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<div class="bd-toc-item navbar-nav"><p aria-level="2" class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
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<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
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<li class="toctree-l1"><a class="reference internal" href="quick-start-guide.html">Quick Start Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="key-features.html">Key Features</a></li>
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<li class="toctree-l1"><a class="reference internal" href="torch.html">PyTorch Backend</a></li>
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<li class="toctree-l1"><a class="reference internal" href="installation/grace-hopper.html">Installing on Grace Hopper</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">LLM API</span></p>
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<li class="toctree-l1"><a class="reference internal" href="llm-api/index.html">API Introduction</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="llm-api-examples/index.html">LLM Examples Introduction</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_guided_decoding.html">Generate text with guided decoding</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_async.html">Generate Text Asynchronously</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_multilora.html">Generate text with multiple LoRA adapters</a></li>
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||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_lookahead_decoding.html">Generate Text Using Lookahead Decoding</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_async_streaming.html">Generate Text in Streaming</a></li>
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference.html">Generate text</a></li>
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_logits_processor.html">Control generated text using logits post processor</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_medusa_decoding.html">Generate Text Using Medusa Decoding</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_distributed.html">Distributed LLM Generation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_quantization.html">Generation with Quantization</a></li>
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_customize.html">Generate text with customization</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_auto_parallel.html">Automatic Parallelism with LLM</a></li>
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</ul>
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</details></li>
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<li class="toctree-l1"><a class="reference internal" href="llm-api-examples/customization.html">Common Customizations</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="llm-api-examples/llm_api_examples.html">Examples</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_guided_decoding.html">Generate text with guided decoding</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_async.html">Generate Text Asynchronously</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_multilora.html">Generate text with multiple LoRA adapters</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_lookahead_decoding.html">Generate Text Using Lookahead Decoding</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_async_streaming.html">Generate Text in Streaming</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference.html">Generate text</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_logits_processor.html">Control generated text using logits post processor</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_medusa_decoding.html">Generate Text Using Medusa Decoding</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_distributed.html">Distributed LLM Generation</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_quantization.html">Generation with Quantization</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_inference_customize.html">Generate text with customization</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="llm-api-examples/llm_auto_parallel.html">Automatic Parallelism with LLM</a></li>
|
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</ul>
|
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</details></li>
|
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</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Model Definition API</span></p>
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<li class="toctree-l1"><a class="reference internal" href="python-api/tensorrt_llm.layers.html">Layers</a></li>
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<li class="toctree-l1"><a class="reference internal" href="python-api/tensorrt_llm.functional.html">Functionals</a></li>
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<li class="toctree-l1"><a class="reference internal" href="python-api/tensorrt_llm.models.html">Models</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="python-api/tensorrt_llm.plugin.html">Plugin</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="python-api/tensorrt_llm.quantization.html">Quantization</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="python-api/tensorrt_llm.runtime.html">Runtime</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">C++ API</span></p>
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<li class="toctree-l1"><a class="reference internal" href="_cpp_gen/runtime.html">Runtime</a></li>
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</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Command-Line Reference</span></p>
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<ul class="nav bd-sidenav">
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<li class="toctree-l1"><a class="reference internal" href="commands/trtllm-build.html">trtllm-build</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="commands/trtllm-serve.html">trtllm-serve</a></li>
|
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</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Architecture</span></p>
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<li class="toctree-l1"><a class="reference internal" href="architecture/overview.html">TensorRT-LLM Architecture</a></li>
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<li class="toctree-l1"><a class="reference internal" href="architecture/core-concepts.html">Model Definition</a></li>
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|
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<li class="toctree-l1"><a class="reference internal" href="architecture/checkpoint.html">TensorRT-LLM Checkpoint</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="architecture/workflow.html">TensorRT-LLM Build Workflow</a></li>
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<li class="toctree-l1"><a class="reference internal" href="architecture/add-model.html">Adding a Model</a></li>
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</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Advanced</span></p>
|
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<ul class="nav bd-sidenav">
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/gpt-attention.html">Multi-Head, Multi-Query, and Group-Query Attention</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/gpt-runtime.html">C++ GPT Runtime</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/executor.html">Executor API</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/graph-rewriting.html">Graph Rewriting Module</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/inference-request.html">Inference Request</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/lora.html">Run gpt-2b + LoRA using GptManager / cpp runtime</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/expert-parallelism.html">Expert Parallelism in TensorRT-LLM</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/kv-cache-reuse.html">KV cache reuse</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/speculative-decoding.html">Speculative Sampling</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/disaggregated-service.html">Disaggregated-Service (experimental)</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Performance</span></p>
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<ul class="nav bd-sidenav">
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<li class="toctree-l1 has-children"><a class="reference internal" href="performance/performance-tuning-guide/index.html">Performance Tuning Guide</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="performance/performance-tuning-guide/benchmarking-default-performance.html">Benchmarking Default Performance</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="performance/performance-tuning-guide/useful-build-time-flags.html">Useful Build-Time Flags</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="performance/performance-tuning-guide/tuning-max-batch-size-and-max-num-tokens.html">Tuning Max Batch Size and Max Num Tokens</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="performance/performance-tuning-guide/deciding-model-sharding-strategy.html">Deciding Model Sharding Strategy</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="performance/performance-tuning-guide/fp8-quantization.html">FP8 Quantization</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="performance/performance-tuning-guide/useful-runtime-flags.html">Useful Runtime Options</a></li>
|
||
</ul>
|
||
</details></li>
|
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<li class="toctree-l1"><a class="reference internal" href="performance/perf-analysis.html">Performance Analysis</a></li>
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</ul>
|
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Reference</span></p>
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<ul class="nav bd-sidenav">
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<li class="toctree-l1"><a class="reference internal" href="reference/troubleshooting.html">Troubleshooting</a></li>
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<li class="toctree-l1"><a class="reference internal" href="reference/support-matrix.html">Support Matrix</a></li>
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<li class="toctree-l1"><a class="reference internal" href="reference/precision.html">Numerical Precision</a></li>
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<li class="toctree-l1"><a class="reference internal" href="reference/memory.html">Memory Usage of TensorRT-LLM</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Blogs</span></p>
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<ul class="nav bd-sidenav">
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<li class="toctree-l1"><a class="reference internal" href="blogs/H100vsA100.html">H100 has 4.6x A100 Performance in TensorRT-LLM, achieving 10,000 tok/s at 100ms to first token</a></li>
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<li class="toctree-l1"><a class="reference internal" href="blogs/H200launch.html">H200 achieves nearly 12,000 tokens/sec on Llama2-13B with TensorRT-LLM</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="blogs/Falcon180B-H200.html">Falcon-180B on a single H200 GPU with INT4 AWQ, and 6.7x faster Llama-70B over A100</a></li>
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<li class="toctree-l1"><a class="reference internal" href="blogs/quantization-in-TRT-LLM.html">Speed up inference with SOTA quantization techniques in TRT-LLM</a></li>
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<li class="toctree-l1"><a class="reference internal" href="blogs/XQA-kernel.html">New XQA-kernel provides 2.4x more Llama-70B throughput within the same latency budget</a></li>
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</nav></div>
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<article class="bd-article">
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<section id="welcome-to-tensorrt-llm-s-documentation">
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<h1>Welcome to TensorRT-LLM’s Documentation!<a class="headerlink" href="#welcome-to-tensorrt-llm-s-documentation" title="Link to this heading">#</a></h1>
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<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="overview.html#about-tensorrt-llm">About TensorRT-LLM</a></li>
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<li class="toctree-l2"><a class="reference internal" href="overview.html#what-can-you-do-with-tensorrt-llm">What Can You Do With TensorRT-LLM?</a></li>
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<li class="toctree-l1"><a class="reference internal" href="quick-start-guide.html">Quick Start Guide</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="quick-start-guide.html#prerequisites">Prerequisites</a></li>
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<li class="toctree-l2"><a class="reference internal" href="quick-start-guide.html#llm-api">LLM API</a></li>
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<li class="toctree-l2"><a class="reference internal" href="quick-start-guide.html#compile-the-model-into-a-tensorrt-engine">Compile the Model into a TensorRT Engine</a></li>
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<li class="toctree-l2"><a class="reference internal" href="quick-start-guide.html#run-the-model">Run the Model</a></li>
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<li class="toctree-l2"><a class="reference internal" href="quick-start-guide.html#deploy-with-triton-inference-server">Deploy with Triton Inference Server</a></li>
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<li class="toctree-l2"><a class="reference internal" href="quick-start-guide.html#related-information">Related Information</a></li>
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<li class="toctree-l1"><a class="reference internal" href="torch.html">PyTorch Backend</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="torch.html#quantization">Quantization</a></li>
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<li class="toctree-l1"><a class="reference internal" href="release-notes.html">Release Notes</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-18-2">TensorRT-LLM Release 0.18.2</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-18-1">TensorRT-LLM Release 0.18.1</a></li>
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||
<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-18-0">TensorRT-LLM Release 0.18.0</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-17-0">TensorRT-LLM Release 0.17.0</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-16-0">TensorRT-LLM Release 0.16.0</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-15-0">TensorRT-LLM Release 0.15.0</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-14-0">TensorRT-LLM Release 0.14.0</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-13-0">TensorRT-LLM Release 0.13.0</a></li>
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||
<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-12-0">TensorRT-LLM Release 0.12.0</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-11-0">TensorRT-LLM Release 0.11.0</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-10-0">TensorRT-LLM Release 0.10.0</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-9-0">TensorRT-LLM Release 0.9.0</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-8-0">TensorRT-LLM Release 0.8.0</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-7-1">TensorRT-LLM Release 0.7.1</a></li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
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<div class="toctree-wrapper compound" id="installation">
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Installation</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="installation/linux.html">Installing on Linux</a></li>
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<li class="toctree-l1"><a class="reference internal" href="installation/build-from-source-linux.html">Building from Source Code on Linux</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="installation/build-from-source-linux.html#prerequisites">Prerequisites</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="installation/build-from-source-linux.html#building-a-tensorrt-llm-docker-image">Building a TensorRT-LLM Docker Image</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="installation/build-from-source-linux.html#building-the-python-bindings-for-the-c-runtime">Building the Python Bindings for the C++ Runtime</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="installation/build-from-source-linux.html#linking-with-the-tensorrt-llm-c-runtime">Linking with the TensorRT-LLM C++ Runtime</a></li>
|
||
</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="installation/grace-hopper.html">Installing on Grace Hopper</a></li>
|
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</div>
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<div class="toctree-wrapper compound" id="architecture">
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Architecture</span></p>
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<ul>
|
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<li class="toctree-l1"><a class="reference internal" href="architecture/overview.html">TensorRT-LLM Architecture</a><ul>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/overview.html#model-weights">Model Weights</a></li>
|
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</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="architecture/core-concepts.html">Model Definition</a></li>
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<li class="toctree-l1"><a class="reference internal" href="architecture/core-concepts.html#compilation">Compilation</a><ul>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#tensorrt-compiler">TensorRT Compiler</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#model-engine">Model Engine</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#weight-bindings">Weight Bindings</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#pattern-matching-and-fusion">Pattern-Matching and Fusion</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#plugins">Plugins</a></li>
|
||
</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="architecture/core-concepts.html#runtime">Runtime</a></li>
|
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<li class="toctree-l1"><a class="reference internal" href="architecture/core-concepts.html#multi-gpu-and-multi-node-support">Multi-GPU and Multi-Node Support</a><ul>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#examples">Examples</a></li>
|
||
</ul>
|
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</li>
|
||
<li class="toctree-l1"><a class="reference internal" href="architecture/checkpoint.html">TensorRT-LLM Checkpoint</a><ul>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/checkpoint.html#overview">Overview</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/checkpoint.html#prepare-the-tensorrt-llm-checkpoint">Prepare the TensorRT-LLM Checkpoint</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/checkpoint.html#build-checkpoint-into-tensorrt-engine">Build Checkpoint into TensorRT Engine</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/checkpoint.html#make-evaluation">Make Evaluation</a></li>
|
||
</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="architecture/workflow.html">TensorRT-LLM Build Workflow</a><ul>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/workflow.html#overview">Overview</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="architecture/workflow.html#conversion-apis">Conversion APIs</a></li>
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<li class="toctree-l2"><a class="reference internal" href="architecture/workflow.html#quantization-apis">Quantization APIs</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/workflow.html#build-apis">Build APIs</a></li>
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<li class="toctree-l2"><a class="reference internal" href="architecture/workflow.html#cli-tools">CLI Tools</a></li>
|
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</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="architecture/add-model.html">Adding a Model</a><ul>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/add-model.html#step-1-write-modeling-part">Step 1. Write Modeling Part</a></li>
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<li class="toctree-l2"><a class="reference internal" href="architecture/add-model.html#step-2-implement-weight-conversion">Step 2. Implement Weight Conversion</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/add-model.html#step-3-register-new-model">Step 3. Register New Model</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/add-model.html#step-4-verify-new-model">Step 4. Verify New Model</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="architecture/add-model.html#reference">Reference</a></li>
|
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</div>
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<div class="toctree-wrapper compound" id="advanced">
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Advanced</span></p>
|
||
<ul>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/gpt-attention.html">Multi-Head, Multi-Query, and Group-Query Attention</a><ul>
|
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<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#important-note">Important Note</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#padded-and-packed-tensors">Padded and Packed Tensors</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#context-and-generation-phases">Context and Generation Phases</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#in-flight-batching">In-flight Batching</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#chunked-context">Chunked Context</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#kv-cache">KV Cache</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#int8-fp8-kv-caches">INT8/FP8 KV Caches</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#sliding-window-attention-cyclic-rolling-buffer-kv-cache">Sliding Window Attention, Cyclic (Rolling Buffer) KV Cache</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#streamingllm">StreamingLLM</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#beam-search">Beam-Search</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-attention.html#input-qkv-tensor">Input QKV tensor</a></li>
|
||
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/gpt-runtime.html">C++ GPT Runtime</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-runtime.html#overview">Overview</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-runtime.html#the-session">The Session</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-runtime.html#in-flight-batching-support">In-flight Batching Support</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/gpt-runtime.html#know-issues-and-future-changes">Know Issues and Future Changes</a></li>
|
||
</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/executor.html">Executor API</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="advanced/executor.html#api">API</a></li>
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<li class="toctree-l2"><a class="reference internal" href="advanced/executor.html#c-executor-api-example">C++ Executor API Example</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/executor.html#python-bindings-for-the-executor-api">Python Bindings for the Executor API</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="advanced/executor.html#in-flight-batching-with-the-triton-inference-server">In-flight Batching with the Triton Inference Server</a></li>
|
||
</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/graph-rewriting.html">Graph Rewriting Module</a><ul>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/graph-rewriting.html#when-to-use-graph-rewriting">When to Use Graph Rewriting?</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="advanced/graph-rewriting.html#graph-rewriting-apis">Graph Rewriting APIs</a></li>
|
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<li class="toctree-l2"><a class="reference internal" href="advanced/graph-rewriting.html#classical-workflow">Classical Workflow</a></li>
|
||
</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/inference-request.html">Inference Request</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="advanced/inference-request.html#responses">Responses</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="advanced/lora.html">Run gpt-2b + LoRA using GptManager / cpp runtime</a><ul>
|
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<li class="toctree-l2"><a class="reference internal" href="advanced/lora.html#lora-tensor-format-details">LoRA tensor format details</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toctree-l1"><a class="reference internal" href="advanced/expert-parallelism.html">Expert Parallelism in TensorRT-LLM</a><ul>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/expert-parallelism.html#mixture-of-experts-moe">Mixture of Experts (MoE)</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/expert-parallelism.html#tensor-parallel-vs-expert-parallel">Tensor Parallel vs Expert Parallel</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/expert-parallelism.html#how-to-enable">How to Enable</a></li>
|
||
</ul>
|
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</li>
|
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<li class="toctree-l1"><a class="reference internal" href="advanced/kv-cache-reuse.html">KV cache reuse</a><ul>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/kv-cache-reuse.html#how-to-enable-kv-cache-reuse">How to enable kv cache reuse</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/kv-cache-reuse.html#performance-expectations">Performance expectations</a></li>
|
||
<li class="toctree-l2"><a class="reference internal" href="advanced/kv-cache-reuse.html#situations-that-can-prevent-kv-cache-reuse">Situations that can prevent kv cache reuse</a></li>
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<li class="toctree-l2"><a class="reference internal" href="advanced/kv-cache-reuse.html#offloading-to-host-memory">Offloading to host memory</a></li>
|
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="advanced/speculative-decoding.html">Speculative Sampling</a><ul>
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