{"id":279,"date":"2026-01-04T18:11:17","date_gmt":"2026-01-04T10:11:17","guid":{"rendered":"https:\/\/blog.zeronely.cn\/?p=279"},"modified":"2026-01-04T18:11:18","modified_gmt":"2026-01-04T10:11:18","slug":"%e6%97%a0%e5%be%ae%e8%b0%83%e5%9f%ba%e5%87%86%e6%b5%8b%e8%af%95","status":"publish","type":"post","link":"https:\/\/blog.zeronely.cn\/index.php\/2026\/01\/04\/%e6%97%a0%e5%be%ae%e8%b0%83%e5%9f%ba%e5%87%86%e6%b5%8b%e8%af%95\/","title":{"rendered":"\u65e0\u5fae\u8c03\u57fa\u51c6\u6d4b\u8bd5"},"content":{"rendered":"\n

CUDA_VISIBLE_DEVICES=6,7,8,9
python -m vllm.entrypoints.openai.api_server
–model \/netcache\/huggingface\/Qwen2.5-14B-Instruct
–tensor-parallel-size 4
–host 0.0.0.0
–port 18001
–gpu-memory-utilization 0.7
–dtype float16<\/p>\n\n\n\n

\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c<\/h2>\n\n\n\n

\uff08\u65e0\u4efb\u4f55\u89c4\u5219\uff09
\"alt
“timestamp”: “20251231_073007”,
“accuracy”: 0.4175,
“recall”: 0.4598,
“f1_score”: 0.3962,
“valid_count”: 103,
“correct_count”: 43,
“total_scenarios”: 103,
“correct_rate”: “41.75%”<\/p>\n\n\n\n

\uff08\u5b9a\u6027\u89c4\u5219\uff09
\"alt
“timestamp”: “20251231_081307”,
“accuracy”: 0.4369,
“recall”: 0.3942,
“f1_score”: 0.3921,
“valid_count”: 103,
“correct_count”: 45,
“total_scenarios”: 103,
“correct_rate”: “43.69%”<\/p>\n\n\n\n

\uff08\u5b9a\u91cf\u89c4\u5219\uff09
\"alt
“timestamp”: “20251231_082437”,
“accuracy”: 0.3883,
“recall”: 0.3157,
“f1_score”: 0.2094,
“valid_count”: 103,
“correct_count”: 40,
“total_scenarios”: 103,
“correct_rate”: “38.83%”<\/p>\n\n\n\n

\u7ef4\u5ea6<\/th>\u65e0\u89c4\u5219<\/th>\u5b9a\u6027\u89c4\u5219<\/th>\u5b9a\u91cf\u89c4\u5219<\/th>\u8bf4\u660e<\/th><\/tr><\/thead>
\u6b63\u786e\u7387<\/strong><\/td>41.75 %<\/td>43.69 %<\/td>38.83 %<\/td>\u90fd\u5f98\u5f8a\u5728 40 % \u5de6\u53f3\uff0c\u6bd4\u778e\u731c\u7a0d\u5fae\u597d\u4e00\u70b9\u3002<\/td><\/tr>
\u53ec\u56de\u7387<\/strong><\/td>45.98 %<\/td>39.42 %<\/td>31.57 %<\/td>\u65e0\u89c4\u5219\u53cd\u800c\u6700\u9ad8\uff0c\u8bf4\u660e\u4eba\u5de5\u89c4\u5219\u5199\u504f\uff0c\u53ef\u80fd\u8bef\u6740\u6b63\u6837\u672c\u3002<\/td><\/tr>
F1<\/strong><\/td>39.62 %<\/td>39.21 %<\/td>20.94 %<\/td>\u5b9a\u91cf\u89c4\u5219 F1 \u5d29\u5230 20 %\uff0c Precision \u88ab\u4e25\u91cd\u62c9\u4f4e\u3002<\/td><\/tr>
\u89c4\u5219\u526f\u4f5c\u7528<\/strong><\/td>\u2014<\/td>+1.94 pp<\/td>\u20132.92 pp<\/td>\u5b9a\u6027\u89c4\u5219\u7565\u6da8\uff0c\u5b9a\u91cf\u89c4\u5219\u76f4\u63a5\u8d1f\u4f18\u5316\uff0c\u8bf4\u660e\u65e0\u7f18\u7531\u89c4\u5219\u5f88\u5bb9\u6613\u8d1f\u4f18\u5316\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4e0b\u5468\u8ba1\u5212\uff0c\u5229\u7528\u73b0\u6709\u6570\u636e\u5c1d\u8bd5lora\u5fae\u8c03\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u4e8e\u8f68\u8ff9\u7684\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n

\u63d0\u9ad8\u91c7\u6837\u5e27\u6570\uff0c\u5e76\u4e14\u63d0\u53d6\u90e8\u5206\u7279\u5f81\uff08\u8f68\u8ff9\u7edf\u8ba1\u7279\u5f81\uff09<\/h2>\n\n\n\n
\"alt<\/div><\/figure>\n\n\n\n
\"alt<\/div><\/figure>\n\n\n\n
\"timestamp\": \"20251231_092829\",\n\"accuracy\": 0.534,\n\"recall\": 0.4773,\n\"f1_score\": 0.4641,\n\"valid_count\": 103,\n\"correct_count\": 55,\n\"total_scenarios\": 103,\n\"correct_rate\": \"53.4%\"<\/pre>\n","protected":false},"excerpt":{"rendered":"
CUDA_VISIBLE_DEVICES=6,7,8,9python -m vllm.entrypoints. […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-279","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts\/279","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/comments?post=279"}],"version-history":[{"count":1,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts\/279\/revisions"}],"predecessor-version":[{"id":280,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts\/279\/revisions\/280"}],"wp:attachment":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/media?parent=279"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/categories?post=279"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/tags?post=279"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}