| | import gradio as gr |
| | import json |
| | import os |
| | import matplotlib.pyplot as plt |
| | from simulation import RFTSimulation |
| | from utils import export_json, seed_everything |
| |
|
| | |
| | IN_COLAB = 'COLAB_GPU' in os.environ or 'Google' in os.environ.get('COLAB_CLOUD_PLATFORM', '') |
| | if IN_COLAB: |
| | from IPython.display import Image, display |
| |
|
| | |
| | |
| | |
| |
|
| | def run_simulation_and_plot(num_agents, steps, mutation_rate, drift_rate, seed=None): |
| | if seed is not None: |
| | seed_everything(seed) |
| |
|
| | simulation = RFTSimulation(num_agents, steps, mutation_rate, drift_rate, save_plots=True) |
| | all_agents_history, coherence_list, stability_list = simulation.run() |
| |
|
| | final_agent_states = [] |
| | for i, agent in enumerate(simulation.agents): |
| | final_agent_states.append({ |
| | 'id': i + 1, |
| | 'phi': agent.phi, |
| | 'tau_eff': agent.tau_eff, |
| | 'tier': agent.tier, |
| | 'fitness': agent.fitness |
| | }) |
| |
|
| | json_filename = "final_agent_states.json" |
| | export_json(final_agent_states, json_filename) |
| |
|
| | plot_filenames = [ |
| | 'phi_plot.png', |
| | 'tau_plot.png', |
| | 'fitness_plot.png', |
| | 'coherence_plot.png', |
| | 'stability_plot.png' |
| | ] |
| |
|
| | return (*plot_filenames, json_filename) |
| |
|
| | |
| | |
| | |
| |
|
| | with gr.Blocks(title="RFT Agent Simulation Engine — Premium") as iface: |
| |
|
| | gr.Markdown("# 🔥 RFT Agent Simulation Engine — Premium Edition") |
| | gr.Markdown("Full‑power simulation engine with extended limits, advanced controls, and unrestricted exports.") |
| |
|
| | with gr.Group(): |
| | gr.Markdown("### Premium Simulation Controls") |
| |
|
| | num_agents = gr.Slider(1, 200, value=10, step=1, label="Number of Agents (Premium)") |
| | steps = gr.Slider(10, 20000, value=500, step=10, label="Steps (Premium)") |
| | mutation_rate = gr.Slider(0.001, 1.0, value=0.05, step=0.001, label="Mutation Rate") |
| | drift_rate = gr.Slider(0.001, 1.0, value=0.02, step=0.001, label="Drift Rate") |
| | seed = gr.Number(value=42, label="Random Seed") |
| |
|
| | outputs = [ |
| | gr.Image(label="Phi Plot"), |
| | gr.Image(label="Tau Effective Plot"), |
| | gr.Image(label="Fitness Plot"), |
| | gr.Image(label="Coherence Plot"), |
| | gr.Image(label="Stability Plot"), |
| | gr.File(label="Exported Final Agent States (JSON)") |
| | ] |
| |
|
| | run_button = gr.Button("🚀 Run Premium Simulation") |
| |
|
| | run_button.click( |
| | run_simulation_and_plot, |
| | inputs=[num_agents, steps, mutation_rate, drift_rate, seed], |
| | outputs=outputs |
| | ) |
| |
|
| |
|
| | |
| | |
| | |
| |
|
| | if IN_COLAB: |
| | print("Running in Colab development mode (skipping Gradio launch).") |
| | else: |
| | iface.launch() |
| |
|