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Enflame S60
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Iluvatar CoreX
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<h1 id="fastdeploy">FastDeploy</h1>
<p><strong>FastDeploy</strong> is an inference and deployment toolkit for large language models and visual language models based on PaddlePaddle. It delivers <strong>production-ready, out-of-the-box deployment solutions</strong> with core acceleration technologies:</p>
<ul>
<li>🚀 <strong>Load-Balanced PD Disaggregation</strong>: Industrial-grade solution featuring context caching and dynamic instance role switching. Optimizes resource utilization while balancing SLO compliance and throughput.</li>
<li>🔄 <strong>Unified KV Cache Transmission</strong>: Lightweight high-performance transport library with intelligent NVLink/RDMA selection.</li>
<li>🤝 <strong>OpenAI API Server and vLLM Compatible</strong>: One-command deployment with <a href="https://github.com/vllm-project/vllm/">vLLM</a> interface compatibility.</li>
<li>🧮 <strong>Comprehensive Quantization Format Support</strong>: W8A16, W8A8, W4A16, W4A8, W2A16, FP8, and more.</li>
<li>⏩ <strong>Advanced Acceleration Techniques</strong>: Speculative decoding, Multi-Token Prediction (MTP) and Chunked Prefill.</li>
<li>🖥️ <strong>Multi-Hardware Support</strong>: NVIDIA GPU, Kunlunxin XPU, Hygon DCU, Ascend NPU, etc.</li>
</ul>
<h2 id="supported-models">Supported Models</h2>
<table>
<thead>
<tr>
<th style="text-align: left;">Model</th>
<th style="text-align: left;">Data Type</th>
<th style="text-align: left;"><a href="features/disaggregated/">PD Disaggregation</a></th>
<th style="text-align: left;"><a href="features/chunked_prefill/">Chunked Prefill</a></th>
<th style="text-align: left;"><a href="features/prefix_caching/">Prefix Caching</a></th>
<th style="text-align: left;"><a href="features/speculative_decoding/">MTP</a></th>
<th style="text-align: left;"><a href="features/graph_optimization/">CUDA Graph</a></th>
<th style="text-align: left;">Maximum Context Length</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: left;">ERNIE-4.5-300B-A47B</td>
<td style="text-align: left;">BF16\WINT4\WINT8\W4A8C8\WINT2\FP8</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-300B-A47B-Base</td>
<td style="text-align: left;">BF16/WINT4/WINT8</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-VL-424B-A47B</td>
<td style="text-align: left;">BF16/WINT4/WINT8</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-VL-28B-A3B</td>
<td style="text-align: left;">BF16/WINT4/WINT8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-21B-A3B-Thinking</td>
<td style="text-align: left;">BF16/WINT4/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-21B-A3B</td>
<td style="text-align: left;">BF16/WINT4/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-21B-A3B-Base</td>
<td style="text-align: left;">BF16/WINT4/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE-4.5-0.3B</td>
<td style="text-align: left;">BF16/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">QWEN3-MOE</td>
<td style="text-align: left;">BF16/WINT4/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">QWEN3</td>
<td style="text-align: left;">BF16/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">QWEN-VL</td>
<td style="text-align: left;">BF16/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">QWEN2</td>
<td style="text-align: left;">BF16/WINT8/FP8</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">DEEPSEEK-V3</td>
<td style="text-align: left;">BF16/WINT4</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
<tr>
<td style="text-align: left;">DEEPSEEK-R1</td>
<td style="text-align: left;">BF16/WINT4</td>
<td style="text-align: left;">⛔</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">🚧</td>
<td style="text-align: left;">✅</td>
<td style="text-align: left;">128K</td>
</tr>
</tbody>
</table>
<pre><code>✅ Supported 🚧 In Progress ⛔ No Plan
</code></pre>
<h2 id="supported-hardware">Supported Hardware</h2>
<table>
<thead>
<tr>
<th style="text-align: left;">Model</th>
<th><a href="get_started/installation/nvidia_gpu/">NVIDIA GPU</a></th>
<th><a href="get_started/installation/kunlunxin_xpu/">Kunlunxin XPU</a></th>
<th>Ascend NPU</th>
<th><a href="get_started/installation/hygon_dcu/">Hygon DCU</a></th>
<th><a href="get_started/installation/iluvatar_gpu/">Iluvatar GPU</a></th>
<th><a href="get_started/installation/metax_gpu/">MetaX GPU</a></th>
<th><a href="get_started/installation/Enflame_gcu/">Enflame GCU</a></th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: left;">ERNIE4.5-VL-424B-A47B</td>
<td>✅</td>
<td>🚧</td>
<td>🚧</td>
<td>⛔</td>
<td>⛔</td>
<td>⛔</td>
<td>⛔</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE4.5-300B-A47B</td>
<td>✅</td>
<td>✅</td>
<td>🚧</td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE4.5-VL-28B-A3B</td>
<td>✅</td>
<td>🚧</td>
<td>🚧</td>
<td>⛔</td>
<td>🚧</td>
<td>🚧</td>
<td>⛔</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE4.5-21B-A3B</td>
<td>✅</td>
<td>✅</td>
<td>🚧</td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
</tr>
<tr>
<td style="text-align: left;">ERNIE4.5-0.3B</td>
<td>✅</td>
<td>✅</td>
<td>🚧</td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
</tr>
</tbody>
</table>
<pre><code>✅ Supported 🚧 In Progress ⛔ No Plan
</code></pre>
<h2 id="documentation">Documentation</h2>
<p>This project's documentation supports visual compilation via mkdocs. Use the following commands to compile and preview:</p>
<pre><code class="language-bash">pip install requirements.txt
cd FastDeploy
mkdocs build
mkdocs serve
</code></pre>
<p>Open the indicated address to view the documentation.</p>
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