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import streamlit as st | |
import networkx as nx | |
from pyvis.network import Network | |
import json | |
from streamlit.components.v1 import html | |
# Streamlit app layout | |
st.title("Interactive Graph Visualization and Editor") | |
st.write("Edit the graph's JSON data and visualize updates dynamically.") | |
# Read the test.json file initially | |
default_file = "test.json" | |
# Function to load JSON from file | |
def load_json_file(file_path): | |
try: | |
with open(file_path, "r") as file: | |
return json.load(file) | |
except Exception as e: | |
st.error(f"Error loading the file: {e}") | |
return {"nodes": [], "edges": []} | |
# Load the graph data from the default JSON file | |
graph_data = load_json_file(default_file) | |
# Sidebar editor for JSON input | |
st.sidebar.header("Edit Graph JSON") | |
json_editor = st.sidebar.text_area("Graph JSON", value=json.dumps(graph_data, indent=4), height=300) | |
if st.sidebar.button("Update Graph"): | |
try: | |
# Parse the updated JSON | |
graph_data = json.loads(json_editor) | |
# Save back to the file | |
with open(default_file, "w") as file: | |
json.dump(graph_data, file, indent=4) | |
st.success("Graph JSON updated successfully!") | |
except Exception as e: | |
st.sidebar.error(f"Invalid JSON format: {e}") | |
# Validate JSON structure | |
if "nodes" not in graph_data or "edges" not in graph_data: | |
st.error("The JSON file must contain 'nodes' and 'edges' keys.") | |
else: | |
try: | |
# Function to create a NetworkX graph from data | |
def create_graph(data): | |
G = nx.DiGraph() | |
for node in data["nodes"]: | |
G.add_node(node["id"], label=node.get("label", node["id"])) | |
for edge in data["edges"]: | |
G.add_edge(edge["source"], edge["target"], label=edge.get("label", "")) | |
return G | |
# Generate the graph | |
graph = create_graph(graph_data) | |
# Function to create a pyvis network from NetworkX graph | |
def create_pyvis_graph(G): | |
net = Network(height="600px", width="100%", directed=True) | |
for node, data in G.nodes(data=True): | |
net.add_node(node, label=data.get("label", node)) | |
for source, target, data in G.edges(data=True): | |
net.add_edge(source, target, title=data.get("label", "")) | |
return net | |
# Create the Pyvis graph | |
pyvis_graph = create_pyvis_graph(graph) | |
# Generate the HTML representation of the graph | |
pyvis_graph_html = pyvis_graph.generate_html() | |
# Display the graph in Streamlit | |
html(pyvis_graph_html, height=600) | |
except Exception as e: | |
st.error(f"Error processing the graph: {e}") | |