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import os |
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import json |
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import xml.etree.ElementTree as ET |
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from neo4j import GraphDatabase |
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WORKING_DIR = "./dickens" |
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BATCH_SIZE_NODES = 500 |
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BATCH_SIZE_EDGES = 100 |
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NEO4J_URI = "bolt://localhost:7687" |
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NEO4J_USERNAME = "neo4j" |
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NEO4J_PASSWORD = "your_password" |
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def xml_to_json(xml_file): |
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try: |
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tree = ET.parse(xml_file) |
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root = tree.getroot() |
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print(f"Root element: {root.tag}") |
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print(f"Root attributes: {root.attrib}") |
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data = {"nodes": [], "edges": []} |
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namespace = {"": "http://graphml.graphdrawing.org/xmlns"} |
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for node in root.findall(".//node", namespace): |
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node_data = { |
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"id": node.get("id").strip('"'), |
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"entity_type": node.find("./data[@key='d1']", namespace).text.strip('"') |
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if node.find("./data[@key='d1']", namespace) is not None |
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else "", |
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"description": node.find("./data[@key='d2']", namespace).text |
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if node.find("./data[@key='d2']", namespace) is not None |
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else "", |
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"source_id": node.find("./data[@key='d3']", namespace).text |
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if node.find("./data[@key='d3']", namespace) is not None |
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else "", |
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} |
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data["nodes"].append(node_data) |
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for edge in root.findall(".//edge", namespace): |
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edge_data = { |
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"source": edge.get("source").strip('"'), |
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"target": edge.get("target").strip('"'), |
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"weight": float(edge.find("./data[@key='d5']", namespace).text) |
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if edge.find("./data[@key='d5']", namespace) is not None |
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else 0.0, |
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"description": edge.find("./data[@key='d6']", namespace).text |
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if edge.find("./data[@key='d6']", namespace) is not None |
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else "", |
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"keywords": edge.find("./data[@key='d7']", namespace).text |
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if edge.find("./data[@key='d7']", namespace) is not None |
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else "", |
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"source_id": edge.find("./data[@key='d8']", namespace).text |
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if edge.find("./data[@key='d8']", namespace) is not None |
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else "", |
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} |
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data["edges"].append(edge_data) |
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print(f"Found {len(data['nodes'])} nodes and {len(data['edges'])} edges") |
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return data |
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except ET.ParseError as e: |
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print(f"Error parsing XML file: {e}") |
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return None |
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except Exception as e: |
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print(f"An error occurred: {e}") |
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return None |
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def convert_xml_to_json(xml_path, output_path): |
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"""Converts XML file to JSON and saves the output.""" |
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if not os.path.exists(xml_path): |
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print(f"Error: File not found - {xml_path}") |
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return None |
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json_data = xml_to_json(xml_path) |
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if json_data: |
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with open(output_path, "w", encoding="utf-8") as f: |
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json.dump(json_data, f, ensure_ascii=False, indent=2) |
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print(f"JSON file created: {output_path}") |
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return json_data |
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else: |
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print("Failed to create JSON data") |
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return None |
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def process_in_batches(tx, query, data, batch_size): |
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"""Process data in batches and execute the given query.""" |
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for i in range(0, len(data), batch_size): |
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batch = data[i : i + batch_size] |
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tx.run(query, {"nodes": batch} if "nodes" in query else {"edges": batch}) |
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def main(): |
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xml_file = os.path.join(WORKING_DIR, "graph_chunk_entity_relation.graphml") |
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json_file = os.path.join(WORKING_DIR, "graph_data.json") |
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json_data = convert_xml_to_json(xml_file, json_file) |
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if json_data is None: |
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return |
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nodes = json_data.get("nodes", []) |
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edges = json_data.get("edges", []) |
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create_nodes_query = """ |
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UNWIND $nodes AS node |
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MERGE (e:Entity {id: node.id}) |
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SET e.entity_type = node.entity_type, |
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e.description = node.description, |
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e.source_id = node.source_id, |
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e.displayName = node.id |
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REMOVE e:Entity |
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WITH e, node |
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CALL apoc.create.addLabels(e, [node.id]) YIELD node AS labeledNode |
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RETURN count(*) |
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""" |
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create_edges_query = """ |
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UNWIND $edges AS edge |
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MATCH (source {id: edge.source}) |
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MATCH (target {id: edge.target}) |
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WITH source, target, edge, |
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CASE |
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WHEN edge.keywords CONTAINS 'lead' THEN 'lead' |
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WHEN edge.keywords CONTAINS 'participate' THEN 'participate' |
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WHEN edge.keywords CONTAINS 'uses' THEN 'uses' |
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WHEN edge.keywords CONTAINS 'located' THEN 'located' |
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WHEN edge.keywords CONTAINS 'occurs' THEN 'occurs' |
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ELSE REPLACE(SPLIT(edge.keywords, ',')[0], '\"', '') |
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END AS relType |
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CALL apoc.create.relationship(source, relType, { |
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weight: edge.weight, |
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description: edge.description, |
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keywords: edge.keywords, |
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source_id: edge.source_id |
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}, target) YIELD rel |
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RETURN count(*) |
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""" |
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set_displayname_and_labels_query = """ |
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MATCH (n) |
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SET n.displayName = n.id |
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WITH n |
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CALL apoc.create.setLabels(n, [n.entity_type]) YIELD node |
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RETURN count(*) |
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""" |
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driver = GraphDatabase.driver(NEO4J_URI, auth=(NEO4J_USERNAME, NEO4J_PASSWORD)) |
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try: |
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with driver.session() as session: |
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session.execute_write( |
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process_in_batches, create_nodes_query, nodes, BATCH_SIZE_NODES |
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) |
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session.execute_write( |
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process_in_batches, create_edges_query, edges, BATCH_SIZE_EDGES |
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) |
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session.run(set_displayname_and_labels_query) |
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except Exception as e: |
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print(f"Error occurred: {e}") |
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finally: |
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driver.close() |
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if __name__ == "__main__": |
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main() |
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