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2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@ state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs.<
[![python](https://img.shields.io/badge/python-3.10-green)](https://www.python.org/downloads/release/python-31012/)
[![cuda](https://img.shields.io/badge/cuda-13.0.0-green)](https://developer.nvidia.com/cuda-downloads)
[![torch](https://img.shields.io/badge/torch-2.9.0-green)](https://pytorch.org)
[![version](https://img.shields.io/badge/release-1.2.0rc8-green)](https://github.com/NVIDIA/TensorRT-LLM/blob/main/tensorrt_llm/version.py)
[![version](https://img.shields.io/badge/release-1.2.0rc7-green)](https://github.com/NVIDIA/TensorRT-LLM/blob/main/tensorrt_llm/version.py)
[![license](https://img.shields.io/badge/license-Apache%202-blue)](https://github.com/NVIDIA/TensorRT-LLM/blob/main/LICENSE)

[Architecture](https://nvidia.github.io/TensorRT-LLM/developer-guide/overview.html)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Performance](https://nvidia.github.io/TensorRT-LLM/developer-guide/perf-overview.html)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Examples](https://nvidia.github.io/TensorRT-LLM/quick-start-guide.html)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Documentation](https://nvidia.github.io/TensorRT-LLM/)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Roadmap](https://github.com/NVIDIA/TensorRT-LLM/issues?q=is%3Aissue%20state%3Aopen%20label%3Aroadmap)
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38 changes: 17 additions & 21 deletions docs/source/features/feature-combination-matrix.md
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@@ -1,23 +1,19 @@
# Feature Combination Matrix

| Feature | Overlap Scheduler | CUDA Graph | Tensor Parallelism | Pipeline Parallelism | Expert Parallelism | Helix Parallelism | Attention Data Parallelism | Disaggregated Serving | Chunked Prefill | MTP | EAGLE-3(One Model Engine) | EAGLE-3(Two Model Engine) | Torch Sampler | TLLM C++ Sampler | KV Cache Reuse | Slide Window Attention | Logits Post Processor | Guided Decoding | LoRA |
| -------------------------- | ----------------- | ---------- | ------------------ | -------------------- | ------------------ | ----------------- | -------------------------- | --------------------- | --------------- | -------- | ------------------------- | ------------------------- | ------------- | ---------------- | -------------- | ---------------------- | --------------------- | --------------- | -------- |
| Overlap Scheduler | --- | | | | | | | | | | | | | | | | | | |
| CUDA Graph | Yes | --- | | | | | | | | | | | | | | | | | |
| Tensor Parallelism | Yes | Yes | --- | | | | | | | | | | | | | | | | |
| Pipeline Parallelism | Yes | Yes | Yes | --- | | | | | | | | | | | | | | | |
| Expert Parallelism | Yes | Yes | Yes | Yes | --- | | | | | | | | | | | | | | |
| Helix Parallelism | Untested | Yes | Yes | Yes | Yes | --- | | | | | | | | | | | | | |
| Attention Data Parallelism | Yes | Yes | Yes | Yes | Yes | Known issues | --- | | | | | | | | | | | | |
| Disaggregated Serving | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | | | | | | | | | |
| Chunked Prefill | Yes | Yes | Yes | Untested | Yes | Yes | Yes | Yes | --- | | | | | | | | | | |
| MTP | Yes | Yes | Yes | No | Yes | No | Yes | Yes | Yes | --- | | | | | | | | | |
| EAGLE-3(One Model Engine) | Yes | Yes | Yes | No | Yes | No | Yes | Yes | Yes | No | --- | | | | | | | | |
| EAGLE-3(Two Model Engine) | Yes | Yes | Yes | No | Yes | No | Yes | Yes | Yes | No | No | --- | | | | | | | |
| Torch Sampler | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | | | | |
| TLLM C++ Sampler | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | No | No | No | No | --- | | | | | |
| KV Cache Reuse | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | | |
| Slide Window Attention | Yes | Yes | Yes | Yes | Yes | Untested | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | |
| Logits Post Processor | Yes | Yes | Yes | Yes | Yes | Yes | Yes | No | Yes | No | No | No | Yes | Yes | Yes | Yes | --- | | |
| Guided Decoding | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | |
| LoRA | Yes | No | Yes | Yes | Untested | Untested | Untested | Untested | Yes | Untested | Untested | Untested | Yes | Yes | Yes | Yes | Yes | Untested | --- |
| Feature | Overlap Scheduler | CUDA Graph | Attention Data Parallelism | Disaggregated Serving | Chunked Prefill | MTP | EAGLE-3(One Model Engine) | EAGLE-3(Two Model Engine) | Torch Sampler | TLLM C++ Sampler | KV Cache Reuse | Slide Window Attention | Logits Post Processor | Guided Decoding | LoRA |
| -------------------------- | ----------------- | ---------- | -------------------------- | --------------------- | --------------- | -------- | ------------------------- | ------------------------- | ------------- | ---------------- | -------------- | ---------------------- | --------------------- | --------------- | ---- |
| Overlap Scheduler | --- | | | | | | | | | | | | | | |
| CUDA Graph | Yes | --- | | | | | | | | | | | | | |
| Attention Data Parallelism | Yes | Yes | --- | | | | | | | | | | | | |
| Disaggregated Serving | Yes | Yes | Yes | --- | | | | | | | | | | | |
| Chunked Prefill | Yes | Yes | Yes | Yes | --- | | | | | | | | | | |
| MTP | Yes | Yes | Yes | Yes | Yes | --- | | | | | | | | | |
| EAGLE-3(One Model Engine) | Yes | Yes | Yes | Yes | Yes | No | --- | | | | | | | | |
| EAGLE-3(Two Model Engine) | Yes | Yes | Yes | Yes | Yes | No | No | --- | | | | | | | |
| Torch Sampler | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | | | | |
| TLLM C++ Sampler | Yes | Yes | Yes | Yes | Yes | No | No | No | No | --- | | | | | |
| KV Cache Reuse | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | | |
| Slide Window Attention | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | | | |
| Logits Post Processor | Yes | Yes | Yes | No | Yes | No | No | No | Yes | Yes | Yes | Yes | --- | | |
| Guided Decoding | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | --- | |
| LoRA | Yes | No | Untested | Untested | Untested | Untested | Untested | Untested | Yes | Yes | Yes | Yes | Yes | Untested | --- |
3 changes: 1 addition & 2 deletions docs/source/models/supported-models.md
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Expand Up @@ -40,11 +40,10 @@ Note: Support for other models may vary. Features marked "N/A" are not applicabl
| `Qwen3MoeForCausalLM` | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes | N/A | Yes | Yes |
| `Qwen3NextForCausalLM` | Yes | Yes | No | Untested | Yes | No | No | No | Yes | Yes | No | No | Untested | Untested |
| `Llama4ForConditionalGeneration` | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | Yes | Yes | Untested | N/A | Yes | Yes |
| `GptOssForCausalLM` | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes [^3] | Yes | Yes | Yes | N/A | Yes | Yes |
| `GptOssForCausalLM` | Yes | Yes | Yes | Yes | No | No | Yes | No | Yes | Yes | No | N/A | Yes | Yes |

[^1]: Chunked Prefill for MLA can only be enabled on SM100/SM103.
[^2]: KV cache reuse for MLA can only be enabled on SM90/SM100/SM103 and in BF16/FP8 KV cache dtype.
[^3]: Overlap scheduler isn't supported when using EAGLE-3(Two Model Engine) for GPT-OSS.


# Multimodal Feature Support Matrix (PyTorch Backend)
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2 changes: 1 addition & 1 deletion examples/constraints.txt
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@@ -1,3 +1,3 @@
tensorrt_llm==1.2.0rc8
tensorrt_llm==1.2.0rc7
evaluate~=0.4.1
rouge_score~=0.1.2
3 changes: 1 addition & 2 deletions examples/models/core/mistral_large_3/README.md
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Expand Up @@ -19,8 +19,7 @@ mpirun -n 1 --allow-run-as-root --oversubscribe python3 examples/llm-api/quickst
--max_tokens 100 \
--checkpoint_format mistral \
--model_type mistral_large_3 \
--moe_backend TRTLLM \
--image_format pil
--moe_backend TRTLLM
```

## LLM-only run
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2 changes: 1 addition & 1 deletion jenkins/L0_Test.groovy
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Expand Up @@ -808,7 +808,7 @@ def getPytestBaseCommandLine(
portEnvVars,
pytestUtil,
"pytest",
"-vv",
"-v",
testFilter[(DETAILED_LOG)] ? "-s" : "",
"--timeout-method=thread",
"--apply-test-list-correction",
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6 changes: 3 additions & 3 deletions security_scanning/docs/poetry.lock

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6 changes: 3 additions & 3 deletions security_scanning/examples/auto_deploy/poetry.lock

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