{"id":32939,"date":"2025-07-21T06:34:11","date_gmt":"2025-07-20T22:34:11","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=32939"},"modified":"2025-07-21T06:34:11","modified_gmt":"2025-07-20T22:34:11","slug":"jan-nanoqinglianggao","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/jan-nanoqinglianggao\/","title":{"rendered":"Jan-nano\uff1a\u8f7b\u91cf\u9ad8\u6548\u7684\u6587\u672c\u751f\u6210\u6a21\u578b"},"content":{"rendered":"<p>Jan-nano \u662f\u4e00\u4e2a\u57fa\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/qwen3-fabushenba\/\">Qwen3<\/a> \u67b6\u6784\u4f18\u5316\u7684 40 \u4ebf\u53c2\u6570\u8bed\u8a00\u6a21\u578b\uff0c\u7531 Menlo Research \u5f00\u53d1\uff0c\u6258\u7ba1\u5728 Hugging Face \u5e73\u53f0\u3002\u5b83\u4e13\u4e3a\u9ad8\u6548\u6587\u672c\u751f\u6210\u8bbe\u8ba1\uff0c\u517c\u987e\u5c0f\u4f53\u79ef\u548c\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\uff0c\u9002\u5408\u672c\u5730\u6216\u5d4c\u5165\u5f0f\u73af\u5883\u3002\u6a21\u578b\u652f\u6301\u5de5\u5177\u8c03\u7528\u548c\u7814\u7a76\u4efb\u52a1\uff0c\u6027\u80fd\u5728 SimpleQA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u9002\u5408\u9700\u8981\u8f7b\u91cf\u7ea7 AI \u89e3\u51b3\u65b9\u6848\u7684\u7528\u6237\u3002Jan-nano \u901a\u8fc7\u5f00\u6e90\u65b9\u5f0f\u53d1\u5e03\uff0c\u5b89\u88c5\u7b80\u5355\uff0c\u793e\u533a\u652f\u6301\u4e30\u5bcc\uff0c\u9002\u5408\u5f00\u53d1\u8005\u3001\u7814\u7a76\u4eba\u5458\u548c\u4f01\u4e1a\u7528\u6237\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u9ad8\u6548\u6587\u672c\u751f\u6210\uff0c\u751f\u6210\u6d41\u7545\u4e14\u51c6\u786e\u7684\u6587\u672c\u5185\u5bb9\u3002<\/li>\n<li>\u63d0\u4f9b\u5f3a\u5927\u7684\u5de5\u5177\u8c03\u7528\u529f\u80fd\uff0c\u53ef\u65e0\u7f1d\u96c6\u6210\u5916\u90e8\u5de5\u5177\u548c API\u3002<\/li>\n<li>\u4f18\u5316\u957f\u4e0a\u4e0b\u6587\u5904\u7406\uff0cJan-nano-128k \u7248\u672c\u652f\u6301 128k \u4ee4\u724c\u7684\u539f\u751f\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/li>\n<li>\u9002\u914d\u672c\u5730\u90e8\u7f72\uff0cVRAM \u5360\u7528\u4f4e\uff0c\u9002\u5408\u4f4e\u8d44\u6e90\u8bbe\u5907\u3002<\/li>\n<li>\u517c\u5bb9 <a href=\"https:\/\/www.kdjingpai.com\/model-context-protocol\/\">Model Context Protocol<\/a> (<a href=\"https:\/\/www.kdjingpai.com\/model-context-protocol\/\">MCP<\/a>) \u670d\u52a1\u5668\uff0c\u63d0\u5347\u7814\u7a76\u4efb\u52a1\u6548\u7387\u3002<\/li>\n<li>\u652f\u6301\u591a\u79cd\u91cf\u5316\u683c\u5f0f\uff08\u5982 GGUF\uff09\uff0c\u4fbf\u4e8e\u4e0d\u540c\u786c\u4ef6\u73af\u5883\u90e8\u7f72\u3002<\/li>\n<li>\u63d0\u4f9b\u975e\u601d\u8003\u804a\u5929\u6a21\u677f\uff0c\u4f18\u5316\u5bf9\u8bdd\u751f\u6210\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>Jan-nano \u6a21\u578b\u53ef\u4ee5\u901a\u8fc7 Hugging Face \u5e73\u53f0\u4e0b\u8f7d\u5e76\u5728\u672c\u5730\u90e8\u7f72\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6b65\u9aa4\uff0c\u9002\u5408\u521d\u5b66\u8005\u548c\u5f00\u53d1\u8005\uff1a<\/p>\n<ol>\n<li><strong>\u73af\u5883\u51c6\u5907<\/strong><br \/>\n\u786e\u4fdd\u7cfb\u7edf\u5df2\u5b89\u88c5 Python 3.8+ \u548c Git\u3002\u63a8\u8350\u4f7f\u7528\u865a\u62df\u73af\u5883\u4ee5\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff1a<\/p>\n<pre><code>python -m venv jan_env\r\nsource jan_env\/bin\/activate  # Linux\/Mac\r\njan_env\\Scripts\\activate  # Windows\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u5fc5\u8981\u5de5\u5177<\/strong><br \/>\n\u5b89\u88c5 Hugging Face \u7684\u00a0<code>transformers<\/code>\u00a0\u5e93\u548c\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/vllm\/\">vllm<\/a><\/code>\uff08\u7528\u4e8e\u9ad8\u6548\u63a8\u7406\uff09\uff1a<\/p>\n<pre><code>pip install transformers vllm\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong><br \/>\n\u4f7f\u7528\u00a0<code>huggingface-cli<\/code>\u00a0\u4e0b\u8f7d Jan-nano \u6a21\u578b\uff1a<\/p>\n<pre><code>huggingface-cli download Menlo\/Jan-nano --local-dir .\/jan-nano\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9700\u8981 GGUF \u91cf\u5316\u7248\u672c\uff0c\u53ef\u4e0b\u8f7d bartowski \u7684\u91cf\u5316\u6a21\u578b\uff1a<\/p>\n<pre><code>huggingface-cli download bartowski\/Menlo_Jan-nano-GGUF --include \"Menlo_Jan-nano-Q4_K_M.gguf\" --local-dir .\/jan-nano-gguf\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u6a21\u578b<\/strong><br \/>\n\u4f7f\u7528\u00a0<code>vllm<\/code>\u00a0\u542f\u52a8\u6a21\u578b\u670d\u52a1\uff0c\u63a8\u8350\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>vllm serve Menlo\/Jan-nano --host 0.0.0.0 --port 1234 --enable-auto-tool-choice --tool-call-parser hermes\r\n<\/code><\/pre>\n<p>\u5bf9\u4e8e Jan-nano-128k \u7248\u672c\uff0c\u9700\u989d\u5916\u8bbe\u7f6e\u4e0a\u4e0b\u6587\u53c2\u6570\uff1a<\/p>\n<pre><code>vllm serve Menlo\/Jan-nano-128k --host 0.0.0.0 --port 1234 --enable-auto-tool-choice --tool-call-parser hermes --rope-scaling '{\"rope_type\":\"yarn\",\"factor\":3.2,\"original_max_position_embeddings\":40960}' --max-model-len 131072\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9047\u5230\u804a\u5929\u6a21\u677f\u95ee\u9898\uff0c\u53ef\u624b\u52a8\u4e0b\u8f7d\u975e\u601d\u8003\u6a21\u677f\uff1a<\/p>\n<pre><code>wget https:\/\/huggingface.co\/Menlo\/Jan-nano\/raw\/main\/qwen3_nonthinking.jinja\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u542f\u52a8\u670d\u52a1\u540e\uff0c\u901a\u8fc7 cURL \u6216 Python \u811a\u672c\u6d4b\u8bd5\u6a21\u578b\uff1a<\/p>\n<pre><code>import requests\r\nresponse = requests.post(\"http:\/\/localhost:1234\/v1\/completions\", json={\r\n\"model\": \"Menlo\/Jan-nano\",\r\n\"prompt\": \"\u4f60\u597d\uff0c\u4ecb\u7ecd\u4e00\u4e0b Jan-nano\u3002\",\r\n\"max_tokens\": 100\r\n})\r\nprint(response.json()[\"choices\"][0][\"text\"])\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u6587\u672c\u751f\u6210<\/strong><br \/>\nJan-nano \u64c5\u957f\u751f\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 API \u6216\u547d\u4ee4\u884c\u8f93\u5165\u63d0\u793a\u8bcd\uff08prompt\uff09\uff0c\u6a21\u578b\u4f1a\u8fd4\u56de\u6d41\u7545\u7684\u6587\u672c\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u201c\u64b0\u5199\u4e00\u7bc7\u5173\u4e8e AI \u7684\u6587\u7ae0\u201d\uff0c\u6a21\u578b\u5c06\u751f\u6210\u7ed3\u6784\u6e05\u6670\u7684\u6587\u7ae0\u5185\u5bb9\u3002\u63a8\u8350\u53c2\u6570\uff1a<code>temperature=0.7<\/code>,\u00a0<code>top-p=0.8<\/code>,\u00a0<code>top-k=20<\/code>\u3002<\/li>\n<li><strong>\u5de5\u5177\u8c03\u7528<\/strong><br \/>\nJan-nano \u652f\u6301\u81ea\u52a8\u5de5\u5177\u8c03\u7528\uff0c\u9002\u5408\u4e0e\u5916\u90e8 API \u6216\u6570\u636e\u5e93\u4ea4\u4e92\u3002\u7528\u6237\u9700\u5728\u63d0\u793a\u8bcd\u4e2d\u6307\u5b9a\u5de5\u5177\u683c\u5f0f\uff0c\u6a21\u578b\u4f1a\u89e3\u6790\u5e76\u8c03\u7528\u3002\u4f8b\u5982\uff0c\u67e5\u8be2\u5929\u6c14\u7684\u63d0\u793a\u8bcd\uff1a<\/p>\n<pre><code>{\r\n\"prompt\": \"\u67e5\u8be2\u5317\u4eac\u4eca\u65e5\u5929\u6c14\",\r\n\"tools\": [{\"type\": \"weather_api\", \"endpoint\": \"https:\/\/api.weather.com\"}]\r\n}\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u4f1a\u8fd4\u56de\u7ed3\u6784\u5316\u54cd\u5e94\uff0c\u5305\u542b\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u3002<\/li>\n<li><strong>\u957f\u4e0a\u4e0b\u6587\u5904\u7406\uff08Jan-nano-128k\uff09<\/strong><br \/>\nJan-nano-128k \u652f\u6301\u5904\u7406\u957f\u8fbe 128k \u4ee4\u724c\u7684\u4e0a\u4e0b\u6587\uff0c\u9002\u5408\u5206\u6790\u957f\u6587\u6863\u6216\u591a\u8f6e\u5bf9\u8bdd\u3002\u7528\u6237\u53ef\u8f93\u5165\u6574\u7bc7\u8bba\u6587\u6216\u957f\u5bf9\u8bdd\uff0c\u6a21\u578b\u80fd\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u3002\u4f8b\u5982\uff0c\u5206\u6790\u4e00\u7bc7 50 \u9875\u7684\u5b66\u672f\u8bba\u6587\uff1a<\/p>\n<pre><code>curl -X POST http:\/\/localhost:1234\/v1\/completions -d '{\"model\": \"Menlo\/Jan-nano-128k\", \"prompt\": \"&lt;\u8bba\u6587\u5168\u6587&gt;\", \"max_tokens\": 500}'\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u672c\u5730\u90e8\u7f72\u4f18\u5316<\/strong><br \/>\n\u6a21\u578b\u5360\u7528 VRAM \u8f83\u4f4e\uff0cQ4_K_M \u91cf\u5316\u7248\u672c\u9002\u5408 8GB \u663e\u5b58\u8bbe\u5907\u3002\u7528\u6237\u53ef\u901a\u8fc7\u8c03\u6574\u91cf\u5316\u7ea7\u522b\uff08\u5982 Q3_K_XL\u3001Q4_K_L\uff09\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u3002<\/li>\n<\/ul>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>MCP \u670d\u52a1\u5668\u96c6\u6210<\/strong><br \/>\nJan-nano \u4e0e Model Context Protocol (MCP) \u670d\u52a1\u5668\u517c\u5bb9\uff0c\u9002\u5408\u7814\u7a76\u573a\u666f\u3002\u7528\u6237\u9700\u542f\u52a8 MCP \u670d\u52a1\u5668\u5e76\u914d\u7f6e\u6a21\u578b\uff1a<\/p>\n<pre><code>mcp_server --model Menlo\/Jan-nano --port 5678\r\n<\/code><\/pre>\n<p>\u7136\u540e\u901a\u8fc7 MCP \u5ba2\u6237\u7aef\u53d1\u9001\u7814\u7a76\u4efb\u52a1\u8bf7\u6c42\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u8c03\u7528\u76f8\u5173\u5de5\u5177\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n<li><strong>SimpleQA \u57fa\u51c6\u6d4b\u8bd5<\/strong><br \/>\nJan-nano \u5728 SimpleQA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u9002\u5408\u95ee\u7b54\u4efb\u52a1\u3002\u7528\u6237\u53ef\u8f93\u5165\u95ee\u9898\uff0c\u6a21\u578b\u8fd4\u56de\u51c6\u786e\u7b54\u6848\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>curl -X POST http:\/\/localhost:1234\/v1\/completions -d '{\"prompt\": \"Python \u4e2d\u7684 lambda \u51fd\u6570\u662f\u4ec0\u4e48\uff1f\", \"max_tokens\": 200}'\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u786c\u4ef6\u6ee1\u8db3\u6700\u4f4e\u8981\u6c42\uff08\u5efa\u8bae 8GB \u663e\u5b58\uff09\u3002<\/li>\n<li>\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u9700\u4f7f\u7528 Jan-nano-128k \u7248\u672c\u3002<\/li>\n<li>\u5b9a\u671f\u68c0\u67e5 Hugging Face \u793e\u533a\u8ba8\u8bba\uff0c\u83b7\u53d6\u6700\u65b0\u4f18\u5316\u5efa\u8bae\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\nJan-nano-128k \u53ef\u5904\u7406\u957f\u7bc7\u8bba\u6587\u6216\u4e66\u7c4d\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u6216\u751f\u6210\u603b\u7ed3\u3002\u7814\u7a76\u4eba\u5458\u53ef\u8f93\u5165\u6574\u7bc7\u6587\u6863\uff0c\u6a21\u578b\u80fd\u5206\u6790\u4e0a\u4e0b\u6587\u5e76\u56de\u7b54\u590d\u6742\u95ee\u9898\uff0c\u9002\u5408\u6587\u732e\u7efc\u8ff0\u6216\u6570\u636e\u5206\u6790\u3002<\/li>\n<li><strong>\u672c\u5730 AI \u52a9\u624b<\/strong><br \/>\n\u5728\u65e0\u4e92\u8054\u7f51\u73af\u5883\u4e0b\uff0cJan-nano \u53ef\u4f5c\u4e3a\u672c\u5730\u5316 AI \u52a9\u624b\uff0c\u56de\u7b54\u95ee\u9898\u6216\u751f\u6210\u6587\u672c\u3002\u5f00\u53d1\u8005\u53ef\u5c06\u5176\u96c6\u6210\u5230\u79bb\u7ebf\u5e94\u7528\u4e2d\uff0c\u63d0\u4f9b\u667a\u80fd\u5ba2\u670d\u6216\u5199\u4f5c\u8f85\u52a9\u3002<\/li>\n<li><strong>\u5de5\u5177\u81ea\u52a8\u5316<\/strong><br \/>\n\u501f\u52a9\u5de5\u5177\u8c03\u7528\u529f\u80fd\uff0cJan-nano \u53ef\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u5982\u67e5\u8be2\u6570\u636e\u5e93\u3001\u8c03\u7528 API \u6216\u751f\u6210\u62a5\u544a\u3002\u4f01\u4e1a\u53ef\u7528\u4e8e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<li><strong>\u5d4c\u5165\u5f0f\u8bbe\u5907\u90e8\u7f72<\/strong><br \/>\n\u7531\u4e8e\u6a21\u578b\u4f53\u79ef\u5c0f\uff0cJan-nano \u9002\u5408\u5d4c\u5165\u5f0f\u8bbe\u5907\uff0c\u5982\u667a\u80fd\u5bb6\u5c45\u6216\u673a\u5668\u4eba\uff0c\u63d0\u4f9b\u5b9e\u65f6\u6587\u672c\u751f\u6210\u548c\u4ea4\u4e92\u529f\u80fd\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Jan-nano \u548c Jan-nano-128k \u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/strong><br \/>\nJan-nano \u662f\u57fa\u7840\u7248\u672c\uff0c\u9002\u5408\u77ed\u4e0a\u4e0b\u6587\u4efb\u52a1\uff1bJan-nano-128k \u652f\u6301 128k 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