vllm/benchmarks/kernels at 7cd8824477bbf670d0bb71f3f4a8cd854d50e94c - vllm

cpu

[Torch 2.11] Guard torch._C._cpu attribute checks for forward compatibility (#35673 )

2026-03-17 18:47:59 +00:00

deepgemm

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

bench_concat_mla_q.py

[Attention][Perf][Kernel] Replace torch.cat with vectorized CUDA kernel MLA query concat - DeepSeek-V3.2 (#34917 )

2026-03-09 09:50:36 -07:00

bench_cp_gather_fp8.py

[Attention][Perf] Optimize cp_gather_and_upconvert_fp8_kv_cache - DeepSeek-v3.2 (#35290 )

2026-03-09 09:46:57 -07:00

benchmark_2d_silu_mul_fp8_quant.py

[Bugfix][CI] fix typos (#34934 )

2026-03-05 17:05:46 +00:00

benchmark_activation.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_block_fp8_gemm.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_cutlass_moe_fp8.py

[Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145 )

2026-03-12 07:57:47 -07:00

benchmark_cutlass_moe_nvfp4.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_device_communicators.py

[Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145 )

2026-03-12 07:57:47 -07:00

benchmark_fp8_gemm.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_fused_collective.py

[Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145 )

2026-03-12 07:57:47 -07:00

benchmark_fused_topk.py

[Kernel] Add topk_sigmoid kernel (#31246 )

2026-01-21 22:49:51 +00:00

benchmark_grouped_gemm_cutlass.py

[Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145 )

2026-03-12 07:57:47 -07:00

benchmark_int8_gemm.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_layernorm.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_lora.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_machete.py

[Refactor] Rename gptq_marlin to marlin to match MoE (#32952 )

2026-01-23 16:48:12 -05:00

benchmark_marlin.py

[Quantization][Deprecation] Remove Marlin 24 (#32688 )

2026-01-28 15:54:59 +00:00

benchmark_mla_k_concat.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_moe_align_block_size.py

[Kernel][MoE] optimize moe_align_block_size (#29642 )

2025-12-07 01:58:47 -08:00

benchmark_moe_defaults.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_moe_permute_unpermute.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_moe.py

[Perf] Add tuned triton moe config for Qwen3.5 H200, 9.9% E2E throughput improvement (#37340 )

2026-03-18 14:18:34 -04:00

benchmark_mrope.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_mxfp4_qutlass.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_nvfp4_gemm.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_nvfp4_quant.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_nvfp4_qutlass.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_nvfp4_sm103.py

add

2026-03-25 02:47:31 -07:00

benchmark_paged_attention.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_per_token_group_quant.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_per_token_quant_fp8.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_quant.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_reshape_and_cache_flash.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_reshape_and_cache.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_rmsnorm.py

Update Optional[x] -> x | None and Union[x, y] to x | y (#26633 )

2025-10-12 09:51:31 -07:00

benchmark_rope.py

[Bugfix] Fix kernel benchmark (#33752 )

2026-02-22 21:18:08 -08:00

benchmark_router_gemm.py

[Kernel] Add gpt-oss Router GEMM kernel (#37205 )

2026-03-18 08:15:56 -07:00

benchmark_shapes.py

Disable nm-testing models with issues in CI (#28206 )

2025-11-06 06:19:07 -08:00

benchmark_silu_mul_fp8_quant.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_trtllm_decode_attention.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_trtllm_prefill_attention.py

[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085 )

2026-03-05 10:36:39 +00:00

benchmark_w8a8_block_fp8.py

[Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145 )

2026-03-12 07:57:47 -07:00

graph_machete_bench.py

[Chore]:Extract math and argparse utilities to separate modules (#27188 )

2025-10-26 04:03:32 -07:00

requirements.txt

[Kernel] (2/N) Machete - Integrate into CompressedTensorsWNA16 and GPTQMarlin (#7701 )

2024-09-23 13:46:26 -04:00

utils.py

Update Optional[x] -> x | None and Union[x, y] to x | y (#26633 )

2025-10-12 09:51:31 -07:00

weight_shapes.py

[kernel] Support W4A8 on Hopper (#23198 )

2025-08-24 06:18:04 +00:00