* [AutoDeploy] HF factory improvements
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
* improve monkey-patches and add unit tests
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
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Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
* add cases for rtx_pro_6000 and update test filter
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
* amend a typo in model llama_v3.1_405b_instruct fp4 and add more cases for rtx pro 6000 and waive_list
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
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Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
This PR adds a customized allreduce to TensorRT-LLM. The new allreduce is used for communication on PCIe-based GPUs via low-precision quantization, which can accelerate the PCIe allreduce process.
Signed-off-by: Hui Kang <hkang@nvidia.com>
Co-authored-by: Hui Kang <hkang@nvidia.com>
* Add llama4 disagg accuracy tests
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
* Make it async and add GSM8K benchmark
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
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Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
* Fix padded vocab size for Llama
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* Refactor multi GPU llama executor tests, and reuse the built model engines
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* Fix test list typo
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* WIP
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* Further WIP
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* WIP
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* Update test lists and readme
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* Try parametrize for asymmetric
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
* Parametrize + skip unsupported combinations
Signed-off-by: domb <3886319+DomBrown@users.noreply.github.com>
* Update test list
Signed-off-by: domb <3886319+DomBrown@users.noreply.github.com>
* Reduce environment duplicated code
Signed-off-by: domb <3886319+DomBrown@users.noreply.github.com>
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Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
Signed-off-by: domb <3886319+DomBrown@users.noreply.github.com>
* Deduce default max_tokens for trtllm-serve
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
* Improve executor_config.max_seq_len assignment in TRT workflow
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
* Enhance error message
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
* Add deduced max_tokens test
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
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Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
* [Docs] - Some clean-up for the docs
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
* [Infra] - Some clean-up for the CI pipeline
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
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Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
* add ll-nm-nano tests that map to nim requirements
Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
* prune some pytorch cases (fp8)
Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
* removing pyt backend test changes
- When validating the pytorch tests with the isl/osl/conc/quant settings (that is done for cpp backend too), seeing hangs that need further debugging.
- Therefore don't want to block this PR, hence removing them.
- Seeing
Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
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Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
chore: restore symmetry of worker start/shutdown
chore: fix return type of cal_max_tokens
chore: type some more return values
fix: free resources before re-claiming
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
* refactor: Copy sequence lengths once in decoder setup
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Update DecoderInputBuffers to remove duplicated buffers
- Renamed and reorganized buffer variables in decoderBuffers.h and decoderBuffers.cpp for better readability.
- Adjusted references in generateRequestOptions.cpp to align with the new buffer structure.
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Move getEmbeddingBias to anonymous namespace
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Filter context requests
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: GenerateRequestOptions using more fine-grained functions
- Added a new method `createDecoderRequests` to encapsulate the logic for creating decoder requests from finished context requests.
- Updated the `operator()` method to utilize the new method, improving code clarity and maintainability.
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Update TRTLLMDecoder
- Updated the `generate_request_options` call.
- Updated the `make_decoding_batch_input_output` call.
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* refactor: Remove const where we modify input buffers
- Changed `DecoderInputBuffers` parameters from const references to non-const references in multiple functions to allow modifications.
- Updated related function calls to ensure compatibility with the new parameter types.
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* fixup! refactor: Copy sequence lengths once in decoder setup
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
* add docstring to summarize current rope support
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* minor: replace call_method, adjust inserting order of cos_sin_cache calculation node
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* add unit test for triton rope and ds rope
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* update rope matcher to match DS RoPE, add custom op for reference, add unit test case
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* cache cos[pos_idx].unsqueeze and sin[pos_idxs].unsqueeze
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* minor doc update
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* separate pattern matching and optimization for explicit and complex rope + minor updates
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* clean rope impl in repo
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* replace fused_flattened_mla_with_cache's rope impl with torch_apply_rope_with_qk_interleaving, update unit test
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* minor
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* separate layout infer and transpose to a new transformation
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* update rope_with_explicit_freqs and rope_with_input_interleaved to expose unsqueeze_dim and support match_rope_layout, add unit tests
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* solve merge conflict in transform.py, need to fix optimize_rope with cuda graph capture
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* minor clean up after rebase
Signed-off-by: Ubuntu <201670829+Fridah-nv@users.noreply.github.com>
* fix pre-commit
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* support map to bnsd layout and infer unsqueeze_dim from op
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* fix cos/sin not the same across prompts in the same batch issue when mapping to flashinfer op
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* fix for unit test
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* fix custom op input/output node ordering issue for DeepSeek V3 rope
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* clean code
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* minor
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* move flattening of cos_sin_cache to the graph, update flashinfer op docstring and test
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
* debug transform unit test failure
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
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Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Ubuntu <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
* add best perf practice on DSR1
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* add ds-r1 min latency tech blog
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* rm redundant doc
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* refine table content
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* refine table content
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* relative path for images
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* refine precommit
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
* pr4280 is merged
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
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Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
