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| import os | |
| import gradio as gr | |
| from modules.eeg_processor import EEGProcessor | |
| from modules.brain_mapper import BrainMapper | |
| from modules.clinical_analyzer import ClinicalAnalyzer | |
| from modules.treatment_planner import TreatmentPlanner | |
| def process_eeg(file_obj): | |
| processor = EEGProcessor() | |
| mapper = BrainMapper() | |
| analyzer = ClinicalAnalyzer() | |
| planner = TreatmentPlanner() | |
| # Process EEG data | |
| eeg_data = processor.process_file(file_obj.name) | |
| # Generate visualizations | |
| brain_map = mapper.generate_topographic_map(eeg_data) | |
| connectivity = mapper.generate_connectivity_map(eeg_data) | |
| # Perform analysis | |
| clinical_analysis = analyzer.analyze_eeg(eeg_data) | |
| mental_health_assessment = analyzer.assess_mental_health(clinical_analysis) | |
| risk_factors = analyzer.identify_risk_factors(clinical_analysis) | |
| # Generate treatment plan | |
| treatment_plan = planner.generate_plan(clinical_analysis, mental_health_assessment) | |
| return { | |
| "Brain Activity Map": brain_map, | |
| "Brain Connectivity": connectivity, | |
| "Clinical Analysis": clinical_analysis, | |
| "Mental Health Assessment": mental_health_assessment, | |
| "Risk Factors": risk_factors, | |
| "Treatment Recommendations": treatment_plan | |
| } | |
| # Create Gradio interface | |
| with gr.Blocks(title="AI-Powered Mental Health Analysis Platform") as demo: | |
| gr.Markdown("# AI-Powered Mental Health Analysis Platform") | |
| gr.Markdown("Upload your EEG data file for analysis and treatment recommendations.") | |
| with gr.Row(): | |
| with gr.Column(): | |
| file_input = gr.File(label="Upload EEG Data (EDF, BDF, or CNT format)") | |
| analyze_btn = gr.Button("Analyze") | |
| with gr.Column(): | |
| brain_map = gr.Plot(label="Brain Activity Map") | |
| connectivity_map = gr.Plot(label="Brain Connectivity") | |
| with gr.Row(): | |
| with gr.Column(): | |
| clinical_output = gr.JSON(label="Clinical Analysis") | |
| assessment_output = gr.JSON(label="Mental Health Assessment") | |
| with gr.Column(): | |
| risk_output = gr.JSON(label="Risk Factors") | |
| treatment_output = gr.Markdown(label="Treatment Recommendations") | |
| analyze_btn.click( | |
| fn=process_eeg, | |
| inputs=[file_input], | |
| outputs=[brain_map, connectivity_map, clinical_output, | |
| assessment_output, risk_output, treatment_output] | |
| ) | |
| # Launch the interface | |
| if __name__ == "__main__": | |
| demo.launch() |