TensorRT-LLMs/tensorrt_llm/_torch
Zongfei Jing 84dbc447f4 Add NVFP4 dense GEMM with SwiGLU fusion integration and unit tests
- Add CuteDSLNVFP4DenseGemmSwigluRunner to custom_ops for FC1 kernel
- Support FP4 output dtype in dense GEMM kernel
- Add unit test for dense GEMM with SwiGLU fusion
- Fix per-expert SwiGLU application in reference calculation
- Use Int64 for dimensions in kernel to avoid overflow

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2026-01-12 22:11:13 -08:00
..
attention_backend [TRTLLM-10309] [feat] Optimize qk rope/nope concat for DSA (#10571) 2026-01-09 09:50:57 -05:00
auto_deploy [#10513][fix] AutoDeploy: removed self.mlp_type leftovers from last moe refactor (#10512) 2026-01-08 14:49:40 -05:00
compilation [TRTLLM-8821][feat] Apply AutoTuner to AllReduce Op for strategy tuning. (#8531) 2026-01-05 15:44:37 +08:00
configs [TRTLLM-8535][feat] Support DeepSeek V3.2 with FP8 + BF16 KV cache/NVFP4 + BF16 KV cache (#8405) 2025-10-24 13:40:41 -04:00
custom_ops Add NVFP4 dense GEMM with SwiGLU fusion integration and unit tests 2026-01-12 22:11:13 -08:00
cute_dsl_kernels Add NVFP4 dense GEMM with SwiGLU fusion integration and unit tests 2026-01-12 22:11:13 -08:00
debug
distributed [TRTLLM-8821][feat] Apply AutoTuner to AllReduce Op for strategy tuning. (#8531) 2026-01-05 15:44:37 +08:00
models [TRTLLM-10195][feat] K-EXAONE support (#10355) 2026-01-12 00:29:51 +09:00
modules Overlap gen_fc2_alpha with fc1 using multistream in DenseGEMMFusedMoE 2026-01-12 21:58:12 -08:00
peft [TRTLLM-7346][fix] Improve performance of PyTorchModelEngine._get_lora_params_from_requests (#7033) 2025-08-25 10:37:40 +03:00
pyexecutor [https://nvbugs/5689235][fix] Fix cancellation+chunked prefill+disagg (#10111) 2026-01-12 18:23:26 -05:00
shared_tensor
speculative [https://nvbugs/5740075][fix] Fix sm120 speculation (#10049) 2026-01-08 19:55:43 -05:00
__init__.py [TRTLLM-9212][chore] move MoeLoadBalancerConfig to llm_args.py (#9002) 2025-11-13 10:47:35 +08:00
async_llm.py [TRTLLM-9736][feat] AsyncLLM and verl integ (#9353) 2025-12-11 09:33:25 -08:00
autotuner.py [None][perf] TRTLLM MoE maps to lower tuning buckets when ep>1 (#9998) 2026-01-05 17:16:12 +01:00
cublaslt_utils.py [https://nvbugs/5451205][feat] Add cuBLASLt NVFP4 GEMM backend support (#7943) 2025-10-23 15:55:10 +08:00
cute_dsl_utils.py [None][chore] polish error message in cute_dsl_utils.py (#7852) 2025-09-19 12:05:11 +08:00
device_mesh.py [TRTLLM-9465][fix] Swap TP-CP grouping order (#10350) 2026-01-05 20:08:03 +08:00
expert_statistic.py [TRTLLM-8831][feat] Enable early exit with overlap scheduler (#8587) 2025-11-17 18:07:13 +01:00
flashinfer_utils.py [TRTLLM-9578][feat] make PDL enabled by default (#9695) 2025-12-25 07:15:24 -05:00
hostfunc.py [TRTLLM-7028][feat] Enable guided decoding with speculative decoding (part 2: one-model engine) (#6948) 2025-09-03 15:16:11 -07:00
llm.py
memory_buffer_utils.py [https://nvbugs/5629833][fix] Don't fill tensors with 0 (#9296) 2025-11-21 20:50:05 +08:00
metadata.py [None][feat] Use Separate QKV Input Layout for Context MLA (#6538) 2025-08-19 22:04:48 +08:00
model_config.py [https://nvbugs/5762336][fix] support to parse the keyword modules_to_not_convert of the HF model config" (#10527) 2026-01-12 20:21:01 -05:00
utils.py Overlap gen_fc2_alpha with fc1 using multistream in DenseGEMMFusedMoE 2026-01-12 21:58:12 -08:00
virtual_memory.py [TRTLLM-9736][feat] AsyncLLM and verl integ (#9353) 2025-12-11 09:33:25 -08:00