From 45803884896dfa1e5d528d8ccbaf96c61ef698b6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E9=BB=84=E6=B5=B7?= <10402852@qq.com> Date: Tue, 18 Feb 2025 16:35:34 +0800 Subject: [PATCH] 'commit' --- AI/Neo4j/{ => Backup}/K1_KnowledgeGraph.py | 0 AI/Neo4j/{ => Backup}/K2_Neo4jExecutor.py | 0 AI/Neo4j/{ => Backup}/K3_Start.py | 2 +- .../K2_Neo4jExecutor.cpython-310.pyc | Bin 2987 -> 2994 bytes AI/Neo4j/{ => Backup}/import.cypher | 0 AI/Neo4j/{ => Backup}/优化.cypher | 0 .../小学数学一至三年级.cypher | 0 .../小学数学四至六年级.cypher | 0 AI/Neo4j/InputShiTi.py | 148 +++++++ AI/Neo4j/ReadXiaoXueMath.py | 4 +- AI/Neo4j/XiaoXueMath2.json | 363 ------------------ .../K1_KnowledgeGraph.cpython-310.pyc | Bin 8066 -> 0 bytes 12 files changed, 152 insertions(+), 365 deletions(-) rename AI/Neo4j/{ => Backup}/K1_KnowledgeGraph.py (100%) rename AI/Neo4j/{ => Backup}/K2_Neo4jExecutor.py (100%) rename AI/Neo4j/{ => Backup}/K3_Start.py (94%) rename AI/Neo4j/{ => Backup}/__pycache__/K2_Neo4jExecutor.cpython-310.pyc (86%) rename AI/Neo4j/{ => Backup}/import.cypher (100%) rename AI/Neo4j/{ => Backup}/优化.cypher (100%) rename AI/Neo4j/{ => Backup}/小学数学一至三年级.cypher (100%) rename AI/Neo4j/{ => Backup}/小学数学四至六年级.cypher (100%) create mode 100644 AI/Neo4j/InputShiTi.py delete mode 100644 AI/Neo4j/XiaoXueMath2.json delete mode 100644 AI/Neo4j/__pycache__/K1_KnowledgeGraph.cpython-310.pyc diff --git a/AI/Neo4j/K1_KnowledgeGraph.py b/AI/Neo4j/Backup/K1_KnowledgeGraph.py similarity index 100% rename from AI/Neo4j/K1_KnowledgeGraph.py rename to AI/Neo4j/Backup/K1_KnowledgeGraph.py diff --git a/AI/Neo4j/K2_Neo4jExecutor.py b/AI/Neo4j/Backup/K2_Neo4jExecutor.py similarity index 100% rename from AI/Neo4j/K2_Neo4jExecutor.py rename to AI/Neo4j/Backup/K2_Neo4jExecutor.py diff --git a/AI/Neo4j/K3_Start.py b/AI/Neo4j/Backup/K3_Start.py similarity index 94% rename from AI/Neo4j/K3_Start.py rename to AI/Neo4j/Backup/K3_Start.py index 7c771f88..c9f254ea 100644 --- a/AI/Neo4j/K3_Start.py +++ b/AI/Neo4j/Backup/K3_Start.py @@ -36,7 +36,7 @@ if __name__ == '__main__': executor.execute_cypher_text(init_script) # 分段读入题目 - question_blocks = split_questions('ShiTi.md') + question_blocks = split_questions('../ShiTi.md') # 验证分割结果 for i, block in enumerate(question_blocks, 1): diff --git a/AI/Neo4j/__pycache__/K2_Neo4jExecutor.cpython-310.pyc b/AI/Neo4j/Backup/__pycache__/K2_Neo4jExecutor.cpython-310.pyc similarity index 86% rename from AI/Neo4j/__pycache__/K2_Neo4jExecutor.cpython-310.pyc rename to AI/Neo4j/Backup/__pycache__/K2_Neo4jExecutor.cpython-310.pyc index d0ca6eee2feba61e02cb9c66ee6c34158bb4e8d0..5fb5a2cabd961f3c27f03a3469bcc50d5cc4ec3f 100644 GIT binary patch delta 60 zcmZ22zDayTBBQdIi&acYad>`Fc1&PqUb;_yUV4n9XN+HJzDZV$Q(|&`Fc1&PqUb;_yUV4n9XN+HJzDd^R7RDQ#>`^SCC7C(5 JCMR?I0|5J_6951J diff --git a/AI/Neo4j/import.cypher b/AI/Neo4j/Backup/import.cypher similarity index 100% rename from AI/Neo4j/import.cypher rename to AI/Neo4j/Backup/import.cypher diff --git a/AI/Neo4j/优化.cypher b/AI/Neo4j/Backup/优化.cypher similarity index 100% rename from AI/Neo4j/优化.cypher rename to AI/Neo4j/Backup/优化.cypher diff --git a/AI/Neo4j/小学数学一至三年级.cypher b/AI/Neo4j/Backup/小学数学一至三年级.cypher similarity index 100% rename from AI/Neo4j/小学数学一至三年级.cypher rename to AI/Neo4j/Backup/小学数学一至三年级.cypher diff --git a/AI/Neo4j/小学数学四至六年级.cypher b/AI/Neo4j/Backup/小学数学四至六年级.cypher similarity index 100% rename from AI/Neo4j/小学数学四至六年级.cypher rename to AI/Neo4j/Backup/小学数学四至六年级.cypher diff --git a/AI/Neo4j/InputShiTi.py b/AI/Neo4j/InputShiTi.py new file mode 100644 index 00000000..689e4857 --- /dev/null +++ b/AI/Neo4j/InputShiTi.py @@ -0,0 +1,148 @@ +# -*- coding: utf-8 -*- +import re +import hashlib +from py2neo import Graph +from openai import OpenAI +from Config import * + + +class KnowledgeGraph: + def __init__(self, content: str): + self.content = content + self.question_id = hashlib.md5(content.encode()).hexdigest()[:8] + self.graph = Graph(NEO4J_URI, auth=NEO4J_AUTH) + self.knowledge_points = self._get_knowledge_points() + self.client = OpenAI(api_key=MODEL_API_KEY, base_url=MODEL_API_URL) + + def _get_knowledge_points(self) -> dict: + """修复字段名称错误""" + try: + # 确保返回字段与节点属性名称匹配 + return {row['n.id'].lower(): row['n.name'] # 修改为n.id + for row in self.graph.run("MATCH (n:KnowledgePoint) RETURN n.id, n.name")} + except Exception as e: + print(f"获取知识点失败：", str(e)) + return {} + + def _make_prompt(self) -> str: + """生成知识点识别专用提示词""" + example_ids = list(self.knowledge_points.keys())[:5] + example_names = [self.knowledge_points[k] for k in example_ids] + + return f"""你是一个数学专家，请分析题目考查的知识点，严格： +1. 只使用以下存在的知识点（格式：ID:名称）： +{", ".join([f"{k}:{v}" for k, v in zip(example_ids, example_names)])}... +共{len(self.knowledge_points)}个可用知识点 + +2. 按此格式生成Cypher： +MERGE (q:Question {{id: "{self.question_id}"}}) +SET q.content = "题目内容" +WITH q +MATCH (kp:KnowledgePoint {{id: "知识点ID"}}) +MERGE (q)-[:TESTS_KNOWLEDGE]->(kp)""" + + def _clean_cypher(self, code: str) -> str: + """修复WITH语句顺序问题""" + safe = [] + cypher_block = re.findall(r"```(?:cypher)?\n(.*?)```", code, re.DOTALL) + if not cypher_block: + return "" + + # 强制先创建Question节点 + has_question = False + for line in cypher_block[0].split('\n'): + line = line.split('//')[0].strip() + if not line: + continue + + # 确保Question节点最先创建 + if 'MERGE (q:Question' in line: + has_question = True + safe.insert(0, line) # 确保这行在最前面 + continue + + # 安全过滤 + if 'CREATE' in line.upper(): + continue + + # 自动补全WITH语句（仅在Question创建之后） + if has_question and 'MERGE (q)-[:TESTS_KNOWLEDGE]' in line and not any('WITH q' in l for l in safe): + safe.append("WITH q") + + # ID存在性验证 + if 'MATCH (kp:KnowledgePoint' in line: + kp_id = re.findall(r"id: ['\"](.*?)['\"]", line) + if kp_id and kp_id[0] not in self.knowledge_points: + continue + + safe.append(line) + + # 补充必要WITH语句 + if has_question and not any(line.startswith('WITH q') for line in safe): + safe.insert(1, "WITH q") # 在创建Question之后立即添加 + + return '\n'.join([line for line in safe if line]) + + def run(self) -> str: + """执行知识点关联流程""" + try: + response = self.client.chat.completions.create( + model=MODEL_NAME, + messages=[ + { + "role": "system", + "content": self._make_prompt() + }, + { + "role": "user", + "content": f"题目内容：{self.content}\n请分析考查的知识点，只返回Cypher代码" + } + ] + ) + + raw_cypher = response.choices[0].message.content + cleaned_cypher = self._clean_cypher(raw_cypher) + + if cleaned_cypher: + print("验证通过的Cypher：\n", cleaned_cypher) + return cleaned_cypher + return "" + + except Exception as e: + print("知识点分析失败：", str(e)) + return "" + +def query_related_knowledge(self): + """查询题目关联的知识点""" + cypher = f""" + MATCH (q:Question {{id: "{self.question_id}"}})-[:TESTS_KNOWLEDGE]->(kp) + RETURN kp.id AS knowledge_id, kp.name AS knowledge_name + """ + try: + result = self.graph.run(cypher).data() + if result: + print(f"题目关联的知识点（{self.question_id}）：") + for row in result: + print(f"- {row['knowledge_name']} (ID: {row['knowledge_id']})") + else: + print("该题目尚未关联知识点") + return result + except Exception as e: + print("查询失败：", str(e)) + return [] + +# 测试用例 +if __name__ == '__main__': + test_case = """【时间问题】甲乙两车从相距240公里的两地同时出发相向而行，甲车时速60公里，乙车时速40公里，几小时后相遇？""" + + test_case = """【时间问题】甲乙两车从相距240公里的两地同时出发相向而行...""" + + kg = KnowledgeGraph(test_case) + cypher = kg.run() + + if cypher: + kg.graph.run(cypher) + print("执行成功！关联知识点：") + kg.query_related_knowledge() # 新增查询 + else: + print("未生成有效Cypher") \ No newline at end of file diff --git a/AI/Neo4j/ReadXiaoXueMath.py b/AI/Neo4j/ReadXiaoXueMath.py index 28be5b33..93e7ebee 100644 --- a/AI/Neo4j/ReadXiaoXueMath.py +++ b/AI/Neo4j/ReadXiaoXueMath.py @@ -1,6 +1,8 @@ import json -from K2_Neo4jExecutor import * +from Neo4j.Backup.K2_Neo4jExecutor import * +from Neo4j.Util import clear + def json_to_cypher(data): """将知识体系JSON转换为Cypher插入脚本""" diff --git a/AI/Neo4j/XiaoXueMath2.json b/AI/Neo4j/XiaoXueMath2.json deleted file mode 100644 index 63167f2d..00000000 --- a/AI/Neo4j/XiaoXueMath2.json +++ /dev/null @@ -1,363 +0,0 @@ -{ - "status": 200, - 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