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Update app.py
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app.py
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import gradio as gr
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import json
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import os
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import matplotlib.pyplot as plt
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from simulation import RFTSimulation
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from utils import export_json, seed_everything
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#
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IN_COLAB = 'COLAB_GPU' in os.environ or 'Google' in os.environ.get('COLAB_CLOUD_PLATFORM', '')
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if IN_COLAB:
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from IPython.display import Image, display
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# Helper function to run simulation and generate plots/export data
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def run_simulation_and_plot(num_agents, steps, mutation_rate, drift_rate, seed=None):
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if seed is not None:
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seed_everything(seed)
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# Instantiate simulation with save_plots=True, so it saves plots during its run() method
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simulation = RFTSimulation(num_agents, steps, mutation_rate, drift_rate, save_plots=True)
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# Run the simulation. The internal run method will save plots if save_plots=True.
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# It returns all_agents_history, coherence_list, stability_list.
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all_agents_history, coherence_list, stability_list = simulation.run()
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# Prepare final agent states for JSON export
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final_agent_states = []
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for i, agent in enumerate(simulation.agents):
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final_agent_states.append({
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'fitness': agent.fitness
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})
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# Export JSON
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json_filename = "final_agent_states.json"
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export_json(final_agent_states, json_filename)
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# Return filenames of the generated plots and the JSON for Gradio or dev mode display
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plot_filenames = [
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'phi_plot.png',
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'tau_plot.png',
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return (*plot_filenames, json_filename)
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#
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gr.Image(label="Tau Effective Plot"),
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gr.Image(label="Fitness Plot"),
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gr.Image(label="Coherence Plot"),
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gr.Image(label="Stability Plot"),
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gr.File(label="Exported Final Agent States (JSON)")
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]
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)
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if IN_COLAB:
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print("Running in Colab development mode (skipping Gradio launch).")
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# Run the test simulation logic as per requirements
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num_agents = 3
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steps = 100
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mutation_rate = 0.05
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drift_rate = 0.02
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seed = 42
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print("\n--- Running Test Simulation in Dev Mode ---")
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# Call the core simulation function. It will save plots and JSON.
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plot_files_and_json_file = run_simulation_and_plot(num_agents, steps, mutation_rate, drift_rate, seed)
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plot_files = plot_files_and_json_file[:-1]
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json_file = plot_files_and_json_file[-1]
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print("\nSimulation complete. Displaying plots and exported JSON path:")
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for plot_file in plot_files:
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print(f" - {os.path.abspath(plot_file)}")
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if os.path.exists(plot_file):
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display(Image(filename=plot_file)) # Display inline in Colab
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else:
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print(f"Warning: Plot file {plot_file} not found for inline display.")
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print(f" - {os.path.abspath(json_file)}")
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print(f"Final agent states exported to {json_file}")
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print("\n--- End of Test Simulation in Dev Mode ---")
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else:
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# For local development, uncomment this to launch Gradio:
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# iface.launch()
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print("app.py updated successfully.")
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iface.launch()
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import gradio as gr
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import json
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import os
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import matplotlib.pyplot as plt
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from simulation import RFTSimulation
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from utils import export_json, seed_everything
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# Detect Colab
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IN_COLAB = 'COLAB_GPU' in os.environ or 'Google' in os.environ.get('COLAB_CLOUD_PLATFORM', '')
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if IN_COLAB:
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from IPython.display import Image, display
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# -----------------------------
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# Core Simulation Function
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# -----------------------------
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def run_simulation_and_plot(num_agents, steps, mutation_rate, drift_rate, seed=None):
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if seed is not None:
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seed_everything(seed)
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simulation = RFTSimulation(num_agents, steps, mutation_rate, drift_rate, save_plots=True)
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all_agents_history, coherence_list, stability_list = simulation.run()
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final_agent_states = []
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for i, agent in enumerate(simulation.agents):
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final_agent_states.append({
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'fitness': agent.fitness
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})
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json_filename = "final_agent_states.json"
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export_json(final_agent_states, json_filename)
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plot_filenames = [
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'phi_plot.png',
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'tau_plot.png',
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return (*plot_filenames, json_filename)
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# -----------------------------
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# PREMIUM UI (Always Unlocked)
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# -----------------------------
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with gr.Blocks(title="RFT Agent Simulation Engine — Premium") as iface:
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gr.Markdown("# 🔥 RFT Agent Simulation Engine — Premium Edition")
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gr.Markdown("Full‑power simulation engine with extended limits, advanced controls, and unrestricted exports.")
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with gr.Box():
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gr.Markdown("### Premium Simulation Controls")
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num_agents = gr.Slider(1, 200, value=10, step=1, label="Number of Agents (Premium)")
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steps = gr.Slider(10, 20000, value=500, step=10, label="Steps (Premium)")
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mutation_rate = gr.Slider(0.001, 1.0, value=0.05, step=0.001, label="Mutation Rate")
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drift_rate = gr.Slider(0.001, 1.0, value=0.02, step=0.001, label="Drift Rate")
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seed = gr.Number(value=42, label="Random Seed")
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outputs = [
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gr.Image(label="Phi Plot"),
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gr.Image(label="Tau Effective Plot"),
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gr.Image(label="Fitness Plot"),
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gr.Image(label="Coherence Plot"),
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gr.Image(label="Stability Plot"),
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gr.File(label="Exported Final Agent States (JSON)")
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]
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run_button = gr.Button("🚀 Run Premium Simulation")
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run_button.click(
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run_simulation_and_plot,
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inputs=[num_agents, steps, mutation_rate, drift_rate, seed],
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outputs=outputs
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)
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# -----------------------------
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# Launch Logic
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# -----------------------------
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if IN_COLAB:
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print("Running in Colab development mode (skipping Gradio launch).")
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else:
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iface.launch()
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