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}\n",[416,566,567],{"class":418,"line":304},[416,568,569],{"class":421},"  ]\n",[416,571,573],{"class":418,"line":572},7,[416,574,575],{"class":421},"}\n",[577,578,579],"blockquote",{},[372,580,581,584],{},[416,582,583],{},"!TIP","\n训练样本质量决定微调效果，建议准备 100 条以上高质量样本，覆盖典型业务场景。",[379,586,587],{"id":587},"校验训练数据",[372,589,590],{},"上传训练数据前，系统会自动校验数据格式，避免因格式错误导致训练失败。",[386,592,593],{"id":593},"校验流程",[390,595,596,599,602,605],{},[393,597,598],{},"准备好训练数据文件（JSONL 格式）",[393,600,601],{},"在页面选择目标基础模型",[393,603,604],{},"上传数据文件并点击「校验」",[393,606,607,608],{},"系统返回校验结果：\n",[609,610,611,614,617,620],"ul",{},[393,612,613],{},"格式是否正确",[393,615,616],{},"样本数量是否达标",[393,618,619],{},"是否存在重复或低质量样本",[393,621,622],{},"Token 总量预估",[386,624,625],{"id":625},"校验规则",[609,627,628,631,634,637],{},[393,629,630],{},"每条样本必须包含完整的 messages 数组",[393,632,633],{},"system \u002F user \u002F assistant 角色齐全",[393,635,636],{},"单条样本 Token 数不超过模型上下文限制",[393,638,639],{},"文件总大小不超过上传限制",[577,641,642],{},[372,643,644,647],{},[416,645,646],{},"!WARNING","\n校验不通过的数据请修正后重新上传，强行训练可能导致模型效果劣化。",[379,649,650],{"id":650},"训练成本估算",[372,652,653],{},"启动微调前，系统会根据训练数据量预估训练成本，帮您控制预算。",[386,655,656],{"id":656},"估算维度",[372,658,659],{},"成本估算综合考虑以下因素：",[390,661,662,665,668,671,674],{},[393,663,664],{},"训练样本数量",[393,666,667],{},"平均样本 Token 长度",[393,669,670],{},"训练轮次（Epoch）",[393,672,673],{},"基础模型单价",[393,675,676],{},"是否使用验证集",[386,678,679],{"id":679},"查看估算",[372,681,682],{},"提交训练数据后，系统会返回预估成本，包括：",[609,684,685,688,691],{},[393,686,687],{},"预计训练时长",[393,689,690],{},"预计 Token 消耗",[393,692,693],{},"预计费用金额",[577,695,696],{},[372,697,698,701],{},[416,699,700],{},"!NOTE","\n估算结果为参考值，实际费用以训练完成后的真实消耗为准。",[379,703,704],{"id":704},"启动微调任务",[372,706,707],{},"完成数据校验和成本确认后，即可启动微调：",[390,709,710,713,716,730,733],{},[393,711,712],{},"选择基础模型（如 GPT-4o、通义千问等支持微调的模型）",[393,714,715],{},"上传已校验的训练数据",[393,717,718,719],{},"配置训练参数：\n",[609,720,721,724,727],{},[393,722,723],{},"训练轮次（建议 2-3 轮）",[393,725,726],{},"学习率",[393,728,729],{},"批次大小",[393,731,732],{},"确认成本估算后提交任务",[393,734,735],{},"在任务列表中查看训练进度",[372,737,738],{},"训练完成后，微调模型会自动注册到供应商列表，可在对话和生成中选用。",[379,740,742],{"id":741},"ab-测试","A\u002FB 测试",[372,744,745],{},"A\u002FB 测试用于科学对比两个模型的实际效果，用数据决定哪个模型更适合您的业务。",[386,747,749],{"id":748},"创建-ab-测试","创建 A\u002FB 测试",[390,751,752,755,775],{},[393,753,754],{},"进入「AI 能力 > A\u002FB 测试」页面",[393,756,757,758],{},"点击「新建测试」，配置：\n",[609,759,760,763,766,769,772],{},[393,761,762],{},"测试名称",[393,764,765],{},"模型 A（对照组，通常是当前在用模型）",[393,767,768],{},"模型 B（实验组，通常是候选新模型）",[393,770,771],{},"测试问题集（一组标准问题）",[393,773,774],{},"流量比例（如各 50%）",[393,776,777],{},"启动测试后，系统会向两个模型分发相同问题",[386,779,780],{"id":780},"查看测试结果",[372,782,783],{},"测试运行一段时间后，可查看对比结果：",[609,785,786,789,792,795],{},[393,787,788],{},"响应质量评分（人工或自动评估）",[393,790,791],{},"平均响应延迟",[393,793,794],{},"Token 消耗对比",[393,796,797],{},"成本对比",[386,799,800],{"id":800},"决策建议",[372,802,803],{},"根据测试结果做出决策：",[609,805,806,809,812],{},[393,807,808],{},"模型 B 全面优于 A → 切换到模型 B",[393,810,811],{},"模型 B 效果更好但成本高 → 按场景分流",[393,813,814],{},"模型 B 无明显优势 → 保持现状",[577,816,817],{},[372,818,819,821],{},[416,820,583],{},"\nA\u002FB 测试建议持续至少一周，覆盖足够样本量后再做决策，避免偶然性。",[379,823,825],{"id":824},"api-参考","API 参考",[827,828,829,845],"table",{},[830,831,832],"thead",{},[833,834,835,839,842],"tr",{},[836,837,838],"th",{},"方法",[836,840,841],{},"路径",[836,843,844],{},"说明",[846,847,848,861,873,884,895],"tbody",{},[833,849,850,854,859],{},[851,852,853],"td",{},"GET",[851,855,856],{},[413,857,858],{},"\u002Fapi\u002Fai\u002Fmodels\u002Ftraining\u002Ftemplate",[851,860,388],{},[833,862,863,866,871],{},[851,864,865],{},"POST",[851,867,868],{},[413,869,870],{},"\u002Fapi\u002Fai\u002Fmodels\u002Ftraining\u002Fvalidate",[851,872,587],{},[833,874,875,877,882],{},[851,876,853],{},[851,878,879],{},[413,880,881],{},"\u002Fapi\u002Fai\u002Fmodels\u002Ftraining\u002Festimate-cost",[851,883,650],{},[833,885,886,888,893],{},[851,887,865],{},[851,889,890],{},[413,891,892],{},"\u002Fapi\u002Fai\u002Fmodels\u002Fab-test",[851,894,749],{},[833,896,897,899,904],{},[851,898,853],{},[851,900,901],{},[413,902,903],{},"\u002Fapi\u002Fai\u002Fmodels\u002Fab-test\u002F{id}",[851,905,906],{},"查看 A\u002FB 测试结果",[379,908,909],{"id":909},"相关链接",[609,911,912,917,921],{},[393,913,914],{},[915,916,204],"a",{"href":205},[393,918,919],{},[915,920,190],{"href":191},[393,922,923],{},[915,924,212],{"href":213},[926,927,928],"style",{},"html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: 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