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| import random | |
| import time | |
| from typing import Dict, List, Tuple, Optional | |
| def analyze_ui_code(ui_code: str) -> Dict[str, any]: | |
| """Analyze UI code and extract metrics""" | |
| return { | |
| "components": ui_code.count('gr.') - ui_code.count('gr.Blocks'), | |
| "has_rows": 'Row' in ui_code, | |
| "has_columns": 'Column' in ui_code, | |
| "has_variants": 'variant=' in ui_code, | |
| "has_interactive_elements": any(comp in ui_code for comp in ['Button', 'Textbox', 'Slider', 'Dropdown']), | |
| "code_lines": len(ui_code.split('\n')), | |
| "complexity": "High" if ui_code.count('gr.') > 10 else "Medium" if ui_code.count('gr.') > 5 else "Low" | |
| } | |
| def get_style_tips(ui_code: str) -> List[str]: | |
| """Generate style improvement tips based on UI code""" | |
| tips = [] | |
| if 'Row' not in ui_code and 'Column' not in ui_code: | |
| tips.append("Consider using Rows and Columns for better layout organization") | |
| if 'variant=' not in ui_code and 'Button' in ui_code: | |
| tips.append("Add variants to buttons for visual hierarchy") | |
| if 'info=' not in ui_code and 'Textbox' in ui_code: | |
| tips.append("Add info text to input components for better UX") | |
| if ui_code.count('gr.') < 5: | |
| tips.append("Add more components for a richer interface") | |
| return tips | |
| def simulate_llm_response_time(model_name: str) -> float: | |
| """Simulate different response times for different LLMs""" | |
| base_times = {"LLM 1": 0.5, "LLM 2": 0.7} | |
| return base_times.get(model_name, 0.6) + random.uniform(-0.1, 0.2) | |
| def generate_comparison_insights(ui1_code: str, ui2_code: str) -> str: | |
| """Generate insights comparing two UI codes""" | |
| analysis1 = analyze_ui_code(ui1_code) | |
| analysis2 = analyze_ui_code(ui2_code) | |
| insights = "## 🔍 Comparison Insights\n\n" | |
| if analysis1["components"] > analysis2["components"]: | |
| insights += f"• LLM 1 created a more complex UI with {analysis1['components']} components vs {analysis2['components']}\n" | |
| elif analysis2["components"] > analysis1["components"]: | |
| insights += f"• LLM 2 created a more complex UI with {analysis2['components']} components vs {analysis1['components']}\n" | |
| else: | |
| insights += f"• Both LLMs created UIs with {analysis1['components']} components\n" | |
| if analysis1["has_rows"] and analysis1["has_columns"]: | |
| insights += "• LLM 1 uses advanced layout with Rows and Columns\n" | |
| if analysis2["has_rows"] and analysis2["has_columns"]: | |
| insights += "• LLM 2 uses advanced layout with Rows and Columns\n" | |
| if analysis1["complexity"] != analysis2["complexity"]: | |
| insights += f"• Complexity difference: LLM 1 ({analysis1['complexity']}) vs LLM 2 ({analysis2['complexity']})\n" | |
| return insights |