Update app.py
Browse files
app.py
CHANGED
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@@ -7,7 +7,10 @@ import igraph as ig
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# print(os.pwd())
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species_to_imgpath = {'bird': './descendent_specific_topk_heatmap_withbb_ep=last_024+051'
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# this has to be there for each species
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imgname_to_filepath = {} # this ignores the extension such as .png
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@@ -184,10 +187,111 @@ def plot_tree_using_igraph():
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return fig
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def get_protoIDs(nodename):
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return gr.Dropdown(choices=nodename_to_protoIDs[nodename], interactive=True)
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def get_image(nodename, protoID):
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imgname = '-'.join([nodename, protoID]) + '.png'
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@@ -202,26 +306,72 @@ with gr.Blocks() as demo:
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ROOT = get_tree(imgpath)
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print(ROOT.name)
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gr.Markdown("## Interactive Tree and Image Display")
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# with gr.Row():
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# dropdown_species = gr.Dropdown(label="Select a species", choices=list(species_to_imgpath.keys()))
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with gr.Row():
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with gr.Row():
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with gr.Column():
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dropdown_1_nodename = gr.Dropdown(label="Select a node name", choices=
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dropdown_1_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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image_output_1 = gr.Image()
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with gr.Column():
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dropdown_2_nodename = gr.Dropdown(label="Select a node name", choices=
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dropdown_2_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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image_output_2 = gr.Image()
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dropdown_1_nodename.change(get_protoIDs, dropdown_1_nodename, dropdown_1_protos)
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dropdown_1_protos.change(get_image, [dropdown_1_nodename, dropdown_1_protos], image_output_1)
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dropdown_2_nodename.change(get_protoIDs, dropdown_2_nodename, dropdown_2_protos)
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dropdown_2_protos.change(get_image, [dropdown_2_nodename, dropdown_2_protos], image_output_2)
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# Initialize with placeholder images
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# print(os.pwd())
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species_to_imgpath = {'bird': './descendent_specific_topk_heatmap_withbb_ep=last_024+051',
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'fish': './descendent_specific_topk_heatmap_withbb_ep=last_024+051',
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'butterfly': './descendent_specific_topk_heatmap_withbb_ep=last_024+051',
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}
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# this has to be there for each species
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imgname_to_filepath = {} # this ignores the extension such as .png
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return fig
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def plot_tree_from_species(species_name):
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# Define the edges in a tree structure
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# edges = [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6)]
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imgpath = species_to_imgpath[species_name]
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print(imgpath)
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root = get_tree(imgpath)
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# root = ROOT
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edges = create_binary_tree_edges(root)
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# edges = [(str(n1), str(n2)) for (n1, n2) in edges]
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# print(edges)
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# Create an igraph Graph from the edge list
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g = ig.Graph(edges, directed=True)
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# Validate the root index
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if g.vcount() > 0: # Check if the graph has any vertices
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root_vertex_id = 0 # This assumes that vertex '0' is the root
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else:
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print("The graph has no vertices.")
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return None
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# Use the Reingold-Tilford layout to position the nodes
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try:
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layout = g.layout_reingold_tilford(root=None) # Correct root specification
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except Exception as e:
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print(f"Error computing layout: {e}")
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return None
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# Edge traces
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edge_x = []
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edge_y = []
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for edge in edges:
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start_idx, end_idx = edge
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x0, y0 = layout.coords[start_idx]
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x1, y1 = layout.coords[end_idx]
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edge_x.extend([x0, x1, None])
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edge_y.extend([-y0, -y1, None]) # y values are inverted to make the tree top-down
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edge_trace = go.Scatter(
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x=edge_x, y=edge_y,
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line=dict(width=0.5, color='#888'),
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hoverinfo='none',
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mode='lines')
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# Node traces
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node_x = [pos[0] for pos in layout.coords]
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node_y = [-pos[1] for pos in layout.coords] # y values are inverted
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node_trace = go.Scatter(
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x=node_x, y=node_y,
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text=[id_to_node[i].name for i in range(len(layout.coords))],
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# text=["Node {}".format(i) for i in range(len(layout.coords))],
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mode='markers+text',
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hoverinfo='text',
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marker=dict(
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showscale=False,
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size=10,
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color='LightSkyBlue'
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),
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textposition="bottom center"
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)
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# Create a Plotly figure
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fig = go.Figure(data=[edge_trace, node_trace],
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layout=go.Layout(
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title='<b>Tree Layout with iGraph and Plotly</b>',
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titlefont_size=16,
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showlegend=False,
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hovermode='closest',
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margin=dict(b=0, l=0, r=0, t=50),
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xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),
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yaxis=dict(showgrid=False, zeroline=False, showticklabels=False),
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# height=600,
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# width=600,
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annotations=[dict(
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showarrow=False,
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xref="paper", yref="paper",
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x=0.005, y=-0.002 )]
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))
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return gr.Plot(fig)
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def set_nodename_to_protoIDs(species_name):
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global nodename_to_protoIDs
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imgpath = species_to_imgpath[species_name]
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for foldername in os.listdir(imgpath):
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if os.path.isdir(os.path.join(imgpath, foldername)):
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folderpath = os.path.join(imgpath, foldername)
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for filename in os.listdir(folderpath):
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if filename.endswith('png') or filename.endswith('jpg'):
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filepath = os.path.join(folderpath, filename)
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imgname_to_filepath[filename] = filepath
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nodename = filename.split('.')[0].split('-')[0]
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protoID = filename.split('.')[0].split('-')[1]
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nodename_to_protoIDs[nodename].append(protoID)
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def get_protoIDs(nodename):
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return gr.Dropdown(choices=nodename_to_protoIDs[nodename], interactive=True)
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def get_nodenames(species_name):
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return gr.Dropdown(choices=list(nodename_to_protoIDs.keys()), interactive=True)
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def get_image(nodename, protoID):
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imgname = '-'.join([nodename, protoID]) + '.png'
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ROOT = get_tree(imgpath)
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print(ROOT.name)
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gr.Markdown("## Interactive Tree and Image Display")
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# with gr.Row():
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# tree_output = gr.Plot(plot_tree_using_igraph) # Connect the function directly
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# with gr.Row():
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# with gr.Column():
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# dropdown_1_nodename = gr.Dropdown(label="Select a node name", choices=list(nodename_to_protoIDs.keys()))
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# dropdown_1_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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# image_output_1 = gr.Image()
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# with gr.Column():
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# dropdown_2_nodename = gr.Dropdown(label="Select a node name", choices=list(nodename_to_protoIDs.keys()))
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# dropdown_2_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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# image_output_2 = gr.Image()
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# dropdown_1_nodename.change(get_protoIDs, dropdown_1_nodename, dropdown_1_protos)
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# dropdown_1_protos.change(get_image, [dropdown_1_nodename, dropdown_1_protos], image_output_1)
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# dropdown_2_nodename.change(get_protoIDs, dropdown_2_nodename, dropdown_2_protos)
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# dropdown_2_protos.change(get_image, [dropdown_2_nodename, dropdown_2_protos], image_output_2)
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with gr.Row():
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dropdown_species = gr.Dropdown(label="Select a species", choices=list(species_to_imgpath.keys()))
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with gr.Row():
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tree_output = gr.Plot() # Connect the function directly
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with gr.Row():
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with gr.Column():
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dropdown_1_nodename = gr.Dropdown(label="Select a node name", choices=[])
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dropdown_1_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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image_output_1 = gr.Image()
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with gr.Column():
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dropdown_2_nodename = gr.Dropdown(label="Select a node name", choices=[])
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dropdown_2_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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image_output_2 = gr.Image()
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dropdown_species.change(plot_tree_from_species, dropdown_species, tree_output)
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dropdown_species.change(set_nodename_to_protoIDs)
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dropdown_species.change(get_nodenames, dropdown_species, dropdown_1_nodename)
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dropdown_species.change(get_nodenames, dropdown_species, dropdown_2_nodename)
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dropdown_1_nodename.change(get_protoIDs, dropdown_1_nodename, dropdown_1_protos)
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dropdown_1_protos.change(get_image, [dropdown_1_nodename, dropdown_1_protos], image_output_1)
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dropdown_2_nodename.change(get_protoIDs, dropdown_2_nodename, dropdown_2_protos)
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dropdown_2_protos.change(get_image, [dropdown_2_nodename, dropdown_2_protos], image_output_2)
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# imgpath = species_to_imgpath['bird']
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# print(imgpath)
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# ROOT = get_tree(imgpath)
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# print(ROOT.name)
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# gr.Markdown("## Interactive Tree and Image Display")
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# with gr.Row():
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# tree_output = gr.Plot(plot_tree_using_igraph) # Connect the function directly
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# with gr.Row():
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# with gr.Column():
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# dropdown_3_nodename = gr.Dropdown(label="Select a node name", choices=list(nodename_to_protoIDs.keys()))
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# dropdown_3_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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# image_output_3 = gr.Image()
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# with gr.Column():
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# dropdown_4_nodename = gr.Dropdown(label="Select a node name", choices=list(nodename_to_protoIDs.keys()))
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# dropdown_4_protos = gr.Dropdown(label="Select a prototype ID", choices=[], allow_custom_value=True)
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# image_output_4 = gr.Image()
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# dropdown_3_nodename.change(get_protoIDs, dropdown_3_nodename, dropdown_3_protos)
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# dropdown_3_protos.change(get_image, [dropdown_3_nodename, dropdown_3_protos], image_output_3)
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# dropdown_4_nodename.change(get_protoIDs, dropdown_4_nodename, dropdown_4_protos)
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# dropdown_4_protos.change(get_image, [dropdown_4_nodename, dropdown_4_protos], image_output_4)
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# Initialize with placeholder images
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