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Create app.py
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app.py
ADDED
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import os
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import json
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import networkx as nx
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import streamlit as st
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from st_link_analysis import st_link_analysis, NodeStyle, EdgeStyle
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from st_link_analysis.component.layouts import LAYOUTS
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from datasets import load_dataset
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LAYOUT_NAMES = list(LAYOUTS.keys())
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st.set_page_config(layout="wide")
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# Sample Data
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elements = {
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"nodes": [
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{"data": {"id": 1, "label": "Node", "name": "Streamlit"}},
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{"data": {"id": 2, "label": "PERSON", "name": "Hello"}},
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{"data": {"id": 3, "label": "Node", "name": "World"}},
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{"data": {"id": 4, "label": "POST", "content": "x"}},
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{"data": {"id": 5, "label": "POST", "content": "y"}},
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],
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"edges": [
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{"data": {"id": 6, "label": "FOLLOWS", "source": 1, "target": 2}},
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{"data": {"id": 7, "label": "FOLLOWS", "source": 2, "target": 3}},
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{"data": {"id": 8, "label": "POSTED", "source": 3, "target": 4}},
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{"data": {"id": 9, "label": "POSTED", "source": 1, "target": 5}},
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{"data": {"id": 10, "label": "QUOTES", "source": 5, "target": 4}},
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],
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}
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# Style node & edge groups
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node_styles = [
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NodeStyle("Node", "#FF7F3E", "name"),
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]
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edge_styles = [
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EdgeStyle("RED", "#FFB6C1", directed=False),
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EdgeStyle("BLUE", "#87CEEB", directed=False),
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]
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# Render the component
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@st.cache_data
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def load_graphs(graphset_name: str):
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graphs = nx.read_graph6(f"data/{graphset_name}")
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return graphs
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@st.cache_data
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def load_graphs_from_dataset(graphset_name: str):
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dataset = load_dataset("linxy/RamseyGraph", graphset_name, trust_remote_code=True)
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return list(dataset["train"])
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_FILENAMES = [
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"r34_8",
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"r35_12",
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"r44_3",
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"r37_22",
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"r35_9",
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"r44_7",
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"r39_35",
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"r45_24",
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"r44_6",
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"r44_11",
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"r35_13",
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"r44_2",
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"r44_13",
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"r35_8",
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"r44_9",
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"r34_2",
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"r35_3",
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"r36_4",
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"r44_14",
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"r34_6",
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"r37_21",
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"r35_7",
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"r44_15",
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"r34_7",
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"r36_1",
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"r35_6",
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"r44_12",
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"r36_17",
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"r44_10",
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"r44_8",
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"r34_3",
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"r35_2",
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"r36_5",
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"r44_16",
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"r34_4",
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"r36_16",
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"r36_2",
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"r35_5",
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"r36_14",
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"r35_1",
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"r36_6",
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"r36_10",
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"r34_1",
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"r36_7",
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"r44_17",
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"r36_12",
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"r34_5",
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"r38_27",
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"r36_3",
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"r35_4",
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"r36_15",
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"r44_5",
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"r36_8",
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"r55_42some",
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"r35_10",
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"r44_1",
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"r35_11",
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"r36_13",
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"r46_35some",
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"r44_4",
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"r36_11",
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"r36_9",
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]
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def convert_graph_to_json(G, show_blue):
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# 创建元素列表,存储节点和边的数据
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elements = {"nodes": [], "edges": []}
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# 遍历图的所有节点并将其添加到elements["nodes"]
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for node in G.nodes(data=True):
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# 假设你想为节点提供一个简单的 "label" 和 "name"
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# 可以根据需求自定义数据结构
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elements["nodes"].append(
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{
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"data": {
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"id": str(node[0]),
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"label": node[1].get("label", f"Node"), # 可根据实际属性设置
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"name": node[1].get("name", f"Node{node[0]}"),
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}
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}
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)
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# 遍历图的所有边并将其添加到elements["edges"]
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edge_set = set()
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for i, edge in enumerate(G.edges(data=True)):
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elements["edges"].append(
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{
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"data": {
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"id": str(i + len(G.nodes)), # 确保edge的id与node的id不冲突
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"label": edge[2].get("label", f"RED"),
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"source": str(edge[0]),
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"target": str(edge[1]),
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}
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}
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)
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edge_set.add((str(edge[0]), str(edge[1])))
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if show_blue:
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for i in range(len(G.nodes)):
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for j in range(i+1, len(G.nodes)):
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if (str(i), str(j)) in edge_set:
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continue
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elements["edges"].append(
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{
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"data": {
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"id": str(len(G.nodes) + len(G.edges) + i*(len(G.nodes)) + j), # 确保edge的id与node的id不冲突
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"label": "BLUE",
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"source": str(i),
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"target": str(j),
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}
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}
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)
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return elements
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170 |
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171 |
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def convert_data_to_elements(G, show_blue):
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elements = {"nodes": [], "edges": []}
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173 |
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174 |
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for node in range(G['num_nodes']):
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elements["nodes"].append(
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{
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"data": {
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"id": str(node),
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179 |
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"label": "Node",
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180 |
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"name": f"Node {node}",
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}
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182 |
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}
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)
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edge_set = set()
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for i, (source, target) in enumerate(G["edges"]):
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elements["edges"].append(
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{
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"data": {
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"id": str(G['num_nodes'] + i),
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"label": "RED",
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"source": str(source),
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"target": str(target),
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}
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}
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)
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197 |
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edge_set.add((str(source), str(target)))
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198 |
+
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199 |
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if show_blue:
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200 |
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for i in range(G['num_nodes']):
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for j in range(i+1, G['num_nodes']):
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202 |
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if (str(i), str(j)) in edge_set:
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continue
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elements["edges"].append(
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{
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"data": {
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"id": str(G['num_nodes'] + len(G["edges"]) + i*(G['num_nodes']) + j), # 确保edge的id与node的id不冲突
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"label": "BLUE",
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"source": str(i),
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"target": str(j),
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}
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}
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)
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return elements
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with st.sidebar:
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st.title("Ramsey Graph")
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# graphset_name = st.selectbox("R(s,t)_n", os.listdir("data"), index=0)
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219 |
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# dataset = load_dataset("linxy/RamseyGraph", graphset_name, trust_remote_code=True)
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220 |
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# graphs = load_graphs(graphset_name)
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221 |
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graphset_name = st.selectbox("R(s,t)_n", _FILENAMES, index=0)
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graphs = load_graphs_from_dataset(graphset_name)
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G = st.radio("G", graphs, index=0, format_func=lambda x: f"Graph with {x['num_nodes']} nodes and {len(x['edges'])} edges")
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st.markdown("## Visualization Settings")
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layout = st.selectbox("Layout Name", LAYOUT_NAMES, index=4)
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show_blue = st.checkbox("Show Blue Edges", True)
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228 |
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st.markdown("## Graph Data")
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230 |
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elements = convert_data_to_elements(G, show_blue)
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231 |
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st.json(elements)
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232 |
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# print(json.dumps(elements, ensure_ascii=False, indent=2))
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233 |
+
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234 |
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st.markdown("# Ramsey Graph")
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s, t = graphset_name[1], graphset_name[2]
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236 |
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st.markdown(f"the graph does not contain a clique of size {s} (RED) or an independent set of size {t} (BLUE)")
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st_link_analysis(elements, layout, node_styles, edge_styles)
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