{"id":8047,"date":"2024-11-11T07:35:52","date_gmt":"2024-11-10T23:35:52","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=8047"},"modified":"2025-02-17T15:11:59","modified_gmt":"2025-02-17T07:11:59","slug":"litellm","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/litellm\/","title":{"rendered":"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>LiteLLM\u662f\u4e00\u4e2a\u7531BerriAI\u5f00\u53d1\u7684Python SDK\u548c\u4ee3\u7406\u670d\u52a1\u5668\uff0c\u65e8\u5728\u7b80\u5316\u548c\u7edf\u4e00\u5bf9\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09API\u7684\u8c03\u7528\u548c\u7ba1\u7406\u3002\u5b83\u652f\u6301\u8d85\u8fc7100\u79cd\u5927\u6a21\u578bAPI\uff0c\u5305\u62ecOpenAI\u3001HuggingFace\u3001Azure\u7b49\uff0c\u7edf\u4e00\u8f6c\u6362\u6210OpenAI\u683c\u5f0f\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u5728\u4e0d\u540cAI\u670d\u52a1\u4e4b\u95f4\u5207\u6362\u548c\u7ba1\u7406\u3002\u5e76\u63d0\u4f9b\u4e86\u7a33\u5b9a\u7684 Docker \u955c\u50cf\u548c\u8be6\u7ec6\u7684\u8fc1\u79fb\u6307\u5357\u3002LiteLLM \u901a\u8fc7\u4ee3\u7406\u670d\u52a1\u5668\u548c Python SDK\uff0c\u5141\u8bb8\u7528\u6237\u4ee5 OpenAI \u683c\u5f0f\u8c03\u7528\u8d85\u8fc7 100 \u79cd LLM API\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u5f00\u53d1\u6548\u7387\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<dl>\n<dt>\n<p><div style=\"width: 1930px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/8a226784c04314e.png\" alt=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-1\" width=\"1920\" height=\"901\" \/><p class=\"wp-caption-text\">1. \u521b\u5efa\u5bc6\u94a5<\/p><\/div><\/dt>\n<\/dl>\n<p>&nbsp;<\/p>\n<dl>\n<dt>\n<p><div style=\"width: 1930px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/accc251e4bed56e.png\" alt=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-2\" width=\"1920\" height=\"787\" \/><p class=\"wp-caption-text\">2. \u6dfb\u52a0\u6a21\u578b<\/p><\/div><\/dt>\n<\/dl>\n<p>&nbsp;<\/p>\n<dl>\n<dt>\n<p><div style=\"width: 1930px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/c11353b989dbcb8.png\" alt=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-3\" width=\"1920\" height=\"1106\" \/><p class=\"wp-caption-text\">3. \u8ddf\u8e2a\u652f\u51fa<\/p><\/div><\/dt>\n<\/dl>\n<p>&nbsp;<\/p>\n<dl>\n<dt>\n<p><div style=\"width: 1930px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/47afa4af58c1865.png\" alt=\"LiteLLM\uff1a\u7edf\u4e00\u8c03\u7528\u591a\u79cd\u5927\u6a21\u578bAPI\u7684Python SDK\uff0c\u591a\u5e73\u53f0LLM\u8c03\u7528\u4e0e\u7ba1\u7406\u5de5\u5177-4\" width=\"1920\" height=\"760\" \/><p class=\"wp-caption-text\">4. \u914d\u7f6e\u8d1f\u8f7d\u5747\u8861<\/p><\/div><\/dt>\n<\/dl>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u5e73\u53f0\u652f\u6301<\/strong>\uff1a\u652f\u6301 OpenAI\u3001Cohere\u3001Anthropic \u7b49\u591a\u4e2a LLM \u63d0\u4f9b\u5546\u3002\u652f\u6301\u8d85\u8fc7100\u79cd\u5927\u6a21\u578bAPI\u7684\u8c03\u7528\u3002<\/li>\n<li><strong>\u7a33\u5b9a\u7248\u672c<\/strong>\uff1a\u63d0\u4f9b\u7ecf\u8fc7 12 \u5c0f\u65f6\u8d1f\u8f7d\u6d4b\u8bd5\u7684\u7a33\u5b9a Docker \u955c\u50cf\u3002\u652f\u6301\u8bbe\u7f6e\u9884\u7b97\u548c\u8bf7\u6c42\u9891\u7387\u9650\u5236\u3002<\/li>\n<li><strong>\u4ee3\u7406\u670d\u52a1\u5668<\/strong>\uff1a\u901a\u8fc7\u4ee3\u7406\u670d\u52a1\u5668\u7edf\u4e00\u8c03\u7528\u591a\u79cd LLM API\uff0c\u7edf\u4e00\u8f6c\u6362API\u683c\u5f0f\u4e3aOpenAI\u683c\u5f0f\u3002<\/li>\n<li><strong>Python SDK<\/strong>\uff1a\u63d0\u4f9b Python SDK\uff0c\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u6d41\u5f0f\u54cd\u5e94<\/strong>\uff1a\u652f\u6301\u6d41\u5f0f\u8fd4\u56de\u6a21\u578b\u54cd\u5e94\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<li><strong>\u56de\u8c03\u529f\u80fd<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u56de\u8c03\uff0c\u4fbf\u4e8e\u65e5\u5fd7\u8bb0\u5f55\u548c\u76d1\u63a7\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u4e0e\u8bbe\u7f6e<\/h3>\n<ol>\n<li><strong>\u5b89\u88c5 Docker<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u5df2\u5b89\u88c5 Docker\u3002<\/li>\n<li><strong>\u62c9\u53d6\u955c\u50cf<\/strong>\uff1a\u4f7f\u7528 <code>docker pull<\/code> \u547d\u4ee4\u62c9\u53d6 LiteLLM \u7684\u7a33\u5b9a\u955c\u50cf\u3002<\/li>\n<li><strong>\u542f\u52a8\u4ee3\u7406\u670d\u52a1\u5668<\/strong>\uff1a\n<pre><code>cd litellm\r\necho 'LITELLM_MASTER_KEY=\"sk-1234\"' &gt; .env\r\necho 'LITELLM_SALT_KEY=\"sk-1234\"' &gt; .env\r\nsource .env\r\npoetry run pytest .\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e\u5ba2\u6237\u7aef<\/strong>\uff1a\u5728\u4ee3\u7801\u4e2d\u8bbe\u7f6e\u4ee3\u7406\u670d\u52a1\u5668\u5730\u5740\u548c API \u5bc6\u94a5\u3002\n<pre><code>import openai\r\nclient = openai.OpenAI(api_key=\"your_api_key\", base_url=\"http:\/\/0.0.0.0:4000\")\r\nresponse = client.chat.completions.create(model=\"gpt-3.5-turbo\", messages=[{\"role\": \"user\", \"content\": \"Hello, how are you?\"}])\r\nprint(response)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u529f\u80fd<\/h3>\n<ol>\n<li><strong>\u8c03\u7528\u6a21\u578b<\/strong>\uff1a\u901a\u8fc7 <code>model=&lt;provider_name&gt;\/&lt;model_name&gt;<\/code> \u8c03\u7528\u4e0d\u540c\u63d0\u4f9b\u5546\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u6d41\u5f0f\u54cd\u5e94<\/strong>\uff1a\u8bbe\u7f6e <code>stream=True<\/code> \u83b7\u53d6\u6d41\u5f0f\u54cd\u5e94\u3002\n<pre><code>response = await acompletion(model=\"gpt-3.5-turbo\", messages=messages, stream=True)\r\nfor part in response:\r\nprint(part.choices.delta.content or \"\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8bbe\u7f6e\u56de\u8c03<\/strong>\uff1a\u914d\u7f6e\u56de\u8c03\u51fd\u6570\u4ee5\u8bb0\u5f55\u8f93\u5165\u8f93\u51fa\u3002\n<pre><code>litellm.success_callback = [\"lunary\", \"langfuse\", \"athina\", \"helicone\"]<\/code><\/pre>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; LiteLLM\u662f\u4e00\u4e2a\u7531BerriAI\u5f00\u53d1\u7684Python SDK\u548c\u4ee3\u7406\u670d\u52a1\u5668\uff0c\u65e8\u5728\u7b80\u5316\u548c\u7edf\u4e00\u5bf9\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09API\u7684\u8c03\u7528\u548c\u7ba1\u7406\u3002\u5b83\u652f\u6301\u8d85\u8fc7100\u79cd\u5927\u6a21\u578bAPI\uff0c\u5305\u62ecOpenAI\u3001HuggingFace\u3001Azure\u7b49\uff0c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61222,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[232],"class_list":["post-8047","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-bendebushukaiyuanba"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/8047","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=8047"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/8047\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61222"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=8047"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=8047"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=8047"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}