* 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>
* Update the main page to expose the tech blogs
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* fix formating issue
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* fixing format issue
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
---------
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* Add Julien's origina kernel.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Get rid of UpdateKVCache functionality.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Add kernels.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Add torch OP.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Update cmake.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Torch OP must use double as argument dtype.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Add unittest.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Add unittest.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Fix misaligned access when head_dim=64.
In this case, numElemsPerThread=2, numVecPerThread=0. But the store code incorrectly perform vectorized store, some threads (e.g., lane1) issue store to address that is not aligned to 64 bit.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Remove unroll (compiler can do that).
Cleanup code.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Add switch for interleave.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Refactor vectorized load/store.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Implement is_neox. Result not correct yet.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Fix is_neox=True.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* Add q_weight and k_weight.
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
---------
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
* fix bug of qwen3 fp4 workflow with EP
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
* fix bug of qwen3_moe with ep
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
---------
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
* added a restricted pcikler and depickler in a sepparate serialization function.
Signed-off-by: coldwaterq@users.noreply.github.com <coldwaterq@users.noreply.github.com>
* updated IPC to remove approved classes, removed the serialization function because it didn't work for all objects that made debugging harder, added tests.
Signed-off-by: coldwaterq@users.noreply.github.com <coldwaterq@users.noreply.github.com>
* removed LLM arg and moved class registration to a serialization module function. Also added missing classes to approved list.
Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>
* cleaned up a couple files to reduce conflicts with main.
Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>
* fix unit tests
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* reorder BASE_ZMQ_CLASSES list alphabetically
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* fix tests and move LogitsProcessor registration to base class
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* revert changes to import log of tensorrt_llm._torch.models
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* added comments to explain why BASE_ZMQ_CLASSES has to be passed into spawned child processes
Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>
* fix tests and move LogitsProcessor registration to base class
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* additional comments for multiprocess approved list sync
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* add dataclass from tests
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
---------
Signed-off-by: coldwaterq@users.noreply.github.com <coldwaterq@users.noreply.github.com>
Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
Co-authored-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
* chore: Improve formatting of DisaggExecutorTest
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Typed InstanceRole param in DisaggExecutorTest
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Skip DisaggExecutorTest based on device count
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
---------
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* update sanity test list
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
* update test list
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
---------
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
1.remove enable_overlap_schedule in pytorch config
2.rename model_yaml_config.py to pytorch_model_config.py and set enable_chunked_prefill to be true for cases with isl>2048
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
