{"id":14966,"date":"2024-12-08T20:53:39","date_gmt":"2024-12-08T12:53:39","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14966"},"modified":"2024-12-08T20:53:39","modified_gmt":"2024-12-08T12:53:39","slug":"observers","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/observers\/","title":{"rendered":"Observers\uff1a\u7528\u4e8eAI\u53ef\u89c2\u6d4b\u6027\u7684\u8f7b\u91cf\u7ea7\u5e93\uff0c\u53ef\u8ffd\u8e2aOpenAI\u517c\u5bb9\u7684API\u8bf7\u6c42\u6570\u636e"},"content":{"rendered":"<p>\u89c2\u5bdf\u8005\uff08Observers\uff09\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python SDK\uff0c\u65e8\u5728\u4e3a\u751f\u6210\u5f0fAI API\u63d0\u4f9b\u5168\u9762\u7684\u53ef\u89c2\u6d4b\u6027\u3002\u8be5\u5e93\u4f7f\u7528\u6237\u80fd\u591f\u8f7b\u677e\u8ddf\u8e2a\u548c\u8bb0\u5f55\u4e0eAI\u6a21\u578b\u7684\u4ea4\u4e92\uff0c\u5e76\u5c06\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u5b58\u50a8\u5728\u591a\u4e2a\u540e\u7aef\u4e2d\u3002\u65e0\u8bba\u662fOpenAI\u8fd8\u662f\u5176\u4ed6\u5b9e\u73b0OpenAI API\u6d88\u606f\u683c\u5f0f\u7684LLM\u63d0\u4f9b\u5546\uff0c\u89c2\u5bdf\u8005\u90fd\u80fd\u6709\u6548\u5730\u8fdb\u884c\u76d1\u63a7\u548c\u8bb0\u5f55\u3002\u901a\u8fc7\u4e0eDuckDB\u3001Hugging Face\u6570\u636e\u96c6\u7b49\u5b58\u50a8\u540e\u7aef\u7684\u96c6\u6210\uff0c\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u67e5\u8be2\u548c\u5206\u6790AI\u4ea4\u4e92\u6570\u636e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-14967\" title=\"Observers\uff1a\u7528\u4e8eAI\u53ef\u89c2\u6d4b\u6027\u7684\u8f7b\u91cf\u7ea7\u5e93\uff0c\u53ef\u8ffd\u8e2aOpenAI\u517c\u5bb9\u7684API\u8bf7\u6c42\u6570\u636e-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418.jpg\" alt=\"Observers\uff1a\u7528\u4e8eAI\u53ef\u89c2\u6d4b\u6027\u7684\u8f7b\u91cf\u7ea7\u5e93\uff0c\u53ef\u8ffd\u8e2aOpenAI\u517c\u5bb9\u7684API\u8bf7\u6c42\u6570\u636e-1\" width=\"646\" height=\"421\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418.jpg 2006w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418-300x195.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418-1024x667.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418-768x500.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418-1536x1000.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/94edc7cc1823418-18x12.jpg 18w\" sizes=\"auto, (max-width: 646px) 100vw, 646px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u751f\u6210\u5f0fAI API\u76d1\u63a7<\/strong>\uff1a\u652f\u6301OpenAI\u53ca\u5176\u4ed6\u5b9e\u73b0OpenAI API\u6d88\u606f\u683c\u5f0f\u7684LLM\u63d0\u4f9b\u5546\u3002<\/li>\n<li><strong>\u591a\u540e\u7aef\u6570\u636e\u5b58\u50a8<\/strong>\uff1a\u652f\u6301DuckDB\u3001Hugging Face\u6570\u636e\u96c6\u7b49\u591a\u79cd\u5b58\u50a8\u540e\u7aef\u3002<\/li>\n<li><strong>\u6587\u6863\u4fe1\u606f\u89c2\u5bdf<\/strong>\uff1a\u901a\u8fc7Docling\u96c6\u6210\uff0c\u652f\u6301PDF\u3001DOCX\u3001PPTX\u3001XLSX\u3001Images\u3001HTML\u3001AsciiDoc\u548cMarkdown\u7b49\u591a\u79cd\u6587\u6863\u683c\u5f0f\u3002<\/li>\n<li><strong>\u5f00\u6e90\u9065\u6d4b\u652f\u6301<\/strong>\uff1a\u901a\u8fc7OpenTelemetry\u96c6\u6210\uff0c\u652f\u6301\u591a\u79cd\u9065\u6d4b\u63d0\u4f9b\u5546\u3002<\/li>\n<li><strong>\u7edf\u4e00\u63a5\u53e3<\/strong>\uff1a\u901a\u8fc7AISuite\u548cLitellm\uff0c\u63d0\u4f9b\u7edf\u4e00\u7684LLM API\u63a5\u53e3\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5<\/h3>\n<p>\u9996\u5148\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pip\u5b89\u88c5\u89c2\u5bdf\u8005SDK\uff1a<\/p>\n<pre><code>pip install observers\r\n<\/code><\/pre>\n<p>\u5982\u679c\u60a8\u5e0c\u671b\u901a\u8fc7AISuite\u6216Litellm\u4f7f\u7528\u5176\u4ed6LLM\u63d0\u4f9b\u5546\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a<\/p>\n<pre><code>pip install observers[aisuite]  # \u6216\u8005 observers[litellm]\r\n<\/code><\/pre>\n<p>\u82e5\u9700\u89c2\u5bdf\u6587\u6863\u4fe1\u606f\uff0c\u53ef\u4ee5\u4f7f\u7528Docling\u96c6\u6210\uff1a<\/p>\n<pre><code>pip install observers[docling]\r\n<\/code><\/pre>\n<p>\u5bf9\u4e8e\u5f00\u6e90\u9065\u6d4b\u652f\u6301\uff0c\u53ef\u4ee5\u5b89\u88c5\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<pre><code>pip install observers[opentelemetry]\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528<\/h3>\n<p>\u89c2\u5bdf\u8005\u5e93\u533a\u5206\u89c2\u5bdf\u8005\u548c\u5b58\u50a8\u3002\u89c2\u5bdf\u8005\u5305\u88c5\u751f\u6210\u5f0fAI API\uff08\u5982OpenAI\u6216llama-index\uff09\u5e76\u8ddf\u8e2a\u5176\u4ea4\u4e92\u3002\u5b58\u50a8\u7c7b\u5219\u5c06\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u540c\u6b65\u5230\u4e0d\u540c\u7684\u5b58\u50a8\u540e\u7aef\uff08\u5982DuckDB\u6216Hugging Face\u6570\u636e\u96c6\uff09\u3002<\/p>\n<h4>\u793a\u4f8b\u4ee3\u7801<\/h4>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528\u89c2\u5bdf\u8005\u5e93\u53d1\u9001\u8bf7\u6c42\u5e76\u8bb0\u5f55\u4ea4\u4e92\uff1a<\/p>\n<pre><code>from observers.observers import wrap_openai\r\nfrom observers.stores import DuckDBStore\r\nfrom openai import OpenAI\r\nstore = DuckDBStore()\r\nopenai_client = OpenAI()\r\nclient = wrap_openai(openai_client, store=store)\r\nresponse = client.chat.completions.create(\r\nmodel=\"gpt-4o\",\r\nmessages=[{\"role\": \"user\", \"content\": \"Tell me a joke.\"}],\r\n)\r\n<\/code><\/pre>\n<p>\u8be5\u4ee3\u7801\u5c06\u8bf7\u6c42\u53d1\u9001\u5230\u4e00\u4e2a\u65e0\u670d\u52a1\u5668\u7aef\u70b9\uff0c\u5e76\u4f7f\u7528\u9ed8\u8ba4\u5b58\u50a8DatasetsStore\u5c06\u4ea4\u4e92\u8bb0\u5f55\u5230Hub\u6570\u636e\u96c6\u4e2d\u3002\u6570\u636e\u96c6\u5c06\u88ab\u63a8\u9001\u5230\u60a8\u7684\u4e2a\u4eba\u5de5\u4f5c\u533a\uff08\u5982http:\/\/hf.co\/{your_username}\uff09\u3002<\/p>\n<h3>\u914d\u7f6e\u5b58\u50a8<\/h3>\n<p>\u8981\u914d\u7f6e\u4e0d\u540c\u7684\u5b58\u50a8\u540e\u7aef\uff0c\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u793a\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>DuckDB\u5b58\u50a8<\/strong>\uff1a\u9ed8\u8ba4\u5b58\u50a8\u4e3aDuckDB\uff0c\u53ef\u4ee5\u4f7f\u7528DuckDB CLI\u8fdb\u884c\u67e5\u770b\u548c\u67e5\u8be2\u3002<\/li>\n<li><strong>Hugging Face\u6570\u636e\u96c6\u5b58\u50a8<\/strong>\uff1a\u53ef\u4ee5\u4f7f\u7528Hugging Face Datasets Viewer\u67e5\u770b\u548c\u67e5\u8be2\u6570\u636e\u96c6\u3002<\/li>\n<li><strong>Argilla\u5b58\u50a8<\/strong>\uff1a\u5141\u8bb8\u5c06\u89c2\u5bdf\u7ed3\u679c\u540c\u6b65\u5230Argilla\u3002<\/li>\n<li><strong>OpenTelemetry\u5b58\u50a8<\/strong>\uff1a\u5141\u8bb8\u5c06\u89c2\u5bdf\u7ed3\u679c\u540c\u6b65\u5230\u4efb\u4f55\u652f\u6301OpenTelemetry\u7684\u63d0\u4f9b\u5546\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u89c2\u5bdf\u8005\uff08Observers\uff09\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python SDK\uff0c\u65e8\u5728\u4e3a\u751f\u6210\u5f0fAI API\u63d0\u4f9b\u5168\u9762\u7684\u53ef\u89c2\u6d4b\u6027\u3002\u8be5\u5e93\u4f7f\u7528\u6237\u80fd\u591f\u8f7b\u677e\u8ddf\u8e2a\u548c\u8bb0\u5f55\u4e0eAI\u6a21\u578b\u7684\u4ea4\u4e92\uff0c\u5e76\u5c06\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u5b58\u50a8\u5728\u591a\u4e2a\u540e\u7aef\u4e2d\u3002\u65e0\u8bba\u662fOpenAI\u8fd8\u662f\u5176\u4ed6\u5b9e\u73b0OpenAI API\u6d88\u606f&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61376,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-14966","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14966","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=14966"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14966\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61376"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=14966"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=14966"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=14966"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}