| import igraph as ig |
| import plotly.graph_objects as go |
|
|
| import gradio as gr |
| import plotly.graph_objects as go |
| import os |
| from collections import defaultdict |
| import igraph as ig |
|
|
| |
| |
| |
|
|
| class binNode(): |
| def __init__(self, id) -> None: |
| self.id = id |
| self.child1 = None |
| self.child2 = None |
|
|
| def create_binary_tree_edges(depth): |
| edges = [] |
|
|
| |
| id = 0 |
| root = binNode(id) |
| prev = [root] |
| for _ in range(depth): |
| new_prev = [] |
| for node in prev: |
| id += 1 |
| node.child1 = binNode(id) |
| edges.append((node.id, node.child1.id)) |
| id += 1 |
| node.child2 = binNode(id) |
| edges.append((node.id, node.child2.id)) |
| new_prev += [node.child1, node.child2] |
| prev = new_prev |
|
|
| return edges |
|
|
|
|
|
|
| def plot_tree_using_igraph(): |
| |
| |
| edges = create_binary_tree_edges(8) |
| |
|
|
| print(edges) |
| |
| |
| g = ig.Graph(edges, directed=True) |
| |
| |
| if g.vcount() > 0: |
| root_vertex_id = 0 |
| else: |
| print("The graph has no vertices.") |
| return None |
|
|
| |
| try: |
| layout = g.layout_reingold_tilford(root=None) |
| except Exception as e: |
| print(f"Error computing layout: {e}") |
| return None |
|
|
| |
| edge_x = [] |
| edge_y = [] |
| for edge in edges: |
| start_idx, end_idx = edge |
| x0, y0 = layout.coords[start_idx] |
| x1, y1 = layout.coords[end_idx] |
| edge_x.extend([x0, x1, None]) |
| edge_y.extend([-y0, -y1, None]) |
|
|
| edge_trace = go.Scatter( |
| x=edge_x, y=edge_y, |
| line=dict(width=0.5, color='#888'), |
| hoverinfo='none', |
| mode='lines') |
|
|
| |
| node_x = [pos[0] for pos in layout.coords] |
| node_y = [-pos[1] for pos in layout.coords] |
|
|
| node_trace = go.Scatter( |
| x=node_x, y=node_y, |
| text=["Node {}".format(i) for i in range(len(layout.coords))], |
| mode='markers+text', |
| hoverinfo='text', |
| marker=dict( |
| showscale=False, |
| size=10, |
| color='LightSkyBlue' |
| ), |
| textposition="bottom center" |
| ) |
|
|
| |
| fig = go.Figure(data=[edge_trace, node_trace], |
| layout=go.Layout( |
| title='<b>Tree Layout with iGraph and Plotly</b>', |
| titlefont_size=16, |
| showlegend=False, |
| hovermode='closest', |
| margin=dict(b=0, l=0, r=0, t=50), |
| xaxis=dict(showgrid=False, zeroline=False, showticklabels=False), |
| yaxis=dict(showgrid=False, zeroline=False, showticklabels=False), |
| |
| |
| annotations=[dict( |
| showarrow=False, |
| xref="paper", yref="paper", |
| x=0.005, y=-0.002 )] |
| )) |
|
|
| return fig |
|
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|
|
| with gr.Blocks() as demo: |
|
|
| gr.Markdown("## Interactive Tree and Image Display") |
| with gr.Row(): |
| tree_output = gr.Plot(plot_tree_using_igraph, scale=2) |
|
|
|
|
| demo.launch() |
|
|