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
vendor_overrides/vllm
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
wheels
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
api_server.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
bi100_env.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
bi100_profile.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
block_major_kv_cache.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_cccl_moe_sort_scatter.sh
fix: import torch.utils.cpp_extension explicitly in build script
2026-08-13 11:37:10 +00:00
build_corex_attn_head_rms_norm.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_batched_gemm.sh
feat: pybind wrapper for CUTLASS batched GEMM → MoE decode path
2026-08-15 11:54:26 +00:00
build_corex_block_major_kv_transfer.sh
fix(P0): extra=allow + topk_softmax fallback + deploy_local.sh + SO chain verify
2026-08-14 06:56:00 +00:00
build_corex_fused_paged_prefill_split4.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_gdn_beta_decay.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_gdn_causal_conv.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_gdn_chunk_recurrent.sh
feat: C++ GDN chunk+recurrent from xllm upstream + verification script
2026-08-13 04:01:59 +00:00
build_corex_gdn_gated_norm.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_gdn_packed_decode.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_gdn_qk_map.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_moe_direct_routed.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_moe_exact_reduce.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_moe_index_combine.sh
feat: moe_compute_index + moe_combine_result CUDA kernels from xllm upstream
2026-08-13 03:48:12 +00:00
build_corex_moe_topk_softmax.sh
fix: topk_softmax .so + fp32 router + enforce_eager + comp168 params
2026-08-12 11:14:01 +00:00
build_corex_moe_weight_gather.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_corex_paged_kv_gather.sh
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
build_ix_attn_bridge.sh
feat: ix_moe_bridge + ix_attn_bridge — dlopen bridges for full ixformer::infer API
2026-08-14 07:32:31 +00:00
build_ix_bridge.sh
fix(bridge): rewrite ix_full_bridge.cpp for real ixformer_torch_ext namespace
2026-08-14 07:00:30 +00:00
build_ix_moe_bridge.sh
feat: ix_moe_bridge + ix_attn_bridge — dlopen bridges for full ixformer::infer API
2026-08-14 07:32:31 +00:00
build_xllm_kernels.sh
Revert "feat: batched MoE expert GEMM — replaces Python for-loop"
2026-08-14 11:47:37 +00:00
cat_cutlass_cu10_part2.sh
test: cat tensorop GEMM example + arch.h + cutlass.h from corex-samples
2026-08-15 05:41:03 +00:00
cat_cutlass_cu10.sh
fix: cat_cutlass_cu10.sh writes to cat_files/ directory instead of stdout
2026-08-15 05:31:33 +00:00
cccl_moe_sort_scatter_pybind.cpp
fix(CCCL): split compilation to isolate CCCL headers from torch/corex
2026-08-13 11:35:43 +00:00
cccl_moe_sort_scatter.cu
fix(CCCL): split compilation to isolate CCCL headers from torch/corex
2026-08-13 11:35:43 +00:00
chat_utils.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
cli_args.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
corex_attn_head_rms_norm.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_block_major_kv_transfer.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_fused_paged_prefill_split4.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_gdn_beta_decay.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_gdn_causal_conv.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_gdn_chunk_recurrent.cu
fix(pybind): c10::optional<Tensor>() default — c10::nullopt not registered in pybind
2026-08-14 02:05:30 +00:00
corex_gdn_gated_norm.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_gdn_packed_decode.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_gdn_qk_map.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_moe_direct_routed.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_moe_exact_reduce.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_moe_index_combine.cu
feat: moe_compute_index + moe_combine_result CUDA kernels from xllm upstream
2026-08-13 03:48:12 +00:00
corex_moe_topk_softmax.cu
fix: topk_softmax .so + fp32 router + enforce_eager + comp168 params
2026-08-12 11:14:01 +00:00
corex_moe_weight_gather.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_paged_kv_gather.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
corex_query_tiled_paged_prefill.cu
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
deploy_local.sh
fix(P0): extra=allow + topk_softmax fallback + deploy_local.sh + SO chain verify
2026-08-14 06:56:00 +00:00
device_utils.cuh
fix: topk_softmax .so + fp32 router + enforce_eager + comp168 params
2026-08-12 11:14:01 +00:00
gdn_prefix.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
install_prebuilt_corex.sh
build: all 16 .so prebuilt, no JIT compile in docker
2026-08-14 07:14:46 +00:00
ix_attn_bridge.cpp
feat: ix_moe_bridge + ix_attn_bridge — dlopen bridges for full ixformer::infer API
2026-08-14 07:32:31 +00:00
ix_full_bridge.cpp
fix(bridge): rewrite ix_full_bridge.cpp for real ixformer_torch_ext namespace
2026-08-14 07:00:30 +00:00
ix_fused_moe.py
feat: ix_moe_bridge + ix_attn_bridge — dlopen bridges for full ixformer::infer API
2026-08-14 07:32:31 +00:00
ix_moe_bridge.cpp
feat: ix_moe_bridge + ix_attn_bridge — dlopen bridges for full ixformer::infer API
2026-08-14 07:32:31 +00:00
mamba_cache.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
moe_topk_sigmoid_kernels.cuh
fix: topk_softmax .so + fp32 router + enforce_eager + comp168 params
2026-08-12 11:14:01 +00:00
moe_topk_softmax_kernels.cuh
fix: topk_softmax .so + fp32 router + enforce_eager + comp168 params
2026-08-12 11:14:01 +00:00
paged_attn.py
perf: native ixformer decode — v1 ≤32K, v2 >32K (no Python fallback)
2026-08-13 07:09:50 +00:00
patch_block_major_cache_engine.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_block_major_worker_capacity.py
revert: restore a3c45d3b yaml + Q-tiling + remove all OOM hacks
2026-08-14 02:28:48 +00:00
patch_block_manager_cache_trace.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_corex_swap_blocks.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_executor_startup_debug.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_model_runner.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_ops.sh
feat: ix_ops integration layer — wire ix_full_bridge.so into vllm hot path
2026-08-15 06:15:17 +00:00
patch_transformers_qwen3_5.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_utils.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_vllm_qwen3_5.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
patch_vllm_tool_parser.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
patch_worker_cache_transfer_order.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_worker_profile_override.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_worker_startup_profile_guard.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_xformers_profile.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
patch_xformers_sdpa_batch_kernel.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
patch_xformers_sdpa_batch.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
patch_xformers_sdpa_seq_kernel.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
patch_xformers_sdpa_seq.py
fix: max-num-seqs=1 + pure Q-tiling — match a3c45d3b exactly
2026-08-14 05:40:05 +00:00
probe_corex_cub.sh
test: fix CUB compat tests + probe corex built-in CUB
2026-08-14 10:11:10 +00:00
probe_cutlass_arch.sh
test: probe CUTLASS + __CUDA_ARCH__ on BI-V100 for grouped GEMM feasibility
2026-08-14 11:59:51 +00:00
probe_cutlass_cu10.sh
test: probe Cu10 CUTLASS fork — find mma_cu10.h, tensor op files, batched_gemm example
2026-08-15 05:27:43 +00:00
probe_gemm_api.sh
test: probe cuinfer + cublasLt + cublas batched GEMM APIs for MoE expert dispatch
2026-08-14 12:03:52 +00:00
probe_ixformer_symbols.sh
test: probe ixformer .so symbols for MoE grouped GEMM
2026-08-14 11:40:13 +00:00
probe_ixinfer.sh
test: cat ixinfer.h + functional batched GEMM test on BI-V100
2026-08-14 12:07:00 +00:00
probe_k10_configs.sh
test: sweep 6 kernel 10 configs + cublas baseline — find best params for warp64
2026-08-15 05:08:11 +00:00
probe_k10_perf.sh
test: probe kernel 10 perf with CUDA events — isolate bottleneck
2026-08-14 17:23:41 +00:00
probe_torch_matmul_backend.sh
test: probe torch.matmul backend + ixformer.matmul/linear + Python loop overhead
2026-08-15 05:17:13 +00:00
probe_warp64.sh
test: probe warp_size=64 behavior + kernel 10 warp tiling with WARPSIZE=64 on BI-V100
2026-08-14 17:02:55 +00:00
protocol.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
qwen3_5.py
feat: pybind wrapper for CUTLASS batched GEMM → MoE decode path
2026-08-15 11:54:26 +00:00
qwen3coder_tool_parser.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
scheduler.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
sequence.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
serving_chat.py
fix(build): strip \r\n from all .py files — CRLF breaks patch_ops.sh text matching
2026-08-14 01:06:49 +00:00
serving_tokenization.py
feat: 替换为 project_7 验证通过的 wudixzy stack
2026-08-12 03:31:05 +00:00
test_cub_compat_v2.py
test: fix CUB compat tests + probe corex built-in CUB
2026-08-14 10:11:10 +00:00
test_cub_compat.py
test: CUB compatibility on BI-V100 — warp shuffle + BlockReduce
2026-08-14 08:21:48 +00:00
test_xllm_cuda_kernels.py
test: xllm CUDA kernel verification suite for BI-V100
2026-08-14 08:01:23 +00:00
verify_ast_chain.py
feat: xllm MoE CUDA kernels — fused_topk + compute_index + combine
2026-08-14 11:23:49 +00:00
verify_dlopen_chain.py
fix(P0): extra=allow + topk_softmax fallback + deploy_local.sh + SO chain verify
2026-08-14 06:56:00 +00:00