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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="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 class="caption" role="heading"><span class="caption-text">Blogs</span></p>
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<ul>
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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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<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-l2"><a class="reference internal" href="release-notes.html#tensorrt-llm-release-0-16-0">TensorRT-LLM Release 0.16.0</a></li>
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<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>
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<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>
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<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>
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<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>
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<li class="toctree-l2"><a class="reference internal" href="installation/build-from-source-windows.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-windows.html#building-tensorrt-llm-on-bare-metal">Building TensorRT-LLM on Bare Metal</a></li>
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<li class="toctree-l2"><a class="reference internal" href="installation/build-from-source-windows.html#linking-with-the-tensorrt-llm-c-runtime">Linking with the TensorRT-LLM C++ Runtime</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 class="caption" role="heading"><span class="caption-text">Architecture</span></p>
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<li class="toctree-l2"><a class="reference internal" href="architecture/overview.html#model-weights">Model Weights</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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<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#model-engine">Model Engine</a></li>
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<li class="toctree-l2"><a class="reference internal" href="architecture/core-concepts.html#weight-bindings">Weight Bindings</a></li>
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<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>
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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>
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<li class="toctree-l1"><a class="reference internal" href="architecture/checkpoint.html">TensorRT-LLM Checkpoint</a><ul>
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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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<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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<ul>
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<li class="toctree-l2"><a class="reference internal" href="advanced/speculative-decoding.html#lookahead-decoding">Lookahead Decoding</a></li>
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<li class="toctree-l2"><a class="reference internal" href="advanced/disaggregated-service.html#troubleshooting-and-faq">Troubleshooting and FAQ</a></li>
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<div class="toctree-wrapper compound" id="performance">
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<p class="caption" role="heading"><span class="caption-text">Performance</span></p>
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||
<ul>
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<li class="toctree-l1"><a class="reference internal" href="performance/perf-overview.html">Overview</a><ul>
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||
<li class="toctree-l2"><a class="reference internal" href="performance/perf-overview.html#reproducing-benchmarked-results">Reproducing Benchmarked Results</a></li>
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<li class="toctree-l2"><a class="reference internal" href="performance/perf-best-practices.html#build-options-to-optimize-the-performance-of-tensorrt-llm-models">Build Options to Optimize the Performance of TensorRT-LLM Models</a></li>
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<li class="toctree-l2"><a class="reference internal" href="performance/perf-best-practices.html#runtime-options-to-optimize-the-performance-of-tensorrt-llm-models">Runtime Options to Optimize the Performance of TensorRT-LLM Models</a></li>
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<li class="toctree-l1"><a class="reference internal" href="performance/perf-analysis.html">Performance Analysis</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="performance/perf-analysis.html#coordinating-with-nvidia-nsight-systems-launch">Coordinating with NVIDIA Nsight Systems Launch</a></li>
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<li class="toctree-l2"><a class="reference internal" href="performance/perf-analysis.html#profiling-a-single-ifb-iteration-executing-on-a-single-rank-of-a-multi-gpu-model">Profiling a single IFB iteration executing on a single rank of a multi-GPU model</a></li>
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</html> |