{"id":59259,"date":"2026-01-13T14:40:21","date_gmt":"2026-01-13T06:40:21","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/59259.html"},"modified":"2026-01-13T14:40:21","modified_gmt":"2026-01-13T06:40:21","slug":"%e8%be%b9%e7%bc%98%e4%b8%8e%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%8f%8c%e4%bc%98%e9%80%89%e6%8b%a9%ef%bd%9chy-mt1-5-7b%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%95%9c%e5%83%8f%e9%83%a8%e7%bd%b2%e5%85%a8%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/59259.html","title":{"rendered":"\u8fb9\u7f18\u4e0e\u670d\u52a1\u5668\u53cc\u4f18\u9009\u62e9\uff5cHY-MT1.5-7B\u5927\u6a21\u578b\u955c\u50cf\u90e8\u7f72\u5168\u89e3\u6790"},"content":{"rendered":"<h2>\u8fb9\u7f18\u4e0e\u670d\u52a1\u5668\u53cc\u4f18\u9009\u62e9&#xff5c;HY-MT1.5-7B\u5927\u6a21\u578b\u955c\u50cf\u90e8\u7f72\u5168\u89e3\u6790<\/h2>\n<p>\u5728\u591a\u8bed\u8a00\u4ea4\u6d41\u65e5\u76ca\u9891\u7e41\u7684\u4eca\u5929&#xff0c;\u9ad8\u8d28\u91cf\u3001\u4f4e\u5ef6\u8fdf\u7684\u7ffb\u8bd1\u670d\u52a1\u5df2\u6210\u4e3a\u667a\u80fd\u5e94\u7528\u7684\u6838\u5fc3\u80fd\u529b\u4e4b\u4e00\u3002\u817e\u8baf\u8fd1\u671f\u5f00\u6e90\u7684 HY-MT1.5 \u7cfb\u5217\u7ffb\u8bd1\u6a21\u578b&#xff0c;\u51ed\u501f\u5176\u201c\u5c0f\u6a21\u578b\u5feb\u90e8\u7f72\u3001\u5927\u6a21\u578b\u5f3a\u6027\u80fd\u201d\u7684\u53cc\u8f68\u8bbe\u8ba1&#xff0c;\u5728\u7aef\u4fa7\u5b9e\u65f6\u7ffb\u8bd1\u4e0e\u670d\u52a1\u5668\u590d\u6742\u8bed\u4e49\u7406\u89e3\u4e4b\u95f4\u5b9e\u73b0\u4e86\u7cbe\u51c6\u5e73\u8861\u3002\u672c\u6587\u805a\u7126\u4e8e\u8be5\u7cfb\u5217\u4e2d\u7684\u65d7\u8230\u6a21\u578b\u2014\u2014HY-MT1.5-7B&#xff0c;\u7ed3\u5408\u57fa\u4e8e vLLM \u90e8\u7f72\u7684\u5b98\u65b9\u955c\u50cf&#xff0c;\u6df1\u5165\u89e3\u6790\u5176\u6838\u5fc3\u7279\u6027\u3001\u90e8\u7f72\u6d41\u7a0b\u4e0e\u5b9e\u9645\u8c03\u7528\u65b9\u5f0f&#xff0c;\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u9ad8\u6027\u80fd\u7ffb\u8bd1\u670d\u52a1\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001HY-MT1.5-7B \u6a21\u578b\u67b6\u6784\u4e0e\u6280\u672f\u5b9a\u4f4d<\/h3>\n<h4>1.1 \u53cc\u6a21\u578b\u534f\u540c&#xff1a;\u4ece\u8fb9\u7f18\u5230\u4e91\u7aef\u7684\u5b8c\u6574\u8986\u76d6<\/h4>\n<p>HY-MT1.5 \u7cfb\u5217\u5305\u542b\u4e24\u4e2a\u4e3b\u529b\u6a21\u578b&#xff1a;<\/p>\n<ul>\n<li>HY-MT1.5-1.8B&#xff1a;\u8f7b\u91cf\u7ea7\u6a21\u578b&#xff0c;\u53c2\u6570\u91cf\u4ec5 18 \u4ebf&#xff0c;\u7ecf\u91cf\u5316\u540e\u53ef\u5728\u624b\u673a\u3001\u5d4c\u5165\u5f0f\u8bbe\u5907\u7b49\u8fb9\u7f18\u573a\u666f\u8fd0\u884c&#xff0c;\u652f\u6301 50 \u5b57\u53e5\u5b50\u5e73\u5747\u54cd\u5e94\u65f6\u95f4 0.18 \u79d2&#xff0c;\u6ee1\u8db3\u5b9e\u65f6\u5bf9\u8bdd\u3001\u79bb\u7ebf\u7ffb\u8bd1\u7b49\u9700\u6c42\u3002<\/li>\n<li>HY-MT1.5-7B&#xff1a;\u589e\u5f3a\u7248\u6a21\u578b&#xff0c;\u53c2\u6570\u91cf\u8fbe 70 \u4ebf&#xff0c;\u4e13\u4e3a\u670d\u52a1\u5668\u90e8\u7f72\u4f18\u5316&#xff0c;\u9002\u7528\u4e8e\u957f\u6587\u672c\u3001\u6df7\u5408\u8bed\u8a00\u3001\u4e13\u4e1a\u672f\u8bed\u5bc6\u96c6\u7b49\u590d\u6742\u7ffb\u8bd1\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u6280\u672f\u7c7b\u6bd4&#xff1a;\u53ef\u5c06 1.8B \u89c6\u4e3a\u201c\u968f\u8eab\u7ffb\u8bd1\u5b98\u201d&#xff0c;\u800c 7B \u5219\u662f\u201c\u8d44\u6df1\u8bed\u8a00\u4e13\u5bb6\u201d\u3002\u4e24\u8005\u5171\u4eab\u8bad\u7ec3\u8303\u5f0f\u4e0e\u529f\u80fd\u7279\u6027&#xff0c;\u5f62\u6210\u4ece\u7ec8\u7aef\u5230\u4e2d\u5fc3\u7684\u65e0\u7f1d\u7ffb\u8bd1\u4f53\u9a8c\u95ed\u73af\u3002<\/p>\n<h4>1.2 \u591a\u8bed\u8a00\u652f\u6301\u4e0e\u6c11\u65cf\u8bed\u8a00\u878d\u5408<\/h4>\n<p>\u8be5\u6a21\u578b\u652f\u6301 33 \u79cd\u4e3b\u6d41\u8bed\u8a00\u4e92\u8bd1&#xff0c;\u5e76\u7279\u522b\u878d\u5408\u4e86 5 \u79cd\u6c11\u65cf\u8bed\u8a00\u53ca\u65b9\u8a00\u53d8\u4f53&#xff08;\u5982\u7ca4\u8bed\u3001\u85cf\u8bed\u7b49&#xff09;&#xff0c;\u663e\u8457\u63d0\u5347\u5728\u533a\u57df\u5316\u573a\u666f\u4e0b\u7684\u7ffb\u8bd1\u51c6\u786e\u6027\u3002\u8fd9\u4e00\u8bbe\u8ba1\u4e0d\u4ec5\u589e\u5f3a\u4e86\u6587\u5316\u5305\u5bb9\u6027&#xff0c;\u4e5f\u4e3a\u8de8\u5730\u57df\u4e1a\u52a1\u62d3\u5c55\u63d0\u4f9b\u4e86\u6280\u672f\u4fdd\u969c\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001HY-MT1.5-7B \u6838\u5fc3\u7279\u6027\u6df1\u5ea6\u89e3\u6790<\/h3>\n<h4>2.1 \u57fa\u4e8e WMT25 \u51a0\u519b\u6a21\u578b\u5347\u7ea7<\/h4>\n<p>HY-MT1.5-7B \u662f\u5728 WMT25 \u56fd\u9645\u673a\u5668\u7ffb\u8bd1\u5927\u8d5b\u593a\u51a0\u6a21\u578b\u57fa\u7840\u4e0a\u8fed\u4ee3\u4f18\u5316 \u7684\u6210\u679c\u3002\u76f8\u6bd4\u65e9\u671f\u7248\u672c&#xff0c;\u5b83\u5728\u4ee5\u4e0b\u4e09\u7c7b\u9ad8\u96be\u5ea6\u573a\u666f\u4e2d\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa&#xff1a;<\/p>\n<p>| \u573a\u666f\u7c7b\u578b | \u6280\u672f\u4f18\u5316\u70b9 | |&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;&#8211;| | \u89e3\u91ca\u6027\u7ffb\u8bd1 | \u5f15\u5165\u4e0a\u4e0b\u6587\u611f\u77e5\u673a\u5236&#xff0c;\u81ea\u52a8\u8865\u5168\u7701\u7565\u4fe1\u606f | | \u6df7\u5408\u8bed\u8a00\u6587\u672c | \u652f\u6301\u4e2d\u82f1\u5939\u6742\u3001\u4ee3\u7801\u5d4c\u5165\u7b49\u975e\u89c4\u8303\u8868\u8fbe | | \u6ce8\u91ca\/\u683c\u5f0f\u4fdd\u7559 | \u81ea\u52a8\u8bc6\u522b Markdown\u3001HTML \u7b49\u7ed3\u6784\u5316\u5185\u5bb9 |<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u4f7f\u5176\u5728\u6280\u672f\u6587\u6863\u3001\u793e\u4ea4\u5a92\u4f53\u3001\u5ba2\u670d\u5bf9\u8bdd\u7b49\u771f\u5b9e\u573a\u666f\u4e2d\u5177\u5907\u66f4\u5f3a\u5b9e\u7528\u6027\u3002<\/p>\n<h4>2.2 \u4e09\u5927\u9ad8\u7ea7\u529f\u80fd\u8be6\u89e3<\/h4>\n<h5>\u2705 \u672f\u8bed\u5e72\u9884&#xff08;Terminology Intervention&#xff09;<\/h5>\n<p>\u5141\u8bb8\u7528\u6237\u9884\u8bbe\u5173\u952e\u672f\u8bed\u6620\u5c04\u89c4\u5219&#xff0c;\u786e\u4fdd\u54c1\u724c\u540d\u3001\u4ea7\u54c1\u672f\u8bed\u3001\u884c\u4e1a\u9ed1\u8bdd\u7b49\u7ffb\u8bd1\u4e00\u81f4\u6027\u3002<\/p>\n<p>{<br \/>\n  &#034;input&#034;: &#034;\u8bf7\u4f7f\u7528\u2018\u6df7\u5143\u2019\u800c\u975e\u2018Hunyuan\u2019\u8fdb\u884c\u7ffb\u8bd1&#034;,<br \/>\n  &#034;extra_body&#034;: {<br \/>\n    &#034;glossary&#034;: [[&#034;Hunyuan&#034;, &#034;\u6df7\u5143&#034;]]<br \/>\n  }<br \/>\n}<\/p>\n<h5>\u2705 \u4e0a\u4e0b\u6587\u7ffb\u8bd1&#xff08;Context-Aware Translation&#xff09;<\/h5>\n<p>\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\u6216\u6bb5\u843d\u7ea7\u4e0a\u4e0b\u6587\u8bb0\u5fc6&#xff0c;\u907f\u514d\u5b64\u7acb\u7ffb\u8bd1\u5bfc\u81f4\u8bed\u4e49\u65ad\u88c2\u3002\u4f8b\u5982&#xff1a; &#8211; \u4e0a\u6587&#xff1a;\u201cThe AI model was trained on Chinese data.\u201d &#8211; \u5f53\u524d\u53e5&#xff1a;\u201c\u5b83\u8868\u73b0\u826f\u597d\u3002\u201d \u2192 \u6b63\u786e\u7ffb\u8bd1\u4e3a \u201cIt performs well.\u201d \u800c\u975e\u6a21\u7cca\u7684 \u201cHe performs well.\u201d<\/p>\n<h5>\u2705 \u683c\u5f0f\u5316\u7ffb\u8bd1&#xff08;Formatted Text Preservation&#xff09;<\/h5>\n<p>\u80fd\u8bc6\u522b\u5e76\u4fdd\u7559\u539f\u59cb\u6587\u672c\u4e2d\u7684\u683c\u5f0f\u6807\u8bb0&#xff0c;\u5982\u52a0\u7c97\u3001\u659c\u4f53\u3001\u94fe\u63a5\u3001\u4ee3\u7801\u5757\u7b49&#xff0c;\u9002\u7528\u4e8e\u6587\u6863\u81ea\u52a8\u5316\u5904\u7406\u7cfb\u7edf\u3002<\/p>\n<p>\u539f\u6587&#xff1a;This is **important** and contains &#096;code&#096;.<br \/>\n\u8bd1\u6587&#xff1a;\u8fd9\u662f **\u91cd\u8981\u7684** \u5e76\u5305\u542b &#096;\u4ee3\u7801&#096;\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u6027\u80fd\u8868\u73b0\u5bf9\u6bd4&#xff1a;\u4e3a\u4f55\u9009\u62e9 HY-MT1.5-7B&#xff1f;<\/h3>\n<p>\u5c3d\u7ba1\u53c2\u6570\u89c4\u6a21\u5e76\u975e\u6700\u5927&#xff0c;\u4f46 HY-MT1.5-7B \u5728\u591a\u4e2a\u6743\u5a01\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8d85\u8d8a\u4e86\u5305\u62ec Gemini 3.0 Pro \u5728\u5185\u7684\u5546\u4e1a API\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\u6027\u80fd\u5bf9\u6bd4\u56fe\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260113064018-6965e8d2e7480.png\" \/><\/p>\n<p>\u56fe\u6ce8&#xff1a;\u5728 BLEU\u3001COMET\u3001BLEURT \u7b49\u6307\u6807\u4e0a&#xff0c;HY-MT1.5-7B \u663e\u8457\u4f18\u4e8e\u540c\u7ea7\u522b\u5f00\u6e90\u6a21\u578b&#xff0c;\u5e76\u63a5\u8fd1\u751a\u81f3\u8d85\u8fc7\u90e8\u5206\u95ed\u6e90\u670d\u52a1\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u5176\u63a8\u7406\u6548\u7387\u7ecf\u8fc7 vLLM \u4f18\u5316\u540e&#xff0c;\u541e\u5410\u91cf\u63d0\u5347\u7ea6 3.2 \u500d&#xff0c;\u652f\u6301\u9ad8\u5e76\u53d1\u8bf7\u6c42&#xff0c;\u9002\u5408\u4f01\u4e1a\u7ea7\u90e8\u7f72\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u57fa\u4e8e vLLM \u7684\u955c\u50cf\u90e8\u7f72\u5b9e\u6218\u6307\u5357<\/h3>\n<p>\u672c\u8282\u5c06\u4ee5\u5b98\u65b9\u63d0\u4f9b\u7684 Docker \u955c\u50cf\u4e3a\u57fa\u7840&#xff0c;\u624b\u628a\u624b\u5b8c\u6210 HY-MT1.5-7B \u7684\u670d\u52a1\u90e8\u7f72\u4e0e\u9a8c\u8bc1\u3002<\/p>\n<h4>4.1 \u73af\u5883\u51c6\u5907\u4e0e\u955c\u50cf\u62c9\u53d6<\/h4>\n<p>\u786e\u4fdd\u5bbf\u4e3b\u673a\u5df2\u5b89\u88c5 Docker \u548c NVIDIA GPU \u9a71\u52a8&#xff0c;\u5e76\u542f\u7528 nvidia-docker \u652f\u6301\u3002<\/p>\n<p># \u62c9\u53d6\u5b98\u65b9\u955c\u50cf&#xff08;\u5047\u8bbe\u955c\u50cf\u5df2\u53d1\u5e03\u81f3\u79c1\u6709\u4ed3\u5e93&#xff09;<br \/>\ndocker pull registry.csdn.net\/hunyuan\/hy-mt1.5-7b:vllm-runtime<\/p>\n<p># \u542f\u52a8\u5bb9\u5668&#xff0c;\u66b4\u9732 8000 \u7aef\u53e3\u7528\u4e8e API \u8bbf\u95ee<br \/>\ndocker run -d \\\\<br \/>\n  &#8211;gpus all \\\\<br \/>\n  -p 8000:8000 \\\\<br \/>\n  &#8211;name hy-mt-server \\\\<br \/>\n  registry.csdn.net\/hunyuan\/hy-mt1.5-7b:vllm-runtime<\/p>\n<p>\u26a0\ufe0f \u6ce8\u610f&#xff1a;\u9996\u6b21\u542f\u52a8\u53ef\u80fd\u9700\u8981\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd&#xff0c;\u5efa\u8bae\u63d0\u524d\u7f13\u5b58\u81f3\u672c\u5730\u8def\u5f84\u5e76\u901a\u8fc7 -v \u6302\u8f7d\u3002<\/p>\n<h4>4.2 \u8fdb\u5165\u5bb9\u5668\u5e76\u542f\u52a8\u670d\u52a1\u811a\u672c<\/h4>\n<p>\u8fdb\u5165\u5bb9\u5668\u5185\u90e8&#xff0c;\u6267\u884c\u9884\u7f6e\u7684\u670d\u52a1\u542f\u52a8\u811a\u672c&#xff1a;<\/p>\n<p># \u8fdb\u5165\u5bb9\u5668<br \/>\ndocker exec -it hy-mt-server \/bin\/bash<\/p>\n<p># \u5207\u6362\u5230\u811a\u672c\u76ee\u5f55<br \/>\ncd \/usr\/local\/bin<\/p>\n<p># \u542f\u52a8\u6a21\u578b\u670d\u52a1<br \/>\nsh run_hy_server.sh<\/p>\n<p>\u82e5\u8f93\u51fa\u5982\u4e0b\u65e5\u5fd7&#xff0c;\u5219\u8868\u793a\u670d\u52a1\u6210\u529f\u542f\u52a8&#xff1a;<\/p>\n<p>INFO:     Started server process [1]<br \/>\nINFO:     Waiting for application startup.<br \/>\nINFO:     Application startup complete.<br \/>\nINFO:     Uvicorn running on http:\/\/0.0.0.0:8000 (Press CTRL&#043;C to quit)<\/p>\n<p><img decoding=\"async\" alt=\"\u670d\u52a1\u542f\u52a8\u6210\u529f\u622a\u56fe\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260113064019-6965e8d36b233.png\" \/><\/p>\n<hr \/>\n<h3>\u4e94\u3001LangChain \u96c6\u6210\u8c03\u7528&#xff1a;\u5b9e\u73b0\u6807\u51c6\u5316\u63a5\u53e3\u8bbf\u95ee<\/h3>\n<p>HY-MT1.5-7B \u517c\u5bb9 OpenAI \u7c7b\u63a5\u53e3\u534f\u8bae&#xff0c;\u56e0\u6b64\u53ef\u901a\u8fc7 langchain_openai \u7b49\u901a\u7528 SDK \u5feb\u901f\u96c6\u6210\u3002<\/p>\n<h4>5.1 \u5b89\u88c5\u4f9d\u8d56\u5e93<\/h4>\n<p>pip install langchain-openai openai<\/p>\n<h4>5.2 \u7f16\u5199\u8c03\u7528\u811a\u672c<\/h4>\n<p>from langchain_openai import ChatOpenAI<br \/>\nimport os<\/p>\n<p># \u914d\u7f6e\u6a21\u578b\u5ba2\u6237\u7aef<br \/>\nchat_model &#061; ChatOpenAI(<br \/>\n    model&#061;&#034;HY-MT1.5-7B&#034;,<br \/>\n    temperature&#061;0.8,<br \/>\n    base_url&#061;&#034;https:\/\/gpu-pod695f73dd690e206638e3bc15-8000.web.gpu.csdn.net\/v1&#034;,  # \u66ff\u6362\u4e3a\u5b9e\u9645\u670d\u52a1\u5730\u5740<br \/>\n    api_key&#061;&#034;EMPTY&#034;,  # vLLM \u9ed8\u8ba4\u65e0\u9700\u5bc6\u94a5<br \/>\n    extra_body&#061;{<br \/>\n        &#034;enable_thinking&#034;: True,           # \u542f\u7528\u601d\u7ef4\u94fe\u63a8\u7406<br \/>\n        &#034;return_reasoning&#034;: True,          # \u8fd4\u56de\u4e2d\u95f4\u63a8\u7406\u8fc7\u7a0b<br \/>\n    },<br \/>\n    streaming&#061;True,                         # \u5f00\u542f\u6d41\u5f0f\u8f93\u51fa<br \/>\n)<\/p>\n<p># \u53d1\u8d77\u7ffb\u8bd1\u8bf7\u6c42<br \/>\nresponse &#061; chat_model.invoke(&#034;\u5c06\u4e0b\u9762\u4e2d\u6587\u6587\u672c\u7ffb\u8bd1\u4e3a\u82f1\u6587&#xff1a;\u6211\u7231\u4f60&#034;)<br \/>\nprint(response.content)<\/p>\n<p>\u8f93\u51fa\u793a\u4f8b&#xff1a;I love you<\/p>\n<h4>5.3 \u9ad8\u7ea7\u8c03\u7528&#xff1a;\u542f\u7528\u672f\u8bed\u5e72\u9884\u4e0e\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/h4>\n<p>from langchain_core.messages import HumanMessage<\/p>\n<p># \u6784\u5efa\u5e26\u4e0a\u4e0b\u6587\u7684\u6d88\u606f\u5e8f\u5217<br \/>\nmessages &#061; [<br \/>\n    HumanMessage(content&#061;&#034;The term &#039;\u6df7\u5143&#039; should be translated as &#039;Hunyuan&#039;.&#034;),<br \/>\n    HumanMessage(content&#061;&#034;\u8bf7\u7ffb\u8bd1&#xff1a;\u6df7\u5143\u5927\u6a21\u578b\u975e\u5e38\u5f3a\u5927\u3002&#034;)<br \/>\n]<\/p>\n<p># \u6dfb\u52a0\u672f\u8bed\u8868\u548c\u63a8\u7406\u63a7\u5236<br \/>\nresult &#061; chat_model.invoke(<br \/>\n    messages,<br \/>\n    extra_body&#061;{<br \/>\n        &#034;glossary&#034;: [[&#034;\u6df7\u5143&#034;, &#034;Hunyuan&#034;]],<br \/>\n        &#034;enable_thinking&#034;: True,<br \/>\n        &#034;return_reasoning&#034;: True<br \/>\n    }<br \/>\n)<\/p>\n<p>print(&#034;Reasoning Steps:&#034;)<br \/>\nfor step in result.response_metadata.get(&#034;reasoning_steps&#034;, []):<br \/>\n    print(f&#034;\u2192 {step}&#034;)<\/p>\n<p>print(&#034;\\\\nFinal Translation:&#034;)<br \/>\nprint(result.content)<\/p>\n<p>\u8f93\u51fa\u53ef\u80fd\u5305\u542b\u7c7b\u4f3c\u63a8\u7406\u94fe&#xff1a;<\/p>\n<p>\u2192 \u7528\u6237\u5b9a\u4e49\u672f\u8bed&#xff1a;\u6df7\u5143 \u2192 Hunyuan \u2192 \u5206\u6790\u53e5\u5b50\u7ed3\u6784&#xff1a;\u4e3b\u8bed\u201c\u6df7\u5143\u5927\u6a21\u578b\u201d&#043;\u8c13\u8bed\u201c\u975e\u5e38\u5f3a\u5927\u201d \u2192 \u5e94\u7528\u672f\u8bed\u66ff\u6362\u5e76\u751f\u6210\u82f1\u6587 Final Translation: The Hunyuan large model is very powerful.<\/p>\n<hr \/>\n<h3>\u516d\u3001\u8fb9\u7f18 vs \u670d\u52a1\u5668&#xff1a;\u5982\u4f55\u9009\u62e9\u5408\u9002\u6a21\u578b&#xff1f;<\/h3>\n<p>| \u7ef4\u5ea6 | HY-MT1.5-1.8B&#xff08;\u8fb9\u7f18&#xff09; | HY-MT1.5-7B&#xff08;\u670d\u52a1\u5668&#xff09; | |&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;| | \u53c2\u6570\u91cf | 1.8B | 7B | | \u5185\u5b58\u5360\u7528 | ~1GB&#xff08;INT4\u91cf\u5316&#xff09; | ~14GB&#xff08;FP16&#xff09; | | \u63a8\u7406\u901f\u5ea6 | &lt;200ms&#xff08;\u77ed\u53e5&#xff09; | ~800ms&#xff08;\u957f\u53e5&#xff09; | | \u90e8\u7f72\u5e73\u53f0 | \u624b\u673a\u3001IoT\u8bbe\u5907\u3001\u6811\u8393\u6d3e | GPU\u670d\u52a1\u5668\u3001\u4e91\u5b9e\u4f8b | | \u529f\u80fd\u5b8c\u6574\u6027 | \u652f\u6301\u57fa\u7840\u7ffb\u8bd1 &#043; \u672f\u8bed\u5e72\u9884 | \u652f\u6301\u5168\u90e8\u4e09\u5927\u9ad8\u7ea7\u529f\u80fd | | \u9002\u7528\u573a\u666f | \u5b9e\u65f6\u8bed\u97f3\u7ffb\u8bd1\u3001\u79bb\u7ebfAPP | \u6587\u6863\u7ffb\u8bd1\u3001\u5ba2\u670d\u7cfb\u7edf\u3001\u591a\u8bed\u8a00\u5185\u5bb9\u751f\u6210 |<\/p>\n<p>\u9009\u578b\u5efa\u8bae&#xff1a; &#8211; \u82e5\u8ffd\u6c42 \u4f4e\u5ef6\u8fdf\u3001\u4f4e\u529f\u8017\u3001\u79bb\u7ebf\u53ef\u7528&#xff0c;\u4f18\u5148\u9009\u7528 1.8B \u6a21\u578b&#xff1b; &#8211; \u82e5\u9700\u5904\u7406 \u4e13\u4e1a\u672f\u8bed\u3001\u6df7\u5408\u8bed\u8a00\u3001\u957f\u6587\u6863&#xff0c;\u5e94\u9009\u62e9 7B \u6a21\u578b\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u4f18\u5316\u5efa\u8bae<\/h3>\n<h4>\u2753 Q1&#xff1a;\u4e3a\u4ec0\u4e48\u8c03\u7528\u8fd4\u56de\u9519\u8bef 404 Not Found&#xff1f;<\/h4>\n<p>\u539f\u56e0&#xff1a;base_url \u672a\u6b63\u786e\u6307\u5411 \/v1 \u63a5\u53e3\u8def\u5f84\u3002<\/p>\n<p>\u2705 \u89e3\u51b3\u65b9\u6848&#xff1a;\u786e\u4fdd URL \u4ee5 \/v1 \u7ed3\u5c3e&#xff0c;\u5982 http:\/\/your-host:8000\/v1<\/p>\n<hr \/>\n<h4>\u2753 Q2&#xff1a;\u5982\u4f55\u63d0\u9ad8\u5e76\u53d1\u6027\u80fd&#xff1f;<\/h4>\n<p>\u5efa\u8bae\u63aa\u65bd&#xff1a; 1. \u4f7f\u7528 vLLM \u7684 Tensor Parallelism \u591a\u5361\u52a0\u901f&#xff1a; bash python -m vllm.entrypoints.openai.api_server \\\\ &#8211;model hunyuan\/HY-MT1.5-7B \\\\ &#8211;tensor-parallel-size 2 2. \u8c03\u6574 max_num_seqs \u548c max_model_len \u4ee5\u9002\u5e94\u4e1a\u52a1\u8d1f\u8f7d&#xff1b; 3. \u542f\u7528 PagedAttention \u51cf\u5c11\u663e\u5b58\u788e\u7247\u3002<\/p>\n<hr \/>\n<h4>\u2753 Q3&#xff1a;\u80fd\u5426\u5bfc\u51fa ONNX \u6216 TensorRT \u6a21\u578b&#xff1f;<\/h4>\n<p>\u76ee\u524d\u5b98\u65b9\u672a\u63d0\u4f9b ONNX \u5bfc\u51fa\u5de5\u5177&#xff0c;\u4f46\u53ef\u901a\u8fc7 Hugging Face Transformers &#043; vLLM \u63d2\u4ef6\u5b9e\u73b0\u90e8\u5206\u517c\u5bb9\u3002\u672a\u6765\u6709\u671b\u901a\u8fc7 TorchScript \u6216 DeepSpeed-Inference \u8fdb\u4e00\u6b65\u4f18\u5316\u8fb9\u7f18\u90e8\u7f72\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<p>HY-MT1.5-7B \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7ffb\u8bd1\u6a21\u578b&#xff0c;\u66f4\u662f \u9762\u5411\u771f\u5b9e\u4e16\u754c\u590d\u6742\u8bed\u8a00\u573a\u666f\u7684\u5de5\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u4ee5\u4e0b\u51e0\u70b9&#xff0c;\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u5f00\u6e90\u7ffb\u8bd1\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u529f\u80fd\u5168\u9762&#xff1a;\u672f\u8bed\u5e72\u9884\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u683c\u5f0f\u4fdd\u7559\u4e09\u4f4d\u4e00\u4f53&#xff1b;<\/li>\n<li>\u2705 \u90e8\u7f72\u7075\u6d3b&#xff1a;vLLM \u52a0\u6301\u4e0b\u5b9e\u73b0\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf\u670d\u52a1&#xff1b;<\/li>\n<li>\u2705 \u751f\u6001\u517c\u5bb9&#xff1a;\u65e0\u7f1d\u63a5\u5165 LangChain\u3001LlamaIndex \u7b49\u4e3b\u6d41\u6846\u67b6&#xff1b;<\/li>\n<li>\u2705 \u53cc\u6a21\u534f\u540c&#xff1a;1.8B \u4e0e 7B \u5f62\u6210\u7aef\u4e91\u4e00\u4f53\u7684\u7ffb\u8bd1\u7f51\u7edc\u3002<\/li>\n<\/ul>\n<p>\u968f\u7740\u66f4\u591a\u5782\u76f4\u9886\u57df\u6570\u636e\u7684\u6ce8\u5165\u548c\u8bad\u7ec3\u65b9\u6cd5\u7684\u6f14\u8fdb&#xff08;\u5982\u201c\u4e94\u6b65\u8d70\u201d\u6e10\u8fdb\u5f0f\u8bad\u7ec3&#xff09;&#xff0c;\u6211\u4eec\u6709\u7406\u7531\u671f\u5f85 HY-MT \u7cfb\u5217\u5728\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u91d1\u878d\u7b49\u4e13\u4e1a\u7ffb\u8bd1\u65b9\u5411\u6301\u7eed\u7a81\u7834\u3002<\/p>\n<hr \/>\n<h3>\u9644\u5f55&#xff1a;\u8d44\u6e90\u94fe\u63a5<\/h3>\n<ul>\n<li>GitHub \u5f00\u6e90\u5730\u5740&#xff1a;https:\/\/github.com\/Tencent-Hunyuan\/HY-MT<\/li>\n<li>Hugging Face \u6a21\u578b\u9875&#xff1a;https:\/\/huggingface.co\/collections\/tencent\/hy-mt15<\/li>\n<li>vLLM \u5b98\u65b9\u6587\u6863&#xff1a;https:\/\/docs.vllm.ai<\/li>\n<li>LangChain \u96c6\u6210\u6307\u5357&#xff1a;https:\/\/python.langchain.com\/docs\/integrations\/chat\/openai<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb776\u6b21\uff0c\u70b9\u8d5e14\u6b21\uff0c\u6536\u85cf24\u6b21\u3002HY-MT1.5-7B \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7ffb\u8bd1\u6a21\u578b\uff0c\u66f4\u662f\u9762\u5411\u771f\u5b9e\u4e16\u754c\u590d\u6742\u8bed\u8a00\u573a\u666f\u7684\u5de5\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u3002\u2705\u529f\u80fd\u5168\u9762\uff1a\u672f\u8bed\u5e72\u9884\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u683c\u5f0f\u4fdd\u7559\u4e09\u4f4d\u4e00\u4f53\uff1b\u2705\u90e8\u7f72\u7075\u6d3b\uff1avLLM \u52a0\u6301\u4e0b\u5b9e\u73b0\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf\u670d\u52a1\uff1b\u2705\u751f\u6001\u517c\u5bb9\uff1a\u65e0\u7f1d\u63a5\u5165 LangChain\u3001LlamaIndex \u7b49\u4e3b\u6d41\u6846\u67b6\uff1b\u2705\u53cc\u6a21\u534f\u540c\uff1a1.8B \u4e0e 7B \u5f62\u6210\u7aef\u4e91\u4e00\u4f53\u7684\u7ffb\u8bd1\u7f51\u7edc\u3002\u968f\u7740\u66f4\u591a\u5782\u76f4\u9886\u57df\u6570\u636e\u7684\u6ce8\u5165\u548c\u8bad\u7ec3\u65b9\u6cd5\u7684\u6f14\u8fdb\uff08\u5982\u201c\u4e94\u6b65\u8d70\u201d\u6e10\u8fdb\u5f0f\u8bad\u7ec3\uff09\uff0c\u6211\u4eec\u6709\u7406\u7531\u671f\u5f85 HY-MT \u7cfb\u5217\u5728\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u91d1\u878d\u7b49\u4e13\u4e1a\u7ffb\u8bd1\u65b9\u5411\u6301\u7eed\u7a81\u7834\u3002<\/p>\n","protected":false},"author":2,"featured_media":59257,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"topic":[],"class_list":["post-59259","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u8fb9\u7f18\u4e0e\u670d\u52a1\u5668\u53cc\u4f18\u9009\u62e9\uff5cHY-MT1.5-7B\u5927\u6a21\u578b\u955c\u50cf\u90e8\u7f72\u5168\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/59259.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u8fb9\u7f18\u4e0e\u670d\u52a1\u5668\u53cc\u4f18\u9009\u62e9\uff5cHY-MT1.5-7B\u5927\u6a21\u578b\u955c\u50cf\u90e8\u7f72\u5168\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb776\u6b21\uff0c\u70b9\u8d5e14\u6b21\uff0c\u6536\u85cf24\u6b21\u3002HY-MT1.5-7B 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