TensorRT-LLMs/cpp
Yukun He c678774c99
feat: Apply the new torch-flow compatible AutoTuner to both Fused MoE and NVFP4 Linear operators. (#3151)
* Several optimizations and fixings on the Autotuner.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Apply the new Python side Autotuner on current linear for nvFP4 data type.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Apply the new Python side Autotuner on MoE op
* Remove routers from cache key to improve inference perf
* Prevent unnecessary code profiling. Use do_preparation keyword to select which part should be executed during before evaluating any tactic.
* Remove try-catch inside moe profiling process.
* Move default tactic -1 to 0 transforms in cpp runner.
* Revise relavant tests.
* Predefined the bucketizing strategy for fused_moe

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Add specific_profile support for AutoTuner to bypass the standard cache search process for perf optimization
* Add specific_profile for moe
* Add specific profile for linear

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Fixing and revising according to reviewer's suggestions.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Use lru_cache for inference pref optimization.
* Revert gen_custom_cache_key feature

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Replace runner with runner id to achieve a serializable cache.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Code clean up and minor fixings.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Move all tunable runners and custom ops into torch_custom_ops.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Treat min_latency_mode as a independent dynamic tensor. Modify get_valid_tactics to suit for it.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

---------

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-04-08 14:28:36 +08:00
..
cmake fix #3109: early exit cmake if find_library() does not find any lib (#3113) 2025-03-29 19:59:03 +08:00
include/tensorrt_llm feat: use NVRTC for DeepGEMM JIT compilation (#3239) 2025-04-07 20:29:23 +08:00
micro_benchmarks perf: Add optimizations for deepseek in min latency mode (#3093) 2025-04-02 09:05:24 +08:00
tensorrt_llm feat: Apply the new torch-flow compatible AutoTuner to both Fused MoE and NVFP4 Linear operators. (#3151) 2025-04-08 14:28:36 +08:00
tests feat: use cudaMalloc to allocate kvCache (#3303) 2025-04-08 10:59:14 +08:00
CMakeLists.txt fix: upgrade cmake minimum from 3.18 to 3.27 (#3208) 2025-04-02 15:14:36 +08:00