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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Basic Usage</span></p>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Advanced Features</span></p>
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<li class="toctree-l1"><a class="reference internal" href="advanced_features/attention_backend.html">Attention Backend</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced_features/expert_parallelism.html">Expert Parallelism</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/dp_dpa_smg_guide.html">DP, DPA and SGLang DP Router</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced_features/epd_disaggregation.html">EPD Disaggregation</a></li>
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<li class="toctree-l1"><a class="reference internal" href="advanced_features/vlm_query.html">Query VLM with Offline Engine</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/dp_for_multi_modal_encoder.html">DP for Multi-Modal Encoder in SGLang</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">SGLang Diffusion</span></p>
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<li class="toctree-l1"><a class="reference internal" href="diffusion/performance/ring_sp_performance.html">Ring SP Benchmark: Wan2.2-TI2V-5B (u1r2 vs Baseline)</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Developer Guide</span></p>
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<li class="toctree-l1"><a class="reference internal" href="developer_guide/development_guide_using_docker.html">Development Guide Using Docker</a></li>
<li class="toctree-l1"><a class="reference internal" href="developer_guide/development_jit_kernel_guide.html">Development Guide for JIT Kernels</a></li>
<li class="toctree-l1"><a class="reference internal" href="developer_guide/benchmark_and_profiling.html">Benchmark and Profiling</a></li>
<li class="toctree-l1"><a class="reference internal" href="developer_guide/bench_serving.html">Bench Serving Guide</a></li>
<li class="toctree-l1"><a class="reference internal" href="developer_guide/evaluating_new_models.html">Evaluating New Models with SGLang</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">References</span></p>
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<li class="toctree-l1"><a class="reference internal" href="references/faq.html">Troubleshooting and Frequently Asked Questions</a></li>
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<h1>SGLang Documentation</h1>
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<h1>SGLang Documentation<a class="headerlink" href="#sglang-documentation" title="Link to this heading">#</a></h1>
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<br></br><p>SGLang is a high-performance serving framework for large language models and multimodal models.
It is designed to deliver low-latency and high-throughput inference across a wide range of setups, from a single GPU to large distributed clusters.
Its core features include:</p>
<ul class="simple">
<li><p><strong>Fast Runtime</strong>: Provides efficient serving with RadixAttention for prefix caching, a zero-overhead CPU scheduler, prefill-decode disaggregation, speculative decoding, continuous batching, paged attention, tensor/pipeline/expert/data parallelism, structured outputs, chunked prefill, quantization (FP4/FP8/INT4/AWQ/GPTQ), and multi-LoRA batching.</p></li>
<li><p><strong>Broad Model Support</strong>: Supports a wide range of language models (Llama, Qwen, DeepSeek, Kimi, GLM, GPT, Gemma, Mistral, etc.), embedding models (e5-mistral, gte, mcdse), reward models (Skywork), and diffusion models (WAN, Qwen-Image), with easy extensibility for adding new models. Compatible with most Hugging Face models and OpenAI APIs.</p></li>
<li><p><strong>Extensive Hardware Support</strong>: Runs on NVIDIA GPUs (GB200/B300/H100/A100/Spark/5090), AMD GPUs (MI355/MI300), Intel Xeon CPUs, Google TPUs, Ascend NPUs, and more.</p></li>
<li><p><strong>Active Community</strong>: SGLang is open-source and supported by a vibrant community with widespread industry adoption, powering over 400,000 GPUs worldwide.</p></li>
<li><p><strong>RL & Post-Training Backbone</strong>: SGLang is a proven rollout backend used for training many frontier models, with native RL integrations and adoption by well-known post-training frameworks such as AReaL, Miles, slime, Tunix, verl and more.</p></li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Get Started</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="get_started/install.html">Install SGLang</a></li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Basic Usage</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/send_request.html">Sending Requests</a></li>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/openai_api.html">OpenAI-Compatible APIs</a></li>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/ollama_api.html">Ollama-Compatible API</a></li>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/offline_engine_api.html">Offline Engine API</a></li>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/native_api.html">SGLang Native APIs</a></li>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/sampling_params.html">Sampling Parameters</a></li>
<li class="toctree-l1"><a class="reference internal" href="basic_usage/popular_model_usage.html">Popular Model Usage (DeepSeek, GPT-OSS, GLM, Llama, MiniMax, Qwen, and more)</a></li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Advanced Features</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/server_arguments.html">Server Arguments</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/object_storage.html">Loading Models from Object Storage</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/hyperparameter_tuning.html">Hyperparameter Tuning</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/attention_backend.html">Attention Backend</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/speculative_decoding.html">Speculative Decoding</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/structured_outputs.html">Structured Outputs</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/structured_outputs_for_reasoning_models.html">Structured Outputs For Reasoning Models</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/tool_parser.html">Tool Parser</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/separate_reasoning.html">Reasoning Parser</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/quantization.html">Quantization</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/quantized_kv_cache.html">Quantized KV Cache</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/expert_parallelism.html">Expert Parallelism</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/dp_dpa_smg_guide.html">DP, DPA and SGLang DP Router</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/lora.html">LoRA Serving</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/pd_disaggregation.html">PD Disaggregation</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/epd_disaggregation.html">EPD Disaggregation</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/pipeline_parallelism.html">Pipeline Parallelism for Long Context</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/hicache.html">Hierarchical KV Caching (HiCache)</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/vlm_query.html">Query VLM with Offline Engine</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/dp_for_multi_modal_encoder.html">DP for Multi-Modal Encoder in SGLang</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/cuda_graph_for_multi_modal_encoder.html">Cuda Graph for Multi-Modal Encoder in SGLang</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/piecewise_cuda_graph.html">Piecewise CUDA Graph</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/sgl_model_gateway.html">SGLang Model Gateway</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/deterministic_inference.html">Deterministic Inference</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/observability.html">Observability</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/checkpoint_engine.html">Checkpoint Engine Integration</a></li>
<li class="toctree-l1"><a class="reference internal" href="advanced_features/sglang_for_rl.html">SGLang for RL Systems</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Supported Models</span></p>
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<li class="toctree-l1"><a class="reference internal" href="supported_models/text_generation/index.html">Text Generation</a><ul>
<li class="toctree-l2"><a class="reference internal" href="supported_models/text_generation/generative_models.html">Large Language Models</a></li>
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<li class="toctree-l2"><a class="reference internal" href="supported_models/text_generation/diffusion_language_models.html">Diffusion Language Models</a></li>
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<li class="toctree-l1"><a class="reference internal" href="supported_models/retrieval_ranking/index.html">Retrieval & Ranking</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="supported_models/retrieval_ranking/rerank_models.html">Rerank Models</a></li>
<li class="toctree-l2"><a class="reference internal" href="supported_models/retrieval_ranking/classify_models.html">Classification API</a></li>
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<li class="toctree-l1"><a class="reference internal" href="supported_models/specialized/index.html">Specialized Models</a><ul>
<li class="toctree-l2"><a class="reference internal" href="supported_models/specialized/reward_models.html">Reward Models</a></li>
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<li class="toctree-l1"><a class="reference internal" href="supported_models/extending/index.html">Extending SGLang</a><ul>
<li class="toctree-l2"><a class="reference internal" href="supported_models/extending/support_new_models.html">How to Support New Models</a></li>
<li class="toctree-l2"><a class="reference internal" href="supported_models/extending/transformers_fallback.html">Transformers fallback in SGLang</a></li>
<li class="toctree-l2"><a class="reference internal" href="supported_models/extending/modelscope.html">Use Models From ModelScope</a></li>
<li class="toctree-l2"><a class="reference internal" href="supported_models/extending/mindspore_models.html">MindSpore Models</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">SGLang Diffusion</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="diffusion/index.html">SGLang Diffusion</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/index.html#key-features">Key Features</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/index.html#quick-start">Quick Start</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/index.html#start-here">Start Here</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/index.html#additional-documentation">Additional Documentation</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/index.html#references">References</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="diffusion/installation.html">Install SGLang-Diffusion</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/installation.html#standard-installation-nvidia-gpus">Standard Installation (NVIDIA GPUs)</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/installation.html#platform-specific-rocm-amd-gpus">Platform-Specific: ROCm (AMD GPUs)</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/installation.html#platform-specific-musa-moore-threads-gpus">Platform-Specific: MUSA (Moore Threads GPUs)</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/installation.html#platform-specific-ascend-npu">Platform-Specific: Ascend NPU</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/installation.html#platform-specific-apple-mps">Platform-Specific: Apple MPS</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="diffusion/compatibility_matrix.html">Compatibility Matrix</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/compatibility_matrix.html#models-x-optimization">Models x Optimization</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/compatibility_matrix.html#verified-lora-examples">Verified LoRA Examples</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/compatibility_matrix.html#special-requirements">Special requirements</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="diffusion/api/cli.html">SGLang Diffusion CLI</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#overlay-repos-for-non-diffusers-models">Overlay repos for non-diffusers models</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#quick-start">Quick Start</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#common-options">Common Options</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#configuration-files">Configuration Files</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#id1">Generate</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#id2">Serve</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#component-path-overrides">Component Path Overrides</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/cli.html#diffusers-backend">Diffusers Backend</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="diffusion/api/openai_api.html">SGLang Diffusion OpenAI API</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/openai_api.html#prerequisites">Prerequisites</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/openai_api.html#serve">Serve</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/api/openai_api.html#endpoints">Endpoints</a></li>
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<li class="toctree-l1"><a class="reference internal" href="diffusion/performance/index.html">Performance</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/index.html#overview">Overview</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/index.html#start-here">Start Here</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/index.html#caching-at-a-glance">Caching at a Glance</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/index.html#current-baseline-snapshot">Current Baseline Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/index.html#references">References</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="diffusion/performance/ring_sp_performance.html">Ring SP Benchmark: Wan2.2-TI2V-5B (u1r2 vs Baseline)</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/ring_sp_performance.html#benchmark-setup">Benchmark Setup</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/ring_sp_performance.html#online-serving">Online Serving</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/ring_sp_performance.html#benchmarks">Benchmarks</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/ring_sp_performance.html#summary">Summary</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="diffusion/performance/attention_backends.html">Attention Backends</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/attention_backends.html#overview">Overview</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/attention_backends.html#backend-options">Backend options</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/attention_backends.html#selection-priority">Selection priority</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/attention_backends.html#configuration">Configuration</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/attention_backends.html#platform-support-matrix">Platform support matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/attention_backends.html#usage">Usage</a></li>
</ul>
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<li class="toctree-l1"><a class="reference internal" href="diffusion/performance/cache/index.html">Caching Acceleration</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/cache/index.html#overview">Overview</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/cache/index.html#cache-dit">Cache-DiT</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/cache/index.html#teacache">TeaCache</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/performance/cache/index.html#references">References</a></li>
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<li class="toctree-l1"><a class="reference internal" href="diffusion/quantization.html">Quantization</a><ul>
<li class="toctree-l2"><a class="reference internal" href="diffusion/quantization.html#quick-reference">Quick Reference</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/quantization.html#quant-families">Quant Families</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/quantization.html#nvfp4">NVFP4</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/quantization.html#nunchaku-svdquant">Nunchaku (SVDQuant)</a></li>
<li class="toctree-l2"><a class="reference internal" href="diffusion/quantization.html#modelslim">ModelSlim</a></li>
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<li class="toctree-l1"><a class="reference internal" href="diffusion/contributing.html">Contributing to SGLang Diffusion</a><ul>
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