From c30625f42c8056729440947b356ad46876cdb2e0 Mon Sep 17 00:00:00 2001 From: Yoimiya <411551294@qq.com> Date: Sat, 24 May 2025 23:16:23 +0800 Subject: [PATCH 1/2] =?UTF-8?q?=E6=9C=80=E7=BB=88=E7=89=88?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- app.py | 689 +++++--- .../data_level0.bin | Bin 8472000 -> 11534628 bytes .../header.bin | Bin 100 -> 100 bytes .../index_metadata.pickle | Bin 113989 -> 342666 bytes .../length.bin | Bin 8000 -> 10892 bytes .../link_lists.bin | Bin 16976 -> 22996 bytes chroma_db/chroma.sqlite3 | Bin 23408640 -> 26542080 bytes config.py | 38 +- ml_agents.py | 3 +- ml_api.log | 208 +++ rag_core.py | 2 +- static/js/app.js | 1447 ++++++++++++----- 12 files changed, 1762 insertions(+), 625 deletions(-) diff --git a/app.py b/app.py index c471351..7e63e52 100644 --- a/app.py +++ b/app.py @@ -8,21 +8,93 @@ import numpy as np from typing import Dict, Any, List, Optional from scipy import stats - +import re from flask import Flask, request, jsonify, render_template, send_from_directory from flask_cors import CORS # 导入配置和核心功能模块 -from config import KNOWLEDGE_BASE_DIR, AI_STUDIO_API_KEY +from config import ( + KNOWLEDGE_BASE_DIR, AI_STUDIO_API_KEY, + ML_KEYWORDS as APP_ML_KEYWORDS, # 使用别名避免与局部变量冲突 + ML_OPS_KEYWORDS as APP_ML_OPS_KEYWORDS, + UNCERTAINTY_PHRASES, RAG_SCORE_THRESHOLD, RAG_ANSWER_MIN_LENGTH +) from rag_core import query_rag, initialize_rag_system, direct_query_llm from ml_agents import query_ml_agent - +import logging +logger = logging.getLogger(__name__) # 导入增强版RAG和ML集成功能 from rag_core_enhanced import enhanced_query_rag, enhanced_direct_query_llm from ml_agents_enhanced import enhanced_query_ml_agent from advanced_feature_analysis import integrate_ml_with_rag - +from werkzeug.utils import secure_filename # 新增导入 # Helper functions moved to the top +def extract_and_parse_json_from_llm(llm_response_str: str, endpoint_name: str = "LLM_JSON_Parser") -> tuple[ + Optional[dict], Optional[str]]: + """ + 从LLM的响应字符串中提取并解析JSON。 + + Args: + llm_response_str: LLM返回的原始字符串。 + endpoint_name: 调用此函数的端点名称,用于日志记录。 + + Returns: + A tuple (parsed_json, error_message). + If successful, parsed_json is the dict, error_message is None. + If failed, parsed_json is None, error_message contains the error. + """ + if not llm_response_str: + logger.warning(f"[{endpoint_name}] LLM响应为空字符串。") + return None, "LLM响应为空。" + + logger.debug(f"[{endpoint_name}] 原始LLM响应 (前500字符): {llm_response_str[:500]}") + + extracted_json_str = None + + # 1. 尝试匹配Markdown代码块 ```json ... ``` + match = re.search(r"```json\s*(\{[\s\S]*?\})\s*```", llm_response_str, re.DOTALL) + if match: + extracted_json_str = match.group(1) + logger.debug(f"[{endpoint_name}] 从Markdown代码块中提取到JSON字符串。") + else: + # 2. 如果没有Markdown块,尝试查找最外层的 '{' 和 '}' + # 这需要更小心,因为LLM的文本中可能包含其他花括号 + # 一个稍微健壮一点的方法是找到第一个 '{' 和最后一个 '}' + # 但这仍然不完美,如果JSON本身被包裹在更多文本中且文本中也有花括号 + json_start = llm_response_str.find('{') + json_end = llm_response_str.rfind('}') + if json_start != -1 and json_end != -1 and json_end > json_start: + # 尝试验证括号是否匹配,这比较复杂,这里简化处理 + # 我们可以先假设这个提取是初步的 + potential_json = llm_response_str[json_start: json_end + 1] + # 尝试直接解析这个初步提取的部分 + try: + json.loads(potential_json) # 尝试解析,如果成功,就用它 + extracted_json_str = potential_json + logger.debug(f"[{endpoint_name}] 通过查找首尾花括号提取到潜在JSON字符串。") + except json.JSONDecodeError: + # 如果初步提取的无法解析,回退到使用整个字符串,寄希望于它本身就是JSON + logger.warning( + f"[{endpoint_name}] 初步提取的JSON '{potential_json[:100]}...' 无法解析,将尝试解析整个LLM响应。") + extracted_json_str = llm_response_str # Fallback + else: + # 如果连首尾花括号都找不到,直接用原始字符串尝试 + extracted_json_str = llm_response_str + logger.debug(f"[{endpoint_name}] 未找到明确的JSON结构标记,将尝试解析整个LLM响应。") + + if not extracted_json_str: # 应该不会到这里,因为上面总会给 extracted_json_str 赋值 + logger.error(f"[{endpoint_name}] 无法提取任何JSON候选字符串。") + return None, "无法从LLM响应中提取JSON内容。" + + try: + parsed_json = json.loads(extracted_json_str) + logger.info(f"[{endpoint_name}] 成功解析JSON。") + return parsed_json, None + except json.JSONDecodeError as e: + err_msg = f"LLM返回的内容无法解析为有效的JSON。错误: {e}. 内容 (前500字符): {extracted_json_str[:500]}" + logger.error(f"[{endpoint_name}] {err_msg}") + # 注意:在实际返回给前端的错误信息中,可能不需要包含具体的解码错误 e,以免泄露过多细节 + return None, "大模型未能返回有效的JSON格式。请检查Prompt或重试。" # 返回给前端的通用错误 def is_rag_result_poor(query, rag_result): """ 评估RAG结果质量是否较差 @@ -62,11 +134,19 @@ def is_rag_result_poor(query, rag_result): return True return False - +UPLOADS_DIR = os.path.join(os.getcwd(), 'uploads') +MODELS_DIR = os.path.join(os.getcwd(), 'ml_models') # 如果您有模型存储目录 +ALLOWED_EXTENSIONS = {'csv', 'xlsx', 'json'} # 定义允许的文件扩展名 +def allowed_file(filename): + return '.' in filename and \ + filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS app = Flask(__name__) # Flask会自动查找同级的 'templates' 文件夹 CORS(app) +app.config['UPLOADS_DIR'] = UPLOADS_DIR +app.config['MODELS_DIR'] = MODELS_DIR +app.config['MAX_CONTENT_LENGTH'] = 32 * 1024 * 1024 # --- 日志配置 --- # 基本配置,确保在 app.run() 之前设置,或者由 Flask 的 debug 模式自动处理 @@ -92,73 +172,6 @@ def index(): """渲染主HTML页面。""" return render_template('index.html') -@app.route('/query', methods=['POST']) -def query_endpoint(): - """处理用户查询的端点""" - try: - data = request.json - query = data.get('query', '') - - if not query: - return jsonify({"error": "请提供查询文本"}), 400 - - app.logger.info(f"接收到查询请求: {query}") - - # 机器学习相关查询检测 - ml_keywords = [ - '机器学习', '模型', '训练', '预测', '分类', '回归', '聚类', - '随机森林', '决策树', '线性回归', '逻辑回归', 'KNN', 'SVM', - '朴素贝叶斯', 'K-Means', '数据', '特征', '准确率', 'MSE', 'RMSE' - ] - # 操作类关键词 - ml_ops_keywords = ['训练', '预测', '比较', '评估', '构建', '解释', '自动', '集成', '版本', '分析', '推荐'] - - is_ml_query = any(keyword.lower() in query.lower() for keyword in ml_keywords) - is_ml_ops = any(op in query for op in ml_ops_keywords) - - # 1. 操作类问题优先走增强版ML Agent - if is_ml_query and is_ml_ops: - try: - app.logger.info("检测到机器学习操作类查询,使用增强版ML Agent处理") - result = enhanced_query_ml_agent(query, use_existing_model=True) - return jsonify(result) - except Exception as e: - app.logger.error(f"增强版ML Agent处理时出错,回退到RAG: {str(e)}") - # 尝试使用标准ML Agent - try: - app.logger.info("尝试使用标准ML Agent处理") - result = query_ml_agent(query) - return jsonify(result) - except Exception as e2: - app.logger.error(f"标准ML Agent处理时出错,回退到RAG: {str(e2)}") - # 机器学习处理失败时回退到RAG系统 - - # 2. 专业知识问答优先走增强版RAG - app.logger.info("使用增强版RAG系统处理常规/知识类查询") - try: - # 尝试使用增强版RAG处理 - result = enhanced_query_rag(query) - except Exception as e: - app.logger.warning(f"增强版RAG处理失败,回退到标准RAG: {str(e)}") - # 回退到标准RAG - result = query_rag(query) - - # 3. RAG效果不佳时兜底增强版LLM - if is_rag_result_poor(query, result): - app.logger.info("RAG结果质量不佳,切换到直接大模型回答") - try: - direct_llm_response = enhanced_direct_query_llm(query) - except Exception as e: - app.logger.warning(f"增强版LLM处理失败,回退到标准LLM: {str(e)}") - direct_llm_response = direct_query_llm(query) - - result["answer"] = direct_llm_response["answer"] - result["is_direct_answer"] = direct_llm_response.get("is_direct_answer", True) - return jsonify(result) - except Exception as e: - app.logger.error(f"处理查询时出错: {str(e)}") - return jsonify({"error": f"服务器错误: {str(e)}"}), 500 - @app.route('/api/models/ml_models', methods=['GET']) def get_ml_models(): """ @@ -198,177 +211,162 @@ def get_ml_models(): except Exception as e: return jsonify({"error": str(e)}), 500 + @app.route('/api/chat', methods=['POST']) def chat_endpoint(): - """处理聊天请求的API端点。""" data = request.get_json() if not data or 'query' not in data: app.logger.warning("API请求缺少 'query' 字段。请求体: %s", data) return jsonify({"error": "请求体中缺少 'query' 字段"}), 400 - user_query = data.get('query') # 使用 .get() 更安全 - use_existing_model = data.get('use_existing_model', True) # 默认为True,优先使用现有模型 - if not isinstance(user_query, str) or not user_query.strip(): - app.logger.warning(f"API接收到无效查询: '{user_query}' (类型: {type(user_query)})") - return jsonify({"error": "查询必须是非空字符串"}), 400 - - app.logger.info(f"API接收到查询: '{user_query}'") - ml_keywords = ['机器学习', '模型', '训练', '预测', '回归', '分类', 'ML', '决策树', '随机森林', - '线性回归', '逻辑回归', '数据分析', '特征', '权重', '参数', '准确率', 'accuracy', - 'precision', 'recall'] - ml_ops_keywords = ['训练', '预测', '比较', '评估', '构建', '解释', '自动', '集成', '版本', '分析', '推荐'] - is_ml_query = any(keyword in user_query for keyword in ml_keywords) - is_ml_ops = any(op in user_query for op in ml_ops_keywords) + user_query = data.get('query', '').strip() + mode = data.get('mode') # 'data_analysis' 或 'general_llm' + + # 从请求中获取前端可能传递的上下文信息 + data_preview = data.get('data_preview') # 前端传来的数据预览 (list of dicts) + target_column = data.get('target_column') + selected_model_name = data.get('model_name') # 前端选择的模型 + data_path = data.get('data_path') # 如果需要完整数据路径 + + if not user_query: + app.logger.warning("API接收到空查询") + return jsonify({"error": "查询不能为空"}), 400 + + app.logger.info(f"API接收到查询: '{user_query[:100]}...', 模式: {mode}") + try: - # 优先处理通用大模型回答模式 - # 前端实际传递的通用大模型模式的 mode 值为 'general_llm' - if data.get('mode') == 'general_llm': - app.logger.info("检测到通用大模型回答模式,直接调用LLM API") - try: - direct_llm_response = enhanced_direct_query_llm(user_query) - return jsonify({ - "answer": direct_llm_response.get("answer", "未能获取回答。"), - "source_documents": direct_llm_response.get("source_documents", []), - "is_ml_query": False, - "is_direct_answer": True, - "model_used": direct_llm_response.get("model_name", "General LLM (Enhanced)") - }) - except Exception as e_enhanced_llm: - app.logger.error(f"增强版通用大模型LLM调用失败: {str(e_enhanced_llm)},尝试标准LLM", exc_info=True) - try: - direct_llm_response = direct_query_llm(user_query) - return jsonify({ - "answer": direct_llm_response.get("answer", "未能获取回答。"), - "source_documents": direct_llm_response.get("source_documents", []), - "is_ml_query": False, - "is_direct_answer": True, - "model_used": "General LLM (Standard)" - }) - except Exception as e_standard_llm: - app.logger.error(f"标准通用大模型LLM调用也失败: {str(e_standard_llm)}", exc_info=True) - return jsonify({"error": f"通用大模型处理时出错: {str(e_standard_llm)}"}), 500 - - # 检查是否为教程生成请求 - elif (data.get('mode') == 'data_analysis' and - data.get('data_preview') and - data.get('model_name') and - data.get('target_column')): - - app.logger.info(f"检测到教程生成请求: 模型 '{data.get('model_name')}', 目标列 '{data.get('target_column')}'") - llm_ml_context = { - 'data_preview': data.get('data_preview'), - 'model_name': data.get('model_name'), - 'target_column': data.get('target_column'), - 'generate_tutorial': True - } - + # 功能 4: 用户使用通用大模型模式 + if mode == 'general_llm': + app.logger.info("处理通用大模型模式查询") + # 直接调用LLM,Prompt可以简单包装或直接使用用户查询 + prompt = f"请回答以下问题:\n{user_query}" + llm_response = enhanced_direct_query_llm(prompt) # 假设它返回 {"answer": "...", ...} + return jsonify({ + "answer": llm_response.get("answer", "未能获取回答。"), + "source_documents": llm_response.get("source_documents", []), # RAG核心的LLM也可能返回空 + "is_ml_query": False, # 通常通用查询不是特定ML操作 + "is_direct_answer": True, + "model_used": llm_response.get("model_name", "General LLM") + }), 200 + + # --- 数据分析模式 (mode == 'data_analysis') --- + # 功能 3: 用户上传数据集和选择目标列和模型,然后为其生成具体的包含代码的教程 + # 我们通过一个关键词或前端特定标记来识别教程生成请求 + # 假设前端会在query中包含“生成教程”或通过一个额外参数标记 + is_tutorial_request = ("教程" in user_query.lower() or "generate_tutorial" in data) and \ + data_preview and selected_model_name and target_column + + if is_tutorial_request: + app.logger.info(f"处理教程生成请求: 模型 '{selected_model_name}', 目标列 '{target_column}'") + prompt_parts = [ + f"请为以下场景生成一个详细的Python机器学习教程,使用语言为中文:", + f"用户原始问题(供参考,主要按以下要求生成教程): {user_query}", + f"要使用的模型: {selected_model_name}", + f"目标预测列: {target_column}", + "教程应包含清晰的步骤、Python代码示例和必要的解释。代码应尽可能通用,并使用常见的库如 pandas 和 scikit-learn。", + "步骤应包括(但不限于):" + " 1. 简介和目标说明。", + " 2. 数据加载与探索性数据分析 (EDA):假设用户已有一个Pandas DataFrame,其列名和数据类型可参考以下数据预览。", + " 3. 数据预处理:根据数据预览和常见场景,讨论可能需要的预处理步骤(如处理缺失值、分类特征编码、数值特征缩放)。请提供代码片段作为示例。", + " 4. 特征工程(如果适用)。", + " 5. 将数据集拆分为特征 (X) 和目标 (y),然后划分为训练集和测试集。", + f" 6. 模型初始化与训练:实例化 '{selected_model_name}' 模型并进行训练。", + " 7. 使用模型进行预测。", + " 8. 模型评估:选择适合该模型和任务(分类/回归)的评估指标,并解释如何解读它们。", + " 9. 总结和后续步骤建议。", + "数据预览(前几行,用于理解数据结构和生成相关代码示例):", + json.dumps(data_preview, indent=2, ensure_ascii=False), + "\n请确保代码块使用Markdown格式正确标识。" + ] + tutorial_prompt = "\n".join(prompt_parts) + app.logger.debug(f"教程生成Prompt (部分): {tutorial_prompt[:500]}...") + + llm_response = enhanced_direct_query_llm(tutorial_prompt) + return jsonify({ + "answer": llm_response.get("answer", "未能生成教程内容。"), + "source_documents": [], # 教程通常不依赖RAG源文档 + "is_ml_query": True, + "is_tutorial": True, + "ml_model_used": selected_model_name, + "target_column_for_tutorial": target_column + }), 200 + + # 功能 1 & 2: 用户基于上传的数据进行提问 + if data_preview: # 必须有数据预览才能进行这类分析 + app.logger.info("处理基于数据的分析查询") + prompt_parts = [f"用户问题: {user_query}\n"] + prompt_parts.append("请根据以下提供的数据预览信息来回答用户的问题。") + prompt_parts.append("数据预览 (前几行):") + prompt_parts.append(json.dumps(data_preview, indent=2, ensure_ascii=False) + "\n") + + if target_column: + prompt_parts.append(f"用户已指定的目标列 (用于预测或分析相关性): '{target_column}'\n") + if selected_model_name: + prompt_parts.append(f"用户当前选择或提及的模型是: '{selected_model_name}'\n") + + # 根据问题类型调整指示 + if "适合用什么模型进行分析" in user_query or "推荐模型" in user_query: + prompt_parts.append( + "请基于数据的特点(如列名、数据类型暗示、值的分布等)推荐合适的机器学习模型,并解释推荐理由。") + elif "哪些特征最重要" in user_query and target_column: + prompt_parts.append( + f"请分析对于预测目标列 '{target_column}',数据预览中的哪些其他列(特征)可能最重要,并说明判断依据。") + else: + prompt_parts.append("请针对用户的问题,结合数据预览给出专业的分析和回答。") + + data_context_prompt = "".join(prompt_parts) + app.logger.debug(f"数据上下文Prompt (部分): {data_context_prompt[:500]}...") + + llm_response = enhanced_direct_query_llm(data_context_prompt) + return jsonify({ + "answer": llm_response.get("answer", "未能基于数据分析回答。"), + "source_documents": [], + "is_ml_query": True, # 假设这类问题与ML相关 + "data_context_used": True, + "model_used": llm_response.get("model_name", "Contextual LLM") + }), 200 + + # 如果是数据分析模式,但没有足够上下文(如数据预览),则可能无法很好回答 + # 可以尝试RAG或通用ML Agent,或者提示用户上传数据 + app.logger.warning(f"数据分析模式查询 '{user_query}',但缺少足够的数据上下文 (如data_preview)。") + # 尝试使用ML Agent (如果问题看起来是操作性的) + is_ml_query = any(keyword.lower() in user_query.lower() for keyword in APP_ML_KEYWORDS) + is_ml_ops = any(op.lower() in user_query.lower() for op in APP_ML_OPS_KEYWORDS) + if is_ml_query and is_ml_ops and enhanced_query_ml_agent: try: - # user_query 也传递给LLM,以便它了解用户的原始意图 - direct_llm_response = enhanced_direct_query_llm(user_query, llm_ml_context) + app.logger.info("尝试使用ML Agent处理(无数据上下文的操作类查询)") + # 注意:这里的ML Agent可能无法执行需要数据的操作 + agent_result = enhanced_query_ml_agent(user_query, + use_existing_model=data.get('use_existing_model', True)) return jsonify({ - "answer": direct_llm_response.get("answer", "未能生成教程内容。"), - "source_documents": [], - "is_ml_query": True, - "is_tutorial": True, - "ml_model_used": data.get('model_name') - }) - except Exception as e: - app.logger.error(f"教程生成LLM调用失败: {str(e)}", exc_info=True) - return jsonify({"error": f"生成教程时出错: {str(e)}"}), 500 - - elif is_ml_query and is_ml_ops: - app.logger.info(f"检测到机器学习操作类查询,将使用增强版ML Agent处理") - try: - # 尝试使用增强版ML代理 - result = enhanced_query_ml_agent(user_query, use_existing_model=use_existing_model) - except Exception as e: - app.logger.warning(f"增强版ML代理处理失败,回退到标准ML代理: {str(e)}") - # 回退到标准ML代理 - result = query_ml_agent(user_query, use_existing_model=use_existing_model) - - # 返回结果,保留特征分析数据和预测结果 - response_data = { - "answer": result["answer"], - "source_documents": [], - "is_ml_query": True, - "feature_analysis": result.get("feature_analysis", {}), - "ml_model_used": result.get("model_used", "未知模型") - } - # 如果结果中包含预测,添加到响应中 - if "prediction" in result: - response_data["prediction"] = result["prediction"] - return jsonify(response_data) + "answer": agent_result.get("answer", "ML Agent未能处理此请求。"), + "is_ml_query": True, + "ml_model_used": agent_result.get("model_used", "ML Agent") + # 其他 agent_result 中的字段,如 feature_analysis, prediction 等 + }), 200 + except Exception as e_agent: + app.logger.error(f"ML Agent处理失败: {str(e_agent)}", exc_info=True) + # 继续执行后续的RAG/LLM兜底 + + # 默认兜底:尝试RAG,如果RAG不好再用纯LLM (主要用于知识性问答) + app.logger.info(f"数据分析模式查询 '{user_query}' 无特定处理路径,尝试RAG") + rag_response = enhanced_query_rag(user_query) + if not is_rag_result_poor(user_query, rag_response): # 使用您已有的 is_rag_result_poor + app.logger.info("RAG结果尚可") + return jsonify(rag_response), 200 else: - app.logger.info(f"使用增强版RAG系统处理常规/知识类查询") - try: - # 尝试使用增强版RAG处理,启用机器学习集成 - result = enhanced_query_rag(user_query, ml_integration=True) - except Exception as e: - app.logger.warning(f"增强版RAG处理失败,回退到标准RAG: {str(e)}") - # 回退到标准RAG - result = query_rag(user_query) - - result["is_ml_query"] = False - - # 检查是否需要进行机器学习集成 - if is_ml_query and not is_ml_ops and "预测" in user_query: - app.logger.info("检测到预测类查询,尝试集成机器学习模型结果") - try: - # 提取可能的预测目标和特征 - from rag_core_enhanced import extract_prediction_info, find_suitable_model, make_prediction_with_model - prediction_target, features = extract_prediction_info(user_query) - - if prediction_target and features: - # 查找适合该预测任务的模型 - model_name = find_suitable_model(prediction_target) - - if model_name: - # 加载模型并进行预测 - model_result = make_prediction_with_model(model_name, features) - - # 将模型预测结果与RAG结果集成 - result = integrate_ml_with_rag(result, model_name, { - "prediction": model_result.get("predictions"), - "feature_importance": model_result.get("feature_importance", {}), - "model_metrics": model_result.get("metrics", {}) - }) - except Exception as e: - app.logger.warning(f"机器学习集成失败: {str(e)}") - - # 如果RAG结果质量不佳,使用增强版LLM - if is_rag_result_poor(user_query, result): - app.logger.info("RAG结果质量不佳,切换到直接大模型回答") - try: - # 如果有机器学习相关信息,将其传递给增强版LLM - ml_context = None - if result.get("ml_enhanced") or result.get("feature_analysis"): - ml_context = { - "model_name": result.get("ml_model_used", "未知模型"), - "prediction": result.get("prediction"), - "feature_importance": result.get("feature_analysis", {}).get("feature_importance", {}), - "model_metrics": result.get("model_metrics", {}) - } - - direct_llm_response = enhanced_direct_query_llm(user_query, ml_context) - except Exception as e: - app.logger.warning(f"增强版LLM处理失败,回退到标准LLM: {str(e)}") - direct_llm_response = direct_query_llm(user_query) - - result["answer"] = direct_llm_response["answer"] - result["is_direct_answer"] = direct_llm_response.get("is_direct_answer", True) - result["ml_enhanced_llm"] = direct_llm_response.get("ml_enhanced", False) - - # 如果结果中包含预测、模型指标或特征重要性,添加到响应中 - if "prediction" in result: - result["prediction"] = result["prediction"] - if "model_metrics" in result: - result["model_metrics"] = result["model_metrics"] - if "feature_importance" in result: - result["feature_importance"] = result["feature_importance"] - - return jsonify(result) + app.logger.info("RAG结果不佳,转通用LLM处理") + prompt = f"请回答以下问题:\n{user_query}" + llm_response = enhanced_direct_query_llm(prompt) + return jsonify({ + "answer": llm_response.get("answer", "未能获取回答。"), + "source_documents": llm_response.get("source_documents", []), + "is_direct_answer": True, + "model_used": llm_response.get("model_name", "Fallback LLM") + }), 200 + except Exception as e: - app.logger.error(f"/api/chat 接口发生错误: {e}", exc_info=True) + app.logger.error(f"/api/chat 接口发生错误: {str(e)}", exc_info=True) return jsonify({"error": f"服务器内部错误,请稍后重试或联系管理员。"}), 500 @app.route('/api/rebuild_vector_store', methods=['POST']) @@ -442,6 +440,231 @@ def train_model_endpoint(): app.logger.error(f"/api/ml/train 接口发生错误: {e}", exc_info=True) return jsonify({"error": f"训练模型时发生错误: {str(e)}"}), 500 + +# 在 app.py 的路由部分添加以下新端点 + +# 功能 5.2: 模型比较 (模拟) +@app.route('/api/simulate_model_comparison', methods=['POST']) +def simulate_model_comparison_endpoint(): + data = request.get_json() + if not data or not all(k in data for k in ['model_names', 'test_data_identifier', 'target_column']): + app.logger.warning(f"模拟模型比较请求缺少参数: {data}") + return jsonify({"error": "缺少必要参数 (model_names, test_data_identifier, target_column)"}), 400 + + model_names_list = data['model_names'] + if not isinstance(model_names_list, list) or len(model_names_list) < 2: + return jsonify({"error": "model_names 必须是至少包含两个模型的列表"}), 400 + + prompt_parts = [ + "请模拟以下机器学习模型的比较过程,并以中文回答:", + f"模型列表:{', '.join(model_names_list)}", + f"测试数据集标识:'{data['test_data_identifier']}' (例如:'当前上传的关于客户流失预测的数据' 或 '公开的鸢尾花分类数据集')", + f"目标列:'{data['target_column']}'\n", + "要求:", + "1. 为列表中的每个模型生成一组合理的、符合其典型应用场景的模拟评估指标。", + " - 如果目标列暗示分类任务(例如,目标列是字符型或少数唯一值),请使用分类指标如:准确率 (Accuracy), 精确率 (Precision), 召回率 (Recall), F1分数 (F1-score)。数值请在0.6到0.98之间随机模拟。", + " - 如果目标列暗示回归任务(例如,目标列是连续数值型),请使用回归指标如:R²分数 (R2 Score), 均方误差 (MSE), 平均绝对误差 (MAE)。R2分数在0.5到0.95之间,MSE/MAE根据常见场景模拟。", + "2. 对模拟结果进行简短总结,指出哪个模型在模拟中可能表现更优,并给出推测的理由。", + "3. 以严格的JSON格式返回结果,结构如下:", + """ +{ + "comparison_results": [ + { + "model_name": "模型A的名称", + "metrics": {"指标1": "模拟值1", "指标2": "模拟值2"} + }, + { + "model_name": "模型B的名称", + "metrics": {"指标1": "模拟值1", "指标2": "模拟值2"} + } + // ... 更多模型 + ], + "summary": "这里是模拟的总结文本...", + "test_data_info": { + "identifier": "{data['test_data_identifier']}", + "simulated_rows": "例如:约1000行", + "simulated_features": "例如:约10个特征" + } +} +""", + "请确保'metrics'对象中的值是数值类型(如果适用,如准确率)或字符串。请务必确保您的整个输出就是一个单一的、完整且严格符合上述结构的JSON对象。不要在JSON对象之前或之后包含任何其他文本、注释、解释或Markdown的```json ```标记,直接输出JSON本身。" + ] + comparison_prompt = "\n".join(prompt_parts) + app.logger.info(f"模拟模型比较Prompt (部分): {comparison_prompt[:300]}...") + + try: + # enhanced_direct_query_llm 应该返回一个字典,其中 "answer" 键包含LLM的原始文本输出 + llm_raw_output_dict = enhanced_direct_query_llm(comparison_prompt) + if not llm_raw_output_dict or "answer" not in llm_raw_output_dict: + app.logger.error("enhanced_direct_query_llm 未返回预期的包含 'answer' 的字典。") + return jsonify({"error": "调用大模型时发生内部错误 (无响应)。"}), 500 + + llm_response_str = llm_raw_output_dict.get("answer", "") + + simulated_results, error_msg = extract_and_parse_json_from_llm(llm_response_str, "ModelComparison") + + if error_msg: # 如果解析失败 + return jsonify({ + "error": error_msg, # 使用辅助函数返回的错误信息 + "raw_llm_response": llm_response_str # 仍然返回原始响应 + }), 500 + + # 基本的结构验证 (simulated_results 不为 None) + if not isinstance(simulated_results, dict) or \ + "comparison_results" not in simulated_results or \ + not isinstance(simulated_results["comparison_results"], list) or \ + "summary" not in simulated_results: + app.logger.error(f"LLM返回的模拟比较结果JSON结构不符合预期: {simulated_results}") + return jsonify({ + "error": "大模型返回的模拟比较结果JSON结构不正确。", + "parsed_response": simulated_results, # 返回已解析(但结构错误)的内容 + "raw_llm_response": llm_response_str + }), 500 + + # 可以添加更细致的结构验证,例如检查 comparison_results 列表中的元素 + for item in simulated_results["comparison_results"]: + if not isinstance(item, dict) or "model_name" not in item or "metrics" not in item: + app.logger.error(f"模拟比较结果中 'comparison_results' 列表内元素结构错误: {item}") + return jsonify({ + "error": "模拟比较结果内部数据结构不正确。", + "parsed_response": simulated_results, + "raw_llm_response": llm_response_str + }), 500 + + return jsonify(simulated_results), 200 + except Exception as e: + app.logger.error(f"模拟模型比较过程中发生错误: {str(e)}", exc_info=True) + return jsonify({"error": f"模拟模型比较时发生内部错误: {str(e)}"}), 500 + + +# 功能 5.3: 集成模型构建 (模拟) +@app.route('/api/simulate_ensemble_building', methods=['POST']) +def simulate_ensemble_building_endpoint(): + data = request.get_json() + if not data or not all(k in data for k in ['base_models', 'ensemble_type', 'ensemble_name']): + app.logger.warning(f"模拟集成构建请求缺少参数: {data}") + return jsonify({"error": "缺少必要参数 (base_models, ensemble_type, ensemble_name)"}), 400 + + base_models_list = data['base_models'] + ensemble_type = data['ensemble_type'] + ensemble_name = data['ensemble_name'] + + if not isinstance(base_models_list, list) or len(base_models_list) < 2: + return jsonify({"error": "base_models 必须是至少包含两个模型的列表"}), 400 + if not ensemble_name.strip(): + return jsonify({"error": "ensemble_name 不能为空"}), 400 + + prompt_parts = [ + f"请模拟构建一个名为 '{ensemble_name}' 的集成学习模型,并以中文回答:", + f"基础模型列表:{', '.join(base_models_list)}", + f"集成类型:{ensemble_type} (例如:Voting Classifier, Stacking Regressor, BaggingClassifier等)\n", + "请在回答中包含以下内容:", + "1. 一个模拟的“构建成功”或“已创建”的消息。", + f"2. 对这个名为 '{ensemble_name}' 的模拟集成模型的工作原理进行简要描述(根据其类型和基础模型)。", + "3. 列出这个模拟集成模型相对于其基础模型可能的潜在优势。", + "4. 简要描述它可能适用于什么样的数据集或问题场景。", + "5. 提供一些关于这个模拟集成模型的假设性元数据,例如模拟的创建时间戳、组合方式等。", + "请以严格的JSON格式返回结果,结构如下:", + """ +{ + "success": true, + "message": "模拟的构建成功消息,例如:集成模型 '[ensemble_name]' 已成功模拟创建!", + "ensemble_name": "{ensemble_name}", + "ensemble_type": "{ensemble_type}", + "base_models_used": {base_models_list}, + "description": "这里是集成模型工作原理的模拟描述...", + "potential_advantages": "这里是模拟的潜在优势列表或描述...", + "suitable_scenarios": "这里是模拟的适用场景描述...", + "model_info": { + "simulated_created_at": "例如:一个ISO格式的时间戳,如 YYYY-MM-DDTHH:MM:SSZ", + "simulated_combination_method": "例如:对投票分类器是'多数投票'或'加权投票',对Stacking是'使用元学习器组合预测'等" + } +} +""", + "请确保整个响应是单一的、格式正确的JSON对象。" + ] + ensemble_prompt = "\n".join(prompt_parts) + app.logger.info(f"模拟集成构建Prompt (部分): {ensemble_prompt[:300]}...") + + try: + llm_raw_output_dict = enhanced_direct_query_llm(ensemble_prompt) # √ 使用正确的 ensemble_prompt + if not llm_raw_output_dict or "answer" not in llm_raw_output_dict: + app.logger.error("enhanced_direct_query_llm 未返回预期的包含 'answer' 的字典。") + return jsonify({"error": "调用大模型时发生内部错误 (无响应)。"}), 500 + + llm_response_str = llm_raw_output_dict.get("answer", "") + + # --- 修改这里的日志标记 --- + simulated_results, error_msg = extract_and_parse_json_from_llm(llm_response_str, + "EnsembleBuilding") # 修改为 "EnsembleBuilding" + + if error_msg: + return jsonify({ + "error": error_msg, + "raw_llm_response": llm_response_str + }), 500 + + # --- 修改这里的JSON结构验证 --- + expected_keys = ["success", "ensemble_name", "ensemble_type", "base_models_used", + "description", "potential_advantages", "suitable_scenarios", "model_info"] + + if not isinstance(simulated_results, dict): + app.logger.error(f"LLM返回的模拟集成结果不是一个字典: {simulated_results}") # √ 日志文本正确 + return jsonify({ + "error": "大模型返回的模拟集成结果格式不正确 (非字典)。", # √ 错误信息文本正确 + "parsed_response": simulated_results, + "raw_llm_response": llm_response_str + }), 500 + + missing_keys = [key for key in expected_keys if key not in simulated_results] + if missing_keys: + app.logger.error( + f"LLM返回的模拟集成结果JSON缺少关键字段: {missing_keys}. 结果: {simulated_results}") # √ 日志文本正确 + return jsonify({ + "error": f"大模型返回的模拟集成结果JSON缺少必要字段: {', '.join(missing_keys)}。", # √ 错误信息文本正确 + "parsed_response": simulated_results, + "raw_llm_response": llm_response_str + }), 500 + + # 可以选择性地添加对特定字段类型的进一步验证 + if not isinstance(simulated_results.get("success"), bool): + app.logger.error(f"模拟集成结果中 'success' 字段类型错误. 结果: {simulated_results}") + return jsonify({ + "error": "模拟集成结果中 'success' 字段类型非布尔值。", + "parsed_response": simulated_results, "raw_llm_response": llm_response_str + }), 500 + if not isinstance(simulated_results.get("base_models_used"), list): + app.logger.error(f"模拟集成结果中 'base_models_used' 字段类型错误. 结果: {simulated_results}") + return jsonify({ + "error": "模拟集成结果中 'base_models_used' 字段类型非列表。", + "parsed_response": simulated_results, "raw_llm_response": llm_response_str + }), 500 + # ... 可以为 model_info 等其他字段添加类似检查 ... + + # 移除或注释掉针对 comparison_results 的 for 循环验证 + # for item in simulated_results["comparison_results"]: <--- 这个是错误的,应该移除 + + return jsonify(simulated_results), 201 # √ 使用 201 Created + except Exception as e: + app.logger.error(f"模拟集成模型构建过程中发生错误: {str(e)}", exc_info=True) # √ 日志文本正确 + return jsonify({"error": f"模拟集成模型构建时发生内部错误: {str(e)}"}), 500 # √ 错误信息文本正确 + + @app.route('/api/ml/model_versions', methods=['POST']) + def create_model_version_placeholder(): + # data = request.get_json() # 可以接收数据但不处理 + # model_name = data.get('model_name') + # version_info = data.get('version_info') + # app.logger.info(f"接收到创建模型版本请求 (前端模拟): {model_name} - {version_info}") + return jsonify({"success": True, "message": "模型版本信息已在前端记录 (模拟)。"}), 200 + + @app.route('/api/ml/model_versions/', methods=['GET']) + def get_model_versions_placeholder(model_name): + # app.logger.info(f"接收到获取模型版本请求 (前端模拟): {model_name}") + # 模拟返回空列表或一个示例结构 + return jsonify({"success": True, "versions": [], "message": "模型版本历史在前端管理 (模拟)。"}), 200 + + # 对部署相关的API也做类似处理 + @app.route('/api/ml/predict', methods=['POST']) def predict_endpoint(): """使用机器学习模型进行预测的API端点""" @@ -583,9 +806,9 @@ def upload_data_endpoint(): "categorical_columns": categorical_columns, "numerical_columns": numerical_columns, "row_count": len(df), - "preview": df.head(5).to_dict('records') + "preview": df.head(10).to_dict('records') }) - + return jsonify(result), 200 except Exception as e: app.logger.error(f"/api/ml/upload 接口发生错误: {e}", exc_info=True) diff --git a/chroma_db/0868db41-6ebe-49c6-a051-6415cda05a70/data_level0.bin b/chroma_db/0868db41-6ebe-49c6-a051-6415cda05a70/data_level0.bin index e0354e11d31f950fd73d4cf2f2adf024317eb6ef..9ce549aab5bbdfbc8b1fb5d26af13350a419a0c8 100644 GIT binary patch delta 3064709 zcmb@v2bfjG(x|;>hA=bCz(QciL(Y;x34#Ox$qEXJ3JQWs6ht^8$%I)kZWUAzbQHr8 zQQIu$Ear%aikNdwc;9#JS)7rp-*=w-|NEh+?&_-QUftEz)xCP}*?9J8<<_3Ov3#dW zsZ{F9imBA^*{Rfvz`;4GR0KSel}gR0?0C{cfR@077}j?h7cI%9s2%@pLgZ%1AA$41 zHKFeVG$6env?qb=SS*z~0BjXqDbEKI+1{j;uPuES9qN09GIc%!R&OdNwV_hg!l<=M z23km4cYtlQLu4^Xy@bTjZ4K-%n` z^bOlbO^k}l!QYN*XF&ghw9mI!)`szu=0$ZXkRFWgHz<1!J!gO$prRT{1)&Fd{cmJz%1zU97eh+csf{qhj$|Kc9D;({4nzBI0*b!y6^O?7A5z! zZy)uh=i-m1u@d?F;b{!N&+|RBX{3LJRt#eS_z?Q$AZQu9q46bSq9s13H&Td$O3vnUkV-t-M$_RJ|FxB*#7PUoJ)Cm@}o(gg9`0uUjTA!C+feSOxZfDi~NS4 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