From 57b92ca1243cacb3f55cfdf342081df841f90ead Mon Sep 17 00:00:00 2001 From: SengokuCola <1026294844@qq.com> Date: Wed, 31 Dec 2025 19:34:33 +0800 Subject: [PATCH 01/18] =?UTF-8?q?feat=EF=BC=9A=E4=BC=98=E5=8C=96=E8=AE=B0?= =?UTF-8?q?=E5=BF=86=E6=A3=80=E7=B4=A2=E5=92=8C=E5=81=9C=E6=AD=A2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- scripts/compare_finish_search_token.py | 507 ------------------ scripts/evaluate_expressions_v5.py | 476 ---------------- src/memory_system/memory_retrieval.py | 281 +++++----- src/memory_system/retrieval_tools/__init__.py | 4 +- .../retrieval_tools/found_answer.py | 25 +- 5 files changed, 163 insertions(+), 1130 deletions(-) delete mode 100644 scripts/compare_finish_search_token.py delete mode 100644 scripts/evaluate_expressions_v5.py diff --git a/scripts/compare_finish_search_token.py b/scripts/compare_finish_search_token.py deleted file mode 100644 index b122cfb7..00000000 --- a/scripts/compare_finish_search_token.py +++ /dev/null @@ -1,507 +0,0 @@ -import argparse -import asyncio -import os -import sys -import time -import json -import importlib -from typing import Dict, Any -from datetime import datetime - -# 强制使用 utf-8，避免控制台编码报错 -try: - if hasattr(sys.stdout, "reconfigure"): - sys.stdout.reconfigure(encoding="utf-8") - if hasattr(sys.stderr, "reconfigure"): - sys.stderr.reconfigure(encoding="utf-8") -except Exception: - pass - -# 确保能导入 src.* -sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))) - -from src.common.logger import initialize_logging, get_logger -from src.common.database.database import db -from src.common.database.database_model import LLMUsage - -logger = get_logger("compare_finish_search_token") - - -def get_token_usage_since(start_time: float) -> Dict[str, Any]: - """获取从指定时间开始的token使用情况 - - Args: - start_time: 开始时间戳 - - Returns: - 包含token使用统计的字典 - """ - try: - start_datetime = datetime.fromtimestamp(start_time) - - # 查询从开始时间到现在的所有memory相关的token使用记录 - records = ( - LLMUsage.select() - .where( - (LLMUsage.timestamp >= start_datetime) - & ( - (LLMUsage.request_type.like("%memory%")) - | (LLMUsage.request_type == "memory.question") - | (LLMUsage.request_type == "memory.react") - | (LLMUsage.request_type == "memory.react.final") - ) - ) - .order_by(LLMUsage.timestamp.asc()) - ) - - total_prompt_tokens = 0 - total_completion_tokens = 0 - total_tokens = 0 - total_cost = 0.0 - request_count = 0 - model_usage = {} # 按模型统计 - - for record in records: - total_prompt_tokens += record.prompt_tokens or 0 - total_completion_tokens += record.completion_tokens or 0 - total_tokens += record.total_tokens or 0 - total_cost += record.cost or 0.0 - request_count += 1 - - # 按模型统计 - model_name = record.model_name or "unknown" - if model_name not in model_usage: - model_usage[model_name] = { - "prompt_tokens": 0, - "completion_tokens": 0, - "total_tokens": 0, - "cost": 0.0, - "request_count": 0, - } - model_usage[model_name]["prompt_tokens"] += record.prompt_tokens or 0 - model_usage[model_name]["completion_tokens"] += record.completion_tokens or 0 - model_usage[model_name]["total_tokens"] += record.total_tokens or 0 - model_usage[model_name]["cost"] += record.cost or 0.0 - model_usage[model_name]["request_count"] += 1 - - return { - "total_prompt_tokens": total_prompt_tokens, - "total_completion_tokens": total_completion_tokens, - "total_tokens": total_tokens, - "total_cost": total_cost, - "request_count": request_count, - "model_usage": model_usage, - } - except Exception as e: - logger.error(f"获取token使用情况失败: {e}") - return { - "total_prompt_tokens": 0, - "total_completion_tokens": 0, - "total_tokens": 0, - "total_cost": 0.0, - "request_count": 0, - "model_usage": {}, - } - - -def _import_memory_retrieval(): - """使用 importlib 动态导入 memory_retrieval 模块，避免循环导入""" - try: - # 先导入 prompt_builder，检查 prompt 是否已经初始化 - from src.chat.utils.prompt_builder import global_prompt_manager - - # 检查 memory_retrieval 相关的 prompt 是否已经注册 - # 如果已经注册，说明模块可能已经通过其他路径初始化过了 - prompt_already_init = "memory_retrieval_question_prompt" in global_prompt_manager._prompts - - module_name = "src.memory_system.memory_retrieval" - - # 如果 prompt 已经初始化，尝试直接使用已加载的模块 - if prompt_already_init and module_name in sys.modules: - existing_module = sys.modules[module_name] - if hasattr(existing_module, 'init_memory_retrieval_prompt'): - return ( - existing_module.init_memory_retrieval_prompt, - existing_module._react_agent_solve_question, - ) - - # 如果模块已经在 sys.modules 中但部分初始化，先移除它 - if module_name in sys.modules: - existing_module = sys.modules[module_name] - if not hasattr(existing_module, 'init_memory_retrieval_prompt'): - # 模块部分初始化，移除它 - logger.warning(f"检测到部分初始化的模块 {module_name}，尝试重新导入") - del sys.modules[module_name] - # 清理可能相关的部分初始化模块 - keys_to_remove = [] - for key in sys.modules.keys(): - if key.startswith('src.memory_system.') and key != 'src.memory_system': - keys_to_remove.append(key) - for key in keys_to_remove: - try: - del sys.modules[key] - except KeyError: - pass - - # 在导入 memory_retrieval 之前，先确保所有可能触发循环导入的模块都已完全加载 - # 这些模块在导入时可能会触发 memory_retrieval 的导入，所以我们需要先加载它们 - try: - # 先导入可能触发循环导入的模块，让它们完成初始化 - import src.config.config - import src.chat.utils.prompt_builder - # 尝试导入可能触发循环导入的模块（这些模块可能在模块级别导入了 memory_retrieval） - # 如果它们已经导入，就确保它们完全初始化 - try: - import src.chat.replyer.group_generator # noqa: F401 - except (ImportError, AttributeError): - pass # 如果导入失败，继续 - try: - import src.chat.replyer.private_generator # noqa: F401 - except (ImportError, AttributeError): - pass # 如果导入失败，继续 - except Exception as e: - logger.warning(f"预加载依赖模块时出现警告: {e}") - - # 现在尝试导入 memory_retrieval - # 如果此时仍然触发循环导入，说明有其他模块在模块级别导入了 memory_retrieval - memory_retrieval_module = importlib.import_module(module_name) - - return ( - memory_retrieval_module.init_memory_retrieval_prompt, - memory_retrieval_module._react_agent_solve_question, - ) - except (ImportError, AttributeError) as e: - logger.error(f"导入 memory_retrieval 模块失败: {e}", exc_info=True) - raise - - -def _init_tools_without_finish_search(): - """初始化工具但不注册 finish_search""" - from src.memory_system.retrieval_tools import ( - register_query_chat_history, - register_query_person_info, - register_query_words, - ) - from src.memory_system.retrieval_tools.tool_registry import get_tool_registry - from src.config.config import global_config - - # 清空工具注册器 - tool_registry = get_tool_registry() - tool_registry.tools.clear() - - # 注册除 finish_search 外的所有工具 - register_query_chat_history() - register_query_person_info() - register_query_words() - - # 如果启用 LPMM agent 模式，也注册 LPMM 工具 - if global_config.lpmm_knowledge.lpmm_mode == "agent": - from src.memory_system.retrieval_tools.query_lpmm_knowledge import register_tool as register_lpmm_knowledge - register_lpmm_knowledge() - - logger.info("已初始化工具（不包含 finish_search）") - - -def _init_tools_with_finish_search(): - """初始化工具并注册 finish_search""" - from src.memory_system.retrieval_tools.tool_registry import get_tool_registry - from src.memory_system.retrieval_tools import init_all_tools - - # 清空工具注册器 - tool_registry = get_tool_registry() - tool_registry.tools.clear() - - # 初始化所有工具（包括 finish_search） - init_all_tools() - logger.info("已初始化工具（包含 finish_search）") - - -async def get_prompt_tokens_for_tools( - question: str, - chat_id: str, - use_finish_search: bool, -) -> Dict[str, Any]: - """获取使用不同工具配置时的prompt token消耗 - - Args: - question: 要查询的问题 - chat_id: 聊天ID - use_finish_search: 是否使用 finish_search 工具 - - Returns: - 包含prompt token信息的字典 - """ - # 先初始化 prompt（如果还未初始化） - # 注意：init_memory_retrieval_prompt 会调用 init_all_tools，所以我们需要在它之后重新设置工具 - from src.chat.utils.prompt_builder import global_prompt_manager - if "memory_retrieval_question_prompt" not in global_prompt_manager._prompts: - init_memory_retrieval_prompt, _ = _import_memory_retrieval() - init_memory_retrieval_prompt() - - # 初始化工具（根据参数决定是否包含 finish_search） - # 必须在 init_memory_retrieval_prompt 之后调用，因为它会调用 init_all_tools - if use_finish_search: - _init_tools_with_finish_search() - else: - _init_tools_without_finish_search() - - # 获取工具注册器 - from src.memory_system.retrieval_tools.tool_registry import get_tool_registry - tool_registry = get_tool_registry() - tool_definitions = tool_registry.get_tool_definitions() - - # 验证工具列表（调试用） - tool_names = [tool["name"] for tool in tool_definitions] - if use_finish_search: - if "finish_search" not in tool_names: - logger.warning("期望包含 finish_search 工具，但工具列表中未找到") - else: - if "finish_search" in tool_names: - logger.warning("期望不包含 finish_search 工具，但工具列表中找到了，将移除") - # 移除 finish_search 工具 - tool_registry.tools.pop("finish_search", None) - tool_definitions = tool_registry.get_tool_definitions() - tool_names = [tool["name"] for tool in tool_definitions] - - # 构建第一次调用的prompt（模拟_react_agent_solve_question的第一次调用） - from src.config.config import global_config - bot_name = global_config.bot.nickname - time_now = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()) - - # 构建head_prompt - head_prompt = await global_prompt_manager.format_prompt( - "memory_retrieval_react_prompt_head", - bot_name=bot_name, - time_now=time_now, - question=question, - collected_info="", - current_iteration=1, - remaining_iterations=global_config.memory.max_agent_iterations - 1, - max_iterations=global_config.memory.max_agent_iterations, - ) - - # 构建消息列表（只包含system message，模拟第一次调用） - from src.llm_models.payload_content.message import MessageBuilder, RoleType - messages = [] - system_builder = MessageBuilder() - system_builder.set_role(RoleType.System) - system_builder.add_text_content(head_prompt) - messages.append(system_builder.build()) - - # 调用LLM API来计算token（只调用一次，不实际执行） - from src.llm_models.utils_model import LLMRequest, RequestType - from src.config.config import model_config - - # 创建LLM请求对象 - llm_request = LLMRequest(model_set=model_config.model_task_config.tool_use, request_type="memory.react.compare") - - # 构建工具选项 - tool_built = llm_request._build_tool_options(tool_definitions) - - # 直接调用 _execute_request 以获取完整的响应对象（包含 usage） - response, model_info = await llm_request._execute_request( - request_type=RequestType.RESPONSE, - message_factory=lambda _client, *, _messages=messages: _messages, - temperature=None, - max_tokens=None, - tool_options=tool_built, - ) - - # 从响应中获取token使用情况 - prompt_tokens = 0 - completion_tokens = 0 - total_tokens = 0 - - if response and hasattr(response, 'usage') and response.usage: - prompt_tokens = response.usage.prompt_tokens or 0 - completion_tokens = response.usage.completion_tokens or 0 - total_tokens = response.usage.total_tokens or 0 - - return { - "use_finish_search": use_finish_search, - "prompt_tokens": prompt_tokens, - "completion_tokens": completion_tokens, - "total_tokens": total_tokens, - "tool_count": len(tool_definitions), - "tool_names": [tool["name"] for tool in tool_definitions], - } - - -async def compare_prompt_tokens( - question: str, - chat_id: str = "compare_finish_search", -) -> Dict[str, Any]: - """对比使用 finish_search 工具与否的输入 token 差异 - - 只运行一次，只计算输入 token 的差异，确保除了工具定义外其他内容一致 - - Args: - question: 要查询的问题 - chat_id: 聊天ID - - Returns: - 包含对比结果的字典 - """ - print("\n" + "=" * 80) - print("finish_search 工具 输入 Token 消耗对比测试") - print("=" * 80) - print(f"\n[测试问题] {question}") - print(f"[聊天ID] {chat_id}") - print("\n注意: 只对比第一次LLM调用的输入token差异，不运行完整迭代流程") - - # 第一次测试：不使用 finish_search - print("\n" + "-" * 80) - print("[测试 1/2] 不使用 finish_search 工具") - print("-" * 80) - result_without = await get_prompt_tokens_for_tools( - question=question, - chat_id=f"{chat_id}_without", - use_finish_search=False, - ) - - print(f"\n[结果]") - print(f" 工具数量: {result_without['tool_count']}") - print(f" 工具列表: {', '.join(result_without['tool_names'])}") - print(f" 输入 Prompt Tokens: {result_without['prompt_tokens']:,}") - - # 等待一下，确保数据库记录已写入 - await asyncio.sleep(1) - - # 第二次测试：使用 finish_search - print("\n" + "-" * 80) - print("[测试 2/2] 使用 finish_search 工具") - print("-" * 80) - result_with = await get_prompt_tokens_for_tools( - question=question, - chat_id=f"{chat_id}_with", - use_finish_search=True, - ) - - print(f"\n[结果]") - print(f" 工具数量: {result_with['tool_count']}") - print(f" 工具列表: {', '.join(result_with['tool_names'])}") - print(f" 输入 Prompt Tokens: {result_with['prompt_tokens']:,}") - - # 对比结果 - print("\n" + "=" * 80) - print("[对比结果]") - print("=" * 80) - - prompt_token_diff = result_with['prompt_tokens'] - result_without['prompt_tokens'] - prompt_token_diff_percent = (prompt_token_diff / result_without['prompt_tokens'] * 100) if result_without['prompt_tokens'] > 0 else 0 - - tool_count_diff = result_with['tool_count'] - result_without['tool_count'] - - print(f"\n[输入 Prompt Token 对比]") - print(f" 不使用 finish_search: {result_without['prompt_tokens']:,} tokens") - print(f" 使用 finish_search: {result_with['prompt_tokens']:,} tokens") - print(f" 差异: {prompt_token_diff:+,} tokens ({prompt_token_diff_percent:+.2f}%)") - - print(f"\n[工具数量对比]") - print(f" 不使用 finish_search: {result_without['tool_count']} 个工具") - print(f" 使用 finish_search: {result_with['tool_count']} 个工具") - print(f" 差异: {tool_count_diff:+d} 个工具") - - print(f"\n[工具列表对比]") - without_tools = set(result_without['tool_names']) - with_tools = set(result_with['tool_names']) - only_with = with_tools - without_tools - only_without = without_tools - with_tools - - if only_with: - print(f" 仅在 '使用 finish_search' 中的工具: {', '.join(only_with)}") - if only_without: - print(f" 仅在 '不使用 finish_search' 中的工具: {', '.join(only_without)}") - if not only_with and not only_without: - print(f" 工具列表相同（除了 finish_search）") - - # 显示其他token信息 - print(f"\n[其他 Token 信息]") - print(f" Completion Tokens (不使用 finish_search): {result_without.get('completion_tokens', 0):,}") - print(f" Completion Tokens (使用 finish_search): {result_with.get('completion_tokens', 0):,}") - print(f" 总 Tokens (不使用 finish_search): {result_without.get('total_tokens', 0):,}") - print(f" 总 Tokens (使用 finish_search): {result_with.get('total_tokens', 0):,}") - - print("\n" + "=" * 80) - - return { - "question": question, - "without_finish_search": result_without, - "with_finish_search": result_with, - "comparison": { - "prompt_token_diff": prompt_token_diff, - "prompt_token_diff_percent": prompt_token_diff_percent, - "tool_count_diff": tool_count_diff, - }, - } - - -def main() -> None: - parser = argparse.ArgumentParser( - description="对比使用 finish_search 工具与否的 token 消耗差异" - ) - parser.add_argument( - "--chat-id", - default="compare_finish_search", - help="测试用的聊天ID（默认: compare_finish_search）", - ) - parser.add_argument( - "--output", - "-o", - help="将结果保存到JSON文件（可选）", - ) - - args = parser.parse_args() - - # 初始化日志（使用较低的详细程度，避免输出过多日志） - initialize_logging(verbose=False) - - # 交互式输入问题 - print("\n" + "=" * 80) - print("finish_search 工具 Token 消耗对比测试工具") - print("=" * 80) - question = input("\n请输入要查询的问题: ").strip() - if not question: - print("错误: 问题不能为空") - return - - # 连接数据库 - try: - db.connect(reuse_if_open=True) - except Exception as e: - logger.error(f"数据库连接失败: {e}") - print(f"错误: 数据库连接失败: {e}") - return - - # 运行对比测试 - try: - result = asyncio.run( - compare_prompt_tokens( - question=question, - chat_id=args.chat_id, - ) - ) - - # 如果指定了输出文件，保存结果 - if args.output: - # 将thinking_steps转换为可序列化的格式 - output_result = result.copy() - with open(args.output, "w", encoding="utf-8") as f: - json.dump(output_result, f, ensure_ascii=False, indent=2) - print(f"\n[结果已保存] {args.output}") - - except KeyboardInterrupt: - print("\n\n[中断] 用户中断测试") - except Exception as e: - logger.error(f"测试失败: {e}", exc_info=True) - print(f"\n[错误] 测试失败: {e}") - finally: - try: - db.close() - except Exception: - pass - - -if __name__ == "__main__": - main() - diff --git a/scripts/evaluate_expressions_v5.py b/scripts/evaluate_expressions_v5.py deleted file mode 100644 index 0f1a814c..00000000 --- a/scripts/evaluate_expressions_v5.py +++ /dev/null @@ -1,476 +0,0 @@ -""" -表达方式评估脚本 - -功能： -1. 随机读取指定数量的表达方式，获取其situation和style -2. 先进行人工评估（逐条手动评估） -3. 然后使用LLM进行评估 -4. 对比人工评估和LLM评估的正确率、精确率、召回率、F1分数等指标（以人工评估为标准） -5. 不真正修改数据库，只是做评估 -""" - -import asyncio -import random -import json -import sys -import os -from typing import List, Dict - -# 添加项目根目录到路径 -project_root = os.path.abspath(os.path.join(os.path.dirname(__file__), "..")) -sys.path.insert(0, project_root) - -from src.common.database.database_model import Expression -from src.common.database.database import db -from src.llm_models.utils_model import LLMRequest -from src.config.config import model_config -from src.common.logger import get_logger - -logger = get_logger("expression_evaluator_comparison") - - -def get_random_expressions(count: int = 10) -> List[Expression]: - """ - 随机读取指定数量的表达方式 - - Args: - count: 要读取的数量，默认10条 - - Returns: - 表达方式列表 - """ - try: - # 查询所有表达方式 - all_expressions = list(Expression.select()) - - if not all_expressions: - logger.warning("数据库中没有表达方式记录") - return [] - - # 如果总数少于请求数量，返回所有 - if len(all_expressions) <= count: - logger.info(f"数据库中共有 {len(all_expressions)} 条表达方式，全部返回") - return all_expressions - - # 随机选择指定数量 - selected = random.sample(all_expressions, count) - logger.info(f"从 {len(all_expressions)} 条表达方式中随机选择了 {len(selected)} 条") - return selected - - except Exception as e: - logger.error(f"随机读取表达方式失败: {e}") - import traceback - logger.error(traceback.format_exc()) - return [] - - -def manual_evaluate_expression(expression: Expression, index: int, total: int) -> Dict: - """ - 人工评估单个表达方式 - - Args: - expression: 表达方式对象 - index: 当前索引（从1开始） - total: 总数 - - Returns: - 评估结果字典，包含： - - expression_id: 表达方式ID - - situation: 情境 - - style: 风格 - - suitable: 是否合适（人工评估） - - reason: 评估理由（始终为None） - """ - print("\n" + "=" * 60) - print(f"人工评估 [{index}/{total}]") - print("=" * 60) - print(f"Situation: {expression.situation}") - print(f"Style: {expression.style}") - print("\n请评估该表达方式是否合适：") - print(" 输入 'y' 或 'yes' 或 '1' 表示合适（通过）") - print(" 输入 'n' 或 'no' 或 '0' 表示不合适（不通过）") - print(" 输入 'q' 或 'quit' 退出评估") - - while True: - user_input = input("\n您的评估 (y/n/q): ").strip().lower() - - if user_input in ['q', 'quit']: - print("退出评估") - return None - - if user_input in ['y', 'yes', '1', '是', '通过']: - suitable = True - break - elif user_input in ['n', 'no', '0', '否', '不通过']: - suitable = False - break - else: - print("输入无效，请重新输入 (y/n/q)") - - result = { - "expression_id": expression.id, - "situation": expression.situation, - "style": expression.style, - "suitable": suitable, - "reason": None, - "evaluator": "manual" - } - - print(f"\n✓ 已记录：{'通过' if suitable else '不通过'}") - - return result - - -def create_evaluation_prompt(situation: str, style: str) -> str: - """ - 创建评估提示词 - - Args: - situation: 情境 - style: 风格 - - Returns: - 评估提示词 - """ - prompt = f"""请评估以下表达方式是否合适： - -情境（situation）：{situation} -风格（style）：{style} - -请从以下方面进行评估： -1. 情境描述是否清晰、准确 -2. 风格表达是否合理、自然 -3. 情境和风格是否匹配 -4. 允许部分语法错误出现 -5. 允许口头化或缺省表达 -6. 允许部分上下文缺失 - -请以JSON格式输出评估结果： -{{ - "suitable": true/false, - "reason": "评估理由（如果不合适，请说明原因）" -}} - -如果合适，suitable设为true；如果不合适，suitable设为false，并在reason中说明原因。 -请严格按照JSON格式输出，不要包含其他内容。""" - - return prompt - - -async def _single_llm_evaluation(expression: Expression, llm: LLMRequest) -> tuple[bool, str, str | None]: - """ - 执行单次LLM评估 - - Args: - expression: 表达方式对象 - llm: LLM请求实例 - - Returns: - (suitable, reason, error) 元组，如果出错则 suitable 为 False，error 包含错误信息 - """ - try: - prompt = create_evaluation_prompt(expression.situation, expression.style) - logger.debug(f"正在评估表达方式 ID: {expression.id}") - - response, (reasoning, model_name, _) = await llm.generate_response_async( - prompt=prompt, - temperature=0.6, - max_tokens=1024 - ) - - logger.debug(f"LLM响应: {response}") - - # 解析JSON响应 - try: - evaluation = json.loads(response) - except json.JSONDecodeError: - import re - json_match = re.search(r'\{[^{}]*"suitable"[^{}]*\}', response, re.DOTALL) - if json_match: - evaluation = json.loads(json_match.group()) - else: - raise ValueError("无法从响应中提取JSON格式的评估结果") - - suitable = evaluation.get("suitable", False) - reason = evaluation.get("reason", "未提供理由") - - logger.debug(f"评估结果: {'通过' if suitable else '不通过'}") - return suitable, reason, None - - except Exception as e: - logger.error(f"评估表达方式 ID: {expression.id} 时出错: {e}") - return False, f"评估过程出错: {str(e)}", str(e) - - -async def evaluate_expression_llm(expression: Expression, llm: LLMRequest) -> Dict: - """ - 使用LLM评估单个表达方式 - - Args: - expression: 表达方式对象 - llm: LLM请求实例 - - Returns: - 评估结果字典 - """ - logger.info(f"开始评估表达方式 ID: {expression.id}") - - suitable, reason, error = await _single_llm_evaluation(expression, llm) - - if error: - suitable = False - - logger.info(f"评估完成: {'通过' if suitable else '不通过'}") - - return { - "expression_id": expression.id, - "situation": expression.situation, - "style": expression.style, - "suitable": suitable, - "reason": reason, - "error": error, - "evaluator": "llm" - } - - -def compare_evaluations(manual_results: List[Dict], llm_results: List[Dict], method_name: str) -> Dict: - """ - 对比人工评估和LLM评估的结果 - - Args: - manual_results: 人工评估结果列表 - llm_results: LLM评估结果列表 - method_name: 评估方法名称（用于标识） - - Returns: - 对比分析结果字典 - """ - # 按expression_id建立映射 - llm_dict = {r["expression_id"]: r for r in llm_results} - - total = len(manual_results) - matched = 0 - true_positives = 0 - true_negatives = 0 - false_positives = 0 - false_negatives = 0 - - for manual_result in manual_results: - llm_result = llm_dict.get(manual_result["expression_id"]) - if llm_result is None: - continue - - manual_suitable = manual_result["suitable"] - llm_suitable = llm_result["suitable"] - - if manual_suitable == llm_suitable: - matched += 1 - - if manual_suitable and llm_suitable: - true_positives += 1 - elif not manual_suitable and not llm_suitable: - true_negatives += 1 - elif not manual_suitable and llm_suitable: - false_positives += 1 - elif manual_suitable and not llm_suitable: - false_negatives += 1 - - accuracy = (matched / total * 100) if total > 0 else 0 - precision = (true_positives / (true_positives + false_positives) * 100) if (true_positives + false_positives) > 0 else 0 - recall = (true_positives / (true_positives + false_negatives) * 100) if (true_positives + false_negatives) > 0 else 0 - f1_score = (2 * precision * recall / (precision + recall)) if (precision + recall) > 0 else 0 - specificity = (true_negatives / (true_negatives + false_positives) * 100) if (true_negatives + false_positives) > 0 else 0 - - random_baseline = 50.0 - accuracy_above_random = accuracy - random_baseline - accuracy_improvement_ratio = (accuracy / random_baseline) if random_baseline > 0 else 0 - - return { - "method": method_name, - "total": total, - "matched": matched, - "accuracy": accuracy, - "accuracy_above_random": accuracy_above_random, - "accuracy_improvement_ratio": accuracy_improvement_ratio, - "true_positives": true_positives, - "true_negatives": true_negatives, - "false_positives": false_positives, - "false_negatives": false_negatives, - "precision": precision, - "recall": recall, - "f1_score": f1_score, - "specificity": specificity - } - - - - -async def main(): - """主函数""" - logger.info("=" * 60) - logger.info("开始表达方式评估") - logger.info("=" * 60) - - # 初始化数据库连接 - try: - db.connect(reuse_if_open=True) - logger.info("数据库连接成功") - except Exception as e: - logger.error(f"数据库连接失败: {e}") - return - - # 1. 随机读取表达方式 - logger.info("\n步骤1: 随机读取表达方式") - expressions = get_random_expressions(10) - if not expressions: - logger.error("没有可用的表达方式，退出") - return - logger.info(f"成功读取 {len(expressions)} 条表达方式") - - # 2. 人工评估 - print("\n" + "=" * 60) - print("开始人工评估") - print("=" * 60) - print(f"共需要评估 {len(expressions)} 条表达方式") - print("请逐条进行评估...\n") - - manual_results = [] - for i, expression in enumerate(expressions, 1): - manual_result = manual_evaluate_expression(expression, i, len(expressions)) - if manual_result is None: - print("\n评估已中断") - return - manual_results.append(manual_result) - - print("\n" + "=" * 60) - print("人工评估完成") - print("=" * 60) - - # 3. 创建LLM实例并评估 - logger.info("\n步骤3: 创建LLM实例") - try: - llm = LLMRequest( - model_set=model_config.model_task_config.tool_use, - request_type="expression_evaluator_comparison" - ) - except Exception as e: - logger.error(f"创建LLM实例失败: {e}") - import traceback - logger.error(traceback.format_exc()) - return - - logger.info("\n步骤4: 开始LLM评估") - llm_results = [] - for i, expression in enumerate(expressions, 1): - logger.info(f"LLM评估进度: {i}/{len(expressions)}") - llm_results.append(await evaluate_expression_llm(expression, llm)) - await asyncio.sleep(0.3) - - # 4. 对比分析并输出结果 - comparison = compare_evaluations(manual_results, llm_results, "LLM评估") - - print("\n" + "=" * 60) - print("评估结果（以人工评估为标准）") - print("=" * 60) - print("\n评估目标：") - print(" 1. 核心能力：将不合适的项目正确提取出来（特定负类召回率）") - print(" 2. 次要能力：尽可能少的误删合适的项目（召回率）") - - # 详细评估结果（核心指标优先） - print("\n【详细对比】") - print(f"\n--- {comparison['method']} ---") - print(f" 总数: {comparison['total']} 条") - print() - print(" 【核心能力指标】") - print(f" ⭐ 特定负类召回率: {comparison['specificity']:.2f}% (将不合适项目正确提取出来的能力)") - print(f" - 计算: TN / (TN + FP) = {comparison['true_negatives']} / ({comparison['true_negatives']} + {comparison['false_positives']})") - print(f" - 含义: 在 {comparison['true_negatives'] + comparison['false_positives']} 个实际不合适的项目中，正确识别出 {comparison['true_negatives']} 个") - print(f" - 随机水平: 50.00% (当前高于随机: {comparison['specificity'] - 50.0:+.2f}%)") - print() - print(f" ⭐ 召回率: {comparison['recall']:.2f}% (尽可能少的误删合适项目的能力)") - print(f" - 计算: TP / (TP + FN) = {comparison['true_positives']} / ({comparison['true_positives']} + {comparison['false_negatives']})") - print(f" - 含义: 在 {comparison['true_positives'] + comparison['false_negatives']} 个实际合适的项目中，正确识别出 {comparison['true_positives']} 个") - print(f" - 随机水平: 50.00% (当前高于随机: {comparison['recall'] - 50.0:+.2f}%)") - print() - print(" 【其他指标】") - print(f" 准确率: {comparison['accuracy']:.2f}% (整体判断正确率)") - print(f" 精确率: {comparison['precision']:.2f}% (判断为合适的项目中，实际合适的比例)") - print(f" F1分数: {comparison['f1_score']:.2f} (精确率和召回率的调和平均)") - print(f" 匹配数: {comparison['matched']}/{comparison['total']}") - print() - print(" 【分类统计】") - print(f" TP (正确识别为合适): {comparison['true_positives']}") - print(f" TN (正确识别为不合适): {comparison['true_negatives']} ⭐") - print(f" FP (误判为合适): {comparison['false_positives']} ⚠️") - print(f" FN (误删合适项目): {comparison['false_negatives']} ⚠️") - - # 5. 输出人工评估不通过但LLM误判为通过的详细信息 - print("\n" + "=" * 60) - print("人工评估不通过但LLM误判为通过的项目（FP - False Positive）") - print("=" * 60) - - # 按expression_id建立映射 - llm_dict = {r["expression_id"]: r for r in llm_results} - - fp_items = [] - for manual_result in manual_results: - llm_result = llm_dict.get(manual_result["expression_id"]) - if llm_result is None: - continue - - # 人工评估不通过，但LLM评估通过（FP情况） - if not manual_result["suitable"] and llm_result["suitable"]: - fp_items.append({ - "expression_id": manual_result["expression_id"], - "situation": manual_result["situation"], - "style": manual_result["style"], - "manual_suitable": manual_result["suitable"], - "llm_suitable": llm_result["suitable"], - "llm_reason": llm_result.get("reason", "未提供理由"), - "llm_error": llm_result.get("error") - }) - - if fp_items: - print(f"\n共找到 {len(fp_items)} 条误判项目：\n") - for idx, item in enumerate(fp_items, 1): - print(f"--- [{idx}] 项目 ID: {item['expression_id']} ---") - print(f"Situation: {item['situation']}") - print(f"Style: {item['style']}") - print("人工评估: 不通过 ❌") - print("LLM评估: 通过 ✅ (误判)") - if item.get('llm_error'): - print(f"LLM错误: {item['llm_error']}") - print(f"LLM理由: {item['llm_reason']}") - print() - else: - print("\n✓ 没有误判项目（所有人工评估不通过的项目都被LLM正确识别为不通过）") - - # 6. 保存结果到JSON文件 - output_file = os.path.join(project_root, "data", "expression_evaluation_comparison.json") - try: - os.makedirs(os.path.dirname(output_file), exist_ok=True) - with open(output_file, "w", encoding="utf-8") as f: - json.dump({ - "manual_results": manual_results, - "llm_results": llm_results, - "comparison": comparison - }, f, ensure_ascii=False, indent=2) - logger.info(f"\n评估结果已保存到: {output_file}") - except Exception as e: - logger.warning(f"保存结果到文件失败: {e}") - - print("\n" + "=" * 60) - print("评估完成") - print("=" * 60) - - # 关闭数据库连接 - try: - db.close() - logger.info("数据库连接已关闭") - except Exception as e: - logger.warning(f"关闭数据库连接时出错: {e}") - - -if __name__ == "__main__": - asyncio.run(main()) - diff --git a/src/memory_system/memory_retrieval.py b/src/memory_system/memory_retrieval.py index a893b3cc..4dd613e8 100644 --- a/src/memory_system/memory_retrieval.py +++ b/src/memory_system/memory_retrieval.py @@ -1,7 +1,6 @@ import time import json import asyncio -import re from typing import List, Dict, Any, Optional, Tuple from src.common.logger import get_logger from src.config.config import global_config, model_config @@ -108,7 +107,7 @@ def init_memory_retrieval_prompt(): - 你可以对查询思路给出简短的思考：思考要简短，直接切入要点 - 先思考当前信息是否足够回答问题 - 如果信息不足，则需要使用tool查询信息，你必须给出使用什么工具进行查询 -- 如果当前已收集的信息足够或信息不足确定无法找到答案，你必须调用finish_search工具结束查询 +- 如果当前已收集的信息足够或信息不足确定无法找到答案，你必须调用found_answer工具结束查询 """, name="memory_retrieval_react_prompt_head", ) @@ -312,7 +311,7 @@ async def _react_agent_solve_question( return None - # 正常迭代：使用head_prompt决定调用哪些工具（包含finish_search工具） + # 正常迭代：使用head_prompt决定调用哪些工具（包含found_answer工具） tool_definitions = tool_registry.get_tool_definitions() # tool_names = [tool_def["name"] for tool_def in tool_definitions] # logger.debug(f"ReAct Agent 第 {iteration + 1} 次迭代，问题: {question}|可用工具: {', '.join(tool_names)} (共{len(tool_definitions)}个)") @@ -373,7 +372,7 @@ async def _react_agent_solve_question( logger.error(f"ReAct Agent LLM调用失败: {response}") break - # 注意：这里会检查finish_search工具调用，如果检测到finish_search工具，会根据found_answer参数决定返回答案或退出查询 + # 注意：这里会检查found_answer工具调用，如果检测到found_answer工具，会根据answer参数决定返回答案或退出查询 assistant_message: Optional[Message] = None if tool_calls: @@ -403,115 +402,146 @@ async def _react_agent_solve_question( # 处理工具调用 if not tool_calls: - # 如果没有工具调用，检查响应文本中是否包含finish_search函数调用格式 + # 如果没有工具调用，检查响应文本中是否包含found_answer函数调用格式或JSON格式 if response and response.strip(): - # 尝试从文本中解析finish_search函数调用 - def parse_finish_search_from_text(text: str): - """从文本中解析finish_search函数调用，返回(found_answer, answer)元组，如果未找到则返回(None, None)""" + # 首先尝试解析JSON格式的found_answer + def parse_json_found_answer(text: str): + """从文本中解析JSON格式的found_answer，返回(found_answer, answer)元组，如果未找到则返回(None, None)""" if not text: return None, None + + try: + # 尝试提取JSON对象（可能包含在代码块中或直接是JSON） + json_text = text.strip() + + # 如果包含代码块标记，提取JSON部分 + if "```json" in json_text: + start = json_text.find("```json") + 7 + end = json_text.find("```", start) + if end != -1: + json_text = json_text[start:end].strip() + elif "```" in json_text: + start = json_text.find("```") + 3 + end = json_text.find("```", start) + if end != -1: + json_text = json_text[start:end].strip() + + # 尝试解析JSON + data = json.loads(json_text) + + # 检查是否包含found_answer字段 + if isinstance(data, dict) and "found_answer" in data: + found_answer = bool(data.get("found_answer", False)) + answer = data.get("answer", "") + return found_answer, answer + except (json.JSONDecodeError, ValueError, TypeError): + # 如果JSON解析失败，尝试在文本中查找JSON对象 + try: + # 查找第一个 { 和最后一个 } 之间的内容（更健壮的JSON提取） + first_brace = text.find('{') + if first_brace != -1: + # 从第一个 { 开始，找到匹配的 } + brace_count = 0 + json_end = -1 + for i in range(first_brace, len(text)): + if text[i] == '{': + brace_count += 1 + elif text[i] == '}': + brace_count -= 1 + if brace_count == 0: + json_end = i + 1 + break + + if json_end != -1: + json_text = text[first_brace:json_end] + data = json.loads(json_text) + if isinstance(data, dict) and "found_answer" in data: + found_answer = bool(data.get("found_answer", False)) + answer = data.get("answer", "") + return found_answer, answer + except (json.JSONDecodeError, ValueError, TypeError): + pass + + return None, None + + # 尝试从文本中解析found_answer函数调用 + def parse_found_answer_from_text(text: str): + """从文本中解析found_answer函数调用，返回answer字符串，如果未找到则返回None + 如果answer存在且非空，表示找到答案；如果answer为空或不存在，表示未找到答案""" + if not text: + return None - # 查找finish_search函数调用位置（不区分大小写） - func_pattern = "finish_search" + # 查找found_answer函数调用位置（不区分大小写） + func_pattern = "found_answer" text_lower = text.lower() func_pos = text_lower.find(func_pattern) if func_pos == -1: - return None, None - - # 查找函数调用的开始和结束位置 - # 从func_pos开始向后查找左括号 - start_pos = text.find("(", func_pos) - if start_pos == -1: - return None, None - - # 查找匹配的右括号（考虑嵌套） - paren_count = 0 - end_pos = start_pos - for i in range(start_pos, len(text)): - if text[i] == "(": - paren_count += 1 - elif text[i] == ")": - paren_count -= 1 - if paren_count == 0: - end_pos = i - break - else: - # 没有找到匹配的右括号 - return None, None - - # 提取函数参数部分 - params_text = text[start_pos + 1 : end_pos] - - # 解析found_answer参数（布尔值，可能是true/false/True/False） - found_answer = None - found_answer_patterns = [ - r"found_answer\s*=\s*true", - r"found_answer\s*=\s*True", - r"found_answer\s*=\s*false", - r"found_answer\s*=\s*False", - ] - for pattern in found_answer_patterns: - match = re.search(pattern, params_text, re.IGNORECASE) - if match: - found_answer = "true" in match.group(0).lower() - break + return None # 解析answer参数（字符串，使用extract_quoted_content） - answer = extract_quoted_content(text, "finish_search", "answer") + answer = extract_quoted_content(text, "found_answer", "answer") + + # 如果answer存在（即使是空字符串），也返回它（空字符串表示未找到答案） + return answer - return found_answer, answer + # 首先尝试解析JSON格式 + parsed_found_answer_json, parsed_answer_json = parse_json_found_answer(response) + is_json_format = parsed_found_answer_json is not None + + # 如果JSON解析成功，使用JSON结果 + if is_json_format: + parsed_answer = parsed_answer_json + has_answer = parsed_found_answer_json and parsed_answer and parsed_answer.strip() + else: + # 如果JSON解析失败，尝试解析函数调用格式 + parsed_answer = parse_found_answer_from_text(response) + # 如果answer存在且非空，表示找到答案；否则表示未找到答案 + has_answer = parsed_answer is not None and parsed_answer.strip() != "" - parsed_found_answer, parsed_answer = parse_finish_search_from_text(response) - - if parsed_found_answer is not None: - # 检测到finish_search函数调用格式 - if parsed_found_answer: + if parsed_answer is not None or is_json_format: + # 检测到found_answer格式（可能是JSON格式或函数调用格式） + format_type = "JSON格式" if is_json_format else "函数调用格式" + if has_answer: # 找到了答案 - if parsed_answer: - step["actions"].append( - { - "action_type": "finish_search", - "action_params": {"found_answer": True, "answer": parsed_answer}, - } - ) - step["observations"] = ["检测到finish_search文本格式调用，找到答案"] - thinking_steps.append(step) - logger.info( - f"{react_log_prefix}第 {iteration + 1} 次迭代 通过finish_search文本格式找到关于问题{question}的答案: {parsed_answer}" - ) - - _log_conversation_messages( - conversation_messages, - head_prompt=first_head_prompt, - final_status=f"找到答案：{parsed_answer}", - ) - - return True, parsed_answer, thinking_steps, False - else: - # found_answer为True但没有提供answer，视为错误，继续迭代 - logger.warning( - f"{react_log_prefix}第 {iteration + 1} 次迭代 finish_search文本格式found_answer为True但未提供answer" - ) - else: - # 未找到答案，直接退出查询 step["actions"].append( - {"action_type": "finish_search", "action_params": {"found_answer": False}} + { + "action_type": "found_answer", + "action_params": {"answer": parsed_answer}, + } ) - step["observations"] = ["检测到finish_search文本格式调用，未找到答案"] + step["observations"] = [f"检测到found_answer{format_type}调用，找到答案"] thinking_steps.append(step) logger.info( - f"{react_log_prefix}第 {iteration + 1} 次迭代 通过finish_search文本格式判断未找到答案" + f"{react_log_prefix}第 {iteration + 1} 次迭代 通过found_answer{format_type}找到关于问题{question}的答案: {parsed_answer[:100]}..." ) _log_conversation_messages( conversation_messages, head_prompt=first_head_prompt, - final_status="未找到答案：通过finish_search文本格式判断未找到答案", + final_status=f"找到答案：{parsed_answer}", + ) + + return True, parsed_answer, thinking_steps, False + else: + # 未找到答案，直接退出查询 + step["actions"].append( + {"action_type": "found_answer", "action_params": {"answer": ""}} + ) + step["observations"] = [f"检测到found_answer{format_type}调用，未找到答案"] + thinking_steps.append(step) + logger.info( + f"{react_log_prefix}第 {iteration + 1} 次迭代 通过found_answer{format_type}判断未找到答案" + ) + + _log_conversation_messages( + conversation_messages, + head_prompt=first_head_prompt, + final_status="未找到答案：通过found_answer文本格式判断未找到答案", ) return False, "", thinking_steps, False - # 如果没有检测到finish_search格式，记录思考过程，继续下一轮迭代 + # 如果没有检测到found_answer格式，记录思考过程，继续下一轮迭代 step["observations"] = [f"思考完成，但未调用工具。响应: {response}"] logger.info( f"{react_log_prefix}第 {iteration + 1} 次迭代 思考完成但未调用工具: {response}" @@ -525,62 +555,55 @@ async def _react_agent_solve_question( continue # 处理工具调用 - # 首先检查是否有finish_search工具调用，如果有则立即返回，不再处理其他工具 - finish_search_found = None - finish_search_answer = None + # 首先检查是否有found_answer工具调用，如果有则立即返回，不再处理其他工具 + found_answer_answer = None for tool_call in tool_calls: tool_name = tool_call.func_name tool_args = tool_call.args or {} - if tool_name == "finish_search": - finish_search_found = tool_args.get("found_answer", False) - finish_search_answer = tool_args.get("answer", "") + if tool_name == "found_answer": + found_answer_answer = tool_args.get("answer", "") - if finish_search_found: + # 如果answer存在且非空，表示找到答案；否则表示未找到答案 + if found_answer_answer and found_answer_answer.strip(): # 找到了答案 - if finish_search_answer: - step["actions"].append( - { - "action_type": "finish_search", - "action_params": {"found_answer": True, "answer": finish_search_answer}, - } - ) - step["observations"] = ["检测到finish_search工具调用，找到答案"] - thinking_steps.append(step) - logger.info( - f"{react_log_prefix}第 {iteration + 1} 次迭代 通过finish_search工具找到关于问题{question}的答案: {finish_search_answer}" - ) - - _log_conversation_messages( - conversation_messages, - head_prompt=first_head_prompt, - final_status=f"找到答案：{finish_search_answer}", - ) - - return True, finish_search_answer, thinking_steps, False - else: - # found_answer为True但没有提供answer，视为错误 - logger.warning( - f"{react_log_prefix}第 {iteration + 1} 次迭代 finish_search工具found_answer为True但未提供answer" - ) - else: - # 未找到答案，直接退出查询 - step["actions"].append({"action_type": "finish_search", "action_params": {"found_answer": False}}) - step["observations"] = ["检测到finish_search工具调用，未找到答案"] + step["actions"].append( + { + "action_type": "found_answer", + "action_params": {"answer": found_answer_answer}, + } + ) + step["observations"] = ["检测到found_answer工具调用，找到答案"] thinking_steps.append(step) logger.info( - f"{react_log_prefix}第 {iteration + 1} 次迭代 通过finish_search工具判断未找到答案" + f"{react_log_prefix}第 {iteration + 1} 次迭代 通过found_answer工具找到关于问题{question}的答案: {found_answer_answer}" ) _log_conversation_messages( conversation_messages, head_prompt=first_head_prompt, - final_status="未找到答案：通过finish_search工具判断未找到答案", + final_status=f"找到答案：{found_answer_answer}", + ) + + return True, found_answer_answer, thinking_steps, False + else: + # 未找到答案，直接退出查询 + step["actions"].append({"action_type": "found_answer", "action_params": {"answer": ""}}) + step["observations"] = ["检测到found_answer工具调用，未找到答案"] + thinking_steps.append(step) + logger.info( + f"{react_log_prefix}第 {iteration + 1} 次迭代 通过found_answer工具判断未找到答案" + ) + + _log_conversation_messages( + conversation_messages, + head_prompt=first_head_prompt, + final_status="未找到答案：通过found_answer工具判断未找到答案", ) return False, "", thinking_steps, False - # 如果没有finish_search工具调用，继续处理其他工具 + # 如果没有found_answer工具调用，继续处理其他工具 tool_tasks = [] for i, tool_call in enumerate(tool_calls): tool_name = tool_call.func_name @@ -590,8 +613,8 @@ async def _react_agent_solve_question( f"{react_log_prefix}第 {iteration + 1} 次迭代 工具调用 {i + 1}/{len(tool_calls)}: {tool_name}({tool_args})" ) - # 跳过finish_search工具调用（已经在上面处理过了） - if tool_name == "finish_search": + # 跳过found_answer工具调用（已经在上面处理过了） + if tool_name == "found_answer": continue # 记录最后一次使用的工具名称（用于判断是否需要额外迭代） diff --git a/src/memory_system/retrieval_tools/__init__.py b/src/memory_system/retrieval_tools/__init__.py index e058deb9..a617d970 100644 --- a/src/memory_system/retrieval_tools/__init__.py +++ b/src/memory_system/retrieval_tools/__init__.py @@ -15,7 +15,7 @@ from .query_chat_history import register_tool as register_query_chat_history from .query_lpmm_knowledge import register_tool as register_lpmm_knowledge from .query_person_info import register_tool as register_query_person_info from .query_words import register_tool as register_query_words -from .found_answer import register_tool as register_finish_search +from .found_answer import register_tool as register_found_answer from src.config.config import global_config @@ -24,7 +24,7 @@ def init_all_tools(): register_query_chat_history() register_query_person_info() register_query_words() # 注册query_words工具 - register_finish_search() # 注册finish_search工具 + register_found_answer() # 注册found_answer工具 if global_config.lpmm_knowledge.lpmm_mode == "agent": register_lpmm_knowledge() diff --git a/src/memory_system/retrieval_tools/found_answer.py b/src/memory_system/retrieval_tools/found_answer.py index bbed96b3..af233cb9 100644 --- a/src/memory_system/retrieval_tools/found_answer.py +++ b/src/memory_system/retrieval_tools/found_answer.py @@ -1,5 +1,5 @@ """ -finish_search工具 - 用于在记忆检索过程中结束查询 +found_answer工具 - 用于在记忆检索过程中结束查询 """ from src.common.logger import get_logger @@ -8,17 +8,16 @@ from .tool_registry import register_memory_retrieval_tool logger = get_logger("memory_retrieval_tools") -async def finish_search(found_answer: bool, answer: str = "") -> str: +async def found_answer(answer: str = "") -> str: """结束查询 Args: - found_answer: 是否找到了答案 - answer: 如果找到了答案，提供答案内容；如果未找到，可以为空 + answer: 如果找到了答案，提供答案内容；如果未找到答案，可以为空或不提供此参数 Returns: str: 确认信息 """ - if found_answer: + if answer and answer.strip(): logger.info(f"找到答案: {answer}") return f"已确认找到答案: {answer}" else: @@ -27,23 +26,17 @@ async def finish_search(found_answer: bool, answer: str = "") -> str: def register_tool(): - """注册finish_search工具""" + """注册found_answer工具""" register_memory_retrieval_tool( - name="finish_search", - description="当你决定结束查询时，调用此工具。如果找到了明确答案，设置found_answer为true并在answer中提供答案；如果未找到答案，设置found_answer为false。只有在检索到明确、具体的答案时才设置found_answer为true，不要编造信息。", + name="found_answer", + description="当你决定结束查询时，调用此工具。如果找到了明确答案，在answer参数中提供答案内容；如果未找到答案，可以不提供answer参数或提供空字符串。只有在检索到明确、具体的答案时才提供answer，不要编造信息。", parameters=[ - { - "name": "found_answer", - "type": "boolean", - "description": "是否找到了答案", - "required": True, - }, { "name": "answer", "type": "string", - "description": "如果found_answer为true，提供找到的答案内容，必须基于已收集的信息，不要编造；如果found_answer为false，可以为空", + "description": "如果找到了答案，提供找到的答案内容，必须基于已收集的信息，不要编造；如果未找到答案，可以不提供此参数或提供空字符串", "required": False, }, ], - execute_func=finish_search, + execute_func=found_answer, ) From 352790f9362a0553af20177cf806267cead66888 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Sat, 3 Jan 2026 13:29:04 +0800 Subject: [PATCH 02/18] WebUI 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a/webui/dist/index.html b/webui/dist/index.html index 600539d5..de750869 100644 --- a/webui/dist/index.html +++ b/webui/dist/index.html @@ -11,7 +11,7 @@ MaiBot Dashboard - + From 9022152ce272c0e04c7ea44fd5ce573d7da9daa8 Mon Sep 17 00:00:00 2001 From: SengokuCola <1026294844@qq.com> Date: Sat, 3 Jan 2026 13:56:00 +0800 Subject: [PATCH 03/18] Update expression_reflector.py --- src/bw_learner/expression_reflector.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/bw_learner/expression_reflector.py b/src/bw_learner/expression_reflector.py index c98f0012..d1902f55 100644 --- a/src/bw_learner/expression_reflector.py +++ b/src/bw_learner/expression_reflector.py @@ -28,7 +28,7 @@ class ExpressionReflector: try: logger.debug(f"[Expression Reflection] 开始检查是否需要提问 (stream_id: {self.chat_id})") - if not global_config.expression.expression_self_reflect: + if not global_config.expression.expression_manual_reflect: logger.debug("[Expression Reflection] 表达反思功能未启用，跳过") return False From 5ecdf1c53d9c75de54b0ae645f1965fe677fbfba Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Sat, 3 Jan 2026 14:03:59 +0800 Subject: [PATCH 04/18] =?UTF-8?q?feat:=20=E6=B7=BB=E5=8A=A0=E5=B9=B6?= =?UTF-8?q?=E5=8F=91=E5=A4=84=E7=90=86=E6=94=AF=E6=8C=81=EF=BC=8C=E4=BC=98?= =?UTF-8?q?=E5=8C=96=E6=B6=88=E6=81=AF=E6=AE=B5=E5=92=8C=E8=BD=AC=E5=8F=91?= =?UTF-8?q?=E6=B6=88=E6=81=AF=E7=9A=84=E5=A4=84=E7=90=86=E6=80=A7=E8=83=BD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/chat/message_receive/message.py | 44 +++++++++++++++++++++-------- 1 file changed, 33 insertions(+), 11 deletions(-) diff --git a/src/chat/message_receive/message.py b/src/chat/message_receive/message.py index d093e07e..7769b022 100644 --- a/src/chat/message_receive/message.py +++ b/src/chat/message_receive/message.py @@ -1,4 +1,5 @@ import time +import asyncio import urllib3 from abc import abstractmethod @@ -20,6 +21,9 @@ logger = get_logger("chat_message") # 禁用SSL警告 urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) +# VLM 处理并发限制（避免同时处理太多图片导致卡死） +_vlm_semaphore = asyncio.Semaphore(3) + # 这个类是消息数据类，用于存储和管理消息数据。 # 它定义了消息的属性，包括群组ID、用户ID、消息ID、原始消息内容、纯文本内容和时间戳。 # 它还定义了两个辅助属性：keywords用于提取消息的关键词，is_plain_text用于判断消息是否为纯文本。 @@ -73,20 +77,35 @@ class Message(MessageBase): str: 处理后的文本 """ if segment.type == "seglist": - # 处理消息段列表 + # 处理消息段列表 - 使用并行处理提升性能 + tasks = [self._process_message_segments(seg) for seg in segment.data] # type: ignore + results = await asyncio.gather(*tasks, return_exceptions=True) segments_text = [] - for seg in segment.data: - processed = await self._process_message_segments(seg) # type: ignore - if processed: - segments_text.append(processed) + for result in results: + if isinstance(result, Exception): + logger.error(f"处理消息段时出错: {result}") + continue + if result: + segments_text.append(result) return " ".join(segments_text) elif segment.type == "forward": - segments_text = [] - for node_dict in segment.data: + # 处理转发消息 - 使用并行处理 + async def process_forward_node(node_dict): message = MessageBase.from_dict(node_dict) # type: ignore processed_text = await self._process_message_segments(message.message_segment) if processed_text: - segments_text.append(f"{global_config.bot.nickname}: {processed_text}") + return f"{global_config.bot.nickname}: {processed_text}" + return None + + tasks = [process_forward_node(node_dict) for node_dict in segment.data] + results = await asyncio.gather(*tasks, return_exceptions=True) + segments_text = [] + for result in results: + if isinstance(result, Exception): + logger.error(f"处理转发节点时出错: {result}") + continue + if result: + segments_text.append(result) return "[合并消息]: " + "\n-- ".join(segments_text) else: # 处理单个消息段 @@ -173,8 +192,9 @@ class MessageRecv(Message): self.is_picid = True self.is_emoji = False image_manager = get_image_manager() - # print(f"segment.data: {segment.data}") - _, processed_text = await image_manager.process_image(segment.data) + # 使用 semaphore 限制 VLM 并发，避免同时处理太多图片 + async with _vlm_semaphore: + _, processed_text = await image_manager.process_image(segment.data) return processed_text return "[发了一张图片，网卡了加载不出来]" elif segment.type == "emoji": @@ -183,7 +203,9 @@ class MessageRecv(Message): self.is_picid = False self.is_voice = False if isinstance(segment.data, str): - return await get_image_manager().get_emoji_description(segment.data) + # 使用 semaphore 限制 VLM 并发 + async with _vlm_semaphore: + return await get_image_manager().get_emoji_description(segment.data) return "[发了一个表情包，网卡了加载不出来]" elif segment.type == "voice": self.is_picid = False From 25a44cc065d4477c23213366fdf2eab8768ab8ff Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Sat, 3 Jan 2026 14:33:05 +0800 Subject: [PATCH 05/18] =?UTF-8?q?feat:=20=E8=AE=BE=E7=BD=AE=20ws=5Fmax=5Fs?= =?UTF-8?q?ize=20=E4=B8=BA=20100MB=EF=BC=8C=E6=94=AF=E6=8C=81=E5=A4=A7?= =?UTF-8?q?=E6=B6=88=E6=81=AF=E8=BD=AC=E5=8F=91?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/common/server.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/src/common/server.py b/src/common/server.py index 88608677..e51eb6cd 100644 --- a/src/common/server.py +++ b/src/common/server.py @@ -50,7 +50,15 @@ class Server: async def run(self): """启动服务器""" # 禁用 uvicorn 默认日志和访问日志 - config = Config(app=self.app, host=self._host, port=self._port, log_config=None, access_log=False) + # 设置 ws_max_size 为 100MB，支持大消息（如包含多张图片的转发消息） + config = Config( + app=self.app, + host=self._host, + port=self._port, + log_config=None, + access_log=False, + ws_max_size=104_857_600, # 100MB + ) self._server = UvicornServer(config=config) try: await self._server.serve() From 3af8ee5cb60558d439989107af55a27c2a9d3861 Mon Sep 17 00:00:00 2001 From: SengokuCola <1026294844@qq.com> Date: Sat, 3 Jan 2026 14:38:11 +0800 Subject: [PATCH 06/18] =?UTF-8?q?feat=EF=BC=9A=E8=B6=85=E6=97=B6=E4=B9=9F?= =?UTF-8?q?=E5=BC=BA=E5=88=B6=E5=BC=95=E7=94=A8=E5=9B=9E=E5=A4=8D=EF=BC=88?= =?UTF-8?q?=E9=9D=9Ellm=E5=88=A4=E5=AE=9A=E6=97=B6=EF=BC=89?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/chat/heart_flow/heartFC_chat.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/chat/heart_flow/heartFC_chat.py b/src/chat/heart_flow/heartFC_chat.py index 2f58f704..ba9bf388 100644 --- a/src/chat/heart_flow/heartFC_chat.py +++ b/src/chat/heart_flow/heartFC_chat.py @@ -545,9 +545,9 @@ class HeartFChatting: new_message_count = message_api.count_new_messages( chat_id=self.chat_stream.stream_id, start_time=self.last_read_time, end_time=time.time() ) - need_reply = new_message_count >= random.randint(2, 3) + need_reply = new_message_count >= random.randint(2, 3) or time.time() - self.last_read_time > 90 if need_reply: - logger.info(f"{self.log_prefix} 从思考到回复，共有{new_message_count}条新消息，使用引用回复") + logger.info(f"{self.log_prefix} 从思考到回复，共有{new_message_count}条新消息，使用引用回复，或者上次回复时间超过90秒") reply_text = "" first_replied = False From 442f380e1d844e1884cd47aaf9b7893820664bb8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Sun, 4 Jan 2026 19:27:46 +0800 Subject: [PATCH 07/18] WebUI f5e0b36741a57408388515aac57781a10623332c --- .../{index-3QvZgDlg.js => index-CK0sXzir.js} | 111 +++++++++--------- webui/dist/assets/index-CcX1ThoO.css | 1 + webui/dist/assets/index-DseBW7cm.css | 1 - webui/dist/fonts/JetBrainsMono-Medium.ttf | Bin 0 -> 273860 bytes webui/dist/index.html | 4 +- 5 files changed, 60 insertions(+), 57 deletions(-) rename webui/dist/assets/{index-3QvZgDlg.js => index-CK0sXzir.js} (50%) create mode 100644 webui/dist/assets/index-CcX1ThoO.css delete mode 100644 webui/dist/assets/index-DseBW7cm.css create mode 100644 webui/dist/fonts/JetBrainsMono-Medium.ttf diff --git 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From 17040862b49c389e27525a81c87557fc0fe76359 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Mon, 5 Jan 2026 18:02:40 +0800 Subject: [PATCH 08/18] WebUI 51481d84362d504fa9b50695bebb9769fc9920fe --- .../{icons-9Z4kBNLK.js => icons-CmIU8FzD.js} | 2 +- webui/dist/assets/index-B50WYNXg.css | 1 + webui/dist/assets/index-CK0sXzir.js | 94 ------------------- webui/dist/assets/index-CcX1ThoO.css | 1 - webui/dist/assets/index-D90_5BXS.js | 94 +++++++++++++++++++ webui/dist/index.html | 6 +- 6 files changed, 99 insertions(+), 99 deletions(-) rename webui/dist/assets/{icons-9Z4kBNLK.js => icons-CmIU8FzD.js} (97%) create mode 100644 webui/dist/assets/index-B50WYNXg.css delete mode 100644 webui/dist/assets/index-CK0sXzir.js delete mode 100644 webui/dist/assets/index-CcX1ThoO.css create mode 100644 webui/dist/assets/index-D90_5BXS.js diff --git a/webui/dist/assets/icons-9Z4kBNLK.js b/webui/dist/assets/icons-CmIU8FzD.js similarity index 97% rename from webui/dist/assets/icons-9Z4kBNLK.js rename to webui/dist/assets/icons-CmIU8FzD.js index 1be32d04..70b7cacf 100644 --- a/webui/dist/assets/icons-9Z4kBNLK.js +++ b/webui/dist/assets/icons-CmIU8FzD.js @@ -1 +1 @@ -import{r as h}from"./router-9vIXuQkh.js";const M=t=>t.replace(/([a-z0-9])([A-Z])/g,"$1-$2").toLowerCase(),_=t=>t.replace(/^([A-Z])|[\s-_]+(\w)/g,(a,c,o)=>o?o.toUpperCase():c.toLowerCase()),d=t=>{const a=_(t);return a.charAt(0).toUpperCase()+a.slice(1)},k=(...t)=>t.filter((a,c,o)=>!!a&&a.trim()!==""&&o.indexOf(a)===c).join(" ").trim(),x=t=>{for(const a in t)if(a.startsWith("aria-")||a==="role"||a==="title")return!0};var m={xmlns:"http://www.w3.org/2000/svg",width:24,height:24,viewBox:"0 0 24 24",fill:"none",stroke:"currentColor",strokeWidth:2,strokeLinecap:"round",strokeLinejoin:"round"};const 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a/webui/dist/index.html b/webui/dist/index.html index 288dc1c2..a5acb015 100644 --- a/webui/dist/index.html +++ b/webui/dist/index.html @@ -11,21 +11,21 @@ MaiBot Dashboard - + - + - +
From a8c25cdc15347afbadbb0b9e0aeecadfd244bf0c Mon Sep 17 00:00:00 2001 From: SengokuCola <1026294844@qq.com> Date: Tue, 6 Jan 2026 22:40:46 +0800 Subject: [PATCH 09/18] =?UTF-8?q?feat:wait=E5=8F=AF=E8=A2=AB=E6=89=93?= =?UTF-8?q?=E6=96=AD=EF=BC=8C=E4=B8=8D=E6=8E=A8=E8=8D=90=E4=BF=AE=E6=94=B9?= =?UTF-8?q?=E7=A7=81=E8=81=8Aplanner?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/chat/brain_chat/brain_chat.py | 54 +++++++++++++++++++++++----- src/chat/brain_chat/brain_planner.py | 2 +- src/config/config.py | 2 +- src/config/official_configs.py | 14 +++++--- src/dream/dream_generator.py | 3 +- template/bot_config_template.toml | 28 +++++++-------- 6 files changed, 71 insertions(+), 32 deletions(-) diff --git a/src/chat/brain_chat/brain_chat.py b/src/chat/brain_chat/brain_chat.py index b555bf0f..8fd2de94 100644 --- a/src/chat/brain_chat/brain_chat.py +++ b/src/chat/brain_chat/brain_chat.py @@ -87,6 +87,7 @@ class BrainChatting: # 循环控制内部状态 self.running: bool = False self._loop_task: Optional[asyncio.Task] = None # 主循环任务 + self._new_message_event = asyncio.Event() # 新消息事件，用于打断 wait # 添加循环信息管理相关的属性 self.history_loop: List[CycleDetail] = [] @@ -173,9 +174,10 @@ class BrainChatting: filter_intercept_message_level=1, ) - # 如果有新消息，更新 last_read_time + # 如果有新消息，更新 last_read_time 并触发事件以打断正在进行的 wait if len(recent_messages_list) >= 1: self.last_read_time = time.time() + self._new_message_event.set() # 触发新消息事件，打断 wait # 总是执行一次思考迭代（不管有没有新消息） # wait 动作会在其内部等待，不需要在这里处理 @@ -434,6 +436,9 @@ class BrainChatting: last_check_time = self.last_read_time check_interval = 1.0 # 每秒检查一次 + # 清除事件状态，准备等待新消息 + self._new_message_event.clear() + while self.running: # 检查是否有新消息 recent_messages_list = message_api.get_messages_by_time_in_chat( @@ -453,8 +458,15 @@ class BrainChatting: logger.info(f"{self.log_prefix} 检测到新消息，恢复循环") return - # 等待一段时间后再次检查 - await asyncio.sleep(check_interval) + # 等待新消息事件或超时后再次检查 + try: + await asyncio.wait_for(self._new_message_event.wait(), timeout=check_interval) + # 事件被触发，说明有新消息 + logger.info(f"{self.log_prefix} 检测到新消息事件，恢复循环") + return + except asyncio.TimeoutError: + # 超时后继续检查 + continue async def _handle_action( self, @@ -674,7 +686,10 @@ class BrainChatting: logger.warning(f"{self.log_prefix} wait_seconds 参数格式错误，使用默认值 5 秒") wait_seconds = 5 - logger.info(f"{self.log_prefix} 执行 wait 动作，等待 {wait_seconds} 秒") + logger.info(f"{self.log_prefix} 执行 wait 动作，等待 {wait_seconds} 秒（可被新消息打断）") + + # 清除事件状态，准备等待新消息 + self._new_message_event.clear() # 记录动作信息 await database_api.store_action_info( @@ -687,8 +702,17 @@ class BrainChatting: action_name="wait", ) - # 等待指定时间 - await asyncio.sleep(wait_seconds) + # 等待指定时间，但可被新消息打断 + try: + await asyncio.wait_for( + self._new_message_event.wait(), + timeout=wait_seconds + ) + # 如果事件被触发，说明有新消息到达 + logger.info(f"{self.log_prefix} wait 动作被新消息打断，提前结束等待") + except asyncio.TimeoutError: + # 超时正常完成 + pass logger.info(f"{self.log_prefix} wait 动作完成，继续下一次思考") @@ -707,7 +731,10 @@ class BrainChatting: # 使用默认等待时间 wait_seconds = 3 - logger.info(f"{self.log_prefix} 执行 listening（转换为 wait）动作，等待 {wait_seconds} 秒") + logger.info(f"{self.log_prefix} 执行 listening（转换为 wait）动作，等待 {wait_seconds} 秒（可被新消息打断）") + + # 清除事件状态，准备等待新消息 + self._new_message_event.clear() # 记录动作信息 await database_api.store_action_info( @@ -720,8 +747,17 @@ class BrainChatting: action_name="listening", ) - # 等待指定时间 - await asyncio.sleep(wait_seconds) + # 等待指定时间，但可被新消息打断 + try: + await asyncio.wait_for( + self._new_message_event.wait(), + timeout=wait_seconds + ) + # 如果事件被触发，说明有新消息到达 + logger.info(f"{self.log_prefix} listening 动作被新消息打断，提前结束等待") + except asyncio.TimeoutError: + # 超时正常完成 + pass logger.info(f"{self.log_prefix} listening 动作完成，继续下一次思考") diff --git a/src/chat/brain_chat/brain_planner.py b/src/chat/brain_chat/brain_planner.py index 4245549d..7d5990e4 100644 --- a/src/chat/brain_chat/brain_planner.py +++ b/src/chat/brain_chat/brain_planner.py @@ -402,7 +402,7 @@ class BrainPlanner: moderation_prompt=moderation_prompt_block, name_block=name_block, interest=interest, - plan_style=global_config.personality.private_plan_style, + plan_style=global_config.experimental.private_plan_style, ) return prompt, message_id_list diff --git a/src/config/config.py b/src/config/config.py index 69f1013e..cafde1b6 100644 --- a/src/config/config.py +++ b/src/config/config.py @@ -57,7 +57,7 @@ TEMPLATE_DIR = os.path.join(PROJECT_ROOT, "template") # 考虑到，实际上配置文件中的mai_version是不会自动更新的,所以采用硬编码 # 对该字段的更新，请严格参照语义化版本规范：https://semver.org/lang/zh-CN/ -MMC_VERSION = "0.12.1" +MMC_VERSION = "0.12.2" def get_key_comment(toml_table, key): diff --git a/src/config/official_configs.py b/src/config/official_configs.py index 9816fd1e..c0e1950f 100644 --- a/src/config/official_configs.py +++ b/src/config/official_configs.py @@ -57,9 +57,6 @@ class PersonalityConfig(ConfigBase): visual_style: str = "" """图片提示词""" - private_plan_style: str = "" - """私聊说话规则，行为风格""" - states: list[str] = field(default_factory=lambda: []) """状态列表，用于随机替换personality""" @@ -713,8 +710,8 @@ class DebugConfig(ConfigBase): class ExperimentalConfig(ConfigBase): """实验功能配置类""" - enable_friend_chat: bool = False - """是否启用好友聊天""" + private_plan_style: str = "" + """私聊说话规则，行为风格（实验性功能）""" chat_prompts: list[str] = field(default_factory=lambda: []) """ @@ -904,6 +901,13 @@ class DreamConfig(ConfigBase): return False + dream_visible: bool = False + """ + 做梦结果是否存储到上下文 + - True: 将梦境发送给配置的用户后，也会存储到聊天上下文中，在后续对话中可见 + - False: 仅发送梦境但不存储，不在后续对话上下文中出现 + """ + def __post_init__(self): """验证配置值""" if self.interval_minutes < 1: diff --git a/src/dream/dream_generator.py b/src/dream/dream_generator.py index edbc3160..c17c9b12 100644 --- a/src/dream/dream_generator.py +++ b/src/dream/dream_generator.py @@ -215,11 +215,12 @@ async def generate_dream_summary( f"platform={platform!r}, user_id={user_id!r}" ) else: + dream_visible = global_config.dream.dream_visible ok = await send_api.text_to_stream( dream_content, stream_id=stream_id, typing=False, - storage_message=True, + storage_message=dream_visible, ) if ok: logger.info( diff --git a/template/bot_config_template.toml b/template/bot_config_template.toml index 3b21a432..bc26ef71 100644 --- a/template/bot_config_template.toml +++ b/template/bot_config_template.toml @@ -1,5 +1,5 @@ [inner] -version = "7.3.3" +version = "7.3.5" #----以下是给开发人员阅读的，如果你只是部署了麦麦，不需要阅读---- # 如果你想要修改配置文件，请递增version的值 @@ -40,20 +40,11 @@ multiple_reply_style = [ multiple_probability = 0.3 # 麦麦的说话规则和行为规则: -plan_style = """ -1.思考**所有**的可用的action中的**每个动作**是否符合当下条件，如果动作使用条件符合聊天内容就使用 -2.如果相同的内容已经被执行，请不要重复执行 -3.你对技术相关话题，游戏和动漫相关话题感兴趣，也对日常话题感兴趣，不喜欢太过沉重严肃的话题 -4.请控制你的发言频率，不要太过频繁的发言 -5.如果有人对你感到厌烦，请减少回复 -6.如果有人在追问你，或者话题没有说完，请你继续回复""" - - -# 麦麦私聊的说话规则，行为风格: -private_plan_style = """ -1.思考**所有**的可用的action中的**每个动作**是否符合当下条件，如果动作使用条件符合聊天内容就使用 -2.如果相同的内容已经被执行，请不要重复执行 -3.某句话如果已经被回复过，不要重复回复""" +plan_style = """1.思考**所有**的可用的action中的**每个动作**是否符合当下条件，如果动作使用条件符合聊天内容就使用 +2.如果相同的action已经被执行，请不要重复执行该action +3.如果有人对你感到厌烦，请减少回复 +4.如果有人在追问你，或者话题没有说完，请你继续回复 +5.请分析哪些对话是和你说的，哪些是其他人之间的互动，不要误认为其他人之间的互动是和你说的""" # 多重人格，根据概率随机选择人格 states = [ @@ -153,6 +144,7 @@ first_delay_seconds = 1800 # 程序启动后首次做梦前的延迟时间（秒 # 为空字符串时不推送。 dream_send = "" +dream_visible = false # 做梦结果是否存储到上下文，True: 将梦境发送给配置的用户后，也会存储到聊天上下文中，在后续对话中可见；False: 仅发送梦境但不存储，不在后续对话上下文中出现 # 做梦时间段配置，格式：["HH:MM-HH:MM", ...] # 如果列表为空，则表示全天允许做梦。 # 如果配置了时间段，则只有在这些时间段内才会实际执行做梦流程。 @@ -298,6 +290,12 @@ trust_xff = false # 是否启用X-Forwarded-For代理解析（默认false） secure_cookie = false # 是否启用安全Cookie（仅通过HTTPS传输，默认false） [experimental] #实验性功能 +# 麦麦私聊的说话规则，行为风格（实验性功能） +private_plan_style = """ +1.思考**所有**的可用的action中的**每个动作**是否符合当下条件，如果动作使用条件符合聊天内容就使用 +2.如果相同的内容已经被执行，请不要重复执行 +3.某句话如果已经被回复过，不要重复回复""" + # 为指定聊天添加额外的prompt配置 # 格式: ["platform:id:type:prompt内容", ...] # 示例: From a72bcc4759ed83a87b7d9c0c1c53d7ba74f9d959 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Wed, 7 Jan 2026 00:46:38 +0800 Subject: [PATCH 10/18] =?UTF-8?q?=E5=88=9D=E6=AD=A5=E4=BF=AE=E5=A4=8DPFC?= =?UTF-8?q?=E7=9A=84=E5=AF=BC=E5=85=A5=E9=94=99=E8=AF=AF?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/chat/brain_chat/PFC/action_planner.py | 27 ++++++++++++---- src/chat/brain_chat/PFC/conversation.py | 18 +++++------ src/chat/brain_chat/PFC/message_sender.py | 31 ++++++++++--------- src/chat/brain_chat/PFC/observation_info.py | 2 +- src/chat/brain_chat/PFC/pfc.py | 25 ++++++++++++--- .../brain_chat/PFC/pfc_KnowledgeFetcher.py | 10 +++--- src/chat/brain_chat/PFC/reply_checker.py | 4 +-- src/chat/brain_chat/PFC/reply_generator.py | 29 ++++++++++++----- src/chat/brain_chat/PFC/waiter.py | 2 +- 9 files changed, 97 insertions(+), 51 deletions(-) diff --git a/src/chat/brain_chat/PFC/action_planner.py b/src/chat/brain_chat/PFC/action_planner.py index 4770c6ce..3b71d2b9 100644 --- a/src/chat/brain_chat/PFC/action_planner.py +++ b/src/chat/brain_chat/PFC/action_planner.py @@ -1,14 +1,14 @@ import time from typing import Tuple, Optional # 增加了 Optional -from src.common.logger_manager import get_logger -from ..models.utils_model import LLMRequest -from ...config.config import global_config +from src.common.logger import get_logger +from src.llm_models.utils_model import LLMRequest +from src.config.config import global_config +import random from .chat_observer import ChatObserver from .pfc_utils import get_items_from_json -from src.individuality.individuality import Individuality from .observation_info import ObservationInfo from .conversation_info import ConversationInfo -from src.plugins.utils.chat_message_builder import build_readable_messages +from src.chat.utils.chat_message_builder import build_readable_messages logger = get_logger("pfc_action_planner") @@ -113,12 +113,27 @@ class ActionPlanner: max_tokens=1500, request_type="action_planning", ) - self.personality_info = Individuality.get_instance().get_prompt(x_person=2, level=3) + self.personality_info = self._get_personality_prompt() self.name = global_config.BOT_NICKNAME self.private_name = private_name self.chat_observer = ChatObserver.get_instance(stream_id, private_name) # self.action_planner_info = ActionPlannerInfo() # 移除未使用的变量 + def _get_personality_prompt(self) -> str: + """获取个性提示信息""" + prompt_personality = global_config.personality.personality + + # 检查是否需要随机替换为状态 + if ( + global_config.personality.states + and global_config.personality.state_probability > 0 + and random.random() < global_config.personality.state_probability + ): + prompt_personality = random.choice(global_config.personality.states) + + bot_name = global_config.BOT_NICKNAME + return f"你的名字是{bot_name},你{prompt_personality};" + # 修改 plan 方法签名，增加 last_successful_reply_action 参数 async def plan( self, diff --git a/src/chat/brain_chat/PFC/conversation.py b/src/chat/brain_chat/PFC/conversation.py index 0bc4cae8..8553ee96 100644 --- a/src/chat/brain_chat/PFC/conversation.py +++ b/src/chat/brain_chat/PFC/conversation.py @@ -3,22 +3,22 @@ import asyncio import datetime # from .message_storage import MongoDBMessageStorage -from src.plugins.utils.chat_message_builder import build_readable_messages, get_raw_msg_before_timestamp_with_chat +from src.chat.utils.chat_message_builder import build_readable_messages, get_raw_msg_before_timestamp_with_chat -# from ...config.config import global_config +# from src.config.config import global_config from typing import Dict, Any, Optional -from ..chat.message import Message +from src.chat.message_receive.message import Message from .pfc_types import ConversationState from .pfc import ChatObserver, GoalAnalyzer from .message_sender import DirectMessageSender -from src.common.logger_manager import get_logger +from src.common.logger import get_logger from .action_planner import ActionPlanner from .observation_info import ObservationInfo from .conversation_info import ConversationInfo # 确保导入 ConversationInfo from .reply_generator import ReplyGenerator -from ..chat.chat_stream import ChatStream +from src.chat.message_receive.chat_stream import ChatStream from maim_message import UserInfo -from src.plugins.chat.chat_stream import chat_manager +from src.chat.message_receive.chat_stream import get_chat_manager from .pfc_KnowledgeFetcher import KnowledgeFetcher from .waiter import Waiter @@ -60,7 +60,7 @@ class Conversation: self.direct_sender = DirectMessageSender(self.private_name) # 获取聊天流信息 - self.chat_stream = chat_manager.get_stream(self.stream_id) + self.chat_stream = get_chat_manager().get_stream(self.stream_id) self.stop_action_planner = False except Exception as e: @@ -248,14 +248,14 @@ class Conversation: def _convert_to_message(self, msg_dict: Dict[str, Any]) -> Message: """将消息字典转换为Message对象""" try: - # 尝试从 msg_dict 直接获取 chat_stream，如果失败则从全局 chat_manager 获取 + # 尝试从 msg_dict 直接获取 chat_stream，如果失败则从全局 get_chat_manager 获取 chat_info = msg_dict.get("chat_info") if chat_info and isinstance(chat_info, dict): chat_stream = ChatStream.from_dict(chat_info) elif self.chat_stream: # 使用实例变量中的 chat_stream chat_stream = self.chat_stream else: # Fallback: 尝试从 manager 获取 (可能需要 stream_id) - chat_stream = chat_manager.get_stream(self.stream_id) + chat_stream = get_chat_manager().get_stream(self.stream_id) if not chat_stream: raise ValueError(f"无法确定 ChatStream for stream_id {self.stream_id}") diff --git a/src/chat/brain_chat/PFC/message_sender.py b/src/chat/brain_chat/PFC/message_sender.py index 12c2143e..0e2b96cb 100644 --- a/src/chat/brain_chat/PFC/message_sender.py +++ b/src/chat/brain_chat/PFC/message_sender.py @@ -1,13 +1,11 @@ import time from typing import Optional from src.common.logger import get_module_logger -from ..chat.chat_stream import ChatStream -from ..chat.message import Message +from src.chat.message_receive.chat_stream import ChatStream +from src.chat.message_receive.message import Message, MessageSending from maim_message import UserInfo, Seg -from src.plugins.chat.message import MessageSending, MessageSet -from src.plugins.chat.message_sender import message_manager -from ..storage.storage import MessageStorage -from ...config.config import global_config +from src.chat.message_receive.storage import MessageStorage +from src.config.config import global_config from rich.traceback import install install(extra_lines=3) @@ -66,15 +64,18 @@ class DirectMessageSender: # 处理消息 await message.process() - # 不知道有什么用，先留下来了，和之前那套sender一样 - _message_json = message.to_dict() - - # 发送消息 - message_set = MessageSet(chat_stream, message_id) - message_set.add_message(message) - await message_manager.add_message(message_set) - await self.storage.store_message(message, chat_stream) - logger.info(f"[私聊][{self.private_name}]PFC消息已发送: {content}") + # 发送消息（直接调用底层 API） + from src.chat.message_receive.uni_message_sender import _send_message + + sent = await _send_message(message, show_log=True) + + if sent: + # 存储消息 + await self.storage.store_message(message, chat_stream) + logger.info(f"[私聊][{self.private_name}]PFC消息已发送: {content}") + else: + logger.error(f"[私聊][{self.private_name}]PFC消息发送失败") + raise RuntimeError("消息发送失败") except Exception as e: logger.error(f"[私聊][{self.private_name}]PFC消息发送失败: {str(e)}") diff --git a/src/chat/brain_chat/PFC/observation_info.py b/src/chat/brain_chat/PFC/observation_info.py index c7572955..d72f8207 100644 --- a/src/chat/brain_chat/PFC/observation_info.py +++ b/src/chat/brain_chat/PFC/observation_info.py @@ -4,7 +4,7 @@ import time from src.common.logger import get_module_logger from .chat_observer import ChatObserver from .chat_states import NotificationHandler, NotificationType, Notification -from src.plugins.utils.chat_message_builder import build_readable_messages +from src.chat.utils.chat_message_builder import build_readable_messages import traceback # 导入 traceback 用于调试 logger = get_module_logger("observation_info") diff --git a/src/chat/brain_chat/PFC/pfc.py b/src/chat/brain_chat/PFC/pfc.py index b17ee21d..7095a7a2 100644 --- a/src/chat/brain_chat/PFC/pfc.py +++ b/src/chat/brain_chat/PFC/pfc.py @@ -1,13 +1,13 @@ from typing import List, Tuple, TYPE_CHECKING from src.common.logger import get_module_logger -from ..models.utils_model import LLMRequest -from ...config.config import global_config +from src.llm_models.utils_model import LLMRequest +from src.config.config import global_config +import random from .chat_observer import ChatObserver from .pfc_utils import get_items_from_json -from src.individuality.individuality import Individuality from .conversation_info import ConversationInfo from .observation_info import ObservationInfo -from src.plugins.utils.chat_message_builder import build_readable_messages +from src.chat.utils.chat_message_builder import build_readable_messages from rich.traceback import install install(extra_lines=3) @@ -46,7 +46,7 @@ class GoalAnalyzer: model=global_config.llm_normal, temperature=0.7, max_tokens=1000, request_type="conversation_goal" ) - self.personality_info = Individuality.get_instance().get_prompt(x_person=2, level=3) + self.personality_info = self._get_personality_prompt() self.name = global_config.BOT_NICKNAME self.nick_name = global_config.BOT_ALIAS_NAMES self.private_name = private_name @@ -57,6 +57,21 @@ class GoalAnalyzer: self.max_goals = 3 # 同时保持的最大目标数量 self.current_goal_and_reason = None + def _get_personality_prompt(self) -> str: + """获取个性提示信息""" + prompt_personality = global_config.personality.personality + + # 检查是否需要随机替换为状态 + if ( + global_config.personality.states + and global_config.personality.state_probability > 0 + and random.random() < global_config.personality.state_probability + ): + prompt_personality = random.choice(global_config.personality.states) + + bot_name = global_config.bot.nickname + return f"你的名字是{bot_name},你{prompt_personality};" + async def analyze_goal(self, conversation_info: ConversationInfo, observation_info: ObservationInfo): """分析对话历史并设定目标 diff --git a/src/chat/brain_chat/PFC/pfc_KnowledgeFetcher.py b/src/chat/brain_chat/PFC/pfc_KnowledgeFetcher.py index 0989339d..2954b063 100644 --- a/src/chat/brain_chat/PFC/pfc_KnowledgeFetcher.py +++ b/src/chat/brain_chat/PFC/pfc_KnowledgeFetcher.py @@ -1,11 +1,11 @@ from typing import List, Tuple from src.common.logger import get_module_logger from src.plugins.memory_system.Hippocampus import HippocampusManager -from ..models.utils_model import LLMRequest -from ...config.config import global_config -from ..chat.message import Message -from ..knowledge.knowledge_lib import qa_manager -from ..utils.chat_message_builder import build_readable_messages +from src.llm_models.utils_model import LLMRequest +from src.config.config import global_config +from src.chat.message_receive.message import Message +from src.chat.knowledge.knowledge_lib import qa_manager +from src.chat.utils.chat_message_builder import build_readable_messages logger = get_module_logger("knowledge_fetcher") diff --git a/src/chat/brain_chat/PFC/reply_checker.py b/src/chat/brain_chat/PFC/reply_checker.py index 35e9af50..182c0ab5 100644 --- a/src/chat/brain_chat/PFC/reply_checker.py +++ b/src/chat/brain_chat/PFC/reply_checker.py @@ -1,8 +1,8 @@ import json from typing import Tuple, List, Dict, Any from src.common.logger import get_module_logger -from ..models.utils_model import LLMRequest -from ...config.config import global_config +from src.llm_models.utils_model import LLMRequest +from src.config.config import global_config from .chat_observer import ChatObserver from maim_message import UserInfo diff --git a/src/chat/brain_chat/PFC/reply_generator.py b/src/chat/brain_chat/PFC/reply_generator.py index 890f807c..e1bd65e2 100644 --- a/src/chat/brain_chat/PFC/reply_generator.py +++ b/src/chat/brain_chat/PFC/reply_generator.py @@ -1,15 +1,15 @@ from typing import Tuple, List, Dict, Any -from src.common.logger import get_module_logger -from ..models.utils_model import LLMRequest -from ...config.config import global_config +from src.common.logger import get_logger +from src.llm_models.utils_model import LLMRequest +from src.config.config import global_config +import random from .chat_observer import ChatObserver from .reply_checker import ReplyChecker -from src.individuality.individuality import Individuality from .observation_info import ObservationInfo from .conversation_info import ConversationInfo -from src.plugins.utils.chat_message_builder import build_readable_messages +from src.chat.utils.chat_message_builder import build_readable_messages -logger = get_module_logger("reply_generator") +logger = get_logger("reply_generator") # --- 定义 Prompt 模板 --- @@ -92,12 +92,27 @@ class ReplyGenerator: max_tokens=300, request_type="reply_generation", ) - self.personality_info = Individuality.get_instance().get_prompt(x_person=2, level=3) + self.personality_info = self._get_personality_prompt() self.name = global_config.BOT_NICKNAME self.private_name = private_name self.chat_observer = ChatObserver.get_instance(stream_id, private_name) self.reply_checker = ReplyChecker(stream_id, private_name) + def _get_personality_prompt(self) -> str: + """获取个性提示信息""" + prompt_personality = global_config.personality.personality + + # 检查是否需要随机替换为状态 + if ( + global_config.personality.states + and global_config.personality.state_probability > 0 + and random.random() < global_config.personality.state_probability + ): + prompt_personality = random.choice(global_config.personality.states) + + bot_name = global_config.BOT_NICKNAME + return f"你的名字是{bot_name},你{prompt_personality};" + # 修改 generate 方法签名，增加 action_type 参数 async def generate( self, observation_info: ObservationInfo, conversation_info: ConversationInfo, action_type: str diff --git a/src/chat/brain_chat/PFC/waiter.py b/src/chat/brain_chat/PFC/waiter.py index 0f5881fc..af5cf7ad 100644 --- a/src/chat/brain_chat/PFC/waiter.py +++ b/src/chat/brain_chat/PFC/waiter.py @@ -3,7 +3,7 @@ from .chat_observer import ChatObserver from .conversation_info import ConversationInfo # from src.individuality.individuality import Individuality # 不再需要 -from ...config.config import global_config +from src.config.config import global_config import time import asyncio From 988a17dab6f47c6db45e9cbbe853bdff22f4add8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Wed, 7 Jan 2026 01:03:08 +0800 Subject: [PATCH 11/18] WebUI 24cb5ceb914741dad65bd1f25d1b9696726a6457 --- .../{icons-CmIU8FzD.js => icons-CBTr14-W.js} | 2 +- webui/dist/assets/index-B50WYNXg.css | 1 - webui/dist/assets/index-ByrlkbsK.css | 1 + webui/dist/assets/index-D90_5BXS.js | 94 ------------------- webui/dist/assets/index-HQ4xq01Z.js | 94 +++++++++++++++++++ webui/dist/index.html | 6 +- 6 files changed, 99 insertions(+), 99 deletions(-) rename webui/dist/assets/{icons-CmIU8FzD.js => icons-CBTr14-W.js} (99%) delete mode 100644 webui/dist/assets/index-B50WYNXg.css create mode 100644 webui/dist/assets/index-ByrlkbsK.css 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a.json()).config.personality||{};return{personality:r.personality||"",reply_style:r.reply_style||"",interest:r.interest||"",plan_style:r.plan_style||"",private_plan_style:r.private_plan_style||""}}async function U2(){const a=await Se("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取表情包配置失败");const r=(await a.json()).config.emoji||{};return{emoji_chance:r.emoji_chance??.4,max_reg_num:r.max_reg_num??40,do_replace:r.do_replace??!0,check_interval:r.check_interval??10,steal_emoji:r.steal_emoji??!0,content_filtration:r.content_filtration??!1,filtration_prompt:r.filtration_prompt||""}}async function $2(){const a=await Se("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取其他配置失败");const r=(await a.json()).config,c=r.tool||{},d=r.expression||{};return{enable_tool:c.enable_tool??!0,all_global:d.all_global_jargon??!0}}async function B2(){const a=await Se("/api/webui/config/model",{method:"GET",headers:Zs()});if(!a.ok)throw new 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a/webui/dist/index.html b/webui/dist/index.html index a5acb015..1276d66b 100644 --- a/webui/dist/index.html +++ b/webui/dist/index.html @@ -11,21 +11,21 @@ MaiBot Dashboard - + - + - +
From b0acebe2323306a5a6dffb525388cec020d1a16e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Thu, 8 Jan 2026 22:33:39 +0800 Subject: [PATCH 12/18] =?UTF-8?q?=E6=9B=B4=E6=96=B0README?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 199 ++++++++++++++++++------------------- depends-data/maimai-v2.png | Bin 0 -> 1235213 bytes 2 files changed, 97 insertions(+), 102 deletions(-) create mode 100644 depends-data/maimai-v2.png diff --git a/README.md b/README.md index b07e7b13..c827b5d3 100644 --- a/README.md +++ b/README.md @@ -1,117 +1,114 @@ -MaiBot - -# 麦麦！MaiCore-MaiBot - -![Python Version](https://img.shields.io/badge/Python-3.10+-blue) -![License](https://img.shields.io/github/license/SengokuCola/MaiMBot?label=协议) -![Status](https://img.shields.io/badge/状态-开发中-yellow) -![Contributors](https://img.shields.io/github/contributors/MaiM-with-u/MaiBot.svg?style=flat&label=贡献者) -![forks](https://img.shields.io/github/forks/MaiM-with-u/MaiBot.svg?style=flat&label=分支数) -![stars](https://img.shields.io/github/stars/MaiM-with-u/MaiBot?style=flat&label=星标数) -![issues](https://img.shields.io/github/issues/MaiM-with-u/MaiBot) -[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/DrSmoothl/MaiBot) - - @@ -34,8 +34,8 @@ MaiBot 不仅仅是一个机器人，她致力于成为一个活跃在 QQ 群聊

🌟 演示视频  |  📦 快速入门  |  - 📃 核心文档  |  - 💬 加入社区 + 📃 核心文档  |  + 💬 加入社区

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a.json()).config.personality||{};return{personality:r.personality||"",reply_style:r.reply_style||"",interest:r.interest||"",plan_style:r.plan_style||"",private_plan_style:r.private_plan_style||""}}async function H2(){const a=await ke("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取表情包配置失败");const r=(await a.json()).config.emoji||{};return{emoji_chance:r.emoji_chance??.4,max_reg_num:r.max_reg_num??40,do_replace:r.do_replace??!0,check_interval:r.check_interval??10,steal_emoji:r.steal_emoji??!0,content_filtration:r.content_filtration??!1,filtration_prompt:r.filtration_prompt||""}}async function q2(){const a=await ke("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取其他配置失败");const r=(await a.json()).config,c=r.tool||{},d=r.expression||{};return{enable_tool:c.enable_tool??!0,all_global:d.all_global_jargon??!0}}async function V2(){const a=await ke("/api/webui/config/model",{method:"GET",headers:Zs()});if(!a.ok)throw new 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语音识别"}),e.jsx("li",{children:"BGE-M3 - 文本嵌入"}),e.jsx("li",{children:"知识库相关模型 (LPMM)"})]})]}),e.jsx("div",{className:"rounded-lg border border-amber-200 dark:border-amber-800 bg-amber-50 dark:bg-amber-950/30 p-4",children:e.jsxs("p",{className:"text-sm text-amber-900 dark:text-amber-100",children:[e.jsx("span",{className:"font-medium",children:"💡 提示："}),'完成向导后，您可以在"系统设置 → 模型配置"中添加更多 API 提供商和模型。']})})]})}async function P2(){const a=await ke("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取Bot配置失败");const r=(await a.json()).config.bot||{};return{qq_account:r.qq_account||0,nickname:r.nickname||"",alias_names:r.alias_names||[]}}async function F2(){const a=await ke("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取人格配置失败");const r=(await a.json()).config.personality||{};return{personality:r.personality||"",reply_style:r.reply_style||"",interest:r.interest||"",plan_style:r.plan_style||"",private_plan_style:r.private_plan_style||""}}async function H2(){const a=await ke("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取表情包配置失败");const r=(await a.json()).config.emoji||{};return{emoji_chance:r.emoji_chance??.4,max_reg_num:r.max_reg_num??40,do_replace:r.do_replace??!0,check_interval:r.check_interval??10,steal_emoji:r.steal_emoji??!0,content_filtration:r.content_filtration??!1,filtration_prompt:r.filtration_prompt||""}}async function q2(){const a=await ke("/api/webui/config/bot",{method:"GET",headers:Zs()});if(!a.ok)throw new Error("读取其他配置失败");const r=(await a.json()).config,c=r.tool||{},d=r.expression||{};return{enable_tool:c.enable_tool??!0,all_global:d.all_global_jargon??!0}}async function V2(){const a=await ke("/api/webui/config/model",{method:"GET",headers:Zs()});if(!a.ok)throw new 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diff --git a/webui/dist/index.html b/webui/dist/index.html index 45cfe4b5..1a5c946b 100644 --- a/webui/dist/index.html +++ b/webui/dist/index.html @@ -11,7 +11,7 @@ MaiBot Dashboard - + @@ -25,7 +25,7 @@ - +
From f591245540a34a475cd927cd98c71b080391e108 Mon Sep 17 00:00:00 2001 From: SengokuCola <1026294844@qq.com> Date: Sun, 11 Jan 2026 19:31:56 +0800 Subject: [PATCH 18/18] =?UTF-8?q?update:=E6=9B=B4=E6=96=B0rm=E5=92=8Ccl?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 2 +- changelogs/changelog.md | 9 +++++++++ 2 files changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 8a6ef688..58d1414d 100644 --- a/README.md +++ b/README.md @@ -58,7 +58,7 @@ MaiBot 不仅仅是一个机器人，她致力于成为一个活跃在 QQ 群聊 ## 🔥 更新和安装 -> **最新版本: v0.12.1** ([📄 更新日志](changelogs/changelog.md)) +> **最新版本: v0.12.2** ([📄 更新日志](changelogs/changelog.md)) - **下载**: 前往 [Release](https://github.com/MaiM-with-u/MaiBot/releases/) 页面下载最新版本 - **启动器**: [Mailauncher](https://github.com/MaiM-with-u/mailauncher/releases/) (仅支持 MacOS, 早期开发中) diff --git a/changelogs/changelog.md b/changelogs/changelog.md index a615d7c1..1321694f 100644 --- a/changelogs/changelog.md +++ b/changelogs/changelog.md @@ -1,4 +1,13 @@ # Changelog +## [0.12.2] - 2025-1-11 +### 功能更改 +- 优化私聊wait逻辑 +- 超时时强制引用回复 +- 修复部分适配器断联问题 +- 修复表达反思配置未生效 +- 优化记忆检索逻辑 +- 更新readme + ## [0.12.1] - 2025-12-31 ### 🌟 主要更新 - 添加年度总结！可以在webui查看
- -🌟 演示视频 | -🚀 快速入门 | -📃 教程 | -💬 讨论 | -🙋 贡献指南 - +
+

麦麦 MaiBot MaiCore

+ + +

+ Python Version + License + Status + Contributors + Forks + Stars + Ask DeepWiki +

+
+ + +MaiBot Character + ## 🎉 介绍 -**🍔MaiCore 是一个基于大语言模型的可交互智能体** +**🍔 MaiCore 是一个基于大语言模型的可交互智能体** -- 💭 **拟人构建的prompt**：使用自然语言风格构建回复器的prompt，实现近似人类言语习惯的回复。 -- 💭 **行为规划**：在合适的时间说话，使用合适的动作 -- 🧠 **表达学习**：学习群友的说话风格和表达方式，学会真实人类的说话风格 -- 🤔 **黑话学习**：自主的学习没有见过的词语，尝试理解并认知含义 -- 🔌 **插件系统**：提供API和事件系统，可编写丰富插件。 -- 💝 **情感表达**：情绪系统和表情包系统。 +MaiBot 不仅仅是一个机器人，她致力于成为一个活跃在 QQ 群聊中的“生命体”。她不追求完美，但追求真实。 -
- +- 💭 **拟人构建**：使用自然语言风格构建 Prompt，回复贴近人类习惯。 +- 🎭 **行为规划**：懂得在合适的时间说话，使用合适的动作。 +- 🧠 **表达学习**：模仿群友的说话风格，学习黑话，不断进化。 +- 🔌 **插件系统**：提供强大的 API 和事件系统，无限扩展可能。 +- 💝 **情感表达**：拥有独立的情绪系统和表情包互动能力。 + +### 🚀 快速导航 +

+ 🌟 演示视频  |  + 📦 快速入门  |  + 📃 核心文档  |  + 💬 加入社区 +

+ + +
+ +
+
+

🎥 精彩演示

+ - 麦麦演示视频 + 麦麦演示视频 -
- 👆 点击观看麦麦演示视频 👆 - +
+ 👆 点击观看麦麦演示视频 👆 +
+--- + ## 🔥 更新和安装 +> **最新版本: v0.12.1** ([📄 更新日志](changelogs/changelog.md)) -**最新版本: v0.12.0** ([更新日志](changelogs/changelog.md)) +- **下载**: 前往 [Release](https://github.com/MaiM-with-u/MaiBot/releases/) 页面下载最新版本 +- **启动器**: [Mailauncher](https://github.com/MaiM-with-u/mailauncher/releases/) (仅支持 MacOS, 早期开发中) +| 分支 | 说明 | +| :--- | :--- | +| `main` | ✅ **稳定发布版本 (推荐)** | +| `dev` | 🚧 开发测试版本 (不稳定) | +| `classical` | 🛑 经典版本 (停止维护) | -可前往 [Release](https://github.com/MaiM-with-u/MaiBot/releases/) 页面下载最新版本 - -可前往 [启动器发布页面](https://github.com/MaiM-with-u/mailauncher/releases/)下载最新启动器 - -注意，启动器处于早期开发版本，仅支持MacOS - -**GitHub 分支说明：** -- `main`: 稳定发布版本(推荐) - -- `dev`: 开发测试版本(不稳定) - -- `classical`: 经典版本(停止维护) - -### 最新版本部署教程 -- [🚀 最新版本部署教程](https://docs.mai-mai.org/manual/deployment/mmc_deploy_windows.html) - 基于 MaiCore 的新版本部署方式(与旧版本不兼容) +### 📚 部署教程 +👉 **[🚀 最新版本部署教程](https://docs.mai-mai.org/manual/deployment/mmc_deploy_windows.html)** +*(注意：MaiCore 新版本部署方式与旧版本不兼容)* > [!WARNING] -> - 项目处于活跃开发阶段，功能和 API 可能随时调整。 -> - 有问题可以提交 Issue 。 -> - QQ 机器人存在被限制风险，请自行了解，谨慎使用。 -> - 由于程序处于开发中，可能消耗较多 token。 +> - ⚠️ 项目处于活跃开发阶段，API 可能随时调整。 +> - ⚠️ QQ 机器人存在风控风险，请谨慎使用。 +> - ⚠️ AI 模型运行可能消耗较多 Token。 -## 💬 讨论 +--- -**技术交流群/答疑群：** - [麦麦脑电图](https://qm.qq.com/q/RzmCiRtHEW) | - [麦麦大脑磁共振](https://qm.qq.com/q/VQ3XZrWgMs) | - [麦麦要当VTB](https://qm.qq.com/q/wGePTl1UyY) | +## 💬 讨论与社区 - 为了维持技术交流和互帮互助的氛围，请不要在技术交流群讨论过多无关内容~ +我们欢迎所有对 MaiBot 感兴趣的朋友加入！ -**聊天吹水群：** -- [麦麦之闲聊群](https://qm.qq.com/q/JxvHZnxyec) +| 类别 | 群组 | 说明 | +| :--- | :--- | :--- | +| **技术交流** | [麦麦脑电图](https://qm.qq.com/q/RzmCiRtHEW) | 技术交流/答疑 | +| **技术交流** | [麦麦大脑磁共振](https://qm.qq.com/q/VQ3XZrWgMs) | 技术交流/答疑 | +| **技术交流** | [麦麦要当VTB](https://qm.qq.com/q/wGePTl1UyY) | 技术交流/答疑 | +| **闲聊吹水** | [麦麦之闲聊群](https://qm.qq.com/q/JxvHZnxyec) | 仅限闲聊，不答疑 | +| **插件开发** | [插件开发群](https://qm.qq.com/q/1036092828) | 进阶开发与测试 | - 麦麦相关闲聊群，此群仅用于聊天，提问部署/技术问题可能不会快速得到答案 - -**插件开发/测试版讨论群：** -- [插件开发群](https://qm.qq.com/q/1036092828) - - 进阶内容，包括插件开发，测试版使用等等 +--- ## 📚 文档 -**部分内容可能更新不够及时，请注意版本对应** +> [!NOTE] +> 部分内容可能更新不够及时，请注意版本对应。 -- [📚 核心 Wiki 文档](https://docs.mai-mai.org) - 项目最全面的文档中心，你可以了解麦麦有关的一切。 +- **[📚 核心 Wiki 文档](https://docs.mai-mai.org)**: 最全面的文档中心，了解麦麦的一切。 +### 🧩 衍生项目 -## 📚 衍生项目 +- **[MaiCraft](https://github.com/MaiM-with-u/Maicraft)**: 让麦麦陪你玩 Minecraft (早期开发中)。 +- **[MoFox_Bot](https://github.com/MoFox-Studio/MoFox-Core)**: 基于 MaiCore 0.10.0 的增强型 Fork，更稳定更有趣。 -### MaiCraft（早期开发） -[MaiCraft](https://github.com/MaiM-with-u/Maicraft) -> 让麦麦具有玩MC能力的项目 -> 交流群：1058573197 +--- -### MoFox_Bot -[MoFox - 仓库地址](https://github.com/MoFox-Studio/MoFox-Core) -> MoFox_Bot 是一个基于 MaiCore 0.10.0 snapshot.5 的增强型 fork 项目 -> 我们保留了原项目几乎所有核心功能，并在此基础上进行了深度优化与功能扩展，致力于打造一个更稳定、更智能、更具趣味性的 AI 智能体。 - - - -## 设计理念(原始时代的火花) +## 💡 设计理念 (原始时代的火花) > **千石可乐说：** > - 这个项目最初只是为了给牛牛 bot 添加一点额外的功能，但是功能越写越多，最后决定重写。其目的是为了创造一个活跃在 QQ 群聊的"生命体"。目的并不是为了写一个功能齐全的机器人，而是一个尽可能让人感知到真实的类人存在。 @@ -119,41 +116,39 @@ > - 如果人类真的需要一个 AI 来陪伴自己，并不是所有人都需要一个完美的，能解决所有问题的"helpful assistant"，而是一个会犯错的，拥有自己感知和想法的"生命形式"。 > - 代码会保持开源和开放，但个人希望 MaiMbot 的运行时数据保持封闭，尽量避免以显式命令来对其进行控制和调试。我认为一个你无法完全掌控的个体才更能让你感觉到它的自主性，而视其成为一个对话机器。 > - SengokuCola~~纯编程外行，面向 cursor 编程，很多代码写得不好多多包涵~~已得到大脑升级。 +> *Code is open, but the soul is yours.* + +--- ## 🙋 贡献和致谢 -你可以阅读[开发文档](https://docs.mai-mai.org/develop/)来更好的了解麦麦! -MaiCore 是一个开源项目，我们非常欢迎你的参与。你的贡献，无论是提交 bug 报告、功能需求还是代码 pr，都对项目非常宝贵。我们非常感谢你的支持！🎉 -但无序的讨论会降低沟通效率，进而影响问题的解决速度，因此在提交任何贡献前，请务必先阅读本项目的[贡献指南](docs-src/CONTRIBUTE.md)。(待补完) -### 贡献者 +欢迎参与贡献！请先阅读 [贡献指南](docs-src/CONTRIBUTE.md)。 -感谢各位大佬！ +### 🌟 贡献者 contributors -### 致谢 +### ❤️ 特别致谢 -- [略nd](https://space.bilibili.com/1344099355): 为麦麦绘制人设。 -- [NapCat](https://github.com/NapNeko/NapCatQQ): 现代化的基于 NTQQ 的 Bot 协议端实现。 +- **[略nd](https://space.bilibili.com/1344099355)**: 🎨 为麦麦绘制精美人设。 +- **[NapCat](https://github.com/NapNeko/NapCatQQ)**: 🚀 现代化的基于 NTQQ 的 Bot 协议实现。 -**也感谢每一位给麦麦发展提出宝贵意见与建议的用户，感谢陪伴麦麦走到现在的你们！** +--- -## 📌 注意事项 - -> [!WARNING] -> 使用本项目前必须阅读和同意[用户协议](EULA.md)和[隐私协议](PRIVACY.md)。 -> 本应用生成内容来自人工智能模型，由 AI 生成，请仔细甄别，请勿用于违反法律的用途，AI 生成内容不代表本项目团队的观点和立场。 - -## 麦麦仓库状态 +## 📊 仓库状态 ![Alt](https://repobeats.axiom.co/api/embed/9faca9fccfc467931b87dd357b60c6362b5cfae0.svg "麦麦仓库状态") ### Star 趋势 - [![Star 趋势](https://starchart.cc/MaiM-with-u/MaiBot.svg?variant=adaptive)](https://starchart.cc/MaiM-with-u/MaiBot) -## License +--- -GPL-3.0 +## 📌 注意事项 & License + +> [!IMPORTANT] +> 使用前请阅读 [用户协议 (EULA)](EULA.md) 和 [隐私协议](PRIVACY.md)。AI 生成内容请仔细甄别。 + +**License**: GPL-3.0 diff --git a/depends-data/maimai-v2.png b/depends-data/maimai-v2.png new file mode 100644 index 0000000000000000000000000000000000000000..dba16aee429f147ae17c9f0278b6042ba76a837c GIT binary patch literal 1235213 zcmeFYWm_Cg*fvN)0>LJ@%>Y4yYXS@sLU0N0?(XgyWYEFgLU0Kl++BjZySqE=ko$Sx zW91j@vD=@ztGh2fud}MFtAb^uM9`24k>TLr(8NRq<>27n*}%cQhkFMPYpG61#D;@| zhm(;|5E8MGfPeMM<{QK1<=OSkWoNeYNf_C~!Q9i+V^6MYN0!5Wb^Ik1)-n~%_r;wE zcz1tuzc=Z#^zHHS@idsY2ljl#$H%9~fCa((y_t&;;s|AW19q~9wZ4bFk%z584}Q#t zhX;EQUeJ>0Wr}jFD&50kdzbD 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b/README.md @@ -4,11 +4,11 @@

Python Version - License + License Status - Contributors - Forks - Stars + Contributors + Forks + Stars Ask DeepWiki

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From 2d037a568e779e5227e879c6f883117e5e400367 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=A2=A8=E6=A2=93=E6=9F=92?= <1787882683@qq.com> Date: Thu, 8 Jan 2026 22:38:19 +0800 Subject: [PATCH 14/18] =?UTF-8?q?=E4=BF=AE=E6=AD=A3README=E4=B8=AD?= =?UTF-8?q?=E7=9A=84=E5=BE=BD=E7=AB=A0=E6=A0=87=E7=AD=BE=EF=BC=8C=E6=9B=B4?= =?UTF-8?q?=E6=96=B0=E4=B8=BA=E6=9B=B4=E6=B8=85=E6=99=B0=E7=9A=84=E4=B8=AD?= =?UTF-8?q?=E6=96=87=E6=8F=8F=E8=BF=B0=EF=BC=8C=E5=B9=B6=E8=B0=83=E6=95=B4?= =?UTF-8?q?=E5=BF=AB=E9=80=9F=E5=AF=BC=E8=88=AA=E9=93=BE=E6=8E=A5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index a1e375f5..8a6ef688 100644 --- a/README.md +++ b/README.md @@ -6,9 +6,9 @@ Python Version License Status - Contributors - Forks - Stars + Contributors + Forks + Stars Ask DeepWiki