Update app.py

app.py

@@ -3,7 +3,6 @@ from transformers import pipeline
 import plotly.graph_objects as go
 import json
 import os
-import random
 import threading
 import time
 
@@ -14,6 +13,7 @@ DB_FILE = "fractal_tree.json"
 classification_model = pipeline("text-classification", model="distilbert-base-uncased-finetuned-sst-2-english")
 generation_model = pipeline("text-generation", model="gpt2", max_length=50, temperature=0.7)
 
+
 class Node:
     def __init__(self, node_id, data, module, parent_id=None):
         self.node_id = node_id
@@ -81,13 +81,22 @@ class FractalTree:
         return new_node
 
     def ai_expand_node(self, parent_node):
-        """Use GPT-2 to generate intelligent node data."""
-        prompt = f"Generate creative suggestions for a child node based on: {parent_node.data}"
-        response = generation_model(prompt, num_return_sequences=3)
+        """Generate intelligent node data using GPT-2."""
+        prompt = f"Generate creative and context-aware suggestions based on: {parent_node.data}"
+        response = generation_model(prompt, num_return_sequences=2)
         suggestions = [res["generated_text"].strip() for res in response]
         for suggestion in suggestions:
             self.add_node(parent_node, suggestion)
 
+    def emergent_behavior(self, parent_node):
+        """Apply emergent behaviors using intelligent inferences."""
+        prompt = f"What would be an interesting idea or extension of the topic: {parent_node.data}?"
+        response = generation_model(prompt, num_return_sequences=1)
+        emergent_data = response[0]["generated_text"].strip()
+
+        # Add emergent node
+        return self.add_node(parent_node, emergent_data)
+
     def auto_expand(self, iterations=1, children_per_node=2):
         """Automatically expand the tree iteratively."""
         for _ in range(iterations):
@@ -172,6 +181,11 @@ def add_custom_node(data):
     fractal_tree.add_node(fractal_tree.current_node, data)
     return f"Added custom node with data: {data}"
 
+def apply_emergent_behavior():
+    """Apply emergent behavior to the current node."""
+    result_node = fractal_tree.emergent_behavior(fractal_tree.current_node)
+    return f"Added emergent behavior node: {result_node.data}"
+
 def reset_tree():
     """Reset the entire fractal tree."""
     os.remove(DB_FILE) if os.path.exists(DB_FILE) else None
@@ -181,7 +195,7 @@ def reset_tree():
 
 # Gradio Interface
 with gr.Blocks() as app:
-    gr.Markdown("# Fully AI-Powered Fractal Tree App with Plotly Visualizations")
+    gr.Markdown("# Intelligent AI Fractal Tree with Emergent Behaviors")
 
     # Tree Visualization Section
     with gr.Row():
@@ -194,6 +208,11 @@ with gr.Blocks() as app:
         add_custom_node_button = gr.Button("Add Custom Node")
         add_custom_node_output = gr.Textbox(label="Output", interactive=False)
 
+    # Emergent Behavior Section
+    with gr.Row():
+        emergent_behavior_button = gr.Button("Apply Emergent Behavior")
+        emergent_behavior_output = gr.Textbox(label="Emergent Behavior Status", interactive=False)
+
     # Automation Controls Section
     with gr.Row():
         automation_interval = gr.Number(label="Interval (seconds)", value=10, precision=0)
@@ -211,6 +230,7 @@ with gr.Blocks() as app:
     # Connect Functions
     tree_view_button.click(view_tree, outputs=[tree_view])
     add_custom_node_button.click(add_custom_node, inputs=[custom_node_input], outputs=[add_custom_node_output])
+    emergent_behavior_button.click(apply_emergent_behavior, outputs=[emergent_behavior_output])
     start_automation_button.click(
         start_automation, 
         inputs=[automation_interval, automation_iterations, automation_children],