feat(exam_pkg): 优化出题系统稳定性与推理模型适配
- core/llm_utils: MiMo模型自动注入thinking=disabled参数,全局生效 - config: 新增LLM_DISABLE_THINKING配置项(默认true) - generator: 推理模型自适应max_tokens(1.5x)、429限流重试+指数退避、v2管线补题机制 - generator: analyze_document_for_exam新增max_total参数控制AI出题上限 - generator: validate_questions_schema兼容type和question_type字段 - grader: 主观题max_tokens从1000提升至2000、fuzzy_match增加编辑距离容错 - manager: results变量初始化防NameError、透传max_total参数 - api: /exam/generate-smart支持max_total请求参数
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@@ -246,6 +246,7 @@ def api_generate_smart():
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"file_path": "public/产品手册.pdf",
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"collection": "public_kb",
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"difficulty": 3, // 可选,默认 3
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"max_total": 20, // 可选,AI出题总数上限。不传则不限制
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"options": {} // 可选
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}
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@@ -267,6 +268,16 @@ def api_generate_smart():
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if diff_error:
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return error_response("INVALID_PARAMS", BAD_REQUEST, diff_error, http_status=400)
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# 可选:AI出题总数上限(不传则不限制)
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max_total = data.get('max_total')
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if max_total is not None:
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try:
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max_total = int(max_total)
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if max_total <= 0:
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return error_response("INVALID_PARAMS", BAD_REQUEST, "max_total 必须为正整数", http_status=400)
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except (ValueError, TypeError):
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return error_response("INVALID_PARAMS", BAD_REQUEST, "max_total 必须为整数", http_status=400)
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# 校验排除题干列表(可选)
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exclude_stems = data.get('exclude_stems')
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stems_error = validate_exclude_stems(exclude_stems)
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@@ -298,11 +309,11 @@ def api_generate_smart():
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f"AI智能出题: {os.path.basename(file_path)}"
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)
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def _do_smart_generate(task, fp, coll, diff, opts, req_id, excl):
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def _do_smart_generate(task, fp, coll, diff, opts, req_id, excl, max_t):
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"""后台执行 AI 智能出题"""
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registry.update_progress(task.id, stage='AI分析', message='正在分析文档内容...')
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from exam_pkg.manager import analyze_file_for_exam
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ai_analysis = analyze_file_for_exam(file_path=fp, collection=coll)
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ai_analysis = analyze_file_for_exam(file_path=fp, collection=coll, max_total=max_t)
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q_types = ai_analysis.get('question_types', {})
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if not q_types or sum(q_types.values()) == 0:
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@@ -325,7 +336,8 @@ def api_generate_smart():
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task.id, _do_smart_generate,
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file_path, collection,
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data.get('difficulty', 3), data.get('options', {}),
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data.get('request_id'), data.get('exclude_stems')
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data.get('request_id'), data.get('exclude_stems'),
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max_total
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)
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return success_response(
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