{"id":1260,"date":"2024-04-29T23:33:08","date_gmt":"2024-04-29T23:33:08","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1260"},"modified":"2024-04-29T23:33:47","modified_gmt":"2024-04-29T23:33:47","slug":"liyongstreamlithehuggingfacechuangjianmianfeiaigushiji","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/liyongstreamlithehuggingfacechuangjianmianfeiaigushiji.html","title":{"rendered":"\u5229\u7528Streamlit \u548c Hugging Face \u521b\u5efa\u514d\u8d39AI\u6545\u4e8b\u673a"},"content":{"rendered":"<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/83c3cba35f67be91b7187d145d8d69cb.png\" alt=\"\u672a\u6807\u9898-1.jpg\" \/><\/figure>\n<\/p>\n<blockquote>\n<p>\u4f7f\u7528 Python\u3001Streamlit \u548c Hugging Face \u6a21\u578b\uff0c\u6784\u5efa\u65e0\u9700 API \u4ee4\u724c\u7684AI\u6545\u4e8b\u673a\uff0c\u5e94\u7528\u6839\u636e\u4e0a\u4f20\u7684\u56fe\u7247\u521b\u5efa\u97f3\u9891\u6545\u4e8b\u3002\u6587\u7ae0\u6d89\u53ca\u7684\u5e94\u7528\u4e3b\u8981\u9488\u5bf9\u82f1\u6587\uff0c\u53ef\u4ee5\u501f\u52a9\u5e94\u7528\u5b66\u4e60AI\u5982\u4f55\u770b\u56fe\u5199\u8bdd\u3002<\/p>\n<\/blockquote>\n<p>\u5f53\u4e0b\u751f\u6d3b\u4e2d\u88ab\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u548c\u5de5\u5177\u6240\u5305\u56f4\uff0c\u5bf9\u4e8e\u8ddf\u968f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u4eba\u6765\u8bf4\uff0c\u5df2\u7ecf\u8d85\u8d1f\u8377\u4e86\uff0c\u51e0\u4e4e\u6bcf\u5929\u90fd\u6709\u5404\u79cd\u65b0\u9c9c\u7684AI\u5e94\u7528\u6216\u8005\u6280\u672f\u7684\u51fa\u73b0\u3002<\/p>\n<p>\u4f46\u7a0d\u6709\u4e0d\u614e\u5c31\u89c9\u5f97\u843d\u540e\u4e86\uff0c\u5927\u516c\u53f8\u548c\u5de5\u5177\u9690\u85cf\u5728\u9ed1\u76d2\u5b50\u540e\u9762\uff0c\u6ca1\u6709\u9014\u5f84\u53bb\u4e86\u89e3\u5b83\u4eec\u662f\u5982\u4f55\u8fd0\u4f5c\u7684\u3002\u5728\u672c\u6587\u4e2d\uff0c\u5c31\u6765\u4e00\u8d77\u4f7f\u7528\u5f00\u6e90\u548c\u514d\u8d39\u5de5\u5177\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u591a\u6a21\u6001\u65b9\u6cd5\uff0c\u7834\u89e3\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u628a\u8fd9\u4e2a\u8fc7\u7a0b\u5206\u89e3\u6210\u7b80\u5355\u7684\u6b65\u9aa4\uff0c\u7136\u540e\u901a\u8fc7\u81ea\u5b66\u5f04\u6e05\u695a\u5982\u4f55\u53bb\u505a\u3002<\/p>\n<p>\u672c\u6587\u5c06\u521b\u5efa\u4e00\u4e2a <code>Python-Streamlit<\/code> \u5e94\u7528\u7a0b\u5e8f\uff0c\u5c06\u56fe\u7247\u4f5c\u4e3a\u8f93\u5165\uff0c\u901a\u8fc7 Hugging Face \u6a21\u578b\u8bc6\u522b\u7167\u7247\u7684\u63cf\u8ff0\u6587\u672c\uff0c\u6839\u636e\u5b83\u751f\u6210\u4e00\u4e2a\u77ed\u6545\u4e8b\uff0c\u4e4b\u540e\u5c06\u6839\u636e\u8be5\u77ed\u7bc7\u6545\u4e8b\u751f\u6210\u97f3\u9891\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b55ae1557fbddf2cdc8e668147e0840e.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/9fcdeffc775cc197e2a0567e4f4ca178.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>GitHub\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FQuintionTang%2FAI-Story\" target=\"_blank\" title=\"https:\/\/github.com\/QuintionTang\/AI-Story\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/QuintionTan\u2026<\/a><\/li>\n<\/ul>\n<h3 data-id=\"heading-0\">\u7b2c\u4e00\u6b65\uff1a\u521b\u5efa\u865a\u62df\u73af\u5883<\/h3>\n<p>\u8fd9\u662f\u5f53\u524dAI\u5e94\u7528\u9ed8\u8ba4\u7684\u6d41\u7a0b\u4e86\uff0c\u4ece\u521b\u5efa\u4e00\u4e2a\u865a\u62df\u73af\u5883\u6765\u5f00\u59cb\u4e00\u4e2a\u65b0\u9879\u76ee\u3002\u9996\u5148\u521b\u5efa\u4e00\u4e2a\u5168\u65b0\u7684\u76ee\u5f55 <code>AI-Story<\/code> \u5e76\u8fd0\u884c <code>venv<\/code> \u6307\u4ee4\u521b\u5efa\u865a\u62df\u8fd0\u884c\u73af\u5883\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">mkdir<\/span> AI-Story<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">cd<\/span> AI-Story<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">python3 -m venv venv<\/span>\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">source<\/span> venv\/bin\/activate  <span class=\"hljs-comment\">#for mac<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">venvScriptsactivate     <span class=\"hljs-comment\">#for windows users<\/span><\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-1\">\u7b2c\u4e8c\u6b65\uff1a\u5b89\u88c5\u6240\u9700\u7684\u4f9d\u8d56\u9879\u5e76\u83b7\u53d6 Hugging Face API Token<\/h3>\n<p>\u6fc0\u6d3b <code>venv<\/code> \u540e\uff0c\u8fd0\u884c\u4ee5\u4e0b <code>pip<\/code> \u5b89\u88c5\u6240\u9700\u7684\u8f6f\u4ef6\u5305\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install --upgrade pip<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">pip install transformers     <span class=\"hljs-comment\"># \u7528\u4e8e\u4e0eLLM\u7684\u4e92\u52a8<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">pip install huggingface_hub  <span class=\"hljs-comment\"># hugging face library<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">pip install langchain <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">pip install <span class=\"hljs-attr\">streamlit<\/span>==<span class=\"hljs-number\">1.24<\/span>.<span class=\"hljs-number\">0<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">pip install python-dotenv<\/span>\n<\/code><\/pre>\n<p>\u4ece\u4e0a\u9762\u53ef\u4ee5\u770b\u5230\uff0c\u6ca1\u6709\u5b89\u88c5 <code>pytorch<\/code> \u6216 <code>tensorflow<\/code>\uff1a\u4e3b\u8981\u662f\u56e0\u4e3a\u8fd9\u91cc\u5c06\u5728\u514d\u8d39\u7684 Hugging Face \u6a21\u578b\u4e0a\u4f7f\u7528 API \u8fdb\u884c\u63a8\u7406\u3002\u4e3a\u6b64\uff0c\u9700\u8981\u5728 Hugging Face \u4e0a\u6ce8\u518c\u5e76\u521b\u5efa API \u4ee4\u724c\uff08\u5411LLMs\u53d1\u51fa API \u8bf7\u6c42\u7684\u4e2a\u4eba\u6388\u6743\u5bc6\u94a5\uff09\u3002<\/p>\n<p>\u5728 Hugging Face \u5b98\u65b9\u7f51\u7ad9\u4e0a\u6ce8\u518c\u8d26\u53f7\u5e76\u83b7\u53d6 API \u4ee4\u724c\uff0c<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fdocs%2Fapi-inference%2Fquicktour%23get-your-api-token\" target=\"_blank\" title=\"https:\/\/huggingface.co\/docs\/api-inference\/quicktour#get-your-api-token\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8fd9\u91cc\u662f\u8bf4\u660e<\/a>\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u9700\u8981\u5728 Hugging Face \u4e0a\u521b\u5efa\u4e00\u4e2a\u5e10\u6237\uff08\u5982\u679c\u8fd8\u6ca1\u6709\uff09\uff0c\u7136\u540e<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fsettings%2Ftokens\" target=\"_blank\" title=\"https:\/\/huggingface.co\/settings\/tokens\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u521b\u5efa API \u4ee4\u724c<\/a>\u3002<\/p>\n<blockquote>\n<p>\u8bb0\u4f4f\uff01 \u5982\u679c\u5728\u5411 API \u53d1\u9001\u8bf7\u6c42\u65f6\u672a\u63d0\u4ea4 API \u4ee4\u724c\uff0c\u5c06\u65e0\u6cd5\u5728\u79c1\u6709\u6a21\u578b\u4e0a\u8fd0\u884c\u63a8\u7406\u3002<\/p>\n<\/blockquote>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u5148\u6765\u521b\u5efa\u4e00\u4e2a <code>config.py<\/code> \u6587\u4ef6\u6765\u5b58\u50a8\u914d\u7f6e\u53d8\u91cf\uff0c<code>config.py<\/code> \u53d8\u91cf\u7684\u53c2\u6570\u6765\u81ea\u4e8e\u6587\u4ef6 <code>.env<\/code> \u3002<code>config.py<\/code> \u7684\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">csharp<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-csharp code-block-extension-codeShowNum\" lang=\"csharp\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">from<\/span> dotenv import load_dotenv<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">import os<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-title\">load_dotenv<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">HUGGING_FACE_API_TOKEN=os.environ.<span class=\"hljs-keyword\">get<\/span>(<span class=\"hljs-string\">'HUGGING_FACE_API_TOKEN'<\/span>)<\/span>\n<\/code><\/pre>\n<p><code>.env<\/code> \u7684\u914d\u7f6e\u683c\u5f0f\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">HUGGING_FACE_API_TOKEN<\/span>=<span class=\"hljs-string\">\" \"<\/span><\/span>\n<\/code><\/pre>\n<p>\u5728\u4e3b\u76ee\u5f55\u4e2d\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 python \u6587\u4ef6 <code>app.py<\/code>\uff0c\u5148\u6765\u9a8c\u8bc1\u4f9d\u8d56\u662f\u5426\u5b89\u88c5\u6210\u529f\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># AI \u63a8\u7406\u5e93<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">from<\/span> huggingface_hub <span class=\"hljs-keyword\">import<\/span> InferenceClient<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">from<\/span> langchain <span class=\"hljs-keyword\">import<\/span> HuggingFaceHub<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-keyword\">import<\/span> requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\"># \u914d\u7f6e\u6587\u4ef6<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-keyword\">from<\/span> config <span class=\"hljs-keyword\">import<\/span> (HUGGING_FACE_API_TOKEN)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-keyword\">import<\/span> os<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><span class=\"hljs-keyword\">import<\/span> datetime<\/span>\n<\/code><\/pre>\n<p>\u4fdd\u5b58\u5e76\u5728\u6fc0\u6d3b <code>venv<\/code> \u7684\u60c5\u51b5\u4e0b\u4ece\u7ec8\u7aef\u7a97\u53e3\u8fd0\u884c\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">python3 app.py<\/span>\n<\/code><\/pre>\n<p>\u5982\u679c\u4ec0\u4e48\u6ca1\u6709\u4efb\u4f55\u8f93\u51fa\u548c\u9519\u8bef\u5c31\u610f\u5473\u7740\u4e00\u5207\u5b89\u88c5\u90fd\u6210\u529f\u4e86\u3002<\/p>\n<blockquote>\n<p>\u6ce8\u610f\uff1a\u5bfc\u5165 Langchain\uff0c\u56e0\u4e3a Hugging Face \u5c1a\u4e0d\u652f\u6301\u6587\u672c\u751f\u6210\u63a8\u7406\u7ba1\u9053\uff0c\u9700\u8981 Langchain \u6765\u5b9e\u73b0\u8fd9\u4e2a\u529f\u80fd\u3002<\/p>\n<\/blockquote>\n<h3 data-id=\"heading-2\">\u7b2c\u4e09\u6b65\uff1a\u521b\u5efa\u7531\u56fe\u7247\u751f\u6210\u6587\u5b57\u7684 AI \u51fd\u6570<\/h3>\n<p>\u5728 <code>app.py<\/code> \u4e2d\uff0c\u53ef\u4ee5\u5f00\u59cb\u521b\u5efa\u4e00\u4e9b\u51fd\u6570\u3002\u5c06\u4e3a\u6bcf\u9879\u4efb\u52a1\u521b\u5efa\u4e00\u4e2a\u51fd\u6570\uff1a\u4e00\u4e2a\u7528\u4e8e\u56fe\u50cf\u5230\u6587\u672c\u3001\u4e00\u4e2a\u7528\u4e8e\u6587\u672c\u751f\u6210\u6545\u4e8b\u3001\u6700\u540e\u4e00\u4e2a\u7528\u4e8e\u6545\u4e8b\u6587\u672c\u5230\u8bed\u97f3\u3002<\/p>\n<p>\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">hfApiToken<\/span> = HUGGING_FACE_API_TOKEN <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-comment\"># \u4ec5 HuggingFace Hub \u63a8\u8bba<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">model_Image2Text<\/span> = <span class=\"hljs-string\">\"Salesforce\/blip-image-captioning-base\"<\/span><\/span>\n<\/code><\/pre>\n<p>\u4f7f\u7528\u53d8\u91cf <code>hfApiToken<\/code> \u6765\u5b58\u50a8 <code>Hugging Face<\/code> \u4ee4\u724c\uff0c\u53d8\u91cf <code>model_Image2Text<\/code> \u4efb\u52a1\u76f8\u5173\u7684\u6a21\u578b\u3002<\/p>\n<p>\u56fe\u50cf\u5230\u6587\u672c\u4efb\u52a1\u4f4d\u4e8e Hugging Face Multimodal \u6a21\u578b\u4e2d\u3002\u5728 Hugging Face \u7684 <code>Models<\/code> \u9875\u9762\u4e0a\uff0c\u5728\u5de6\u4fa7\u7684 <code>Multimodal<\/code> \u9009\u62e9 <code>Image-to-Text<\/code>\uff1a\u5728\u6700\u53d7\u6b22\u8fce\u7684\u6a21\u578b\u4e2d\uff0c\u4ee5 <code>blip-base<\/code> \u6700\u77e5\u540d\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/116bafd1697d20850f7d03214443dffc.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5355\u51fb\u5b83\u65f6\uff0c\u6a21\u578b\u5361\u9875\u9762\u5c06\u6253\u5f00\uff0c\u5176\u4e2d\u5305\u542b\u5927\u91cf\u8bf4\u660e\u548c\u5feb\u901f\u542f\u52a8\u4ee3\u7801\u3002\u4e3a\u4e86\u8fdb\u884c\u63a8\u7406\uff0c\u9700\u8981\u9075\u5faa API \u6307\u5357\u7684\u8bf4\u660e\uff0c\u4ec5\u66f4\u6539\u6a21\u578b\u540d\u79f0\uff1a\u53ea\u9700\u5355\u51fb\u590d\u5236\u56fe\u6807\u5373\u53ef\uff0c\u5982\u56fe\u6240\u793a\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/3be2a709e3d5f54b000d621daf6fedf5.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><code>imageToText<\/code> \u51fd\u6570\u73b0\u5728\u6709\u4e86\u4e00\u4e2a\u6a21\u578b\uff0c\u53d1\u9001\u5e26\u6709\u4ee5\u4e0b\u4fe1\u606f\u7684\u8bf7\u6c42\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">def imageToText(url):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    from huggingface_hub import InferenceClient<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-attr\">client<\/span> = InferenceClient(token=hfApiToken)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-attr\">model_Image2Text<\/span> = <span class=\"hljs-string\">\"Salesforce\/blip-image-captioning-base\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-comment\"># \u6765\u81eahuggingface.co\/tasks<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-attr\">text<\/span> = client.image_to_text(url,model=model_Image2Text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    print(text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    return text<\/span>\n<\/code><\/pre>\n<p>\u51fd\u6570 <code>imageToText<\/code> \u5c06\u63a5\u53d7\u672c\u5730\u56fe\u50cf\u6587\u4ef6\u5e76\u8fd4\u56de\u63cf\u8ff0\u8be5\u56fe\u50cf\u7684\u6587\u672c\u3002<\/p>\n<p>\u6587\u4ef6 <code>app.py<\/code> \u5b8c\u6574\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># AI \u63a8\u7406\u5e93<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">from<\/span> huggingface_hub <span class=\"hljs-keyword\">import<\/span> InferenceClient<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">from<\/span> langchain <span class=\"hljs-keyword\">import<\/span> HuggingFaceHub<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-keyword\">import<\/span> requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\"># \u914d\u7f6e\u6587\u4ef6<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-keyword\">from<\/span> config <span class=\"hljs-keyword\">import<\/span> (HUGGING_FACE_API_TOKEN)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-keyword\">import<\/span> os<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><span class=\"hljs-keyword\">import<\/span> datetime<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">hfApiToken = HUGGING_FACE_API_TOKEN<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><span class=\"hljs-comment\"># \u4ec5 HuggingFace Hub \u63a8\u8bba<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">model_Image2Text = <span class=\"hljs-string\">\"Salesforce\/blip-image-captioning-base\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">imageToText<\/span>(<span class=\"hljs-params\">url<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    <span class=\"hljs-keyword\">from<\/span> huggingface_hub <span class=\"hljs-keyword\">import<\/span> InferenceClient<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    client = InferenceClient(token=hfApiToken)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    <span class=\"hljs-comment\"># \u6765\u81eahuggingface.co\/tasks<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">    text = client.image_to_text(url,model=model_Image2Text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">    <span class=\"hljs-built_in\">print<\/span>(text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">    <span class=\"hljs-keyword\">return<\/span> text<\/span>\n<\/code><\/pre>\n<p>\u4e0b\u9762\u5c31\u6765\u8fd0\u884c\u4e00\u4e0b\u8fd9\u4e2a\u51fd\u6570:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">basetext<\/span> = imageToText(<span class=\"hljs-string\">\".\/images\/a-boy.jpg\"<\/span>)<\/span>\n<\/code><\/pre>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d814d4d1c17d203230d8cb037ed57dd3.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5728\u6fc0\u6d3b venv \u4e0b\u8fd0\u884c\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">python3 app.py<\/span>\n<\/code><\/pre>\n<p>\u56fe\u7247\u63cf\u8ff0\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-selector-tag\">a<\/span> boy sitting on <span class=\"hljs-attribute\">top<\/span> of <span class=\"hljs-selector-tag\">a<\/span> pile of books<\/span>\n<\/code><\/pre>\n<p>\u6839\u636e\u4e0a\u8ff0\u63cf\u8ff0\u751f\u6210\u7684\u6545\u4e8b\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Once upon <span class=\"hljs-selector-tag\">a<\/span> <span class=\"hljs-selector-tag\">time<\/span>, there was <span class=\"hljs-selector-tag\">a<\/span> boy named Jack who loved <span class=\"hljs-selector-tag\">to<\/span> read. He would spend hours buried in <span class=\"hljs-selector-tag\">a<\/span> pile of books, lost in the worlds that only books could create.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">One day, Jack was sitting on <span class=\"hljs-attribute\">top<\/span> of the pile, lost in <span class=\"hljs-selector-tag\">a<\/span> book about dragons and knights. Suddenly, he felt <span class=\"hljs-selector-tag\">a<\/span> tug on his book. He looked up <span class=\"hljs-selector-tag\">to<\/span> see <span class=\"hljs-selector-tag\">a<\/span> small creature trying <span class=\"hljs-selector-tag\">to<\/span> get his attention.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">\"What are you doing?\" Jack asked.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">The creature looked up at him with big, round eyes. \"<span class=\"hljs-selector-tag\">I<\/span>'m trying <span class=\"hljs-selector-tag\">to<\/span> get your attention,\" it said. \"<span class=\"hljs-selector-tag\">I<\/span>'m <span class=\"hljs-selector-tag\">a<\/span> bookworm too. We're both in here, aren't we?\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">Jack smiled. \"<span class=\"hljs-selector-tag\">I<\/span> suppose we are,\" he said. \"What are you reading?\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">The creature looked down at the book in its hand. \"This one,\" it said. \"It's about <span class=\"hljs-selector-tag\">a<\/span> brave knight who saves <span class=\"hljs-selector-tag\">a<\/span> princess <span class=\"hljs-selector-tag\">from<\/span> <span class=\"hljs-selector-tag\">a<\/span> dragon.\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">Jack nodded. \"<span class=\"hljs-selector-tag\">I<\/span>'ve been reading <span class=\"hljs-selector-tag\">a<\/span> lot of those lately,\" he said.<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-3\">\u7b2c\u56db\u6b65\uff1a\u4ece\u6587\u672c\u51fd\u6570\u521b\u5efa AI \u751f\u6210\u7684\u6545\u4e8b<\/h3>\n<p><code>imageToText<\/code> \u51fd\u6570\u68c0\u7d22\u5230\u7684\u7167\u7247\u63cf\u8ff0\u5c06\u662f\u6545\u4e8b\u751f\u6210\u7684\u8d77\u70b9\u3002<\/p>\n<blockquote>\n<p>\u4f7f\u7528 Hugging Face \u6a21\u578b\u8fdb\u884c\u6587\u672c\u751f\u6210\u63a8\u7406\u5e76\u4e0d\u662f\u4e00\u4ef6\u5bb9\u6613\u7684\u4e8b\uff01\u9996\u5148\uff0c\u8bb8\u591a\u6267\u884c\u6a21\u578b\u90fd\u7981\u7528\u4e86 API\uff1a\u5176\u6b21\uff0c\u6587\u672c\u751f\u6210\u63a8\u7406\u6839\u636e\u9009\u62e9\u7684\u6a21\u578b\u9075\u5faa\u4e0d\u540c\u7684\u89c4\u5219\u3002<\/p>\n<\/blockquote>\n<p>\u6d4b\u8bd5\u4e86\u5176\u4e2d\u768420\u4e2a\uff0c\u6700\u7ec8\u51b3\u5b9a\u9009\u62e9 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Ftogethercomputer%2FRedPajama-INCITE-Chat-3B-v1\" target=\"_blank\" title=\"https:\/\/huggingface.co\/togethercomputer\/RedPajama-INCITE-Chat-3B-v1\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">togethercomputer\/RedPajama-INCITE-Chat-3B-v1<\/a>\uff0c\u8fd9\u662f\u4e3b\u8981\u57fa\u4e8e <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fopen-assistant.io%2F\" target=\"_blank\" title=\"https:\/\/open-assistant.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">OpenAssistant LLM<\/a> \u7684\u6a21\u578b\u4e4b\u4e00\u3002<code>Open Assistant<\/code> \u662f\u7531 <code>LAION<\/code> \u548c\u4e16\u754c\u5404\u5730\u6709\u5174\u8da3\u5c06\u8be5\u6280\u672f\u5e26\u7ed9\u6bcf\u4e2a\u4eba\u7684\u4e2a\u4eba\u7ec4\u7ec7\u7684\u4e00\u4e2a\u9879\u76ee\u3002\u4ed6\u4eec\u7684\u53e3\u53f7\u662f\uff1a<\/p>\n<blockquote>\n<p>\u6211\u4eec\u76f8\u4fe1\u6211\u4eec\u5373\u5c06\u521b\u9020\u4e00\u573a\u9769\u547d\n\u6b63\u5982 Stable Diffusion \u6539\u53d8\u4e86\u73b0\u4ee3\u827a\u672f\u7684\u521b\u4f5c\u8fc7\u7a0b, \u6211\u4eec\u5c06\u900f\u8fc7\u5bf9\u8bdd\u5f0f AI \u6765\u6539\u53d8\u4e16\u754c\u3002<\/p>\n<\/blockquote>\n<p>\u5c06\u521b\u5efa\u4e00\u4e2a\u51fd\u6570\uff0c\u4f7f\u7528 LangChain \u4f5c\u4e3a\u6587\u672c\u751f\u6210\u63a8\u7406\u7684\u7f51\u5173\uff0c\u6307\u5b9a\u4e00\u4e2a\u7c7b\u4f3c\u4e8e\u4e0a\u9762\u7ed9\u51fa\u7684\u63d0\u793a\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># Langchain \u5230 HuggingFace \u7684\u63a8\u8bba<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">def LC_TextGeneration(model, basetext):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    from langchain import PromptTemplate, LLMChain<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    os.environ<span class=\"hljs-section\">[\"HUGGINGFACEHUB_API_TOKEN\"]<\/span> = hfApiToken<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-attr\">llm<\/span> = HuggingFaceHub(repo_id=model , model_kwargs={<span class=\"hljs-string\">\"temperature\"<\/span>:<span class=\"hljs-number\">0.45<\/span>,<span class=\"hljs-string\">\"min_length\"<\/span>:<span class=\"hljs-number\">30<\/span>, <span class=\"hljs-string\">\"max_length\"<\/span>:<span class=\"hljs-number\">250<\/span>})<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    print(f\"Running repo: {model}\")    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    print(\"Preparing template\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    <span class=\"hljs-attr\">template<\/span> = <span class=\"hljs-string\">\"\"\"&lt;human&gt;: write a very short story about {basetext}.<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    The story must be a one paragraph.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    &lt;bot&gt;: \"\"\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-attr\">prompt<\/span> = PromptTemplate(template=template, input_variables=[<span class=\"hljs-string\">\"basetext\"<\/span>])<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-attr\">llm_chain<\/span> = LLMChain(prompt=prompt, llm=llm)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-attr\">start<\/span> = datetime.datetime.now() <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    print(\"Running chain...\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <span class=\"hljs-attr\">story<\/span> = llm_chain.run(basetext)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-attr\">stop<\/span> = datetime.datetime.now()  <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    <span class=\"hljs-attr\">elapsed<\/span> = stop - start<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    print(f\"Executed in {elapsed}\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    print(story)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">    return story<\/span>\n<\/code><\/pre>\n<p>LangChain \u9700\u8981\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u4f20\u9012 HuggingFace API \u4ee4\u724c\uff1a\u4f7f\u7528 <code>os.environ[\"HUGGINGFACEHUB_API_TOKEN\"]<\/code> \u5c06\u5176\u5b58\u50a8\u4e3a\u73af\u5883\u53d8\u91cf\u3002<\/p>\n<p>\u8be5\u51fd\u6570\u5c06\u63a5\u53d7\u6a21\u578b (<code>RedPajama-INCITE-Chat-3B-v1<\/code>) \u548c\u57fa\u672c\u6587\u672c\uff08\u7528\u4e8e\u751f\u6210\u77ed\u7bc7\u6545\u4e8b\u7684\u6587\u672c\uff09\u4f5c\u4e3a\u53c2\u6570\u3002<\/p>\n<p>\u6b63\u5982\u6240\u770b\u5230\u7684\uff0c\u63d0\u793a\u6a21\u677f\u9075\u5faa\u5feb\u901f\u5165\u95e8\u90e8\u5206\u7684\u8bf4\u660e\uff1a\u4ec5\u6dfb\u52a0\u57fa\u672c\u6587\u672c\u53d8\u91cf\u4ee5\u5728\u57fa\u672c\u6307\u4ee4\u4e2d\u5305\u542b\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">template = <span class=\"hljs-string\">\"\"\"\"\"\"<\/span>&lt;human&gt;: write a very short story about {basetext}.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    The story must be a one paragraph.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    &lt;bot&gt;: <span class=\"hljs-string\">\"\"\"\"\"\"<\/span><\/span>\n<\/code><\/pre>\n<p>\u4e3a\u4e86\u66f4\u597d\u7684\u4e86\u89e3\u751f\u6210\u65f6\u95f4\uff0c\u6709\u4e00\u4e9b\u63a7\u5236\u53f0\u6253\u5370\u6307\u4ee4\uff08\u4f8b\u5982\u7528\u4e8e\u9a8c\u8bc1\u751f\u6210\u72b6\u6001\u7684\u5c0f\u68c0\u67e5\u70b9\uff09\u3002\u73b0\u5728\u51fd\u6570\u5df2\u7ecf\u51c6\u5907\u597d\u4e86\uff0c\u4e0b\u9762\u5c31\u6765\u8fd0\u884c\u770b\u4e0b\u6548\u679c\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">basetext<\/span> = imageToText(<span class=\"hljs-string\">\".\/images\/a-boy.jpg\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">model_TextGeneration<\/span>=<span class=\"hljs-string\">\"togethercomputer\/RedPajama-INCITE-Chat-3B-v1\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">mystory<\/span> = LC_TextGeneration(model_TextGeneration, basetext)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">print(\"=\"*50)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">finalstory<\/span> = mystory.split(<span class=\"hljs-string\">'nn'<\/span>)[<span class=\"hljs-number\">0<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">print(finalstory)<\/span>\n<\/code><\/pre>\n<p>\u8fd0\u884c\u540e AI \u5199\u7684\u6545\u4e8b\u5982\u4e0b\uff1a\u53ef\u80fd\u5df2\u7ecf\u6ce8\u610f\u5230\u8fd9\u4e2a\u6545\u4e8b\u8981\u957f\u5f97\u591a\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5c06\u5176\u5206\u6210\u51e0\u4e2a\u6bb5\u843d\uff0c\u5e76\u4e14\u53ea\u91c7\u7528\u7b2c\u4e00\u6bb5\uff1a\u5bf9\u4e8e\u4e00\u4e2a\u5c0f\u6545\u4e8b\u6765\u8bf4\u5df2\u7ecf\u8db3\u591f\u4e86\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Once upon <span class=\"hljs-selector-tag\">a<\/span> <span class=\"hljs-selector-tag\">time<\/span>, there was <span class=\"hljs-selector-tag\">a<\/span> boy named Jack who loved <span class=\"hljs-selector-tag\">to<\/span> read. He would spend hours buried in <span class=\"hljs-selector-tag\">a<\/span> pile of books, lost in the worlds that only books could create.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">One day, Jack was sitting on <span class=\"hljs-attribute\">top<\/span> of the pile, lost in <span class=\"hljs-selector-tag\">a<\/span> book about dragons and knights. Suddenly, he felt <span class=\"hljs-selector-tag\">a<\/span> tug on his book. He looked up <span class=\"hljs-selector-tag\">to<\/span> see <span class=\"hljs-selector-tag\">a<\/span> small creature trying <span class=\"hljs-selector-tag\">to<\/span> get his attention.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">\"What are you doing?\" Jack asked.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">The creature looked up at him with big, round eyes. \"<span class=\"hljs-selector-tag\">I<\/span>'m trying <span class=\"hljs-selector-tag\">to<\/span> get your attention,\" it said. \"<span class=\"hljs-selector-tag\">I<\/span>'m <span class=\"hljs-selector-tag\">a<\/span> bookworm too. We're both in here, aren't we?\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">Jack smiled. \"<span class=\"hljs-selector-tag\">I<\/span> suppose we are,\" he said. \"What are you reading?\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">The creature looked down at the book in its hand. \"This one,\" it said. \"It's about <span class=\"hljs-selector-tag\">a<\/span> brave knight who saves <span class=\"hljs-selector-tag\">a<\/span> princess <span class=\"hljs-selector-tag\">from<\/span> <span class=\"hljs-selector-tag\">a<\/span> dragon.\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">Jack nodded. \"<span class=\"hljs-selector-tag\">I<\/span>'ve been reading <span class=\"hljs-selector-tag\">a<\/span> lot of those lately,\" he said.<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-4\">\u7b2c\u4e94\u6b65\uff1a\u521b\u5efa\u4ece\u6545\u4e8b\u751f\u6210\u97f3\u9891\u7684\u51fd\u6570<\/h3>\n<p>\u73b0\u5728\u6709\u4e86\u6587\u672c\u6545\u4e8b\uff0c\u63a5\u4e0b\u6765\u5c06\u4f7f\u7528\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\u6765\u4e3a\u751f\u6210\u97f3\u9891\u3002\u5728 Hugging Face Model \u90e8\u5206\uff0c\u5411\u4e0b\u6eda\u52a8\u5de6\u4fa7\u9762\u677f\u9009\u62e9 <code>text-to-speech<\/code> \u9009\u9879\u8fc7\u6ee4\u97f3\u9891\u4efb\u52a1\u3002<\/p>\n<p>\u53ef\u4ee5\u5c1d\u8bd5\u4efb\u4f55\u4e00\u79cd\u6d41\u884c\u7684\u58f0\u97f3\uff1a\u9009\u62e9 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fespnet%2Fkan-bayashi_ljspeech_vits\" target=\"_blank\" title=\"https:\/\/huggingface.co\/espnet\/kan-bayashi_ljspeech_vits\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">espnet\/kan-bayashi_ljspeech_vits<\/a> \u3002<\/p>\n<p>\u4f7f\u7528 <code>requests<\/code> \u65b9\u6cd5\u521b\u5efa\u4e00\u4e2a\u7528\u4e8e\u6587\u672c\u8f6c\u8bed\u97f3\u751f\u6210\u7684\u51fd\u6570\uff1a\u5c06\u5728 Header \u4e2d\u5305\u542b\u4e00\u4e2a\u5e26\u6709 hfApiToken \u7684 <code>f<\/code> \u5b57\u7b26\u4e32\uff08\u5982\u679c\u4e0d\u5305\u542b\uff0cAPI \u8bf7\u6c42\u5c06\u88ab\u62d2\u7edd\uff09\u3002<\/p>\n<h3 data-id=\"heading-5\">\u7b2c\u516d\u6b65\uff1a\u4f7f\u7528 Streamlit \u96c6\u6210\u6240\u6709\u529f\u80fd<\/h3>\n<p>\u53ef\u4ee5\u5728 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FQuintionTang%2FAI-Story\" target=\"_blank\" title=\"https:\/\/github.com\/QuintionTang\/AI-Story\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">GitHub \u5b58\u50a8\u5e93<\/a>\u4e2d\u627e\u5230\u6240\u6709\u56fe\u50cf\u548c\u97f3\u9891\u6587\u4ef6\u4ee5\u53ca\u6700\u7ec8\u4ee3\u7801\u3002<\/p>\n<p>Streamlit \u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u6570\u636e Web \u5e94\u7528\u7a0b\u5e8f\u7684\u5e93\uff0c\u65e0\u9700\u4e86\u89e3\u4efb\u4f55\u524d\u7aef\u6280\u672f\uff08\u4f8b\u5982 HTML \u548c CSS\uff09\u3002\u5982\u679c\u60f3\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u67e5\u770b\u6b64\u5904<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fstreamlit.io%2F\" target=\"_blank\" title=\"https:\/\/streamlit.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u66f4\u591a\u6587\u6863<\/a>\u3002<\/p>\n<p>\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6 <code>main.py<\/code> \uff0c\u5b8c\u6574\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># \u4f7f\u7528 Streamlit \u8fdb\u884c HuggingFace \u63a8\u7406\u7684 Python \u5e94\u7528\u7a0b\u5e8f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-comment\"># AI \u63a8\u7406\u5e93<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">from huggingface_hub import InferenceClient<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">from langchain import HuggingFaceHub<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">import requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\"># \u5185\u90e8\u4f7f\u7528<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">import os<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">import datetime<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">import uuid<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><span class=\"hljs-comment\"># STREAMLIT<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">import streamlit as st<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><span class=\"hljs-comment\"># \u914d\u7f6e\u6587\u4ef6<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">from config import (HUGGING_FACE_API_TOKEN)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\"><span class=\"hljs-attr\">hfApiToken<\/span> = HUGGING_FACE_API_TOKEN<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\"><span class=\"hljs-comment\"># \u53ea\u6709HuggingFace Hub \u63a8\u7406<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\"><span class=\"hljs-attr\">model_TextGeneration<\/span>=<span class=\"hljs-string\">\"togethercomputer\/RedPajama-INCITE-Chat-3B-v1\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\"><span class=\"hljs-attr\">model_Image2Text<\/span> = <span class=\"hljs-string\">\"Salesforce\/blip-image-captioning-base\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\"><span class=\"hljs-attr\">model_Text2Speech<\/span>=<span class=\"hljs-string\">\"espnet\/kan-bayashi_ljspeech_vits\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">def imageToText(url):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">    from huggingface_hub import InferenceClient<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">    <span class=\"hljs-attr\">client<\/span> = InferenceClient(token=hfApiToken)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">    <span class=\"hljs-attr\">model_Image2Text<\/span> = <span class=\"hljs-string\">\"Salesforce\/blip-image-captioning-base\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">    <span class=\"hljs-attr\">text<\/span> = client.image_to_text(url,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">                                <span class=\"hljs-attr\">model<\/span>=model_Image2Text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">    print(text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">    return text<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">def  text2speech(text):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"33\">  import requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"34\">  <span class=\"hljs-attr\">API_URL<\/span> = <span class=\"hljs-string\">\"https:\/\/api-inference.huggingface.co\/models\/espnet\/kan-bayashi_ljspeech_vits\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"35\">  <span class=\"hljs-attr\">headers<\/span> = {<span class=\"hljs-string\">\"Authorization\"<\/span>: f<span class=\"hljs-string\">\"Bearer {hfApiToken}\"<\/span>}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"36\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"37\">  <span class=\"hljs-attr\">payloads<\/span> = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"38\">      \"inputs\" : \"\".join(text.split('nn'))<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"39\">  }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"40\">  <span class=\"hljs-attr\">response<\/span> = requests.post(API_URL, headers=headers, json=payloads)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"41\">  with open('audiostory.flac', 'wb') as file:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"42\">    file.write(response.content)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"43\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"44\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"45\"><span class=\"hljs-comment\"># Langchain \u5230 Hugging Face \u7684\u63a8\u7406<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"46\">def LC_TextGeneration(model, basetext):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"47\">    from langchain import PromptTemplate, LLMChain<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"48\">    os.environ<span class=\"hljs-section\">[\"HUGGINGFACEHUB_API_TOKEN\"]<\/span> = hfApiToken<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"49\">    <span class=\"hljs-attr\">llm<\/span> = HuggingFaceHub(repo_id=model , model_kwargs={<span class=\"hljs-string\">\"temperature\"<\/span>:<span class=\"hljs-number\">0.45<\/span>,<span class=\"hljs-string\">\"min_length\"<\/span>:<span class=\"hljs-number\">30<\/span>, <span class=\"hljs-string\">\"max_length\"<\/span>:<span class=\"hljs-number\">250<\/span>})<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"50\">    print(f\"Running repo: {model}\")    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"51\">    print(\"Preparing template\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"52\">    <span class=\"hljs-attr\">template<\/span> = <span class=\"hljs-string\">\"\"\"&lt;human&gt;: write a very short story about {basetext}.<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"53\">    The story must be a one paragraph.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"54\">    &lt;bot&gt;: \"\"\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"55\">    <span class=\"hljs-attr\">prompt<\/span> = PromptTemplate(template=template, input_variables=[<span class=\"hljs-string\">\"basetext\"<\/span>])<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"56\">    <span class=\"hljs-attr\">llm_chain<\/span> = LLMChain(prompt=prompt, llm=llm)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"57\">    <span class=\"hljs-attr\">start<\/span> = datetime.datetime.now()  <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"58\">    print(\"Running chain...\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"59\">    <span class=\"hljs-attr\">story<\/span> = llm_chain.run(basetext)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"60\">    <span class=\"hljs-attr\">stop<\/span> = datetime.datetime.now() <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"61\">    <span class=\"hljs-attr\">elapsed<\/span> = stop - start<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"62\">    print(f\"Executed in {elapsed}\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"63\">    print(story)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"64\">    return story<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"65\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"66\">def generate_uuid():<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"67\">    return uuid.uuid4().hex<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"68\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"69\">def main():<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"70\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"71\">  st.set_page_config(<span class=\"hljs-attr\">page_title<\/span>=<span class=\"hljs-string\">\"Your Photo Story Creatror App\"<\/span>, page_icon=<span class=\"hljs-string\">'\ud83d\udcf1'<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"72\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"73\">  st.header(\"Turn your Photos into Amazing Audio Stories\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"74\">  st.image('.\/assets\/banner.png', <span class=\"hljs-attr\">use_column_width<\/span>=<span class=\"hljs-literal\">True<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"75\">  st.markdown(\"1. Select a photo from your pcn 2. AI detect the photo descriptionn3. AI write a story about the photon4. AI generate an audio file of the story\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"76\">  <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"77\">  <span class=\"hljs-attr\">image_file<\/span> = st.file_uploader(<span class=\"hljs-string\">\"Choose an image...\"<\/span>, type=[<span class=\"hljs-string\">'png'<\/span>, <span class=\"hljs-string\">'jpg'<\/span>] )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"78\">  if image_file is not None:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"79\">    print(image_file)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"80\">    <span class=\"hljs-attr\">bytes_data<\/span> = image_file.getvalue()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"81\">    <span class=\"hljs-attr\">save_name<\/span> = generate_uuid()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"82\">    <span class=\"hljs-attr\">upload_path<\/span> = f<span class=\"hljs-string\">\".\/upload\/{save_name}.jpg\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"83\">    with open(upload_path, \"wb\") as file:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"84\">      file.write(bytes_data)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"85\">    st.image(image_file, <span class=\"hljs-attr\">caption<\/span>=<span class=\"hljs-string\">\"Uploaded Image...\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"86\">             <span class=\"hljs-attr\">use_column_width<\/span>=<span class=\"hljs-literal\">True<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"87\">    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"88\">    st.warning(\"Generating Photo description\",  <span class=\"hljs-attr\">icon<\/span>=<span class=\"hljs-string\">\"\ud83e\udd16\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"89\">    <span class=\"hljs-attr\">basetext<\/span> = imageToText(upload_path)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"90\">    with st.expander(\"Photo Description\"):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"91\">      st.write(basetext)    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"92\">    st.warning(\"Generating Photo Story\",  <span class=\"hljs-attr\">icon<\/span>=<span class=\"hljs-string\">\"\ud83e\udd16\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"93\">    <span class=\"hljs-attr\">mystory<\/span> = LC_TextGeneration(model_TextGeneration, basetext)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"94\">    <span class=\"hljs-attr\">finalstory<\/span> = mystory<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"95\">    print(\"=\"*50)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"96\">    with st.expander(\"Photo Story\"):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"97\">      st.write(finalstory)    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"98\">    st.warning(\"Generating Audio Story\",  <span class=\"hljs-attr\">icon<\/span>=<span class=\"hljs-string\">\"\ud83e\udd16\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"99\">    text2speech(finalstory)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"100\">    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"101\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"102\">    st.audio('audiostory.flac')<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"103\">    st.success(\"Audio Story completed!\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"104\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"105\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"106\">if <span class=\"hljs-attr\">__name__<\/span> == <span class=\"hljs-string\">'__main__'<\/span>:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"107\">   main()<\/span>\n<\/code><\/pre>\n<p>\u4fdd\u5b58 python \u6587\u4ef6\u5e76\u6fc0\u6d3b venv\uff0c\u8fd0\u884c<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">streamlit run main.py<\/span>\n<\/code><\/pre>\n<p>\u5e94\u8be5\u770b\u5230\u5982\u4e0b\u6548\u679c\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/198d46a2f851242fa3ca4db47ce2ac33.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5b8c\u6574\u4ee3\u7801\u5728GitHub\u4ed3\u5e93\uff1a<\/p>\n<ul>\n<li>GitHub\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FQuintionTang%2FAI-Story\" target=\"_blank\" title=\"https:\/\/github.com\/QuintionTang\/AI-Story\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/QuintionTan\u2026<\/a><\/li>\n<\/ul>\n<h3 data-id=\"heading-6\">\u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u6587\u7ae0\u7684\u5e94\u7528\uff0c\u53d1\u73b0\u5f00\u6e90\u8bed\u8a00\u6a21\u578b\u7684\u529b\u91cf\u662f\u5f3a\u5927\u7684\uff0c\u5e86\u5e78\u751f\u6d3b\u5728\u8fd9\u4e2a\u5e74\u4ee3\uff0c\u65f6\u4ee3\u4e0d\u8f9c\u8d1f\u3002\u8fd9\u53ea\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5e94\u7528\uff0c\u5176\u5b9e\u53ef\u4ee5\u5bf9\u5176\u8fdb\u884c\u6269\u5c55\uff0c\u4f7f\u5176\u6210\u4e3a\u5b66\u4e60\u82f1\u8bed\u7684AI\u52a9\u7406\uff0c\u966a\u7ec3\u53e3\u8bed\u3001\u770b\u56fe\u5199\u8bdd\u3001\u5199\u4f5c\u6587\u7b49\u7b49\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5229\u7528Streamlit \u548c Hugging Face \u521b\u5efa\u514d\u8d39AI\u6545\u4e8b\u673a \u5f53\u4e0b\u751f\u6d3b\u4e2d\u88ab\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u548c\u5de5\u5177\u6240\u5305\u56f4\uff0c\u5bf9\u4e8e\u8ddf\u968f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u4eba\u6765\u8bf4\uff0c\u5df2\u7ecf\u8d85\u8d1f\u8377\u4e86\uff0c\u51e0\u4e4e\u6bcf\u5929\u90fd\u6709\u5404\u79cd\u65b0\u9c9c\u7684AI\u5e94\u7528\u6216\u8005\u6280\u672f\u7684\u51fa\u73b0<\/p>\n","protected":false},"author":1,"featured_media":2988,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"AI\u770b\u56fe\u8bf4\u8bdd\uff1a\u6784\u5efa\u514d\u8d39\u5f00\u6e90\u7684AI\u6545\u4e8b\u673a\u5e94\u7528 - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"\u8fd9\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528Python\u3001Streamlit\u548cHugging Face\u6a21\u578b\u6784\u5efa\u4e00\u4e2aAI\u6545\u4e8b\u673a\u5e94\u7528\uff0c\u5c06\u56fe\u7247\u8f6c\u6362\u4e3a\u6587\u5b57\u63cf\u8ff0\u5e76\u751f\u6210\u97f3\u9891\u6545\u4e8b\uff0c\u65e0\u9700API\u4ee4\u724c\uff0c\u5f00\u6e90\u514d\u8d39\u4e14\u6613\u4e8e\u5b66\u4e60\u3002","rank_math_focus_keyword":"AI\u6545\u4e8b\u673a, Hugging Face, Streamlit, \u56fe\u50cf\u63cf\u8ff0, \u6587\u672c\u751f\u6210","views":"36","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1260","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1260","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1260"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1260\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/2988"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1260"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1260"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1260"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1260"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}