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Create app.py
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app.py
ADDED
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import gradio as gr
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import networkx as nx
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import matplotlib.pyplot as plt
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from neo4j import GraphDatabase
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import io
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import base64
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class Neo4jGraphVisualizer:
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def __init__(self, uri, username, password):
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"""
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Initialize the Neo4j graph database connection
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Args:
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uri (str): Neo4j database URI
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username (str): Neo4j username
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password (str): Neo4j password
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"""
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self.driver = GraphDatabase.driver(uri, auth=(username, password))
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def fetch_graph_data(self):
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"""
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Fetch graph data from Neo4j database
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Returns:
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dict: A dictionary containing nodes and relationships
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"""
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with self.driver.session() as session:
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# Fetch all nodes
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nodes_result = session.run("""
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MATCH (n)
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RETURN ID(n) as id,
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labels(n) as labels,
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properties(n) as properties
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""")
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# Fetch all relationships
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relationships_result = session.run("""
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MATCH (a)-[r]->(b)
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RETURN
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ID(a) as source_id,
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ID(b) as target_id,
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type(r) as relationship_type
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""")
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# Process nodes
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nodes = [
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{
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'id': record['id'],
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'label': record['labels'][0] if record['labels'] else 'Unknown',
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'properties': dict(record['properties'])
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}
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for record in nodes_result
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]
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# Process relationships
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relationships = [
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{
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'source': record['source_id'],
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'target': record['target_id'],
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'type': record['relationship_type']
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}
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for record in relationships_result
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]
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return {'nodes': nodes, 'relationships': relationships}
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def visualize_graph(self):
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"""
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Visualize the graph using NetworkX and Matplotlib
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Returns:
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str: Base64 encoded image of the graph
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"""
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# Fetch graph data
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graph_data = self.fetch_graph_data()
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# Create NetworkX graph
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G = nx.DiGraph()
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# Add nodes
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for node in graph_data['nodes']:
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G.add_node(node['id'],
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label=node['label'],
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properties=node['properties'])
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# Add edges
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for rel in graph_data['relationships']:
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G.add_edge(rel['source'], rel['target'], type=rel['type'])
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# Visualization
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plt.figure(figsize=(12, 8))
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pos = nx.spring_layout(G, k=0.5) # positions for all nodes
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# Draw nodes
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nx.draw_networkx_nodes(G, pos,
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node_color='lightblue',
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node_size=300,
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alpha=0.8)
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# Draw edges
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nx.draw_networkx_edges(G, pos,
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edge_color='gray',
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arrows=True)
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# Draw labels
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nx.draw_networkx_labels(G, pos,
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labels={node: f"{node}" for node in G.nodes()})
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plt.title("Neo4j Graph Visualization")
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plt.axis('off')
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# Save to buffer
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buffer = io.BytesIO()
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plt.savefig(buffer, format='png')
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buffer.seek(0)
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image_png = buffer.getvalue()
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buffer.close()
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# Encode
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graphic = base64.b64encode(image_png).decode('utf-8')
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return f"data:image/png;base64,{graphic}"
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def close(self):
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"""Close the Neo4j driver connection"""
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self.driver.close()
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def create_gradio_interface(uri, username, password):
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"""
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Create a Gradio interface for Neo4j graph visualization
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Args:
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uri (str): Neo4j database URI
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username (str): Neo4j username
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password (str): Neo4j password
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"""
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visualizer = Neo4jGraphVisualizer(uri, username, password)
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def visualize_graph():
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try:
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graph_image = visualizer.visualize_graph()
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return graph_image
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except Exception as e:
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return f"Error: {str(e)}"
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# Create Gradio interface
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iface = gr.Interface(
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fn=visualize_graph,
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inputs=[],
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outputs=gr.Image(type="filepath"),
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title="Neo4j Graph Visualization",
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description="Visualize graph data from Neo4j database"
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)
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return iface, visualizer
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# Configuration (replace with your actual Neo4j credentials)
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NEO4J_URI="neo4j+s://b96332bd.databases.neo4j.io"
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NEO4J_USERNAME="neo4j"
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NEO4J_PASSWORD="qviTdN6cw66AjIv6lu7kXcsN4keYPdXc2gAWuIoB8T4"
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AURA_INSTANCEID="b96332bd"
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AURA_INSTANCENAME="Instance01"
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def main():
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# Create Gradio interface
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interface, visualizer = create_gradio_interface(
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NEO4J_URI,
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NEO4J_USERNAME,
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NEO4J_PASSWORD
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)
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try:
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# Launch the interface
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interface.launch(share=True)
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except Exception as e:
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print(f"Error launching interface: {e}")
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finally:
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# Ensure driver is closed
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visualizer.close()
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if __name__ == "__main__":
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main()
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