{"id":19525,"date":"2024-10-06T15:06:54","date_gmt":"2024-10-06T07:06:54","guid":{"rendered":"http:\/\/139.9.1.231\/?p=19525"},"modified":"2024-10-08T09:39:14","modified_gmt":"2024-10-08T01:39:14","slug":"triton-inference-server","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/10\/06\/triton-inference-server\/","title":{"rendered":"Triton Inference Server\u63a8\u7406\u5f15\u64ce"},"content":{"rendered":"\n<p class=\"has-text-align-left\"><a href=\"https:\/\/github.com\/triton-inference-server\/server\">https:\/\/github.com\/triton-inference-server\/server<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.bilibili.com\/video\/BV1KS4y1v7zd\/?spm_id_from=333.788&amp;vd_source=eec038509607175d58cdfe2e824e8ba2\">Triton \u4ece\u5165\u95e8\u5230\u7cbe\u901a<\/a><\/p>\n\n\n\n<p class=\"has-text-align-left\"><a one-link-mark=\"yes\" href=\"https:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/index.html\">https:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/index.html<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzg3ODU2MzY5MA==&amp;mid=2247490083&amp;idx=1&amp;sn=8a144b5075535e890779b8c5eb5afcc7&amp;chksm=cf108226f8670b3019642c7f0ef5f771a07960dbf13c99d2e18f1155498cf18f00bee42c1166&amp;token=1660755593&amp;lang=zh_CN&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noreferrer noopener\">\u6df1\u5ea6\u5b66\u4e60\u90e8\u7f72\u795e\u5668\u2014\u2014triton-inference-server\u5165\u95e8\u6559\u7a0b\u6307\u5317<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/ai.oldpan.me\/t\/topic\/246\">triton-inference-server\u7684backend\uff08\u4e00\uff09\u2014\u2014\u5173\u4e8e\u63a8\u7406\u6846\u67b6\u7684\u4e00\u4e9b\u8ba8\u8bba<\/a><\/p>\n\n\n\n<p>Triton Inference Server\u662fNvida\u5f00\u6e90\u7684\u673a\u5668\u5b66\u4e60\u63a8\u7406\u5f15\u64ce\uff08\u53ef\u4ee5\u7406\u89e3\u4e3a\u540cTF Serving\u5bf9\u7b49\u7684\u4ea7\u54c1\uff09\uff0c\u5176\u63d0\u4f9b\u4e86\u591a\u79cd\u5f00\u7bb1\u5373\u7528\u7684\u529f\u80fd\u5e2e\u52a9\u6211\u4eec\u5feb\u901f\u843d\u5730AI\u6a21\u578b\u5230\u751f\u4ea7\u73af\u5883\u4ee5\u63d0\u4f9b\u4e1a\u52a1\u4f7f\u7528\u3002\u5f53\u6211\u4eec\u56e2\u961f\u4eba\u624b\u8d44\u6e90\u53d7\u9650\u6216\u5f00\u53d1\u65f6\u95f4\u4e0d\u8db3\u7684\u60c5\u51b5\u4e0b\uff0c\u6ca1\u6709\u80fd\u529b\u81ea\u7814\u4e00\u5957\u673a\u5668\u5b66\u4e60\u63a8\u7406\u5f15\u64ce\uff0cTriton\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u4eceTriton\u7684\u4e0d\u65ad\u5b8c\u5584\u7684\u8fdb\u7a0b\u6765\uff0c\u5176\u5df2\u7ecf\u9010\u6e10\u7684\u5177\u6709\u4e86\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u5f15\u64ce\u5e94\u8be5\u6240\u5177\u6709\u7684\u7684\u5168\u90e8\u529f\u80fd\uff08\u5f53\u7136\u8fd8\u662f\u6709\u4e00\u4e9b\u4e0d\u591f\u5b8c\u5584\u7684\u5730\u65b9\uff09\u3002<\/p>\n\n\n\n<p>Triton Inference Server\u6838\u5fc3\u7684\u51e0\u4e2a\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul><li><strong>\u591a\u6846\u67b6\u652f\u6301<\/strong>\uff1aTriton\u652f\u6301\u4e86\u51e0\u4e4e\u6240\u6709\u4e3b\u6d41\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u4f8b\u5982Tensorflow\u3001TensorRT\u3001Pytorch\u3001Python\u3001ONNX\u7b49\uff1b\u540c\u65f6\u4e5f\u53ef\u4ee5custom backend\u7684\u65b9\u5f0f\u6765\u6269\u5c55\u89e3\u7801\u5f15\u64ce\u3002<\/li><li><strong>\u9ad8\u6027\u80fd<\/strong>\uff1aTriton\u63d0\u4f9b\u4e86dynamic batching\u3001concurrent execution\u3001optimal model configuration\u3001model ensemble\u3001dali model \u7b49\u7b56\u7565\u6765\u63d0\u5347\u5728\u7ebf\u63a8\u7406\u7684\u6027\u80fd\uff1b\u540c\u65f6\u4e5f\u63d0\u4f9b\u4e86perf analyze\u548cmodel analyze\u5de5\u5177\u6765\u8f85\u52a9\u6211\u4eec\u8fdb\u884c\u6027\u80fd\u8c03\u4f18\u3002<\/li><li><strong>MLOps<\/strong>\uff1aTriton\u63d0\u4f9b\u4e86Prometheus exporter\u3001\u6a21\u578b\u5728\u7ebf\u66f4\u65b0\u3001http server \u3001grpc server\u7b49\u591a\u79cd\u5728\u7ebf\u670d\u52a1\u7b56\u7565\u4ee5\u6ee1\u8db3\u7528\u6237\u751f\u4ea7\u573a\u666f\u591a\u6837\u5316\u7684\u90e8\u7f72\u548c\u8fd0\u7ef4\u9700\u6c42<\/li><\/ul>\n\n\n\n<p>triton\u53ef\u4ee5\u5145\u5f53\u670d\u52a1\u6846\u67b6\u53bb\u90e8\u7f72\u4f60\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5176\u4ed6\u7528\u6237\u53ef\u4ee5\u901a\u8fc7http\u6216\u8005grpc\u53bb\u8bf7\u6c42\u4f60\u642d\u5efa\u7684\u670d\u52a1\uff0c\u76f8\u5f53\u4e8e\u4f60\u7528flask\u642d\u4e86\u4e2a\u670d\u52a1\u4f9b\u522b\u4eba\u8bf7\u6c42\uff0c\u5f53\u7136\u76f8\u6bd4flask\u7684\u6027\u80fd\u9ad8\u5f88\u591a\u4e86\u3002triton\u4e5f\u53ef\u4ee5\u6458\u51faC-API\u5145\u5f53\u591a\u7ebf\u7a0b\u63a8\u7406\u670d\u52a1\u6846\u67b6\uff0c\u53bb\u9664http\u548cgrpc\u90e8\u5206\uff0c\u9002\u5408\u672c\u5730\u90e8\u7f72\u591a\u6a21\u578b\uff0c\u6bd4\u5982\u4f60\u6709\u5f88\u591a\u6a21\u578b\u8981\u90e8\u7f72\uff0c\u7136\u540e\u5206\u65f6\u6bb5\u8c03\u7528\uff0c\u6216\u8005\u6709pipeline\uff0c\u6709\u4e86triton\u5c31\u7701\u53bb\u4f60\u5904\u7406\u663e\u5b58\u3001\u5185\u5b58\u548c\u7ebf\u7a0b\u7684\u9ebb\u70e6\u3002<\/p>\n\n\n\n<p>\u501f\u7528\u5b98\u65b9\u7684\u56fe\uff0c<strong>triton\u7684\u4f7f\u7528\u573a\u666f\u7ed3\u6784<\/strong>\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"604\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-105-1024x604.png\" alt=\"\" class=\"wp-image-21357\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-105-1024x604.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-105-300x177.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-105-768x453.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-105.png 1213w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6d89\u53ca\u5230\u8fd0\u7ef4\u90e8\u5206\uff0c\u6211\u4e5f\u4e0d\u662f\u5f88\u61c2\uff0c\u629b\u53bbK8S\u540e\uff0c\u7ed3\u6784\u6e05\u723d\u4e86\u4e9b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-106.png\" alt=\"\" class=\"wp-image-21359\" width=\"479\" height=\"619\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-106.png 792w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-106-232x300.png 232w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-106-768x992.png 768w\" sizes=\"(max-width: 479px) 100vw, 479px\" \/><\/figure><\/div>\n\n\n\n<h2>triton\u7684\u4e00\u4e9b\u4f18\u70b9<\/h2>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u8ff0\u7684\u4e24\u4e2a\u7ed3\u6784\u56fe\uff0c\u53ef\u4ee5\u5927\u6982\u77e5\u9053triton\u7684\u4e00\u4e9b<strong>\u529f\u80fd\u548c\u7279\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u652f\u6301HTTP\/GRPC<\/li><li>\u652f\u6301\u591abackend\uff0cTensorRT\u3001libtorch\u3001onnx\u3001paddle\u3001tvm\u5565\u7684\u90fd\u652f\u6301\uff0c\u4e5f\u53ef\u4ee5\u81ea\u5df1custom\uff0c\u6240\u4ee5\u7406\u8bba\u4e0a\u6240\u6709backend\u90fd\u53ef\u4ee5\u652f\u6301<\/li><li>\u5355GPU\u3001\u591aGPU\u90fd\u53ef\u4ee5\u652f\u6301\uff0cCPU\u4e5f\u652f\u6301<\/li><li><strong>\u6a21\u578b\u53ef\u4ee5\u5728CPU\u5c42\u9762\u5e76\u884c\u6267\u884c<\/strong><\/li><li>\u5f88\u591a\u57fa\u672c\u7684\u670d\u52a1\u6846\u67b6\u7684\u529f\u80fd\u90fd\u6709\uff0c<strong>\u6a21\u578b\u7ba1\u7406\u6bd4\u5982\u70ed\u52a0\u8f7d\u3001\u6a21\u578b\u7248\u672c\u5207\u6362\u3001\u52a8\u6001batch\uff0c\u7c7b\u4f3c\u4e8e\u4e4b\u524d\u7684tensorflow server<\/strong><\/li><li>\u5f00\u6e90\uff0c\u53ef\u4ee5\u81ea\u5b9a\u4e49\u4fee\u6539\uff0c\u5f88\u591a\u95ee\u9898\u53ef\u4ee5\u76f4\u63a5issue\uff0c\u5b98\u65b9\u56de\u590d\u53ca\u65f6<\/li><li>NVIDIA\u5b98\u65b9\u51fa\u54c1\uff0c\u5bf9NVIDIA\u7cfb\u5217GPU\u6bd4\u8f83\u53cb\u597d\uff0c\u4e5f\u662f\u5927\u5382\u8d2d\u4e70NVIDIA\u4e91\u670d\u52a1\u5668\u63a8\u8350\u4f7f\u7528\u7684\u6846\u67b6<\/li><li>\u5f88\u591a\u516c\u53f8\u90fd\u5728\u7528triton\uff0c\u771f\u7684\u5f88\u591a\uff0c\u4e0d\u7ba1\u662f\u4e92\u8054\u7f51\u5927\u5382\u8fd8\u662fNVIDIA\u7684\u7ade\u54c1\u90fd\u5728\u7528\uff0c\u7528\u6237\u591a\u4ee3\u8868\u5565\u4e0d\u7528\u6211\u591a\u8bf4\u4e86\u5427<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"502\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-107-1024x502.png\" alt=\"\" class=\"wp-image-21365\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-107-1024x502.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-107-300x147.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-107-768x377.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-107.png 1397w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u5927\u5382\u90fd\u5728\u7528triton<\/figcaption><\/figure>\n\n\n\n<h2>\u5982\u4f55\u5b66\u4e60triton<\/h2>\n\n\n\n<p>\u4e24\u5e74\u524d\u5f00\u59cb\u5b66\u4e60\u7684\u65f6\u5019\uff0c\u5b98\u65b9\u8d44\u6599\u6bd4\u8f83\u532e\u4e4f\uff0c \u53ea\u80fd\u901a\u8fc7\u770b\u6e90\u7801\u6765\u719f\u6089triton\u7684\u4f7f\u7528\u65b9\u5f0f\uff0c\u6240\u5e78\u77e5\u4e4e\u4e0a\u6709\u4e2a\u5173\u4e8e<strong>TensorRT serving<\/strong>\u4e0d\u9519\u7684<strong>\u6559\u7a0b<\/strong><sup>[2]<\/sup>\uff0c\u8ddf\u7740\u770b\u4e86\u51e0\u7bc7\u5927\u81f4\u4e86\u89e3\u4e86triton\u7684\u6846\u67b6\u7ed3\u6784\u3002\u90a3\u4f1atriton\u53eb\u505a<strong>TensorRT serving\uff0c\u4e13\u95e8\u9488\u5bf9TensorRT\u8bbe\u8ba1\u7684\u670d\u52a1\u5668\u6846\u67b6\uff0c\u540e\u6765\u624d\u53d8\u4e3atriton\uff0c\u652f\u6301\u5176\u4ed6\u63a8\u7406\u540e\u7aef\u7684\u3002<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u73b0\u5728triton\u7684\u6559\u7a0b\u6bd4\u8f83\u591a\u4e86\uff0c\u5b98\u65b9\u7684docs\u5199\u7740\u6bd4\u8f83\u8be6\u7ec6\uff0c\u8fd8\u6709issue\u4e2d\u5404\u79cd\u7528\u4f8b\u53ef\u4ee5\u53c2\u8003\uff0cB\u7ad9\u4e0a\u4e5f\u6709<strong>\u89c6\u9891\u6559\u7a0b<\/strong><sup>[3]<\/sup>\uff0c\u6bd4\u4e24\u5e74\u524d\u7684\u751f\u6001\u8981\u597d\u4e86\u4e0d\u5c11\u3002<\/p><\/blockquote>\n\n\n\n<p>\u5f53\u7136\uff0c\u6700\u91cd\u8981\u7684\uff0c\u8fd8\u662f\u4e0a\u624b\u4f7f\u7528\uff0c\u7136\u540e\u770b\u6e90\u7801\uff0c \u7136\u540e\u5ba2\u5236\u5316\u3002<\/p>\n\n\n\n<h3>\u6e90\u7801\u5b66\u4e60<\/h3>\n\n\n\n<p>\u4ecetriton\u7684\u6e90\u7801\u4e2d\u53ef\u4ee5\u5b66\u5230\uff1a<\/p>\n\n\n\n<ul><li>C++\u5404\u79cd\u9ad8\u7ea7\u8bed\u6cd5<\/li><li>\u8bbe\u8ba1\u6a21\u5f0f<\/li><li>\u4e0d\u540cbackend\uff08libtorch\u3001TensorRT\u3001onnxruntime\u7b49\uff09\u5982\u4f55\u6b63\u786e\u521b\u5efa\u63a8\u7406\u7aef\uff0c\u5982\u4f55\u591a\u7ebf\u7a0b\u63a8\u7406<\/li><li>C++\u591a\u7ebf\u7a0b\u7f16\u7a0b\/\u4e92\u65a5\/\u961f\u5217<\/li><li>API\u63a5\u53e3\u66b4\u9732\/SDK\u8bbe\u8ba1<\/li><li>CMAKE\u9ad8\u7ea7\u7528\u6cd5<\/li><\/ul>\n\n\n\n<p>\u7b49\u7b49\u7b49\u7b49\uff0c\u4e0d\u5217\u4e3e\u4e86\uff0c\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0c<strong>\u597d\u7684\u6e90\u7801\u5c31\u662f\u597d\u7684\u5b66\u4e60\u8d44\u6599<\/strong>\u3002\u5f53\u7136\uff0c\u4e5f\u53ef\u4ee5\u770b\u8001\u6f58\u7684\u6587\u7ae0\u54c8\u3002<\/p>\n\n\n\n<h3>triton\u7cfb\u5217\u6559\u7a0b\u8ba1\u5212<\/h3>\n\n\n\n<p>triton\u76f8\u5173\u7cfb\u5217\u4e5f\u4f1a\u5199\u4e00\u4e9b\u6587\u7ae0\uff0c\u76ee\u524d\u5927\u6982\u89c4\u5212\u662f\u8fd9\u4e9b\uff1a<\/p>\n\n\n\n<ul><li>\u4ec0\u4e48\u662ftriton\u4ee5\u53catriton\u5165\u95e8\u3001triton\u7f16\u8bd1\u3001triton\u8fd0\u884c<\/li><li>triton\u7ba1\u7406\u6a21\u578b\u3001\u8c03\u5ea6\u6a21\u578b\u7684\u65b9\u5f0f<\/li><li>triton\u7684backend\u4ecb\u7ecd\u3001\u81ea\u5b9a\u4e49backend<\/li><li>\u81ea\u5b9a\u4e49\u5ba2\u6237\u7aef\uff0cpython\u548cc++<\/li><li>\u9ad8\u7ea7\u7279\u6027\u3001\u4f18\u5148\u7ea7\u3001rate limiter\u7b49\u7b49<\/li><\/ul>\n\n\n\n<h2>\u7f16\u8bd1\u548c\u5b89\u88c5<\/h2>\n\n\n\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u5982\u679c\u60f3\u5feb\u901f\u4f7f\u7528triton\uff0c\u76f4\u63a5\u4f7f\u7528<strong>\u5b98\u65b9\u7684\u955c\u50cf<\/strong><sup>[4]<\/sup>\u6700\u5feb\u3002\u4f46\u662f\u5b98\u65b9\u955c\u50cf\u6709\u4e2a\u5c34\u5c2c\u70b9\uff0c\u90a3\u5c31\u662f\u7f16\u8bd1\u597d\u7684\u955c\u50cf<strong>\u9700\u8981\u7684\u73af\u5883\u4e00\u822c\u90fd\u662f\u6700\u65b0\u7684\uff0c\u548c\u4f60\u7684\u4e0d\u4e00\u5b9a\u4e00\u81f4<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"718\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-108-1024x718.png\" alt=\"\" class=\"wp-image-21367\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-108-1024x718.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-108-300x210.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-108-768x539.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-108.png 1216w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6bd4\u598222.09\u7248\u672c\u7684\u955c\u50cf\u9700\u8981\u7684\u663e\u5361\u9a71\u52a8\u4e3a520\u53ca\u4ee5\u4e0a\uff0c\u5982\u679c\u60f3<strong>\u6ee1\u8db3\u81ea\u5df1\u7684\u663e\u5361\u9a71\u52a8\uff0c\u5c31\u9700\u8981\u81ea\u884c\u7f16\u8bd1\u4e86<\/strong>\u3002\u5b98\u65b9\u4e5f\u63d0\u4f9b\u4e86\u4f7f\u7528\u955c\u50cf\u7684<strong>\u5feb\u901f\u4f7f\u7528\u65b9\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#&nbsp;\u7b2c\u4e00\u6b65\uff0c\u521b\u5efa&nbsp;model&nbsp;repository&nbsp;<\/em><br>git&nbsp;clone&nbsp;-b&nbsp;r22.09&nbsp;https:\/\/github.com\/triton-inference-server\/server.git<br>cd&nbsp;server\/docs\/examples<br>.\/fetch_models.sh<br><br><em>#&nbsp;\u7b2c\u4e8c\u6b65\uff0c\u4ece&nbsp;NGC&nbsp;Triton&nbsp;container&nbsp;\u4e2d\u62c9\u53d6\u6700\u65b0\u7684\u955c\u50cf\u5e76\u542f\u52a8<\/em><br>docker&nbsp;run&nbsp;--gpus=1&nbsp;--rm&nbsp;--net=host&nbsp;-v&nbsp;${PWD}\/model_repository:\/models&nbsp;nvcr.io\/nvidia\/tritonserver:22.09-py3&nbsp;tritonserver&nbsp;--model-repository=\/models<br><br><em>#&nbsp;\u7b2c\u4e09\u6b65\uff0c\u53d1\u9001<\/em><br><em>#&nbsp;In&nbsp;a&nbsp;separate&nbsp;console,&nbsp;launch&nbsp;the&nbsp;image_client&nbsp;example&nbsp;from&nbsp;the&nbsp;NGC&nbsp;Triton&nbsp;SDK&nbsp;container<\/em><br>docker&nbsp;run&nbsp;-it&nbsp;--rm&nbsp;--net=host&nbsp;nvcr.io\/nvidia\/tritonserver:22.09-py3-sdk<br>\/workspace\/install\/bin\/image_client&nbsp;-m&nbsp;densenet_onnx&nbsp;-c&nbsp;3&nbsp;-s&nbsp;INCEPTION&nbsp;\/workspace\/images\/mug.jpg<br><br><em>#&nbsp;Inference&nbsp;should&nbsp;return&nbsp;the&nbsp;following<\/em><br>Image&nbsp;'\/workspace\/images\/mug.jpg':<br>&nbsp;&nbsp;&nbsp;&nbsp;15.346230&nbsp;(504)&nbsp;=&nbsp;COFFEE&nbsp;MUG<br>&nbsp;&nbsp;&nbsp;&nbsp;13.224326&nbsp;(968)&nbsp;=&nbsp;CUP<br>&nbsp;&nbsp;&nbsp;&nbsp;10.422965&nbsp;(505)&nbsp;=&nbsp;COFFEEPOT<\/code><\/pre>\n\n\n\n<h3>triton\u5b98\u65b9\u4ed3\u5e93<\/h3>\n\n\n\n<p>\u4e24\u5e74\u524d\u7684triton\u53ea\u6709\u4e00\u4e2a\u5927\u4ed3\u5e93\uff0ctensorrt_backend\u4e5f\u9ed8\u8ba4\u5728triton\u4e3b\u4ed3\u5e93\u4e2d\uff0c\u4f46\u662f\u73b0\u5728tensorrt_backend\u88ab\u62c6\u5206\u51fa\u6765\u4e86\uff0c\u5f88\u663e\u7136triton\u9664\u4e86\u652f\u6301tensorrt\u8fd8\u652f\u6301\u5f88\u591a\u5176\u4ed6\u7684\u540e\u7aef\uff0c\u6211\u4eec\u53ef\u4ee5\u81ea\u5b9a\u4e49\u4f7f\u7528\u5f88\u591a\u540e\u7aef\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u662f\u76ee\u524d\u7684triton\u5305\u542b\u7684\u4e00\u4e9b\u4ed3\u5e93\uff1a<\/p>\n\n\n\n<ul><li>[<strong>server<\/strong><sup>[5]<\/sup>] triton\u670d\u52a1\u5916\u5c42\u6846\u67b6\uff0c\u5305\u542b\u4e86http\u6536\u53d1\u8bf7\u6c42\uff0c\u670d\u52a1\u5185\u5b58\u5206\u914d\u7b49\u4e00\u4e9b\u529f\u80fd\u4ee3\u7801<\/li><li>[<strong>core<\/strong><sup>[6]<\/sup>] triton\u4e3b\u6846\u67b6\uff0c\u5982\u679c\u5904\u7406\u8bf7\u6c42\u3001\u540e\u7aef\u7ba1\u7406\u3001\u6a21\u578b\u8c03\u5ea6\u5565\u7684\u5168\u5728\u8fd9\u91cc<\/li><li>[<strong>common<\/strong><sup>[7]<\/sup>] \u901a\u7528\u5de5\u5177\uff0c\u6ca1\u5565\u597d\u8bf4\u7684\uff0c\u6253\u65e5\u5fd7\u7684\u4ee3\u7801\u5728\u8fd9\u91cc<\/li><li>[<strong>backend<\/strong><sup>[8]<\/sup>] backend\u540e\u7aef\u6846\u67b6\u4ee3\u7801\uff0c\u5b58\u653e\u4e86\u4e00\u4e9b\u540e\u7aef\u901a\u7528\u7236\u7c7b\uff0c\u81ea\u5b9a\u4e49\u540e\u7aef\u53ef\u4ee5\u96c6\u6210\u8fd9\u4e9b\u7c7b\u4eff\u5199\u65b0\u7684\u540e\u7aef<\/li><li>[<strong>third_party<\/strong><sup>[9]<\/sup>] triton\u4f7f\u7528\u7684\u7b2c\u4e09\u65b9\u5e93\u7684\u6c47\u603b\uff0c\u4e3b\u8981\u662fcmake\u91cc\u5934\u4f1a\u5305\u542b<\/li><li>[<strong>tensorrt_backend<\/strong><sup>[10]<\/sup>] tensorrt\u540e\u7aef\u4ee3\u7801<\/li><li>[<strong>pytorch_backend<\/strong><sup>[11]<\/sup>] libtorch\u540e\u7aef\u4ee3\u7801<\/li><\/ul>\n\n\n\n<p>\u6700\u5f00\u59cb\u7684\u65f6\u5019\uff0cserver\u3001core\u3001common\u3001backend\u8fd9\u4e9b\u4ee3\u7801\u4ed3\u5e93\u90fd\u662f\u5408\u5728\u4e00\u8d77\u7684\uff0c\u540e\u6765\u90fd\u62c6\u5206\u51fa\u6765\u4e86\uff0c\u589e\u52a0\u4e86triton\u7684\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"854\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-109-1024x854.png\" alt=\"\" class=\"wp-image-21370\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-109-1024x854.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-109-300x250.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-109-768x640.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-109.png 1160w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6bd4\u5982\uff0c\u4e0a\u8ff0\u7684core\u4ed3\u5e93\u53ef\u4ee5\u5355\u72ec\u66b4\u9732\u51facAPI\u4f5c\u4e3a\u52a8\u6001\u94fe\u63a5\u5e93\u4f9b\u5176\u4ed6\u7a0b\u5e8f\u8c03\u7528\uff0c\u53bb\u6389http\u3001grpc\u7684\u5916\u5c42\u8bf7\u6c42\u63a5\u53e3\uff0c\u76f4\u63a5\u4e00\u6b65\u5230\u4f4d\u8c03\u7528\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u6211\u4eec\u90fd\u662f\u4ece\u6700\u4e3b\u8981\u7684server\u5f00\u59cb\u7f16\uff0c\u7f16\u8bd1\u7684\u65f6\u5019\u4f1a\u94fe\u63a5core\u3001common\u3001backend\u4e2d\u7684\u4ee3\u7801\uff0c\u5176\u4ed6\u81ea\u5b9a\u4e49backend\uff08\u6bd4\u5982tensorrt_backend\uff09\u5728\u7f16\u8bd1\u7684\u65f6\u5019\u4e5f\u9700\u8981\u5e26\u4e0acommon\u3001core\u3001backend\u8fd9\u4e09\u4e2a\u4ed3\u5e93\uff0c\u8fd9\u4e9b\u5173\u7cfb\u6211\u4eec\u53ef\u4ee5\u4ece\u76f8\u5e94\u7684CMakeList\u4e2d\u627e\u5230\u3002<\/p>\n\n\n\n<h3>\u81ea\u884c\u7f16\u8bd1<\/h3>\n\n\n\n<p>\u5982\u679c\u60f3\u8981\u7814\u7a76\u6e90\u7801\uff0c\u4fee\u6539\u6e90\u7801\u5b9e\u73b0\u5ba2\u5236\u5316\uff0c\u90a3\u4e48\u81ea\u884c\u7f16\u8bd1\u662f\u5fc5\u987b\u7684\u3002<\/p>\n\n\n\n<p>triton\u7684\u7f16\u8bd1\u548c\u5b89\u88c5\u5176\u5b9e\u5f88\u7b80\u5355\uff0c\u552f\u4e00\u7684\u96be\u70b9\u5c31\u662f<strong>\u9700\u8981\u52a0\u901f<\/strong>\uff0c\u56e0\u4e3atriton\u5728\u7f16\u8bd1\u7684\u65f6\u5019\u4f1aclone\u5f88\u591a\u7b2c\u4e09\u65b9\u5e93\uff0c\u7b2c\u4e09\u65b9\u5e93\u4e5f\u4f1a\u514b\u9686\u5b83\u4eec\u9700\u8981\u7684\u7b2c\u4e09\u65b9\u5e93\uff0c\u8fd9\u4e9b\u5e93\u5f53\u7136\u90fd\u662f\u56fd\u5916\u7684\uff0c\u6240\u4ee5\u6709\u4e2a\u597d\u7684\u7f51\u7edc\u73af\u5883\u5f88\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5728\u7f16\u8bd1triton\u7684\u65f6\u5019\u9700\u8981\u4e0b\u8f7dgrpc\u8fd9\u4e2a\u5e93\uff0cgrpc\u53c8\u4f9d\u8d56\u5f88\u591a\u7b2c\u4e09\u65b9\u5176\u4ed6\u5e93\uff0c\u7f51\u7edc\u4e0d\u597d\u7684\u8bdd\uff0c\u4f1a\u7ecf\u5e38\u9047\u5230\u4e0b\u9762\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Failed&nbsp;to&nbsp;recurse&nbsp;into&nbsp;submodule&nbsp;path&nbsp;'third_party\/bloaty'<br>CMake&nbsp;Error&nbsp;at&nbsp;\/tmp\/tritonbuild\/tritonserver\/build\/_deps\/repo-third-party-build\/grpc-repo\/tmp\/grpc-repo-gitclone.cmake:52&nbsp;(message):<br>&nbsp;&nbsp;Failed&nbsp;to&nbsp;update&nbsp;submodules&nbsp;in:<br>&nbsp;&nbsp;'\/tmp\/tritonbuild\/tritonserver\/build\/_deps\/repo-third-party-build\/grpc-repo\/src\/grpc'<br><br><br>make&#91;3]:&nbsp;***&nbsp;&#91;_deps\/repo-third-party-build\/CMakeFiles\/grpc-repo.dir\/build.make:99:&nbsp;_deps\/repo-third-party-build\/grpc-repo\/src\/grpc-repo-stamp\/grpc-repo-download]&nbsp;Error&nbsp;1<br>make&#91;3]:&nbsp;Leaving&nbsp;directory&nbsp;'\/tmp\/tritonbuild\/tritonserver\/build'<br>make&#91;2]:&nbsp;***&nbsp;&#91;CMakeFiles\/Makefile2:590:&nbsp;_deps\/repo-third-party-build\/CMakeFiles\/grpc-repo.dir\/all]&nbsp;Error&nbsp;2<br>make&#91;2]:&nbsp;Leaving&nbsp;directory&nbsp;'\/tmp\/tritonbuild\/tritonserver\/build'<br>make&#91;1]:&nbsp;***&nbsp;&#91;CMakeFiles\/Makefile2:145:&nbsp;CMakeFiles\/server.dir\/rule]&nbsp;Error&nbsp;2<br>make&#91;1]:&nbsp;Leaving&nbsp;directory&nbsp;'\/tmp\/tritonbuild\/tritonserver\/build'<\/code><\/pre>\n\n\n\n<p>\u5f00\u52a0\u901f\u662f\u6700\u597d\u7684\u529e\u6cd5\uff0c\u4e0d\u7ba1\u662fUI\u8fd8\u662f\u547d\u4ee4\u884c\uff0c\u90fd\u6709\u76f8\u5e94\u7684\u8f6f\u4ef6\u53ef\u4ee5\u7528\uff0c\u6bd4\u5982clash\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u7684\u670d\u52a1\u5668\u5b9e\u5728\u662f\u5f00\u4e0d\u4e86\u52a0\u901f\uff0c\u4e5f\u6709\u5176\u4ed6\u529e\u6cd5\uff0c<strong>\u90a3\u5c31\u662f\u5c06triton\u5e93\u4e2d\u5927\u90e8\u5206\u91cd\u91cf\u7ea7\u5e93\u7684git\u5730\u5740\u5168\u6362\u4e3a\u56fd\u5185\u7684<\/strong>\u3002<\/p>\n\n\n\n<p>\u600e\u4e48\u66ff\u6362\uff0c\u6211\u662f\u5728gitee\u4e2d\uff0c\u540c\u6b65github\u4e0a\u7684\u4ed3\u5e93\uff0c\u6bd4\u5982triton\u7684core\u4ed3\u5e93\uff0c\u540c\u6b65\u8fc7\u6765\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u56fd\u5185\u7684\u5730\u5740\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"875\" height=\"773\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-110.png\" alt=\"\" class=\"wp-image-21371\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-110.png 875w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-110-300x265.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-110-768x678.png 768w\" sizes=\"(max-width: 875px) 100vw, 875px\" \/><\/figure>\n\n\n\n<p>\u5f53\u7136\u4e5f\u9700\u8981\u5c06\u8fd9\u4e9b\u5e93\u7684submodule\u4e2d\u7684\u5e93\u4e5f\u4fee\u6539\u4e3a\u56fd\u5185\u6e90\uff0c\u6bd4\u5982grpc\u8fd9\u4e2a\u5e93\u4f9d\u8d56\u5f88\u591a\u7b2c\u4e09\u65b9\u5e93\uff0c\u514b\u9686\u7684\u65f6\u5019\uff0c\u8fd9\u662f\u8981\u4e00\u4e2a\u4e00\u4e2a\u4e0b\u8f7d\u7684\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"812\" height=\"660\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-111.png\" alt=\"\" class=\"wp-image-21373\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-111.png 812w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-111-300x244.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-111-768x624.png 768w\" sizes=\"(max-width: 812px) 100vw, 812px\" \/><\/figure>\n\n\n\n<p>\u6539\u8d77\u6765\u7a0d\u5fae\u9ebb\u70e6\uff0c\u8fd8\u9700\u8981\u6ce8\u610f\uff0c\u8981\u6539\u7279\u5b9acommit\u5206\u652f\u7684git\u5730\u5740\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"482\" height=\"493\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-112.png\" alt=\"\" class=\"wp-image-21374\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-112.png 482w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-112-293x300.png 293w\" sizes=\"(max-width: 482px) 100vw, 482px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><code>ver\/build\/_deps\/repo-third-party-build\/grpc-repo\/src\/grpc\/third_part<\/code>\u76ee\u5f55\u7136\u540e\u624b\u52a8<code>git clone xxx<\/code>\uff0c\u7136\u540e\u6267\u884c\u4e00\u4e0b<code>git submodule init \/ git submodule update<\/code>\u4e0b\u5c31\u53ef\u4ee5\u5e26\u8fdb\u53bb\u3002<\/p>\n\n\n\n<p>\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>root@64da25af2629:\/tmp\/tritonbuild\/tritonserver\/build\/_deps\/repo-third-party-build\/grpc-repo\/src\/grpc<em>#&nbsp;git&nbsp;submodule&nbsp;init<\/em><br>root@64da25af2629:\/tmp\/tritonbuild\/tritonserver\/build\/_deps\/repo-third-party-build\/grpc-repo\/src\/grpc<em>#&nbsp;git&nbsp;submodule&nbsp;update<\/em><br>Submodule&nbsp;path&nbsp;'third_party\/googletest':&nbsp;checked&nbsp;out&nbsp;'c9ccac7cb7345901884aabf5d1a786cfa6e2f397'<\/code><\/pre>\n\n\n\n<p>\u592a\u9ebb\u70e6\u4e86\uff0c\u4e0d\u8fc7\u786e\u5b9e\u4e3a\u4e00\u79cd\u529e\u6cd5\u5443\u5443\u3002<\/p>\n\n\n\n<p>\u8fd8\u6709\u4e00\u70b9\uff0ctriton\u6bcf\u6b21build\u90fd\u4f1aclone\uff0c\u662f\u56e0\u4e3a\u5176\u7528\u4e86cmake\u4e2d\u7684<code>ExternalProject_Add<\/code>\u6307\u4ee4\uff0c\u5047\u5982\u6211\u4eec\u5df2\u7ecf\u6709\u4e0b\u8f7d\u597d\u7684grpc\uff0c\u90a3\u4e48\u76f4\u63a5\u66ff\u6362\u5230<code>server\/build\/_deps\/repo-third-party-build\/grpc-repo\/src<\/code>\u4e2d\u7136\u540e\u5c06<code>\/data\/oldpan\/software\/server\/build\/_deps\/repo-third-party-src\/CMakeLists.txt<\/code>\uff1a<\/p>\n\n\n\n<p>\u6ce8\u91ca\u6389git\u4e0b\u8f7d\u90e8\u5206\uff0c\u4fee\u6539\u81ea\u5df1\u672c\u5730\u7684\u5c31\u884c\uff0c\u5c31\u4e0d\u9700\u8981\u6bcf\u6b21\u518dclone\u4e00\u904d\u4e86\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#<br>#&nbsp;Get&nbsp;the&nbsp;protobuf&nbsp;and&nbsp;grpc&nbsp;source&nbsp;used&nbsp;for&nbsp;the&nbsp;GRPC&nbsp;endpoint.&nbsp;We&nbsp;must<br>#&nbsp;use&nbsp;v1.25.0&nbsp;because&nbsp;later&nbsp;GRPC&nbsp;has&nbsp;significant&nbsp;performance<br>#&nbsp;regressions&nbsp;(e.g.&nbsp;resnet50&nbsp;bs128).<br>#<br>ExternalProject_Add(grpc-repo<br>&nbsp;&nbsp;PREFIX&nbsp;grpc-repo<br>&nbsp;&nbsp;#&nbsp;GIT_REPOSITORY&nbsp;\"https:\/\/gitee.com\/Oldpann\/grpc.git\"<br>&nbsp;&nbsp;#&nbsp;GIT_TAG&nbsp;\"v1.25.x\"<br>&nbsp;&nbsp;SOURCE_DIR&nbsp;\"${CMAKE_CURRENT_BINARY_DIR}\/grpc-repo\/src\/grpc\"<br>&nbsp;&nbsp;CONFIGURE_COMMAND&nbsp;\"\"<br>&nbsp;&nbsp;BUILD_COMMAND&nbsp;\"\"<br>&nbsp;&nbsp;INSTALL_COMMAND&nbsp;\"\"<br>&nbsp;&nbsp;TEST_COMMAND&nbsp;\"\"<br>&nbsp;&nbsp;PATCH_COMMAND&nbsp;python3&nbsp;${CMAKE_CURRENT_SOURCE_DIR}\/tools\/install_src.py&nbsp;--src&nbsp;&lt;SOURCE_DIR&gt;&nbsp;${INSTALL_SRC_DEST_ARG}&nbsp;--dest-basename=grpc_1.25.0<br>)<\/code><\/pre>\n\n\n\n<p>\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u603b\u4e4b\uff0c\u6700\u597d\u7684\u529e\u6cd5\u5f53\u7136\u8fd8\u662f<strong>\u5f00\u79d1\u5b66\uff0c\u5168\u5c40\u4e00\u4e0b\u5c31OK\uff0c\u7701\u53bb\u90a3\u4e48\u591a\u9ebb\u70e6\u4e8b\u513f\u3002<\/strong><\/p>\n\n\n\n<p>\u641e\u5b9a\u597d\u7f51\u7edc\u95ee\u9898\uff0c\u7f16\u8bd1triton\u5c31\u5f88\u7b80\u5355\u4e86\uff01<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git&nbsp;clone&nbsp;--recursive&nbsp;https:\/\/github.com\/triton-inference-server\/server.git<br>cd&nbsp;server<br>python&nbsp;build.py&nbsp;&nbsp;--enable-logging&nbsp;--enable-stats&nbsp;--enable-tracing&nbsp;--enable-gpu&nbsp;&nbsp;--endpoint=http&nbsp;--repo-tag=common:r22.06&nbsp;--repo-tag=core:r22.06&nbsp;--repo-tag=backend:r22.06&nbsp;--repo-tag=thirdparty:r22.06&nbsp;--backend=ensemble&nbsp;--backend=tensorrt<\/code><\/pre>\n\n\n\n<p>\u5728\u514b\u9686\u597d\u7684server\u7684\u76ee\u5f55\u4e0b\u6267\u884c\u4ee5\u4e0a\u547d\u4ee4(\u4e0b\u9762\u662f\u6211\u7684\u8bbe\u7f6e,\u6211\u4eec\u53ef\u4ee5\u4e2a\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u8fdb\u884c\u4fee\u6539)\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n\n\n\n<p>\u6267\u884c\u8fd9\u4e2a\u547d\u4ee4\u540etriton\u5c31\u4f1a\u6784\u5efa<code>docker<\/code>\u5728docker\u4e2d\u7f16\u8bd1\uff0c\u6700\u7ec8\u4f1a\u521b\u5efa3\u4e2a\u955c\u50cf:<\/p>\n\n\n\n<ul><li>tritonserver:latest<\/li><li>tritonserver_buildbase:latest<\/li><li>tritonserver_cibase:latest<\/li><\/ul>\n\n\n\n<p>\u6700\u7ec8\u7f16\u8bd1\u597d\u7684<code>tritonserver_buildbase:latest<\/code>\u955c\u50cf\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u5176\u4e2d\u5f00\u53d1\uff0c\u56e0\u4e3a\u73af\u5883\u90fd\u5e2e\u5fd9\u914d\u597d\u4e86\uff0c\u53ea\u9700\u8981\u518d\u6267\u884c\u7f16\u8bd1\u547d\u4ee4\uff0c\u5c31\u53ef\u4ee5\u7f16\u8bd1\u4e86\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u81ea\u5b9a\u4e49\u6e90\u7801\u8fdb\u884c\u4e2a\u6027\u529f\u80fd\u7684\u5f00\u53d1\u3002<\/p>\n\n\n\n<h3>\u5728\u955c\u50cf\u4e2d\u5f00\u53d1<\/h3>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\uff0c\u5728\u7f16\u8bd1\u7684\u65f6\u5019\u9700\u8981pull\u5b98\u65b9\u9ed8\u8ba4\u7684\u955c\u50cf\uff0c\u800c\u8fd9\u4e2a\u955c\u50cf\u662f\u6709\u663e\u5361\u9a71\u52a8\u9650\u5236\u7684\uff0c\u6bd4\u5982<code>r22.06<\/code>\u9700\u8981\u663e\u5361\u9a71\u52a8\u7248\u672c\u4e3a470\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u540c\u5fd7\u4eec\u770b\u770b\u81ea\u5df1\u7684\u663e\u5361\u9a71\u52a8\uff0c\u522b\u4e0b\u4e86\u4e0d\u80fd\u7528hhh<\/p><\/blockquote>\n\n\n\n<p>\u53ef\u4ee5\u901a\u8fc7<strong>triton\u955c\u50cf\u5386\u53f2<\/strong><sup>[12]<\/sup>\u67e5\u770b\u955c\u50cf\u7248\u672c\u8981\u6c42\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"116\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-113-1024x116.png\" alt=\"\" class=\"wp-image-21375\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-113-1024x116.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-113-300x34.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-113-768x87.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-113.png 1392w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u63a5\u4e0a\uff0c\u6211\u4eec\u4e0d\u662f\u7f16\u8bd1\u597d\u4e86triton\u955c\u50cf\uff0c\u76f4\u63a5\u8fdb\u53bb\u5c31\u53ef\u4ee5\u5f00\u53d1\u4e86\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>docker&nbsp;run&nbsp;-v\/home\/oldpan\/code:\/code&nbsp;-v\/home\/oldpan\/software:\/software&nbsp;&nbsp;-d&nbsp;tritonserver_buildbase:latest&nbsp;\/usr\/bin\/sh&nbsp;-c&nbsp;\"while&nbsp;true;&nbsp;do&nbsp;echo&nbsp;hello&nbsp;world;&nbsp;sleep&nbsp;20;done\"<\/code><\/pre>\n\n\n\n<p>\u5728docker\u4e2d\u4fee\u6539triton\u7684\u6e90\u7801\uff0c\u7ee7\u7eed\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u5c31\u53ef\u4ee5\u7f16\u8bd1\uff0c\u548c\u4e4b\u524d\u7684\u533a\u522b\u5c31\u662f\u52a0\u4e86<code>&nbsp;--no-container-build<\/code>\u53c2\u6570\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python&nbsp;build.py&nbsp;&nbsp;--enable-logging&nbsp;--enable-stats&nbsp;--enable-tracing&nbsp;--enable-gpu&nbsp;&nbsp;--endpoint=http&nbsp;--repo-tag=common:r22.06&nbsp;--repo-tag=core:r22.06&nbsp;--repo-tag=backend:r22.06&nbsp;--repo-tag=thirdparty:r22.06&nbsp;--backend=ensemble&nbsp;--no-container-build&nbsp;--build-dir=.\/build<\/code><\/pre>\n\n\n\n<p>\u6211\u4eec\u5982\u679c\u60f3\u7f16\u8bd1debug\u7248\u672c\u7684triton,\u53ef\u4ee5\u5728\u547d\u4ee4\u4e2d\u6dfb\u52a0:<code>--build-type=Debug<\/code>\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u539f\u59cbtriton\u955c\u50cf\u4e2d\u5df2\u7ecf\u6709tensorrt\uff0c\u5982\u679c\u60f3\u6362\u7248\u672c\uff0c\u53ef\u4ee5\u5220\u9664\u539f\u59cbdocker\u4e2d\u7684\u65e7\u7684tensorrt\uff0c\u81ea\u884c\u5b89\u88c5\u65b0\u7684tensorrt\u5373\u53ef\uff1a<\/p>\n\n\n\n<ul><li><strong>https:\/\/docs.nvidia.com\/deeplearning\/tensorrt\/install-guide\/index.html<\/strong><sup>[13]<\/sup><\/li><\/ul>\n\n\n\n<h2>\u8bf4\u4e0b\u8fd0\u884c\u6d41\u7a0b\u5427\uff01<\/h2>\n\n\n\n<p>\u8bb2\u4e86\u8fd9\u4e48\u591a\u94fa\u57ab\uff0c\u63a5\u4e0b\u6765\u7b80\u5355\u8bf4\u4e0b\u8fd0\u884c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u901a\u8fc7\u4ee3\u7801\u7b80\u5355\u68b3\u7406\u4e0btriton\u8fd0\u884c\u7684<strong>\u6574\u4f53\u6d41\u7a0b\uff0c\u4e4b\u540e\u7684\u5177\u4f53\u7ec6\u8282\uff0c\u653e\u5230\u63a5\u4e0b\u6765\u7684\u7bc7\u7ae0\u8bb2\u89e3<\/strong>\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u4e00\u5f00\u59cb\uff0cmain\u51fd\u6570\u5728<code>servers\/main.cc<\/code>\u4e0b\uff0ctriton\u5728\u542f\u52a8\u7684\u65f6\u5019\u4f1a\u6267\u884c\u4ee5\u4e0b\u51fd\u6570\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>\/\/&nbsp;src\/servers\/main.cc&nbsp;\u7ecf\u8fc7\u7b80\u5316<\/em><br>int<br>main(int&nbsp;argc,&nbsp;char**&nbsp;argv)<br>{<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u89e3\u6790\u53c2\u6570<\/em><br>&nbsp;&nbsp;TRITONSERVER_ServerOptions*&nbsp;server_options&nbsp;=&nbsp;nullptr;<br>&nbsp;&nbsp;if&nbsp;(!Parse(&amp;server_options,&nbsp;argc,&nbsp;argv))&nbsp;{<br>&nbsp;&nbsp;&nbsp;&nbsp;exit(1);<br>&nbsp;&nbsp;}<br>&nbsp;&nbsp;...<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u8fd9\u91cc\u521b\u5efaserver<\/em><br>&nbsp;&nbsp;TRITONSERVER_Server*&nbsp;server_ptr&nbsp;=&nbsp;nullptr;<br>&nbsp;&nbsp;FAIL_IF_ERR(<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;TRITONSERVER_ServerNew(&amp;server_ptr,&nbsp;server_options),&nbsp;\"creating&nbsp;server\");&nbsp;<em>\/\/&nbsp;\u8fd9\u91cc\u521b\u5efaserver<\/em><br>&nbsp;&nbsp;FAIL_IF_ERR(<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;TRITONSERVER_ServerOptionsDelete(server_options),<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\"deleting&nbsp;server&nbsp;options\");<br>&nbsp;&nbsp;std::shared_ptr&lt;TRITONSERVER_Server&gt;&nbsp;server(<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;server_ptr,&nbsp;TRITONSERVER_ServerDelete);<br>&nbsp;&nbsp;...<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u542f\u52a8HTTP,&nbsp;GRPC,&nbsp;\u4ee5\u53ca\u6027\u80fd\u7edf\u8ba1\u7684\u7aef\u53e3<\/em><br>&nbsp;&nbsp;if&nbsp;(!StartEndpoints(server,&nbsp;trace_manager,&nbsp;shm_manager))&nbsp;{<br>&nbsp;&nbsp;&nbsp;&nbsp;exit(1);<br>&nbsp;&nbsp;}<br>&nbsp;&nbsp;<em>\/\/&nbsp;Trap&nbsp;SIGINT&nbsp;and&nbsp;SIGTERM&nbsp;to&nbsp;allow&nbsp;server&nbsp;to&nbsp;exit&nbsp;gracefully<\/em><br>&nbsp;&nbsp;signal(SIGINT,&nbsp;SignalHandler);<br>&nbsp;&nbsp;signal(SIGTERM,&nbsp;SignalHandler);<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u7b49\u5f85kill\u4fe1\u53f7\u533a\u5173\u95edtriton&nbsp;<\/em><br>&nbsp;&nbsp;while&nbsp;(!exiting_)&nbsp;{<br>&nbsp;&nbsp;&nbsp;...<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<em>\/\/&nbsp;\u505a\u4e00\u4e9b\u76d1\u63a7\u6a21\u578b\u4ed3\u5e93\u662f\u5426\u53d8\u52a8\u7684\u64cd\u4f5c<\/em><br>&nbsp;&nbsp;}<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u4f18\u96c5\u5730\u5173\u95edtriton<\/em><br>&nbsp;&nbsp;TRITONSERVER_Error*&nbsp;stop_err&nbsp;=&nbsp;TRITONSERVER_ServerStop(server_ptr);<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u5982\u679c\u65e0\u6cd5\u4f18\u96c5\u5730\u5173\u6389\uff0c\u65e7\u76f4\u63a5exit\u5373\u53ef<\/em><br>&nbsp;&nbsp;if&nbsp;(stop_err&nbsp;!=&nbsp;nullptr)&nbsp;{<br>&nbsp;&nbsp;&nbsp;&nbsp;LOG_TRITONSERVER_ERROR(stop_err,&nbsp;\"failed&nbsp;to&nbsp;stop&nbsp;server\");<br>&nbsp;&nbsp;&nbsp;&nbsp;exit(1);<br>&nbsp;&nbsp;}<br>&nbsp;&nbsp;<em>\/\/&nbsp;\u505c\u6b62\u76d1\u63a7http\u3001grpc<\/em><br>&nbsp;&nbsp;StopEndpoints();<br>&nbsp;&nbsp;...<br>&nbsp;&nbsp;return&nbsp;0;<br>}<\/code><\/pre>\n\n\n\n<p><code>TRITONSERVER_ServerNew<\/code>\u8fd9\u4e2a\u51fd\u6570\u4e2d\uff0c\u4f1a\uff1a<\/p>\n\n\n\n<ul><li>new\u4e00\u4e2atriton\u7c7b<code>InferenceServer<\/code>\u5bf9\u8c61<\/li><li>\u6839\u636e\u53c2\u6570\u8bbe\u7f6e\u914d\u7f6e\u4e00\u4e0b\uff0c\u6267\u884c\u4e00\u5806Set\u51fd\u6570<\/li><li>\u914d\u7f6e\u597d\u53c2\u6570\u540e\uff0c<code>Init<\/code>\u670d\u52a1\uff0c\u8fd9\u91cc\u521d\u59cb\u5316\u670d\u52a1\u7684\u72b6\u6001\uff0c\u6821\u9a8c\u53c2\u6570<\/li><li>\u521b\u5efa\u5404\u79cd\u6a21\u5757\uff0c\u7ecf\u5e38\u4f7f\u7528\u7684\u6709\u540e\u7aef\u7ba1\u7406<code>TritonBackendManager<\/code>\u4ee5\u53ca\u6a21\u578b\u4ed3\u5e93\u7ba1\u7406<code>ModelRepositoryManager<\/code><\/li><li>\u518d\u8fdb\u884c\u4e00\u4e9b\u68c0\u67e5\u3001\u914d\u7f6e\u4e00\u4e9b\u72b6\u6001<\/li><\/ul>\n\n\n\n<p>\u5728\u542f\u52a8\u8fc7\u7a0b\u4e2d\u6700\u91cd\u8981\u7684\u662f\u6a21\u578b\u4ed3\u5e93\uff0c\u8fd0\u884ctriton\u5f53\u7136\u4f60\u8981\u6709\u6a21\u578b\uff0c\u8981\u4e0d\u7136\u4f60\u5f00\u5b83\u5e72\u561b\uff1f<\/p>\n\n\n\n<p>\u8fd9\u91cc\u6211\u4f7f\u7528\u7684\u6a21\u578b\u4ed3\u5e93\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b\uff08\u662f\u4e00\u4e2a\u8bc6\u522b\u59ff\u6001\u7684hrnet\uff0chrnet\u5b98\u65b9\u6709\u5f88\u591a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u8f6ctensorrt\u4e5f\u5f88\u7b80\u5355\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1002\" height=\"635\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-114.png\" alt=\"\" class=\"wp-image-21377\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-114.png 1002w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-114-300x190.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-114-768x487.png 768w\" sizes=\"(max-width: 1002px) 100vw, 1002px\" \/><\/figure>\n\n\n\n<p>debug\u76ee\u5f55\u4e0b\u6709\u4e00\u4e2a\u6a21\u578b\u6587\u4ef6\u5939\u53eb\u505a<code>hrnet-pose-estimate-debug<\/code>\u7684\u6a21\u578b\u6587\u4ef6\u5939\uff0c<strong>\u8fd9\u4e2a\u6587\u4ef6\u5939\u5730\u5740\uff08\/path\/to\/hrnet-pose-estimate-debug\uff09\u9700\u8981\u4f20\u7ed9triton\u542f\u52a8\u547d\u4ee4\u884c<\/strong>\uff0c\u6587\u4ef6\u5939\u5185\u7684\u56db\u4e2a\u5b50\u6a21\u578b\u6587\u4ef6\u5939\uff0c\u4f1a\u88abtriton\u68c0\u6d4b\u5230\u5e76\u4e14\u4e00\u4e00\u52a0\u8f7d\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u9664\u4e86<code>hrnet_pose_estimate<\/code>\u8fd9\u4e2a\u5176\u4f59\u4e09\u4e2a\u5728\u76ee\u5f55\u7684<code>1<\/code>\u5b50\u76ee\u5f55\u4e0b\u6709\u4e2a<code>so<\/code>\u6216\u8005<code>model.plan<\/code>\uff0c\u8fd9\u4ee3\u8868<code>hrnet-trt-static<\/code>\u548c<code>image_preprocess<\/code>\u8fd8\u6709<code>pose_postprocess<\/code><strong>\u90fd\u5c5e\u4e8emodel\uff0c\u4f7f\u7528\u4e86backend\uff0c<\/strong>backend\u4f1a\u5728\u5404\u81ea\u7684config\u4e2d\u6307\u660e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>name:&nbsp;\"hrnet-trt-static\"<br>backend:&nbsp;\"tensorrt\"<\/code><\/pre>\n\n\n\n<p>\u56e0\u4e3a<code>hrnet-trt-static<\/code>\u662ftensorrt\u7684\u6a21\u578b\uff0c\u6240\u4ee5backend\u8bbe\u7f6e\u4e3atensorrt\uff0cmodel.plan\u5c31\u662ftensorrt\u7684engine\u3002\u5176backend\u7684so\u6587\u4ef6\u6211\u653e\u5230\u4e86\u5176\u4ed6\u4f4d\u7f6e\uff08\u653e\u5230\u548cmodel.plan\u540c\u76ee\u5f55\u4e5f\u662f\u53ef\u4ee5\u7684\uff09\uff0c\u800c\u53e6\u5916\u4e24\u4e2a\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u7684backend\u5c31\u653e\u5230\u4e86\u6a21\u578b\u4ed3\u5e93\u4e2d\uff0c\u4e5f\u5c31\u662f<code>libtorch_image_preprocess.so<\/code>\u548c<code>libtriton_pose_postprocess<\/code>\uff0c\u5305\u542b\u4e86\u4f60\u7684backend\u4ee3\u7801\uff0c\u5c01\u88c5\u6210so\u4f9btriton\u8c03\u7528<\/p>\n\n\n\n<p>\u5173\u4e8ebackend\u3001model\u4ee5\u53camodelinstanc\u7684\u5173\u7cfb\uff0c\u8bf4\u5b9e\u8bdd\u7a0d\u5fae\u590d\u6742\u70b9\uff0c\u5404\u81ea\u6709\u5b8c\u6574\u7684\u751f\u547d\u5468\u671f\uff0c\u8fd9\u4e2a\u561b\uff0c\u4e4b\u540e\u6587\u7ae0\u8bf4\uff0c\u611f\u5174\u8da3\u7684\u4e5f\u53ef\u4ee5\u63d0\u524d\u770b\u5b98\u65b9\u6587\u6863\u7684\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<ul><li><strong>https:\/\/github.com\/triton-inference-server\/backend<\/strong><sup>[14]<\/sup><\/li><\/ul>\n\n\n\n<p>\u7136\u540e\u6211\u4eec\u5c31\u542f\u52a8triton\u5427\uff01<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#&nbsp;\u6267\u884c\u4ee5\u4e0b\u51fd\u6570\uff0c\u6a21\u578b\u76ee\u5f55\u901a\u8fc7&nbsp;--model-repository&nbsp;\u6307\u5b9a&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;tensorrt\u7684backend\u901a\u8fc7&nbsp;&nbsp;--backend-directory&nbsp;\u6307\u5b9a<\/em><br>.\/tritonserver&nbsp;--model-repository=\/path\/to\/hrnet-pose-estimate-debug&nbsp;--backend-directory=\/workspace\/backends\/tensorrt_backend\/&nbsp;<\/code><\/pre>\n\n\n\n<p>\u6a21\u578b\u52a0\u8f7d\u6210\u529f\u4e4b\u540e\u4f1a\u8f93\u51fa\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>...<br>I1016&nbsp;08:25:37.952055&nbsp;51771&nbsp;server.cc:587]&nbsp;<br>+------------------+----------------------------------------------------------------+----------------------------------------------------------------+<br>|&nbsp;Backend&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;Path&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;Config&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|<br>+------------------+----------------------------------------------------------------+----------------------------------------------------------------+<br>|&nbsp;image_preprocess&nbsp;|&nbsp;\/workspace\/triton-models\/debug\/hrnet-pose-estimate-debug\/image&nbsp;|&nbsp;{\"cmdline\":{\"auto-complete-config\":\"false\",\"min-compute-capabi&nbsp;|<br>|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;_preprocess\/1\/libtriton_image_preprocess.so&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;lity\":\"6.000000\",\"backend-directory\":\"\/workspace\/backends\/tens&nbsp;|<br>|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;orrt_backend\/\",\"default-max-batch-size\":\"4\"}}&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|<br>|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|<br>|&nbsp;pose_postprocess&nbsp;|&nbsp;\/workspace\/triton-models\/debug\/hrnet-pose-estimate-debug\/pose_&nbsp;|&nbsp;{\"cmdline\":{\"auto-complete-config\":\"false\",\"min-compute-capabi&nbsp;|<br>|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;postprocess\/1\/libtriton_pose_postprocess.so&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;lity\":\"6.000000\",\"backend-directory\":\"\/workspace\/backends\/tens&nbsp;|<br>|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;orrt_backend\/\",\"default-max-batch-size\":\"4\"}}&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|<br>|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n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]&nbsp;Started&nbsp;HTTPService&nbsp;at&nbsp;0.0.0.0:8000<br>I1016&nbsp;08:25:38.097213&nbsp;51771&nbsp;http_server.cc:178]&nbsp;Started&nbsp;Metrics&nbsp;Service&nbsp;at&nbsp;0.0.0.0:8001<\/code><\/pre>\n\n\n\n<p>\u52a0\u8f7d\u597d\u4e4b\u540e\uff0c\u6211\u4eec\u5f00\u542f\u4e86http\u7aef\u53e3\uff0c\u7aef\u53e3\u53f7\u4e3a8000\uff0c\u53e6\u4e00\u4e2a\u662fmetric\u63a5\u53e3\uff0c\u7aef\u53e3\u53f78001<\/p>\n\n\n\n<p>\u6b64\u65f6\u53ef\u4ee5\u4f7f\u7528http\u8bf7\u6c42\u8bd5\u4e00\u4e0b\u3002<\/p>\n\n\n\n<h2>\u7b80\u5355\u8bf7\u6c42<\/h2>\n\n\n\n<p>\u8bf7\u6c42\u7684\u8bdd\u6709http\u548cgrpc\u534f\u8bae\uff0c\u6211\u5bf9http\u534f\u8bae\u719f\u6089\u4e9b\uff0c\u6240\u4ee5\u5c31\u641ehttp\u5427\u3002<\/p>\n\n\n\n<p>\u5b98\u65b9\u4e5f\u63d0\u4f9b\u4e86\u5ba2\u6237\u7aef\uff0cC++\u548cpython\u7684\u90fd\u53ef\u4ee5\u6709\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u5b98\u65b9\u7684\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u5b98\u65b9\u63d0\u4f9b\u7684http\u534f\u8bae\u6784\u9020\u81ea\u5df1\u7684\u5ba2\u6237\u7aef\uff0c\u53ea\u8981\u4f1a\u6784\u9020body\uff0c\u4e00\u5207\u90fd\u5f88\u7b80\u5355\u3002<\/p>\n\n\n\n<p>\u8bf7\u6c42\u534f\u8bae\u53ef\u4ee5\u53c2\u8003\u5b98\u65b9\uff1a<\/p>\n\n\n\n<ul><li><strong>https:\/\/github.com\/kserve\/kserve\/blob\/master\/docs\/predict-api\/v2\/required_api.md<\/strong><sup>[15]<\/sup><\/li><\/ul>\n\n\n\n<p>\u8fd9\u91cc\u6211\u4eec\u7528python\u7b80\u5355\u6784\u9020\u4e00\u4e2a<code>body<\/code>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#&nbsp;\u6784\u9020triton\u7684\u8f93\u5165body<\/em><br>json_buf&nbsp;=&nbsp;b'{\\\"inputs\\\":&#91;{\\\"name\\\":\\\"INPUT\\\",\\\"datatype\\\":\\\"BYTES\\\",\\\"shape\\\":&#91;1],\\\"parameters\\\":{\\\"binary_data_size\\\":'&nbsp;+&nbsp;\\<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;bytes(str(len(data)),&nbsp;encoding&nbsp;=&nbsp;\"utf8\")&nbsp;+&nbsp;b'}}],\\\"outputs\\\":&#91;{\\\"name\\\":\\\"RESULT\\\",\\\"parameters\\\":{\\\"binary_data\\\":true}}]}'<br>push_data&nbsp;=&nbsp;json_buf&nbsp;+&nbsp;data<br><br>print(\"Inference-Header-Content-Length&nbsp;\",str(len(json_buf)),&nbsp;\"&nbsp;Content-Length&nbsp;\",str(len(data)&nbsp;+&nbsp;len(json_buf)))<br><em>#&nbsp;\u6784\u9020triton-header<\/em><br>header&nbsp;=&nbsp;{\"Content-Type\":&nbsp;\"application\/octet-stream\",&nbsp;\"Accept\":&nbsp;\"*\/*\",<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\"Inference-Header-Content-Length\":str(len(json_buf)),<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\"Content-Length\":str(len(data)&nbsp;+&nbsp;len(json_buf))}<br><br>server_url&nbsp;=&nbsp;\"127.0.0.1:8000\"<br>model_name&nbsp;=&nbsp;\"hrnet_pose_estimate\"<br><br><em>#&nbsp;\u8bf7\u6c42<\/em><br>response&nbsp;=&nbsp;post('http:\/\/'&nbsp;+&nbsp;server_url&nbsp;+&nbsp;'\/v2\/models\/'&nbsp;+&nbsp;model_name&nbsp;+&nbsp;'\/infer',&nbsp;data=push_data,&nbsp;headers=header)<\/code><\/pre>\n\n\n\n<p>\u5c31\u53ef\u4ee5\u53d1\u9001\u8bf7\u6c42\uff0c\u7ed3\u679c\u4e5f\u4f1a\u4f20\u56deresponse\u91cc\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u4f7f\u7528curl\u547d\u4ee4\uff0c\u76f4\u63a5\u4f20\u9012\u6784\u9020\u597d\u7684body\uff08\u8fd9\u4e2abody\u5c06\u4e0a\u8ff0\u7684push_data\u5199\u5230\u672c\u5730\u5373\u53ef\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;oldpan@have-fun&nbsp;client]$&nbsp;curl&nbsp;-v&nbsp;--max-time&nbsp;1&nbsp;--request&nbsp;POST&nbsp;'http:\/\/192.168.1.102:9006\/v2\/models\/hrnet_pose_estimate\/infer'&nbsp;--header&nbsp;'Inference-Header-Content-Length:&nbsp;230'&nbsp;--header&nbsp;'Content-Type:&nbsp;application\/octet-stream'&nbsp;--data-binary&nbsp;'@data.txt'&nbsp;--output&nbsp;temp_res<br>Note:&nbsp;Unnecessary&nbsp;use&nbsp;of&nbsp;-X&nbsp;or&nbsp;--request,&nbsp;POST&nbsp;is&nbsp;already&nbsp;inferred.<br>*&nbsp;&nbsp;&nbsp;Trying&nbsp;192.168.1.102:9006...<br>&nbsp;&nbsp;%&nbsp;Total&nbsp;&nbsp;&nbsp;&nbsp;%&nbsp;Received&nbsp;%&nbsp;Xferd&nbsp;&nbsp;Average&nbsp;Speed&nbsp;&nbsp;&nbsp;Time&nbsp;&nbsp;&nbsp;&nbsp;Time&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Time&nbsp;&nbsp;Current<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Dload&nbsp;&nbsp;Upload&nbsp;&nbsp;&nbsp;Total&nbsp;&nbsp;&nbsp;Spent&nbsp;&nbsp;&nbsp;&nbsp;Left&nbsp;&nbsp;Speed<br>&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0&nbsp;--:--:--&nbsp;--:--:--&nbsp;--:--:--&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0*&nbsp;Connected&nbsp;to&nbsp;172.29.210.105&nbsp;(172.29.210.105)&nbsp;port&nbsp;9006&nbsp;(<em>#0)<\/em><br>&gt;&nbsp;POST&nbsp;\/v2\/models\/aocr_cnprint_trt8p\/infer&nbsp;HTTP\/1.1<br>&gt;&nbsp;Host:&nbsp;192.168.1.102:9006<br>&gt;&nbsp;User-Agent:&nbsp;curl\/7.71.1<br>&gt;&nbsp;Accept:&nbsp;*\/*<br>&gt;&nbsp;Inference-Header-Content-Length:&nbsp;230<br>&gt;&nbsp;Content-Type:&nbsp;application\/octet-stream<br>&gt;&nbsp;Content-Length:&nbsp;1573102<br>&gt;&nbsp;Expect:&nbsp;100-continue<br>&gt;&nbsp;<br>*&nbsp;Mark&nbsp;bundle&nbsp;as&nbsp;not&nbsp;supporting&nbsp;multiuse<br>&lt;&nbsp;HTTP\/1.1&nbsp;100&nbsp;Continue<br>}&nbsp;&#91;56480&nbsp;bytes&nbsp;data]<br>*&nbsp;We&nbsp;are&nbsp;completely&nbsp;uploaded&nbsp;and&nbsp;fine<br>*&nbsp;Mark&nbsp;bundle&nbsp;as&nbsp;not&nbsp;supporting&nbsp;multiuse<br>&lt;&nbsp;HTTP\/1.1&nbsp;200&nbsp;OK<br>&lt;&nbsp;Content-Type:&nbsp;application\/json<br>&lt;&nbsp;Inference-Header-Content-Length:&nbsp;394<br>&lt;&nbsp;Content-Length:&nbsp;6794<br>&lt;&nbsp;<br>{&nbsp;&#91;6794&nbsp;bytes&nbsp;data]<br>100&nbsp;1542k&nbsp;&nbsp;100&nbsp;&nbsp;6794&nbsp;&nbsp;100&nbsp;1536k&nbsp;&nbsp;&nbsp;127k&nbsp;&nbsp;28.8M&nbsp;--:--:--&nbsp;--:--:--&nbsp;--:--:--&nbsp;28.9M<\/code><\/pre>\n\n\n\n<p>\u7ed3\u679c\u5c31\u4e0d\u53d1\u4e86\uff0c\u9a8c\u8bc1\u6ca1\u5565\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5173\u4e8e\u5982\u4f55\u4f7f\u7528curl\u76f4\u63a5\u8bf7\u6c42triton\uff0c\u6709\u4e00\u4e9b\u76f8\u5173\u94fe\u63a5\u53ef\u4ee5\u53c2\u8003\uff1a<\/p>\n\n\n\n<ul><li><strong>https:\/\/github.com\/triton-inference-server\/server\/issues\/2563<\/strong><sup>[16]<\/sup><\/li><li><strong>https:\/\/github.com\/triton-inference-server\/server\/issues\/1822<\/strong><sup>[17]<\/sup><\/li><\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>\u53c2\u8003\u8d44\u6599\nhttps:&#47;&#47;www.bilibili.com\/video\/BV1KS4y1v7zd\/?spm_id_from=333.788&amp;vd_source=eec038509607175d58cdfe2e824e8ba2&#91;18]\nhttps:\/\/github.com\/triton-inference-server\/server\/releases&#91;19]\nhttps:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/index.html&#91;20]\nhttps:\/\/zhuanlan.zhihu.com\/p\/462817679&#91;21]\n\u53c2\u8003\u8d44\u6599\n&#91;1]\ntriton: https:\/\/github.com\/openai\/triton\n\n&#91;2]\n\u6559\u7a0b: https:\/\/www.zhihu.com\/people\/pwlazy\/posts\n\n&#91;3]\n\u89c6\u9891\u6559\u7a0b: https:\/\/www.bilibili.com\/video\/BV1KS4y1v7zd\/?spm_id_from=333.337.search-card.all.click&amp;vd_source=eec038509607175d58cdfe2e824e8ba2\n\n&#91;4]\n\u5b98\u65b9\u7684\u955c\u50cf: https:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/index.html\n\n&#91;5]\n&#91;server: https:\/\/github.com\/triton-inference-server\/server\n\n&#91;6]\n&#91;core: https:\/\/github.com\/triton-inference-server\/core\n\n&#91;7]\n&#91;common: https:\/\/github.com\/triton-inference-server\/common\n\n&#91;8]\n&#91;backend: https:\/\/github.com\/triton-inference-server\/backend\n\n&#91;9]\n&#91;third_party: https:\/\/github.com\/triton-inference-server\/third_party.git\n\n&#91;10]\n&#91;tensorrt_backend: https:\/\/github.com\/triton-inference-server\/tensorrt_backend\n\n&#91;11]\n&#91;pytorch_backend: https:\/\/github.com\/triton-inference-server\/pytorch_backend\n\n&#91;12]\ntriton\u955c\u50cf\u5386\u53f2: https:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/rel_22-06.html\n\n&#91;13]\nhttps:\/\/docs.nvidia.com\/deeplearning\/tensorrt\/install-guide\/index.html: https:\/\/docs.nvidia.com\/deeplearning\/tensorrt\/install-guide\/index.html\n\n&#91;14]\nhttps:\/\/github.com\/triton-inference-server\/backend: https:\/\/github.com\/triton-inference-server\/backend\n\n&#91;15]\nhttps:\/\/github.com\/kserve\/kserve\/blob\/master\/docs\/predict-api\/v2\/required_api.md: https:\/\/github.com\/kserve\/kserve\/blob\/master\/docs\/predict-api\/v2\/required_api.md\n\n&#91;16]\nhttps:\/\/github.com\/triton-inference-server\/server\/issues\/2563: https:\/\/github.com\/triton-inference-server\/server\/issues\/2563\n\n&#91;17]\nhttps:\/\/github.com\/triton-inference-server\/server\/issues\/1822: https:\/\/github.com\/triton-inference-server\/server\/issues\/1822\n\n&#91;18]\nhttps:\/\/www.bilibili.com\/video\/BV1KS4y1v7zd\/?spm_id_from=333.788&amp;vd_source=eec038509607175d58cdfe2e824e8ba2: https:\/\/www.bilibili.com\/video\/BV1KS4y1v7zd\/?spm_id_from=333.788&amp;vd_source=eec038509607175d58cdfe2e824e8ba2\n\n&#91;19]\nhttps:\/\/github.com\/triton-inference-server\/server\/releases: https:\/\/github.com\/triton-inference-server\/server\/releases\n\n&#91;20]\nhttps:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/index.html: https:\/\/docs.nvidia.com\/deeplearning\/triton-inference-server\/release-notes\/index.html\n\n&#91;21]\nhttps:\/\/zhuanlan.zhihu.com\/p\/462817679: https:\/\/zhuanlan.zhihu.com\/p\/462817679<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/github.com\/triton-inference-server\/server Trito &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/10\/06\/triton-inference-server\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Triton Inference Server\u63a8\u7406\u5f15\u64ce<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[11,4,26],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19525"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=19525"}],"version-history":[{"count":26,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19525\/revisions"}],"predecessor-version":[{"id":21380,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19525\/revisions\/21380"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=19525"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=19525"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=19525"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}