{"id":34298,"date":"2025-07-29T18:20:13","date_gmt":"2025-07-29T10:20:13","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34298"},"modified":"2025-07-29T18:20:13","modified_gmt":"2025-07-29T10:20:13","slug":"fastdeploy","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/fastdeploy\/","title":{"rendered":"FastDeploy\uff1a\u5feb\u901f\u90e8\u7f72AI\u6a21\u578b\u7684\u5f00\u6e90\u5de5\u5177"},"content":{"rendered":"<p>FastDeploy \u662f\u7531 PaddlePaddle \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u5feb\u901f\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002\u5b83\u652f\u6301\u591a\u79cd\u786c\u4ef6\u548c\u6846\u67b6\uff0c\u8986\u76d6\u56fe\u50cf\u3001\u89c6\u9891\u3001\u6587\u672c\u548c\u8bed\u97f3\u7b4920\u591a\u79cd\u573a\u666f\uff0c\u5305\u542b150\u591a\u4e2a\u4e3b\u6d41\u6a21\u578b\u3002FastDeploy \u63d0\u4f9b\u751f\u4ea7\u73af\u5883\u5f00\u7bb1\u5373\u7528\u7684\u90e8\u7f72\u65b9\u6848\uff0c\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b\uff0c\u63d0\u5347\u63a8\u7406\u6027\u80fd\u3002\u5b83\u652f\u6301\u4ece\u4e91\u7aef\u5230\u79fb\u52a8\u8bbe\u5907\u548c\u8fb9\u7f18\u8bbe\u5907\u7684\u90e8\u7f72\uff0c\u9002\u5408\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5feb\u901f\u5b9e\u73b0AI\u5e94\u7528\u3002\u9879\u76ee\u91c7\u7528 Apache-2.0 \u8bb8\u53ef\u8bc1\uff0c\u793e\u533a\u6d3b\u8dc3\uff0c\u6587\u6863\u9f50\u5168\uff0c\u9002\u5408\u8ffd\u6c42\u9ad8\u6548\u90e8\u7f72\u7684\u5f00\u53d1\u8005\u4f7f\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34299\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b925635e765a2e3.jpg\" alt=\"\" width=\"821\" height=\"751\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b925635e765a2e3.jpg 821w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b925635e765a2e3-13x12.jpg 13w\" sizes=\"auto, (max-width: 821px) 100vw, 821px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u591a\u79cd\u786c\u4ef6\uff1a\u5305\u62ec NVIDIA GPU\u3001\u6606\u4ed1\u82af XPU\u3001\u6607\u817e NPU\u3001RK3588 \u7b49\uff0c\u9002\u914d\u591a\u79cd\u82af\u7247\u3002<\/li>\n<li>\u591a\u79cd\u6a21\u578b\u652f\u6301\uff1a\u8986\u76d6\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001OCR\u3001\u8bed\u97f3\u5408\u6210\u7b4920\u591a\u79cd\u573a\u666f\uff0c\u652f\u6301150+\u6a21\u578b\u3002<\/li>\n<li>\u9ad8\u6548\u63a8\u7406\u52a0\u901f\uff1a\u63d0\u4f9b\u91cf\u5316\u652f\u6301\uff08\u5982 W8A16\u3001FP8\uff09\u3001\u63a8\u6d4b\u89e3\u7801\u3001\u591a <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">token<\/a> \u9884\u6d4b\u7b49\u6280\u672f\u3002<\/li>\n<li>\u751f\u4ea7\u73af\u5883\u5f00\u7bb1\u5373\u7528\uff1a\u652f\u6301 <a href=\"https:\/\/www.kdjingpai.com\/pt\/vllm\/\">vLLM<\/a> \u548c OpenAI API\uff0c\u7b80\u5316\u670d\u52a1\u90e8\u7f72\u3002<\/li>\n<li>\u53ef\u89c6\u5316\u90e8\u7f72\uff1a\u7ed3\u5408 VisualDL\uff0c\u652f\u6301\u6a21\u578b\u914d\u7f6e\u4fee\u6539\u3001\u6027\u80fd\u76d1\u63a7\u548c\u670d\u52a1\u7ba1\u7406\u3002<\/li>\n<li>\u8de8\u5e73\u53f0\u90e8\u7f72\uff1a\u652f\u6301\u4e91\u7aef\u3001\u79fb\u52a8\u7aef\u3001\u8fb9\u7f18\u8bbe\u5907\u548c\u7f51\u9875\u7aef\u90e8\u7f72\u3002<\/li>\n<li>\u7075\u6d3b\u7684\u7f16\u8bd1\u9009\u9879\uff1a\u5f00\u53d1\u8005\u53ef\u6839\u636e\u9700\u6c42\u9009\u62e9\u540e\u7aef\u6a21\u5757\uff0c\u51cf\u5c11\u8d44\u6e90\u5360\u7528\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>FastDeploy \u63d0\u4f9b Python \u548c C++ \u7684\u5b89\u88c5\u65b9\u5f0f\uff0c\u9002\u5408\u4e0d\u540c\u5f00\u53d1\u9700\u6c42\u3002\u4ee5\u4e0b\u4ee5 Python \u5b89\u88c5\u4e3a\u4f8b\uff0c\u57fa\u4e8e Ubuntu \u7cfb\u7edf\u3002\u7528\u6237\u9700\u786e\u4fdd\u7cfb\u7edf\u5df2\u5b89\u88c5 Python 3.6+ \u548c\u57fa\u7840\u4f9d\u8d56\u3002<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong><br \/>\n\u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56\uff1a<\/p>\n<pre><code>sudo apt update\r\nsudo apt install -y python3 python3-dev python3-pip gcc python3-opencv python3-numpy\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<pre><code>\r\n<\/code><\/pre>\n<p>\u5efa\u8bae\u4f7f\u7528\u865a\u62df\u73af\u5883\uff08\u5982 conda\uff09\u9694\u79bb\u4f9d\u8d56\uff1a<\/p>\n<pre><code>conda create -n fastdeploy python=3.8\r\nconda activate fastdeploy\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u5b89\u88c5 PaddlePaddle<\/strong><br \/>\nFastDeploy \u4f9d\u8d56 PaddlePaddle \u6846\u67b6\uff0c\u5b89\u88c5\u5f00\u53d1\u7248\uff1a<\/p>\n<pre><code>python -m pip install paddlepaddle==0.0.0 -f https:\/\/www.paddlepaddle.org.cn\/whl\/linux\/cpu-mkl\/develop.html\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5 FastDeploy<\/strong><br \/>\n\u53ef\u901a\u8fc7 pip \u5b89\u88c5\u9884\u7f16\u8bd1\u5305\uff1a<\/p>\n<pre><code>pip install fastdeploy-python -f https:\/\/www.paddlepaddle.org.cn\/whl\/fastdeploy.html\r\n<\/code><\/pre>\n<p>\u6216\u4ece\u6e90\u7801\u7f16\u8bd1\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/PaddlePaddle\/FastDeploy.git\r\ncd FastDeploy\/python\r\nexport ENABLE_ORT_BACKEND=ON\r\nexport ENABLE_PADDLE_BACKEND=ON\r\nexport ENABLE_VISION=ON\r\npython setup.py build\r\npython setup.py bdist_wheel\r\npip install dist\/fastdeploy_python-*-linux_x86_64.whl\r\n<\/code><\/pre>\n<p>\u5982\u679c\u7f16\u8bd1 RK3588 \u7b49\u8bbe\u5907\uff0c\u9700\u8bbe\u7f6e\u00a0<code>ENABLE_RKNPU2_BACKEND=ON<\/code>\u00a0\u548c\u00a0<code>RKNN2_TARGET_SOC=RK3588<\/code>\u3002<\/li>\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u8fd0\u884c\u793a\u4f8b\u4ee3\u7801\u9a8c\u8bc1\uff1a<\/p>\n<pre><code>import fastdeploy\r\nprint(fastdeploy.__version__)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>1. \u6a21\u578b\u90e8\u7f72<\/h4>\n<p>FastDeploy \u652f\u6301\u4e00\u952e\u90e8\u7f72\u591a\u79cd\u6a21\u578b\u3002\u4ee5\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u4e3a\u4f8b\uff0c\u8fd0\u884c PaddleDetection \u6a21\u578b\uff1a<\/p>\n<pre><code>from fastdeploy.vision import detection\r\nmodel = detection.PaddleDetectionModel(\r\nmodel_file=\"ppyoloe_crn_l_300e_coco\/model.pdmodel\",\r\nparams_file=\"ppyoloe_crn_l_300e_coco\/model.pdiparams\",\r\nconfig_file=\"ppyoloe_crn_l_300e_coco\/infer_cfg.yml\"\r\n)\r\nresult = model.predict(\"000000014439.jpg\")\r\nprint(result)\r\n<\/code><\/pre>\n<p>\u7528\u6237\u9700\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\uff08\u5982\u00a0<code>ppyoloe_crn_l_300e_coco.tgz<\/code>\uff09\u5e76\u89e3\u538b\uff0c\u6587\u4ef6\u53ef\u4ece\u5b98\u65b9\u94fe\u63a5\u83b7\u53d6\u3002<\/p>\n<h4>2. \u786c\u4ef6\u9002\u914d<\/h4>\n<p>FastDeploy \u652f\u6301\u591a\u786c\u4ef6\u90e8\u7f72\u3002\u4f8b\u5982\uff0c\u5728 RK3588 \u4e0a\u90e8\u7f72\uff1a<\/p>\n<pre><code>cd demos\/vision\/detection\/paddledetection\/rknpu2\/python\r\npython infer.py --model_file picodet_s_416_coco_lcnet_rk3588.rknn \\\r\n--config_file picodet_s_416_coco_lcnet\/infer_cfg.yml \\\r\n--image 000000014439.jpg\r\n<\/code><\/pre>\n<p>\u786e\u4fdd\u8bbe\u5907\u5df2\u5b89\u88c5\u5bf9\u5e94\u9a71\u52a8\uff08\u5982 rknpu2\uff09\u3002<\/p>\n<h4>3. \u63a8\u7406\u52a0\u901f<\/h4>\n<p>FastDeploy \u63d0\u4f9b\u591a\u79cd\u52a0\u901f\u6280\u672f\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u91cf\u5316\u6280\u672f\uff08W8A16\uff09\uff1a<\/p>\n<pre><code>model.enable_quantization(\"W8A16\")\r\n<\/code><\/pre>\n<p>\u6216\u542f\u7528\u63a8\u6d4b\u89e3\u7801\uff1a<\/p>\n<pre><code>model.enable_speculative_decoding()\r\n<\/code><\/pre>\n<p>\u8fd9\u4e9b\u529f\u80fd\u663e\u8457\u63d0\u5347\u63a8\u7406\u901f\u5ea6\uff0c\u9002\u5408\u9ad8\u6027\u80fd\u9700\u6c42\u573a\u666f\u3002<\/p>\n<h4>4. \u53ef\u89c6\u5316\u90e8\u7f72<\/h4>\n<p>\u7ed3\u5408 VisualDL\uff0c\u7528\u6237\u53ef\u901a\u8fc7 Web \u754c\u9762\u7ba1\u7406\u6a21\u578b\uff1a<\/p>\n<ul>\n<li>\u542f\u52a8 VisualDL \u670d\u52a1\uff1a\n<pre><code>visualdl --model-dir model_path --host 0.0.0.0 --port 8040\r\n<\/code><\/pre>\n<\/li>\n<li>\u5728\u6d4f\u89c8\u5668\u8bbf\u95ee\u00a0<code>http:\/\/localhost:8040<\/code>\uff0c\u8c03\u6574\u6a21\u578b\u914d\u7f6e\u3001\u76d1\u63a7\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h4>5. \u6587\u6863\u652f\u6301<\/h4>\n<p>FastDeploy \u63d0\u4f9b\u8be6\u7ec6\u6587\u6863\uff0c\u4f4d\u4e8e\u00a0<code>&lt;FastDeploy&gt;\/docs<\/code>\u00a0\u76ee\u5f55\u6216 GitHub \u4ed3\u5e93\u3002\u7528\u6237\u53ef\u53c2\u8003\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u652f\u6301\u5217\u8868\uff1a<code>&lt;FastDeploy&gt;\/docs\/supported_models.md<\/code><\/li>\n<li>\u786c\u4ef6\u9002\u914d\u6307\u5357\uff1a<code>&lt;FastDeploy&gt;\/docs\/cn\/build_and_install<\/code><\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u786c\u4ef6\u9a71\u52a8\u5df2\u5b89\u88c5\uff0c\u5982 RK3588 \u7684 rknpu2 \u9a71\u52a8\u3002<\/li>\n<li>\u5185\u5b58\u4e0d\u8db3\u53ef\u80fd\u5bfc\u81f4\u7f16\u8bd1\u5931\u8d25\uff0c\u5efa\u8bae\u4e3a RK3588 \u6dfb\u52a0\u81f3\u5c11 4GB \u4ea4\u6362\u5206\u533a\u3002<\/li>\n<li>\u9879\u76ee\u66f4\u65b0\u9891\u7e41\uff0c\u5efa\u8bae\u5b9a\u671f\u68c0\u67e5 GitHub \u6700\u65b0\u7248\u672c\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u667a\u80fd\u5b89\u9632<\/strong><br \/>\nFastDeploy \u53ef\u90e8\u7f72\u76ee\u6807\u68c0\u6d4b\u548c\u4eba\u8138\u8bc6\u522b\u6a21\u578b\uff0c\u7528\u4e8e\u76d1\u63a7\u7cfb\u7edf\u3002\u5f00\u53d1\u8005\u53ef\u5feb\u901f\u5728\u8fb9\u7f18\u8bbe\u5907\uff08\u5982 RK3588\uff09\u4e0a\u8fd0\u884c PaddleDetection \u6a21\u578b\uff0c\u5b9e\u65f6\u68c0\u6d4b\u5f02\u5e38\u884c\u4e3a\u3002<\/li>\n<li><strong>\u667a\u80fd\u96f6\u552e<\/strong><br \/>\n\u652f\u6301 OCR \u548c\u56fe\u50cf\u5206\u7c7b\u6a21\u578b\uff0c\u9002\u7528\u4e8e\u5ba2\u6d41\u7edf\u8ba1\u548c\u5546\u54c1\u8bc6\u522b\u3002\u96f6\u552e\u5546\u53ef\u901a\u8fc7 FastDeploy \u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u90e8\u7f72\u6a21\u578b\uff0c\u5206\u6790\u987e\u5ba2\u884c\u4e3a\u3002<\/li>\n<li><strong>\u5de5\u4e1a\u81ea\u52a8\u5316<\/strong><br \/>\n\u5728\u751f\u4ea7\u7ebf\u4e2d\u4f7f\u7528 FastDeploy \u90e8\u7f72\u56fe\u50cf\u5206\u5272\u6a21\u578b\uff0c\u68c0\u6d4b\u4ea7\u54c1\u8d28\u91cf\u3002\u652f\u6301\u591a\u786c\u4ef6\u9002\u914d\uff0c\u9002\u5408\u5de5\u5382\u590d\u6742\u73af\u5883\u3002<\/li>\n<li><strong>\u8bed\u97f3\u4ea4\u4e92<\/strong><br \/>\n\u90e8\u7f72\u8bed\u97f3\u5408\u6210\u6a21\u578b\uff0c\u5b9e\u73b0\u667a\u80fd\u5ba2\u670d\u6216\u8bed\u97f3\u52a9\u624b\u3002FastDeploy \u7684\u591a token \u9884\u6d4b\u6280\u672f\u63d0\u5347\u8bed\u97f3\u751f\u6210\u901f\u5ea6\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>FastDeploy \u652f\u6301\u54ea\u4e9b\u786c\u4ef6\uff1f<\/strong><br \/>\n\u652f\u6301 NVIDIA GPU\u3001\u6606\u4ed1\u82af XPU\u3001\u6607\u817e NPU\u3001RK3588\u3001Iluvatar GPU \u7b49\uff0c\u90e8\u5206\u786c\u4ef6\u5982 MetaX GPU \u6b63\u5728\u9002\u914d\u4e2d\u3002<\/li>\n<li><strong>\u5982\u4f55\u5207\u6362\u63a8\u7406\u540e\u7aef\uff1f<\/strong><br \/>\n\u901a\u8fc7\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff08\u5982\u00a0<code>ENABLE_ORT_BACKEND=ON<\/code>\uff09\u6216\u5728\u4ee3\u7801\u4e2d\u6307\u5b9a\u540e\u7aef\uff08\u5982\u00a0<code>model.set_backend(\"paddle\")<\/code>\uff09\u5207\u6362\u63a8\u7406\u5f15\u64ce\u3002<\/li>\n<li><strong>FastDeploy \u662f\u5426\u652f\u6301\u7f51\u9875\u90e8\u7f72\uff1f<\/strong><br \/>\n\u662f\u7684\uff0c\u901a\u8fc7 Paddle.js \u652f\u6301\u7f51\u9875\u548c\u5c0f\u7a0b\u5e8f\u90e8\u7f72\uff0c\u8be6\u89c1\u00a0<code>&lt;FastDeploy&gt;\/docs\/web_deployment.md<\/code>\u3002<\/li>\n<li><strong>\u9047\u5230\u5185\u5b58\u4e0d\u8db3\u600e\u4e48\u529e\uff1f<\/strong><br \/>\n\u5728\u7f16\u8bd1\u65f6\u53ef\u9650\u5236\u4efb\u52a1\u6570\uff08\u5982\u00a0<code>python setup.py build -j 4<\/code>\uff09\uff0c\u6216\u4e3a\u8bbe\u5907\u6dfb\u52a0\u4ea4\u6362\u5206\u533a\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>FastDeploy \u662f\u7531 PaddlePaddle \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u5feb\u901f\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002\u5b83\u652f\u6301\u591a\u79cd\u786c\u4ef6\u548c\u6846\u67b6\uff0c\u8986\u76d6\u56fe\u50cf\u3001\u89c6\u9891\u3001\u6587\u672c\u548c\u8bed\u97f3\u7b4920\u591a\u79cd\u573a\u666f\uff0c\u5305\u542b150\u591a\u4e2a\u4e3b\u6d41\u6a21\u578b\u3002FastDeploy 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