Commit Graph

5 Commits

Author SHA1 Message Date
Nikita Korobov
8043d7a03c
feat: update DeepSeek FP8 TRT-LLM Gen cubins (#4643)
Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
2025-06-03 14:07:54 -07:00
Anthony Chang
bbea2647b1
Qwen3 supports TRTLLM FP4 MoE backend (#4530)
* MoE TRTLLM backend for Qwen3

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* add extra moe_backend to test

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* address comments

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* conditionally compile kernels on newer archs

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* missing positional arg

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* Update the routing kernels

Signed-off-by: Christina Zhang <christinaz@nvidia.com>

* Revise usage of TLLM_LOG_ERROR

Signed-off-by: Christina Zhang <christinaz@nvidia.com>

* Add unit test for Qwen3 moe (trtllm_gen backend)

Signed-off-by: Christina Zhang <christinaz@nvidia.com>

* improve weight processing speed of moe_backend=TRTLLM; roughly 2x

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* tidy and minor fix

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* temporarily disable accuracy test that has known issue

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

---------

Signed-off-by: Anthony Chang <anchengc@nvidia.com>
Signed-off-by: Christina Zhang <christinaz@nvidia.com>
Co-authored-by: Christina Zhang <christinaz@nvidia.com>
2025-05-23 18:31:08 +08:00
Nikita Korobov
fa3879629e
feat: TRT-LLM Gen integration for BMM and MoE refactoring (#4280)
- Adds BatchedGemm cubins and the respective call interface from TensorRT-LLM Generator. 
- Refactors TRT-LLM Gen MoE runner to call to BMM interface
- The accuracy is verified for DeepSeek R1 FP4 

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
2025-05-16 13:31:53 +02:00
chenfeiz0326
7f5716ef83
Cherry-pick trtllm-gen from feat/llama4 to main (#4086)
* feat: TRT-LLM Gen FP8 MoE Llama4

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>

* feat: TRT-LLM Gen llama4 MoE Top1 routing

Signed-off-by: Jiqun Tu <jtu@nvidia.com>

* feat: add per tensor FP8 TRT-LLM Gen GEMMs

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>

* Update

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Update

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Add license for cpp/tensorrt_llm/kernels/trtllmGenKernels/blockScaleMoe/gemmCubins

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Add guard for routingIndicesClusterKernel

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Guard sm90+ for routingkernels

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Guard sm90+ for routingkernels

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

---------

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
Signed-off-by: Jiqun Tu <jtu@nvidia.com>
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Co-authored-by: Nikita Korobov <nkorobov@nvidia.com>
Co-authored-by: Jiqun Tu <jtu@nvidia.com>
2025-05-08 14:13:01 -07:00
hlu1
31624b079a
feat: [Deepseek] Add trtllm-gen MOE FP4 MOE backend (#3387)
* Add TRT-LLM Gen MOE to Deepseek

fix fused moe rebase bug.

Fix atol in test_fp4_gemm_quantize.py

fix fused moe rebase bug.

Fix FusedMoe.

Disable 2nd routing kernel preexit

Bump routing reduction to fp32

Disable PDL for fc1

[DEBUG] Lift token limit to 16k

[Bugfix] Token limit to 16k + fp32 routing + tanh

Make fp8 tileN 8

Fix FP8 MoE + Remove redundent temp output for FP4

[FP8-only] Avoid wasting CTAs for activation kernel

fix: unblock FP8 weightloading with trtllm-gen

Remove max_token limit for trtllm-gen path

perf: avoid type-conversion and fill_ from aten

Minor fix

Signed-off-by: Hao Lu <haolu@nvidia.com>

* Fix rebase issues

Signed-off-by: Hao Lu <haolu@nvidia.com>

* Fix compile issue

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

* CI clean

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

---------

Signed-off-by: Hao Lu <haolu@nvidia.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-04-21 10:01:33 +08:00