{"id":495,"date":"2025-10-29T07:00:00","date_gmt":"2025-10-28T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=495"},"modified":"2025-10-28T19:30:25","modified_gmt":"2025-10-28T11:30:25","slug":"vllm%e7%9a%84paddleocr-vl%e9%83%a8%e7%bd%b2%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/29\/495\/","title":{"rendered":"vLLM\u7684PaddleOCR-VL\u90e8\u7f72\u6307\u5357"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u4ec0\u4e48\u662f PaddleOCR-VL\uff1f<\/h2>\n\n\n\n<p>PaddleOCR-VL \u662f\u767e\u5ea6\u98de\u6868\u63a8\u51fa\u7684\u4e00\u6b3e<strong>\u5148\u8fdb\u3001\u9ad8\u6548\u7684\u7aef\u5230\u7aef\u6587\u6863\u89e3\u6790\u6a21\u578b<\/strong>\uff0c\u4e13\u4e3a\u590d\u6742\u6587\u6863\u4e2d\u7684\u5143\u7d20\u8bc6\u522b\u4e0e\u7ed3\u6784\u5316\u7406\u89e3\u800c\u8bbe\u8ba1\u3002\u5176\u6838\u5fc3\u7ec4\u4ef6\u4e3a&nbsp;<strong>PaddleOCR-VL-0.9B<\/strong>\uff0c\u662f\u4e00\u6b3e\u7d27\u51d1\u800c\u5f3a\u5927\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08Vision-Language Model,&nbsp;VLM\uff09\uff0c\u878d\u5408\u4e86\u524d\u6cbf\u7684\u89c6\u89c9\u7f16\u7801\u4e0e\u8f7b\u91cf\u7ea7\u8bed\u8a00\u89e3\u7801\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u91c7\u7528&nbsp;<strong>NaViT \u98ce\u683c\u7684\u52a8\u6001\u5206\u8fa8\u7387\u89c6\u89c9\u7f16\u7801\u5668<\/strong>&nbsp;\u4e0e&nbsp;<strong>ERNIE-4.5-0.3B \u8f7b\u91cf\u7ea7\u8bed\u8a00\u6a21\u578b<\/strong>&nbsp;\u7684\u534f\u540c\u67b6\u6784\uff0c\u5728\u4fdd\u6301\u6781\u4f4e\u8d44\u6e90\u6d88\u8017\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u4e86\u5bf9\u6587\u672c\u3001\u8868\u683c\u3001\u516c\u5f0f\u3001\u56fe\u8868\u7b49\u590d\u6742\u6587\u6863\u5143\u7d20\u7684\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u4e0e\u8bed\u4e49\u7406\u89e3\u3002\u6a21\u578b\u652f\u6301&nbsp;<strong>109 \u79cd\u8bed\u8a00<\/strong>\uff0c\u8986\u76d6\u4e2d\u6587\u3001\u82f1\u6587\u3001\u65e5\u6587\u3001\u97e9\u6587\u3001\u963f\u62c9\u4f2f\u8bed\u3001\u4fc4\u8bed\u3001\u5370\u5730\u8bed\u3001\u6cf0\u8bed\u7b49\u591a\u79cd\u6587\u5b57\u4f53\u7cfb\uff0c\u5177\u5907\u51fa\u8272\u7684\u5168\u7403\u5316\u6587\u6863\u5904\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5728\u591a\u4e2a\u516c\u5f00\u57fa\u51c6\u548c\u5185\u90e8\u6d4b\u8bd5\u96c6\u4e0a\uff0cPaddleOCR-VL \u5728<strong>\u9875\u7ea7\u6587\u6863\u89e3\u6790<\/strong>\u4e0e<strong>\u5143\u7d20\u7ea7\u8bc6\u522b\u4efb\u52a1<\/strong>\u4e2d\u5747\u8fbe\u5230 SOTA\uff08State-of-the-Art\uff09\u6c34\u5e73\uff0c\u663e\u8457\u4f18\u4e8e\u4f20\u7edf Pipeline \u65b9\u6848\u3001\u901a\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u53ca\u5176\u4ed6\u6587\u6863\u4e13\u7528\u6a21\u578b\uff0c\u540c\u65f6\u5177\u5907\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u975e\u5e38\u9002\u5408\u5728\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u5927\u89c4\u6a21\u843d\u5730\u90e8\u7f72\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83c\udd9a&nbsp;<strong>PaddleOCR-VL vs DeepSeek-OCR<\/strong><br>\u5c3d\u7ba1\u4e24\u8005\u5747\u4ee3\u8868OCR\u6280\u672f\u7684\u524d\u6cbf\u65b9\u5411\uff0c\u4f46\u5b9a\u4f4d\u4e0e\u6280\u672f\u8def\u5f84\u4e0d\u540c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>PaddleOCR-VL<\/strong>\u00a0\u4e13\u6ce8\u4e8e<strong>\u6587\u6863\u7ea7\u7ed3\u6784\u7406\u89e3\u4e0e\u591a\u5143\u7d20\u8054\u5408\u8bc6\u522b<\/strong>\uff0c\u9002\u7528\u4e8e\u53d1\u7968\u3001\u5408\u540c\u3001\u62a5\u8868\u7b49\u590d\u6742\u6587\u6863\u7684\u7aef\u5230\u7aef\u89e3\u6790\u3002<\/li>\n\n\n\n<li><strong>DeepSeek-OCR<\/strong>\u00a0\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u201c<strong>\u4e0a\u4e0b\u6587\u5149\u5b66\u538b\u7f29<\/strong>\u201d\uff0c\u901a\u8fc7\u5c06\u957f\u6587\u672c\u8f6c\u6362\u4e3a\u89c6\u89c9\u6807\u8bb0\uff0c\u89e3\u51b3\u5927\u6a21\u578b\u5904\u7406\u957f\u6587\u672c\u65f6\u7684 token \u6548\u7387\u95ee\u9898\uff0c\u66f4\u9002\u7528\u4e8e<strong>\u957f\u7bc7\u5e45\u6587\u672c\u7684\u9ad8\u6548\u8f93\u5165\u4e0e\u683c\u5f0f\u4fdd\u7559<\/strong>\u3002\u56e0\u6b64\uff0cPaddleOCR-VL \u66f4\u9002\u5408\u4f01\u4e1a\u4e2d\u5f53\u4e0b\u5bf9<strong>\u7ed3\u6784\u5316\u4fe1\u606f\u63d0\u53d6\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u9ad8\u7cbe\u5ea6\u8bc6\u522b<\/strong>\u6709\u5f3a\u9700\u6c42\u7684\u4e1a\u52a1\u573a\u666f\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6838\u5fc3\u80fd\u529b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.&nbsp;<strong>\u7d27\u51d1\u9ad8\u6548\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u67b6\u6784<\/strong><\/h3>\n\n\n\n<p>PaddleOCR-VL \u521b\u65b0\u6027\u5730\u7ed3\u5408\u4e86&nbsp;<strong>NaViT \u98ce\u683c\u7684\u52a8\u6001\u9ad8\u5206\u8fa8\u7387\u89c6\u89c9\u7f16\u7801\u5668<\/strong>&nbsp;\u4e0e&nbsp;<strong>ERNIE-4.5-0.3B \u8f7b\u91cf\u7ea7\u8bed\u8a00\u6a21\u578b<\/strong>\uff0c\u5728\u4fdd\u8bc1\u8bc6\u522b\u7cbe\u5ea6\u7684\u540c\u65f6\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\u3002\u8be5\u67b6\u6784\u5177\u5907\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52a8\u6001\u5206\u8fa8\u7387\u5904\u7406<\/strong>\uff1a\u6839\u636e\u56fe\u50cf\u5185\u5bb9\u81ea\u52a8\u8c03\u6574\u8f93\u5165\u5206\u8fa8\u7387\uff0c\u517c\u987e\u7ec6\u8282\u4fdd\u7559\u4e0e\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u7aef\u5230\u7aef\u8054\u5408\u5efa\u6a21<\/strong>\uff1a\u89c6\u89c9\u4e0e\u8bed\u8a00\u6a21\u5757\u8054\u5408\u8bad\u7ec3\uff0c\u5b9e\u73b0\u56fe\u6587\u6df1\u5ea6\u878d\u5408\uff0c\u63d0\u5347\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u8d44\u6e90\u6d88\u8017<\/strong>\uff1a\u6a21\u578b\u53c2\u6570\u91cf\u4ec5 0.9B\uff0c\u63a8\u7406\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\u4e0e\u9ad8\u5e76\u53d1\u670d\u52a1\u90e8\u7f72\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.&nbsp;<strong>SOTA \u7ea7\u6587\u6863\u89e3\u6790\u6027\u80fd<\/strong><\/h3>\n\n\n\n<p>PaddleOCR-VL \u5728\u591a\u9879\u6587\u6863\u7406\u89e3\u4efb\u52a1\u4e2d\u8868\u73b0\u5353\u8d8a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9875\u7ea7\u6587\u6863\u89e3\u6790<\/strong>\uff1a\u51c6\u786e\u8bc6\u522b\u6587\u6863\u6574\u4f53\u7ed3\u6784\uff0c\u5982\u6807\u9898\u3001\u6bb5\u843d\u3001\u5217\u8868\u3001\u9875\u7709\u9875\u811a\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5143\u7d20\u7ea7\u8bc6\u522b<\/strong>\uff1a\u9ad8\u7cbe\u5ea6\u68c0\u6d4b\u5e76\u8bc6\u522b\u6587\u672c\u3001\u8868\u683c\u3001\u6570\u5b66\u516c\u5f0f\u3001\u56fe\u8868\u3001\u624b\u5199\u4f53\u3001\u5370\u7ae0\u7b49\u590d\u6742\u5143\u7d20\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u6a21\u6001\u7406\u89e3<\/strong>\uff1a\u652f\u6301\u56fe\u6587\u95ee\u7b54\uff08VQA\uff09\u3001\u4fe1\u606f\u62bd\u53d6\u3001\u8868\u683c\u5185\u5bb9\u8fd8\u539f\u7b49\u9ad8\u7ea7\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u9c81\u68d2\u6027\u5f3a<\/strong>\uff1a\u5bf9\u6a21\u7cca\u3001\u503e\u659c\u3001\u4f4e\u8d28\u91cf\u626b\u63cf\u4ef6\u3001\u5386\u53f2\u6587\u732e\u7b49\u5177\u6709\u826f\u597d\u7684\u8bc6\u522b\u7a33\u5b9a\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.&nbsp;<strong>\u5e7f\u6cdb\u7684\u591a\u8bed\u8a00\u652f\u6301<\/strong><\/h3>\n\n\n\n<p>\u652f\u6301&nbsp;<strong>109 \u79cd\u8bed\u8a00<\/strong>\uff0c\u6db5\u76d6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u62c9\u4e01\u5b57\u6bcd\u7cfb<\/strong>\uff1a\u82f1\u8bed\u3001\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u897f\u73ed\u7259\u8bed\u7b49<\/li>\n\n\n\n<li><strong>\u6c49\u5b57\u7cfb<\/strong>\uff1a\u7b80\u4f53\u4e2d\u6587\u3001\u7e41\u4f53\u4e2d\u6587\u3001\u65e5\u6587\u3001\u97e9\u6587<\/li>\n\n\n\n<li><strong>\u897f\u91cc\u5c14\u5b57\u6bcd\u7cfb<\/strong>\uff1a\u4fc4\u8bed\u3001\u4e4c\u514b\u5170\u8bed\u7b49<\/li>\n\n\n\n<li><strong>\u963f\u62c9\u4f2f\u5b57\u6bcd\u7cfb<\/strong>\uff1a\u963f\u62c9\u4f2f\u8bed\u3001\u6ce2\u65af\u8bed<\/li>\n\n\n\n<li><strong>\u5370\u5ea6\u6587\u5b57\u7cfb<\/strong>\uff1a\u5370\u5730\u8bed\uff08\u5929\u57ce\u6587\uff09\u3001\u6cf0\u7c73\u5c14\u8bed\u3001\u5b5f\u52a0\u62c9\u8bed<\/li>\n\n\n\n<li><strong>\u4e1c\u5357\u4e9a\u6587\u5b57<\/strong>\uff1a\u6cf0\u8bed\u3001\u8d8a\u5357\u8bed\u3001\u8001\u631d\u8bed<\/li>\n<\/ul>\n\n\n\n<p>\u5e7f\u6cdb\u7684\u8bed\u8a00\u8986\u76d6\u4f7f\u5176\u6210\u4e3a\u5168\u7403\u5316\u4f01\u4e1a\u6587\u6863\u5904\u7406\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u90e8\u7f72\u6307\u5357\uff1a\u57fa\u4e8e vLLM \u9ad8\u6548\u90e8\u7f72 PaddleOCR-VL<\/h2>\n\n\n\n<p>\u4e3a\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u9ad8\u5e76\u53d1\u3001\u4f4e\u5ef6\u8fdf\u7684\u63a8\u7406\u9700\u6c42\uff0cPaddleOCR-VL \u652f\u6301\u901a\u8fc7&nbsp;<strong>vLLM<\/strong>\uff08\u9ad8\u6548\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u5f15\u64ce\uff09\u8fdb\u884c\u9ad8\u6027\u80fd\u90e8\u7f72\uff0c\u517c\u5bb9 OpenAI API \u63a5\u53e3\u89c4\u8303\uff0c\u4fbf\u4e8e\u96c6\u6210\u81f3\u73b0\u6709 AI \u7f51\u5173\u5e73\u53f0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u90e8\u7f72\u65b9\u5f0f\u4e00\uff1aDocker \u5feb\u901f\u90e8\u7f72<\/h3>\n\n\n\n<p>\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684 Docker \u955c\u50cf\uff0c\u53ef\u5feb\u901f\u542f\u52a8 vLLM \u63a8\u7406\u670d\u52a1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">ini\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>docker run -d --name paddleocr-vl \\\n  --gpus all \\\n  -p 8000:8000 \\\n  -v \/path\/to\/local\/models:\/models\/PaddleOCR-VL \\\n  -v \/dev\/shm:\/dev\/shm \\\n  --shm-size=16g \\\n  --memory=16g \\\n  --cpus=4 \\\n  ccr-2vdh3abv-pub.cnc.bj.baidubce.com\/paddlepaddle\/paddlex-genai-vllm-server:latest \\\n  paddlex_genai_server \\\n    --model_name=PaddleOCR-VL-0.9B \\\n    --model_dir=\/models\/PaddleOCR-VL \\\n    --host=0.0.0.0 \\\n    --port=8000 \\\n    --backend=vllm\n<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u2705&nbsp;<strong>\u8bf4\u660e<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u9700\u63d0\u524d\u4ece\u00a0<a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fwww.modelscope.cn%2F\" target=\"_blank\" rel=\"noreferrer noopener\">ModelScope<\/a>\u00a0\u4e0b\u8f7d\u5e76\u653e\u7f6e\u4e8e\u00a0<code>\/path\/to\/local\/models<\/code>\u3002<\/li>\n\n\n\n<li>\u5171\u4eab\u5185\u5b58\uff08<code>\/dev\/shm<\/code>\uff09\u7528\u4e8e\u63d0\u5347 GPU \u6570\u636e\u4f20\u8f93\u6548\u7387\u3002<\/li>\n\n\n\n<li><code>--backend=vllm<\/code>\u00a0\u542f\u7528 vLLM \u52a0\u901f\uff0c\u652f\u6301\u9ad8\u541e\u5410\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u90e8\u7f72\u65b9\u5f0f\u4e8c\uff1aKubernetes \u96c6\u7fa4\u90e8\u7f72<\/h3>\n\n\n\n<p>\u9002\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u9ad8\u53ef\u7528\u90e8\u7f72\uff0cYAML \u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">yaml\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>apiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: paddleocr-vl\n  labels:\n    app: paddleocr-vl\nspec:\n  replicas: 1\n  strategy:\n    rollingUpdate:\n      maxSurge: 1\n      maxUnavailable: 0\n    type: RollingUpdate\n  selector:\n    matchLabels:\n      app: paddleocr-vl\n  template:\n    metadata:\n      labels:\n        app: paddleocr-vl\n    spec:\n      containers:\n        - name: paddleocr-vl\n          image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com\/paddlepaddle\/paddlex-genai-vllm-server:latest\n          command: [\"paddlex_genai_server\"]\n          args:\n            - \"--model_name=PaddleOCR-VL-0.9B\"\n            - \"--model_dir=\/models\/PaddleOCR-VL\"\n            - \"--host=0.0.0.0\"\n            - \"--port=8000\"\n            - \"--backend=vllm\"\n          ports:\n            - containerPort: 8000\n              name: http\n              protocol: TCP\n          resources:\n            limits:\n              nvidia.com\/gpu: 1\n              memory: \"16Gi\"\n              cpu: \"4\"\n            requests:\n              memory: \"12Gi\"\n              cpu: \"2\"\n               nvidia.com\/gpu: 1\n          readinessProbe:\n            tcpSocket:\n              port: 8000\n            failureThreshold: 5\n            initialDelaySeconds: 60\n            periodSeconds: 10\n          volumeMounts:\n            - name: shm\n              mountPath: \/dev\/shm\n            - name: model-storage\n              mountPath: \/models\/PaddleOCR-VL\n      volumes:\n        - name: shm\n          emptyDir:\n            medium: Memory\n        - name: model-storage\n          hostPath:\n            path: \/mnt\/data\/paddleocr-vl\/models\n            type: Directory\n<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u2705&nbsp;<strong>\u5efa\u8bae<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u00a0<code>hostPath<\/code>\u00a0\u6216\u00a0<code>NFS<\/code>\u00a0\u6302\u8f7d\u6a21\u578b\u5b58\u50a8\uff0c\u786e\u4fdd\u6a21\u578b\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u5c31\u7eea\u63a2\u9488\uff08readinessProbe\uff09\u786e\u4fdd\u670d\u52a1\u5065\u5eb7\u3002<\/li>\n\n\n\n<li>\u53ef\u6839\u636e\u8d1f\u8f7d\u8c03\u6574\u00a0<code>replicas<\/code>\u00a0\u5b9e\u73b0\u6c34\u5e73\u6269\u5c55\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u90e8\u7f72\u4f18\u52bf\uff1a\u65e0\u7f1d\u96c6\u6210\u4f01\u4e1a AI \u7f51\u5173<\/h3>\n\n\n\n<p>\u91c7\u7528 vLLM \u90e8\u7f72\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2705\u00a0<strong>\u517c\u5bb9 OpenAI API \u89c4\u8303<\/strong>\uff1a\u81ea\u52a8\u66b4\u9732\u00a0<code>\/v1\/chat\/completions<\/code>\u00a0\u63a5\u53e3\uff0c\u53ef\u76f4\u63a5\u63a5\u5165\u4f01\u4e1a\u73b0\u6709\u7684 AI \u7f51\u5173\u5e73\u53f0\uff08\u5982\u81ea\u7814\u7f51\u5173\u3001Kong\u3001Traefik \u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u2705\u00a0<strong>\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf<\/strong>\uff1a\u5229\u7528vLLm\u7684\u9ad8\u63a8\u7406\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u90e8\u7f72\u6210\u529f\u540e\uff0c\u53ef\u901a\u8fc7\u65e5\u5fd7\u9a8c\u8bc1\u63a5\u53e3\u8c03\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">ini\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>(APIServer pid=1) INFO: 10.195.137.3:49792 - \"POST \/v1\/chat\/completions HTTP\/1.1\" 200 OK\n(APIServer pid=1) INFO: 10.195.15.9:48194 - \"POST \/v1\/chat\/completions HTTP\/1.1\" 200 OK\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 \u8c03\u7528 PaddleOCR-VL \u8fdb\u884c\u63a8\u7406<\/h3>\n\n\n\n<p>\u901a\u8fc7&nbsp;<code>paddleocr<\/code>&nbsp;Python SDK \u8c03\u7528\u5df2\u90e8\u7f72\u7684\u670d\u52a1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">ini\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>from paddleocr import PaddleOCRVL\n\ndef main():\n    # \u521d\u59cb\u5316\u63a8\u7406\u7ba1\u9053\n    pipeline = PaddleOCRVL(\n        vl_rec_backend=\"vllm-server\",                    # \u4f7f\u7528 vLLM \u540e\u7aef\n        vl_rec_model_name=\"PaddleOCR-VL-0.9B\",          # \u6a21\u578b\u540d\u79f0\u9700\u4e0e\u90e8\u7f72\u4e00\u81f4\n        vl_rec_server_url=\"http:\/\/127.0.0.1:8000\/v1\"    # \u670d\u52a1\u5730\u5740\n    )\n\n    # \u6267\u884c\u63a8\u7406\uff08\u652f\u6301\u672c\u5730\u8def\u5f84\u6216 URL\uff09\n    output = pipeline.predict(\n        \"https:\/\/paddle-model-ecology.bj.bcebos.com\/paddlex\/imgs\/demo_image\/paddleocr_vl_demo.png\"\n    )\n\n    # \u5904\u7406\u7ed3\u679c\n    for res in output:\n        res.print()                              # \u6253\u5370\u7ed3\u6784\u5316\u7ed3\u679c\n        res.save_to_json(\"output.json\")         # \u4fdd\u5b58\u4e3a JSON\n        res.save_to_markdown(\"output.md\")       # \u4fdd\u5b58\u4e3a Markdown\n\nif __name__ == \"__main__\":\n    main()\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8evllm\u90e8\u7f72\u7684\u65b9\u5f0f\u662f\u4e0d\u80fd\u6761\u7528<code>\/layout-parsing<\/code>, \u8fd9\u548c\u9ed8\u8ba4\u7684\u90e8\u7f72\u65b9\u5f0f\u4e0d\u540c<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u26a0\ufe0f&nbsp;<strong>\u73af\u5883\u51c6\u5907<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>pip install paddlepaddle-gpu\n<\/code><\/pre>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udce6&nbsp;<strong>\u79bb\u7ebf\u90e8\u7f72\u8bf4\u660e<\/strong>\uff1a&nbsp;\u5728\u65e0\u7f51\u7edc\u73af\u5883\uff0c\u9700\u63d0\u524d\u6302\u8f7d\u6a21\u578b\u7f13\u5b58\u76ee\u5f55\u3002SDK \u4f1a\u81ea\u52a8\u4e0b\u8f7d\u4ee5\u4e0b\u4f9d\u8d56\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">javascript\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>mkdir -p ~\/.paddlex\/official_models\/PP-DocLayoutV2\nwget https:\/\/paddle-model-ecology.bj.bcebos.com\/paddlex\/official_inference_model\/paddle3.0.0\/PP-DocLayoutV2_infer.tar -P ~\/.paddlex\/official_models\/PP-DocLayoutV2\/\ntar -xvf ~\/.paddlex\/official_models\/PP-DocLayoutV2\/PP-DocLayoutV2_infer.tar -C ~\/.paddlex\/official_models\/PP-DocLayoutV2\/\n<\/code><\/pre>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<p>\u672c\u6587\u6863\u63d0\u4f9b\u4e86 PaddleOCR-VL \u5728 Docker \u548c Kubernetes \u73af\u5883\u4e0b\u7684\u6807\u51c6\u90e8\u7f72\u6d41\u7a0b\uff0c\u57fa\u4e8e vLLM \u63a8\u7406\u5f15\u64ce \u5b9e\u73b0\u9ad8\u6027\u80fd\u3001\u9ad8\u517c\u5bb9\u6027\u7684\u6587\u6863\u89e3\u6790\u670d\u52a1\u3002&nbsp;\u901a\u8fc7 OpenAI API \u63a5\u53e3\u89c4\u8303\uff0c\u53ef\u65e0\u7f1d\u96c6\u6210\u81f3\u4f01\u4e1a\u73b0\u6709 AI \u5e73\u53f0\uff0c\u5feb\u901f\u6784\u5efa\u667a\u80fd\u6587\u6863\u5904\u7406\u7cfb\u7edf\u3002&nbsp;\u6548\u679c\u8bc4\u6d4b\u53ef\u4ee5\u67e5\u770b\u5176\u4ed6\u535a\u4e3b\u7684\u6587\u7ae0\u6216\u8005\u6839\u636e\u90e8\u7f72\u6587\u7ae0\u5b8c\u6210\u90e8\u7f72\u505a\u5404\u79cd\u573a\u666f\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p><br>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/juejin.cn\/post\/7565043507125420047<br><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u4ec0\u4e48\u662f PaddleOCR-VL\uff1f PaddleOCR-VL \u662f&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":442,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-495","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tools"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/495","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=495"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/495\/revisions"}],"predecessor-version":[{"id":496,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/495\/revisions\/496"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/442"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=495"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=495"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}