{"id":22508,"date":"2024-04-28T12:38:35","date_gmt":"2024-04-28T04:38:35","guid":{"rendered":"https:\/\/www.yimenyun.cn\/emen\/?p=22508"},"modified":"2024-04-28T12:38:35","modified_gmt":"2024-04-28T04:38:35","slug":"tf%e8%8b%b9%e6%9e%9c%e7%ad%be%e5%90%8d%e5%8e%9f%e7%90%86%e4%bb%8b%e7%bb%8d","status":"publish","type":"post","link":"https:\/\/www.yimenyun.cn\/emen\/22508\/","title":{"rendered":"tf\u82f9\u679c\u7b7e\u540d\u539f\u7406\u4ecb\u7ecd"},"content":{"rendered":"

TF\uff08TensorFlow\uff09\u662f\u4e00\u79cd\u5f00\u6e90\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u7531Goog<\/p>\n

<\/figure>\n<\/p>\n

le\u5f00\u53d1\u5e76\u600e\u4e48\u8ba9\u4e24\u4e2aapk\u7b7e\u540d\u4e00\u81f4<\/a>\u7ef4\u62a4\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u5404\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u5728\u4f7f\u7528TF\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u5e38\u5e38\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u7b7e\u540d\uff0c\u4ee5\u4fbf\u540e\u7eed\u7684\u63a8\u7406\u6216\u90e8\u7f72\u3002<\/p>\n

TF\u7684\u6a21\u578b\u7b7e\u540d\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e2a\u51fd\u6570\u7b7e\u540d\uff0c\u5b83\u5b9a\u4e49\u4e86\u8f93\u5165\u548c\u8f93\u51fa\u7684\u5f20\u91cf\uff08Tensor\uff09\u7684\u7c7b\u578b\u548c\u5f62\u72b6\u3002\u901a\u8fc7\u7b7e\u540d\uff0cTF\u53ef\u4ee5\u786e\u5b9a\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u5e76\u4e14\u5728\u540e\u7eed\u7684\u4f7f\u7528\u4e2d\u80fd\u591f\u6b63\u786e\u5730\u5904\u7406\u6570\u636e\u3002<\/p>\n

TF\u7684\u6a21\u578b\u7b7e\u540d\u662f\u901a\u8fc7TensorFlow Serving\u6765\u5b9e\u73b0\u7684\uff0cTensorFlow Serving\u662f\u4e00\u4e2a\u7528\u4e8e\u6a21\u578b\u90e8\u7f72\u7684\u6846\u67b6\uff0c\u5b83\u53ef\u4ee5\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u63d0\u4f9b\u9ad8\u6027\u80fd\u3001\u53ef\u4f38\u7f29\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n

\u4e0b\u9762\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecdTF\u6a21\u578b\u7b7e\u540d\u7684\u539f\u7406\u548c\u6b65\u9aa4\uff1a<\/p>\n

1. \u5b9a\u4e49\u6a21\u578b\u51fd\u6570<\/p>\n

\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u6a21\u578b\u51fd\u6570\uff0c\u5b83\u63a5\u6536\u8f93\u5165\u5f20\u91cf\u4f5c\u4e3a\u53c2\u6570\uff0c\u5e76\u8fd4\u56de\u8f93\u51fa\u5f20\u91cf\u3002\u6a21\u578b\u51fd\u6570\u53ef\u4ee5\u662f\u4efb\u610f\u7684\u5408\u6cd5\u7684TF\u51fd\u6570\uff0c\u5982\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3001\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u7b49\u3002<\/p>\n

2. \u521b\u5efa\u7b7e\u540d<\/p>\n

\u5728\u5b9a\u4e49\u6a21\u578b\u51fd\u6570\u540e\uff0c\u6211\u4eec\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u7b7e\u540d\uff0c\u7528\u4e8e\u63cf\u8ff0\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002\u7b7e\u540d\u662f\u4e00\u4e2a\u5b57\u5178\uff0c\u5305\u542b\u4e86\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u7684\u4fe1\u606f\u3002\u6bcf\u4e2a\u8f93\u5165\u548c\u8f93\u51fa\u88ab\u8868\u793a\u4e3a\u4e00\u4e2a\u5b57\u5178\u9879\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u5f20\u91cf\u7684\u540d\u79f0\u3001\u7c7b\u578b\u548c\u5f62\u72b6\u7b49\u4fe1\u606f\u3002\u53ef\u4ee5\u901a\u8fc7tf.TensorSpec\u6765\u5b9a\u4e49\u5f20\u91cf\u7684\u7c7b\u578b\u548c\u5f62\u72b6\u3002<\/p>\n

3. \u5bfc\u51fa\u6a21\u578b<\/p>\n

\u5728\u521b\u5efa\u7b7eapk\u53cd\u7f16\u8bd1\u7b7e\u540d<\/a>\u540d\u540e\uff0c\u6211\u4eec\u9700\u8981\u5c06\u6a21\u578b\u5bfc\u51fa\u4e3a\u4e00\u4e2aSavedModel \u683c\u5f0f\u7684\u6587\u4ef6\uff0c\u8fd9\u4e2a\u6587\u4ef6\u5305\u542b\u4e86\u6a21\u578b\u7684\u6743\u91cd\u548c\u7b7e\u540d\u4fe1\u606f\u3002\u53ef\u4ee5\u4f7f\u7528tf.saved_model.save\u65b9\u6cd5\u5c06\u6a21\u578b\u5bfc\u51fa\u4e3aSavedModel\u6587\u4ef6\u3002<\/p>\n

4. \u52a0\u8f7d\u7b7e\u540d<\/p>\n

\u5728\u4f7f\u7528\u6a21\u578b\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u52a0\u8f7d\u6a21\u578b\u7684\u7b7e\u540d\u4fe1\u606f\u3002\u53ef\u4ee5\u4f7f\u7528tf.saved_model.load\u65b9\u6cd5\u52a0\u8f7dSavedModel\u6587\u4ef6\uff0c\u5e76\u83b7\u53d6\u6a21\u578b\u7684\u7b7e\u540d\u4fe1\u606f\u3002<\/p>\n

5. \u4f7f\u7528\u7b7e\u540d<\/p>\n

\u5728\u52a0\u8f7d\u4e86\u6a21\u578b\u7684\u7b7e\u540d\u4fe1\u606f\u540e\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u7b7e\u540d\u8fdb\u884c\u63a8\u7406\u6216\u90e8\u7f72\u4e86\u3002\u6839\u636e\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u7684\u5f20\u91cf\u540d\u79f0\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u8c03\u7528\u7b7e\u540d\u7684\u65b9\u6cd5\u6765\u8fdb\u884c\u9884\u6d4b\u3002\u53ef\u4ee5\u4f7f\u7528tf.saved_model.signature_constants\u6765\u83b7\u53d6\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u7684\u5f20\u91cf\u540d\u79f0\u3002<\/p>\n

\u603b\u7ed3\uff1a<\/p>\n

TF\u7684\u6a21\u578b\u7b7e\u540d\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u6982\u5ff5\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u548c\u63cf\u8ff0\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002\u901a\u8fc7\u521b\u5efa\u548c\u52a0\u8f7d\u7b7e\u540d\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4f7f\u7528TF\u8fdb\u884c\u63a8\u7406\u6216\u90e8\u7f72\u65f6\u66f4\u52a0\u65b9\u4fbf\u5730\u5904\u7406\u6570\u636e\u3002\u5e0c\u671b\u672c\u6587\u80fd\u591f\u5e2e\u52a9\u8bfb\u8005\u5bf9TF\u6a21\u578b\u7b7e\u540d\u6709\u4e00\u5b9a\u7684\u4e86\u89e3\u548c\u638c\u63e1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

TF\uff08TensorFlow\uff09\u662f\u4e00\u79cd\u5f00\u6e90\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u7531Google\u5f00\u53d1\u5e76\u7ef4\u62a4\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u5404\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u5728\u4f7f\u7528TF\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u5e38\u5e38\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u7b7e\u540d\uff0c\u4ee5\u4fbf\u540e\u7eed\u7684\u63a8\u7406\u6216\u90e8\u7f72\u3002TF\u7684\u6a21\u578b\u7b7e\u540d\u53ef<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[23794,23793,25,3794,23792],"topic":[],"class_list":["post-22508","post","type-post","status-publish","format-standard","hentry","category-appzs","tag-ipa","tag-23793","tag-25","tag-3794","tag--cer-p12"],"_links":{"self":[{"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/posts\/22508","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/comments?post=22508"}],"version-history":[{"count":1,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/posts\/22508\/revisions"}],"predecessor-version":[{"id":22543,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/posts\/22508\/revisions\/22543"}],"wp:attachment":[{"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/media?parent=22508"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/categories?post=22508"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/tags?post=22508"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.yimenyun.cn\/emen\/wp-json\/wp\/v2\/topic?post=22508"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}