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1 Parent(s): 2020a86

Update app.py

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Fixed Update app.py

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  1. app.py +576 -369
app.py CHANGED
@@ -1,369 +1,576 @@
1
- """
2
- ProVerBs Ultimate Brain with Complete Voice Cloning
3
- Integrates Supertonic voice cloning with all controls
4
- """
5
-
6
- # Import everything from app_ultimate_brain
7
- import sys
8
- import os
9
- sys.path.append(os.path.dirname(__file__))
10
-
11
- import gradio as gr
12
- from huggingface_hub import InferenceClient
13
- import json
14
- import os
15
- from datetime import datetime
16
- from typing import Dict, List, Optional
17
- import requests
18
-
19
- # Import Unified Brain
20
- from unified_brain import UnifiedBrain, ReasoningContext
21
-
22
- # Import Performance & Analytics
23
- from performance_optimizer import performance_cache, performance_monitor, with_caching
24
- from analytics_seo import analytics_tracker, SEOOptimizer
25
-
26
- # Import Voice Cloning
27
- from supertonic_voice_module import create_supertonic_interface
28
-
29
- # Define class FIRST
30
- class UltimateLegalBrain:
31
- def __init__(self):
32
- self.brain = UnifiedBrain()
33
- self.legal_modes = {
34
- "navigation": "πŸ“ Navigation Guide",
35
- "general": "πŸ’¬ General Legal",
36
- "document_validation": "πŸ“„ Document Validator",
37
- "legal_research": "πŸ” Legal Research",
38
- "etymology": "πŸ“š Etymology Expert",
39
- "case_management": "πŸ’Ό Case Management",
40
- "regulatory_updates": "πŸ“‹ Regulatory Updates"
41
- }
42
-
43
- async def process_legal_query(self, query: str, mode: str, ai_provider: str = "huggingface", use_reasoning_protocols: bool = True, **kwargs) -> Dict:
44
- reasoning_result = None
45
- if use_reasoning_protocols:
46
- preferences = {'use_reflection': mode in ['document_validation', 'legal_research'], 'multi_agent': False}
47
- reasoning_result = await self.brain.process(query=query, preferences=preferences, execution_mode='sequential')
48
-
49
- legal_prompt = self.get_legal_system_prompt(mode)
50
- if reasoning_result and reasoning_result['success']:
51
- reasoning_trace = "\n".join([f"🧠 {r['protocol']}: {', '.join(r['trace'][:2])}" for r in reasoning_result['results']])
52
- enhanced_query = f"{legal_prompt}\n\nReasoning Analysis:\n{reasoning_trace}\n\nUser Query: {query}"
53
- else:
54
- enhanced_query = f"{legal_prompt}\n\nUser Query: {query}"
55
-
56
- return {"enhanced_query": enhanced_query, "reasoning_result": reasoning_result, "mode": mode, "ai_provider": ai_provider}
57
-
58
- def get_legal_system_prompt(self, mode: str) -> str:
59
- prompts = {
60
- "navigation": "You are a ProVerBs Legal AI Navigation Guide with advanced reasoning capabilities.",
61
- "general": "You are a General Legal Assistant powered by ADAPPT-Iβ„’ reasoning technology.",
62
- "document_validation": "You are a Document Validator using Chain-of-Thought and Self-Consistency protocols.",
63
- "legal_research": "You are a Legal Research Assistant with RAG and Tree-of-Thoughts capabilities.",
64
- "etymology": "You are a Legal Etymology Expert with multi-step reasoning.",
65
- "case_management": "You are a Case Management Helper with ReAct protocol integration.",
66
- "regulatory_updates": "You are a Regulatory Monitor with real-time analysis capabilities."
67
- }
68
- return prompts.get(mode, prompts["general"])
69
-
70
- async def respond_with_ultimate_brain(message, history: list, mode: str, ai_provider: str, use_reasoning: bool, max_tokens: int, temperature: float, top_p: float, hf_token = None):
71
- import time
72
- start_time = time.time()
73
-
74
- brain_result = await ultimate_brain.process_legal_query(query=message, mode=mode, ai_provider=ai_provider, use_reasoning_protocols=use_reasoning)
75
-
76
- if use_reasoning and brain_result['reasoning_result']:
77
- reasoning_info = "🧠 **Reasoning Protocols Applied:**\n"
78
- for r in brain_result['reasoning_result']['results']:
79
- reasoning_info += f"- {r['protocol']}: βœ… {r['status']}\n"
80
- yield reasoning_info + "\n\n"
81
-
82
- if ai_provider == "huggingface":
83
- token = hf_token.token if hf_token else None
84
- client = InferenceClient(token=token, model="meta-llama/Llama-3.3-70B-Instruct")
85
-
86
- messages = [{"role": "system", "content": brain_result['enhanced_query']}]
87
- for user_msg, assistant_msg in history:
88
- if user_msg:
89
- messages.append({"role": "user", "content": user_msg})
90
- if assistant_msg:
91
- messages.append({"role": "assistant", "content": assistant_msg})
92
-
93
- messages.append({"role": "user", "content": message})
94
-
95
- response = reasoning_info if use_reasoning and brain_result['reasoning_result'] else ""
96
- try:
97
- for chunk in client.chat_completion(messages, max_tokens=max_tokens, stream=True, temperature=temperature, top_p=top_p):
98
- if chunk.choices and chunk.choices[0].delta.content:
99
- response += chunk.choices[0].delta.content
100
- yield response
101
- except Exception as e:
102
- yield f"{response}\n\n❌ Error: {str(e)}"
103
-
104
- # Custom CSS
105
- custom_css = """
106
- .gradio-container { max-width: 1400px !important; }
107
- .header-section {
108
- text-align: center; padding: 40px 20px;
109
- background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
110
- color: white; border-radius: 12px; margin-bottom: 30px;
111
- }
112
- .header-section h1 { font-size: 3rem; margin-bottom: 10px; font-weight: 700; }
113
- .brain-badge {
114
- display: inline-block; background: #ff6b6b; color: white;
115
- padding: 8px 16px; border-radius: 20px; font-weight: bold;
116
- margin: 10px 5px;
117
- }
118
- """
119
-
120
- # SEO
121
- seo_meta = SEOOptimizer.get_meta_tags()
122
- seo_structured = SEOOptimizer.get_structured_data()
123
-
124
- # Initialize AFTER class definition
125
- ultimate_brain = UltimateLegalBrain()
126
-
127
- # Override the demo with voice cloning integrated
128
- demo_with_voice = gr.Blocks(title="ProVerBs Ultimate Legal AI Brain", css=custom_css)
129
-
130
- with demo_with_voice:
131
- # Add SEO tags
132
- gr.HTML(seo_meta + seo_structured)
133
-
134
- # Header
135
- gr.HTML("""
136
- <div class="header-section">
137
- <h1>βš–οΈ ProVerBs Ultimate Legal AI Brain</h1>
138
- <p style="font-size: 1.3rem;">Powered by Pro'VerBsβ„’ & ADAPPT-Iβ„’ Technology</p>
139
- <div>
140
- <span class="brain-badge">🧠 100+ Reasoning Protocols</span>
141
- <span class="brain-badge">πŸ€– 6 AI Models</span>
142
- <span class="brain-badge">βš–οΈ 7 Legal Modes</span>
143
- <span class="brain-badge">πŸŽ™οΈ Voice Cloning</span>
144
- </div>
145
- <p style="font-size: 0.9rem; margin-top: 15px; opacity: 0.9;">
146
- Chain-of-Thought β€’ Self-Consistency β€’ Tree-of-Thoughts β€’ ReAct β€’ Reflexion β€’ RAG<br>
147
- Quantum Reasoning β€’ Multi-Agent β€’ Voice Cloning β€’ Audio Processing
148
- </p>
149
- </div>
150
- """)
151
-
152
- with gr.Tabs():
153
- # Welcome Tab
154
- with gr.Tab("🏠 Welcome"):
155
- gr.Markdown("""
156
- ## Welcome to the Ultimate ProVerBs Legal AI Brain
157
-
158
- ### 🧠 Unified Reasoning Brain (100+ Protocols)
159
-
160
- **Core Reasoning Protocols:**
161
- - Chain-of-Thought (CoT) - Step-by-step reasoning
162
- - Self-Consistency - Multiple reasoning paths
163
- - Tree-of-Thoughts (ToT) - Branching exploration
164
- - ReAct - Reason + Act cycles
165
- - Reflexion - Self-reflection with memory
166
- - RAG - Retrieval-Augmented Generation
167
-
168
- ### πŸ€– 6 AI Model Options:
169
- - πŸ€— HuggingFace Llama-3.3-70B (Free, always available)
170
- - 🧠 GPT-4 Turbo (OpenAI)
171
- - ✨ Gemini 3.0 (Google)
172
- - πŸ” Perplexity AI (Research)
173
- - πŸ₯· Ninja AI
174
- - πŸ’» LM Studio (Local)
175
-
176
- ### βš–οΈ 7 Specialized Legal Modes:
177
- - Navigation | General Legal | Document Validation
178
- - Legal Research | Etymology | Case Management | Regulatory Updates
179
-
180
- ### πŸŽ™οΈ **NEW! Supertonic Voice Cloning:**
181
- - Record voice samples
182
- - Clone voices with text-to-speech
183
- - Professional audio processing
184
- - Voice profile management
185
- - **Full controls**: Play, Record, Pause, Rewind, etc.
186
-
187
- **Get Started:** Click "πŸ€– AI Legal Chatbot" or "πŸŽ™οΈ Voice Cloning" tab!
188
- """)
189
-
190
- # AI Chatbot Tab (copy from original)
191
- with gr.Tab("πŸ€– AI Legal Chatbot"):
192
- gr.Markdown("""
193
- ## Multi-AI Legal Chatbot
194
- Select your AI model and legal assistant mode below!
195
- """)
196
-
197
- with gr.Row():
198
- ai_provider_selector = gr.Dropdown(
199
- choices=[
200
- ("πŸ€— Llama-3.3-70B (Free)", "huggingface"),
201
- ("🧠 GPT-4 Turbo", "gpt4"),
202
- ("✨ Gemini 3.0", "gemini"),
203
- ("πŸ” Perplexity AI", "perplexity"),
204
- ("πŸ₯· Ninja AI", "ninjaai"),
205
- ("πŸ’» LM Studio", "lmstudio")
206
- ],
207
- value="huggingface",
208
- label="πŸ€– AI Model"
209
- )
210
-
211
- mode_selector = gr.Dropdown(
212
- choices=[
213
- ("πŸ“ Navigation", "navigation"),
214
- ("πŸ’¬ General Legal", "general"),
215
- ("πŸ“„ Document Validator", "document_validation"),
216
- ("πŸ” Legal Research", "legal_research"),
217
- ("πŸ“š Etymology", "etymology"),
218
- ("πŸ’Ό Case Management", "case_management"),
219
- ("πŸ“‹ Regulatory Updates", "regulatory_updates")
220
- ],
221
- value="general",
222
- label="βš–οΈ Legal Mode"
223
- )
224
-
225
- use_reasoning_toggle = gr.Checkbox(
226
- label="🧠 Enable Reasoning Protocols",
227
- value=True,
228
- info="Use 100+ reasoning protocols for enhanced analysis"
229
- )
230
-
231
- chatbot_interface = gr.ChatInterface(
232
- respond_with_ultimate_brain,
233
- chatbot=gr.Chatbot(
234
- height=550,
235
- placeholder="πŸ’¬ Ultimate Legal AI ready! Ask anything...",
236
- show_label=False
237
- ),
238
- textbox=gr.Textbox(
239
- placeholder="Ask your legal question here...",
240
- container=False,
241
- scale=7
242
- ),
243
- additional_inputs=[
244
- mode_selector,
245
- ai_provider_selector,
246
- use_reasoning_toggle,
247
- gr.Slider(128, 4096, value=2048, step=128, label="Max Tokens"),
248
- gr.Slider(0.1, 2.0, value=0.7, step=0.1, label="Temperature"),
249
- gr.Slider(0.1, 1.0, value=0.95, step=0.05, label="Top-p")
250
- ],
251
- examples=[
252
- ["What reasoning protocols are available?"],
253
- ["Analyze this contract using Chain-of-Thought reasoning"],
254
- ["Research case law with Tree-of-Thoughts exploration"]
255
- ],
256
- cache_examples=False
257
- )
258
-
259
- # Voice Cloning Tab - FULL SUPERTONIC INTERFACE
260
- with gr.Tab("πŸŽ™οΈ Voice Cloning"):
261
- create_supertonic_interface()
262
-
263
- # Analytics Tab
264
- with gr.Tab("πŸ“Š Analytics"):
265
- gr.Markdown("""
266
- ## Analytics & Performance Dashboard
267
- View real-time analytics and performance metrics for the Ultimate Brain.
268
- """)
269
-
270
- with gr.Row():
271
- analytics_btn = gr.Button("πŸ“Š Refresh Analytics", variant="primary")
272
- clear_cache_btn = gr.Button("πŸ—‘οΈ Clear Cache", variant="secondary")
273
-
274
- analytics_output = gr.JSON(label="Analytics Data")
275
- performance_output = gr.JSON(label="Performance Metrics")
276
- cache_stats_output = gr.JSON(label="Cache Statistics")
277
-
278
- def get_analytics():
279
- return analytics_tracker.get_analytics()
280
-
281
- def get_performance():
282
- return performance_monitor.get_metrics()
283
-
284
- def get_cache_stats():
285
- return performance_cache.get_stats()
286
-
287
- def clear_cache_action():
288
- performance_cache.clear()
289
- return {"status": "Cache cleared successfully"}
290
-
291
- analytics_btn.click(
292
- fn=lambda: (get_analytics(), get_performance(), get_cache_stats()),
293
- outputs=[analytics_output, performance_output, cache_stats_output]
294
- )
295
-
296
- clear_cache_btn.click(
297
- fn=clear_cache_action,
298
- outputs=[cache_stats_output]
299
- )
300
-
301
- # Reasoning Brain Tab
302
- with gr.Tab("🧠 Reasoning Brain"):
303
- gr.Markdown("""
304
- ## Unified AI Reasoning Brain
305
-
306
- ### πŸ“Š Protocol Categories:
307
-
308
- #### Core Reasoning (Protocols 1-50)
309
- - Chain-of-Thought, Self-Consistency, Tree-of-Thoughts
310
- - ReAct, Reflexion, RAG, and more
311
-
312
- #### Quantum-Specific (Protocols 51-100)
313
- - Quantum Job Orchestration, VQE, QAOA
314
- - Circuit Transpilation, Error Mitigation
315
-
316
- #### Multi-Agent (Protocols 73-100)
317
- - Multi-Agent Coordination
318
- - Contract Net Protocol
319
- """)
320
-
321
- # About Tab
322
- with gr.Tab("ℹ️ About"):
323
- gr.Markdown("""
324
- ## About ProVerBs Ultimate Legal AI Brain
325
-
326
- ### πŸš€ Revolutionary Features:
327
- - **100+ Reasoning Protocols** - Most advanced reasoning system
328
- - **6 AI Models** - Choose the best for your needs
329
- - **7 Legal Modes** - Specialized for different legal tasks
330
- - **Voice Cloning** - Professional Supertonic integration
331
- - **Audio Processing** - Complete recording and playback controls
332
-
333
- ### πŸŽ™οΈ Voice Cloning Features:
334
- - Record voice samples with full controls
335
- - Clone any voice with text-to-speech
336
- - Professional audio processing
337
- - Export voice profiles
338
- - Play, Pause, Record, Rewind, Stop controls
339
-
340
- ### πŸ“š Resources:
341
- - **Main Space**: https://huggingface.co/spaces/Solomon7890/ProVerbS_LaW_mAiN_PAgE
342
- - **Supertonic**: https://github.com/supertone-inc/supertonic
343
- - **Models**: https://huggingface.co/Supertone/supertonic
344
-
345
- ### ⚠️ Disclaimer:
346
- This platform provides general legal information only. Consult with a licensed attorney for specific legal matters.
347
-
348
- ---
349
- **Version 3.0.0 + Voice Cloning** | Built by Solomon7890
350
- """)
351
-
352
- # Footer
353
- gr.Markdown("""
354
- ---
355
- <div style="text-align: center; padding: 20px;">
356
- <p><strong>βš–οΈ ProVerBs Ultimate Legal AI Brain v3.0 + Voice Cloning</strong></p>
357
- <p>Powered by Pro'VerBsβ„’ & ADAPPT-Iβ„’ | 100+ Protocols | 6 AI Models | Voice Cloning</p>
358
- <p style="font-size: 0.85rem; color: #666;">
359
- © 2025 Solomon 8888 | Built with ❀️ for legal professionals worldwide
360
- </p>
361
- </div>
362
- """)
363
-
364
- # Use the new demo with voice cloning
365
- demo = demo_with_voice
366
-
367
- if __name__ == "__main__":
368
- demo.queue(max_size=20)
369
- demo.launch(server_name="0.0.0.0", server_port=7860, share=False)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ β€œβ€β€
2
+ ProVerBs Ultimate Brain with Complete Voice Cloning - FIXED VERSION
3
+ Integrates Supertonic voice cloning with all controls
4
+ β€œβ€β€
5
+
6
+ import sys
7
+ import os
8
+ import asyncio
9
+ from typing import Dict, List, Optional
10
+
11
+ # Add current directory to path
12
+
13
+ sys.path.append(os.path.dirname(**file**))
14
+
15
+ import gradio as gr
16
+ from huggingface_hub import InferenceClient
17
+ import json
18
+ from datetime import datetime
19
+
20
+ # Try importing optional modules with fallbacks
21
+
22
+ try:
23
+ from unified_brain import UnifiedBrain, ReasoningContext
24
+ UNIFIED_BRAIN_AVAILABLE = True
25
+ except ImportError:
26
+ UNIFIED_BRAIN_AVAILABLE = False
27
+ print(β€œWarning: unified_brain module not available - using fallback”)
28
+
29
+ try:
30
+ from performance_optimizer import performance_cache, performance_monitor, with_caching
31
+ PERFORMANCE_AVAILABLE = True
32
+ except ImportError:
33
+ PERFORMANCE_AVAILABLE = False
34
+ print(β€œWarning: performance_optimizer module not available”)
35
+
36
+ try:
37
+ from analytics_seo import analytics_tracker, SEOOptimizer
38
+ ANALYTICS_AVAILABLE = True
39
+ except ImportError:
40
+ ANALYTICS_AVAILABLE = False
41
+ print(β€œWarning: analytics_seo module not available”)
42
+
43
+ try:
44
+ from supertonic_voice_module import create_supertonic_interface
45
+ VOICE_AVAILABLE = True
46
+ except ImportError:
47
+ VOICE_AVAILABLE = False
48
+ print(β€œWarning: supertonic_voice_module not available”)
49
+
50
+ # ============================================================================
51
+
52
+ # MOCK CLASSES FOR MISSING DEPENDENCIES (Fallback)
53
+
54
+ # ============================================================================
55
+
56
+ class MockUnifiedBrain:
57
+ β€œβ€β€œFallback when unified_brain is not available”””
58
+ async def process(self, query: str, preferences: dict, execution_mode: str):
59
+ return {
60
+ β€˜success’: False,
61
+ β€˜results’: [],
62
+ β€˜message’: β€˜Unified brain module not available’
63
+ }
64
+
65
+ class MockPerformanceCache:
66
+ def get_stats(self):
67
+ return {β€˜status’: β€˜Cache module not available’}
68
+ def clear(self):
69
+ return {β€˜status’: β€˜cleared’}
70
+
71
+ class MockPerformanceMonitor:
72
+ def get_metrics(self):
73
+ return {β€˜status’: β€˜Monitor module not available’}
74
+
75
+ class MockAnalyticsTracker:
76
+ def get_analytics(self):
77
+ return {β€˜status’: β€˜Analytics module not available’}
78
+
79
+ class MockSEOOptimizer:
80
+ @staticmethod
81
+ def get_meta_tags():
82
+ return β€˜<meta name="description" content="ProVerBs Legal AI">’
83
+
84
+ ```
85
+ @staticmethod
86
+ def get_structured_data():
87
+ return '<script type="application/ld+json">{}</script>'
88
+ ```
89
+
90
+ # Initialize mocks if needed
91
+
92
+ if not UNIFIED_BRAIN_AVAILABLE:
93
+ UnifiedBrain = MockUnifiedBrain
94
+
95
+ if not PERFORMANCE_AVAILABLE:
96
+ performance_cache = MockPerformanceCache()
97
+ performance_monitor = MockPerformanceMonitor()
98
+
99
+ if not ANALYTICS_AVAILABLE:
100
+ analytics_tracker = MockAnalyticsTracker()
101
+ SEOOptimizer = MockSEOOptimizer()
102
+
103
+ # ============================================================================
104
+
105
+ # MAIN CLASS DEFINITION (Must come BEFORE instantiation)
106
+
107
+ # ============================================================================
108
+
109
+ class UltimateLegalBrain:
110
+ β€œβ€β€œMain brain class for legal AI processing”””
111
+
112
+ ```
113
+ def __init__(self):
114
+ self.brain = UnifiedBrain()
115
+ self.legal_modes = {
116
+ "navigation": "πŸ“ Navigation Guide",
117
+ "general": "πŸ’¬ General Legal",
118
+ "document_validation": "πŸ“„ Document Validator",
119
+ "legal_research": "πŸ” Legal Research",
120
+ "etymology": "πŸ“š Etymology Expert",
121
+ "case_management": "πŸ’Ό Case Management",
122
+ "regulatory_updates": "πŸ“‹ Regulatory Updates"
123
+ }
124
+
125
+ async def process_legal_query(
126
+ self,
127
+ query: str,
128
+ mode: str,
129
+ ai_provider: str = "huggingface",
130
+ use_reasoning_protocols: bool = True,
131
+ **kwargs
132
+ ) -> Dict:
133
+ """Process legal query with reasoning protocols"""
134
+ reasoning_result = None
135
+
136
+ if use_reasoning_protocols and UNIFIED_BRAIN_AVAILABLE:
137
+ preferences = {
138
+ 'use_reflection': mode in ['document_validation', 'legal_research'],
139
+ 'multi_agent': False
140
+ }
141
+ try:
142
+ reasoning_result = await self.brain.process(
143
+ query=query,
144
+ preferences=preferences,
145
+ execution_mode='sequential'
146
+ )
147
+ except Exception as e:
148
+ print(f"Reasoning error: {e}")
149
+ reasoning_result = None
150
+
151
+ legal_prompt = self.get_legal_system_prompt(mode)
152
+
153
+ if reasoning_result and reasoning_result.get('success'):
154
+ reasoning_trace = "\n".join([
155
+ f"🧠 {r['protocol']}: {', '.join(r.get('trace', [])[:2])}"
156
+ for r in reasoning_result.get('results', [])
157
+ ])
158
+ enhanced_query = f"{legal_prompt}\n\nReasoning Analysis:\n{reasoning_trace}\n\nUser Query: {query}"
159
+ else:
160
+ enhanced_query = f"{legal_prompt}\n\nUser Query: {query}"
161
+
162
+ return {
163
+ "enhanced_query": enhanced_query,
164
+ "reasoning_result": reasoning_result,
165
+ "mode": mode,
166
+ "ai_provider": ai_provider
167
+ }
168
+
169
+ def get_legal_system_prompt(self, mode: str) -> str:
170
+ """Get system prompt for specific legal mode"""
171
+ prompts = {
172
+ "navigation": "You are a ProVerBs Legal AI Navigation Guide with advanced reasoning capabilities.",
173
+ "general": "You are a General Legal Assistant powered by ADAPPT-Iβ„’ reasoning technology.",
174
+ "document_validation": "You are a Document Validator using Chain-of-Thought and Self-Consistency protocols.",
175
+ "legal_research": "You are a Legal Research Assistant with RAG and Tree-of-Thoughts capabilities.",
176
+ "etymology": "You are a Legal Etymology Expert with multi-step reasoning.",
177
+ "case_management": "You are a Case Management Helper with ReAct protocol integration.",
178
+ "regulatory_updates": "You are a Regulatory Monitor with real-time analysis capabilities."
179
+ }
180
+ return prompts.get(mode, prompts["general"])
181
+ ```
182
+
183
+ # ============================================================================
184
+
185
+ # INITIALIZE BRAIN (After class definition)
186
+
187
+ # ============================================================================
188
+
189
+ ultimate_brain = UltimateLegalBrain()
190
+
191
+ # ============================================================================
192
+
193
+ # RESPONSE HANDLER
194
+
195
+ # ============================================================================
196
+
197
+ def respond_with_ultimate_brain(
198
+ message: str,
199
+ history: list,
200
+ mode: str,
201
+ ai_provider: str,
202
+ use_reasoning: bool,
203
+ max_tokens: int,
204
+ temperature: float,
205
+ top_p: float,
206
+ request: gr.Request = None
207
+ ):
208
+ β€œβ€β€œMain response handler - synchronous wrapper for async processing”””
209
+
210
+ ```
211
+ # Handle async processing synchronously for Gradio
212
+ try:
213
+ # Create new event loop for async call
214
+ loop = asyncio.new_event_loop()
215
+ asyncio.set_event_loop(loop)
216
+ brain_result = loop.run_until_complete(
217
+ ultimate_brain.process_legal_query(
218
+ query=message,
219
+ mode=mode,
220
+ ai_provider=ai_provider,
221
+ use_reasoning_protocols=use_reasoning
222
+ )
223
+ )
224
+ loop.close()
225
+ except Exception as e:
226
+ yield f"⚠️ Reasoning processing error: {str(e)}\n\nContinuing with standard processing...\n\n"
227
+ brain_result = {
228
+ 'enhanced_query': ultimate_brain.get_legal_system_prompt(mode) + f"\n\nUser Query: {message}",
229
+ 'reasoning_result': None,
230
+ 'mode': mode,
231
+ 'ai_provider': ai_provider
232
+ }
233
+
234
+ # Show reasoning info if available
235
+ reasoning_info = ""
236
+ if use_reasoning and brain_result.get('reasoning_result'):
237
+ reasoning_info = "🧠 **Reasoning Protocols Applied:**\n"
238
+ for r in brain_result['reasoning_result'].get('results', []):
239
+ reasoning_info += f"- {r.get('protocol', 'Unknown')}: βœ… {r.get('status', 'completed')}\n"
240
+ reasoning_info += "\n\n"
241
+ yield reasoning_info
242
+
243
+ # Handle different AI providers
244
+ if ai_provider == "huggingface":
245
+ try:
246
+ # Get token from environment or request
247
+ hf_token = os.environ.get("HF_TOKEN") or (request.headers.get("authorization", "").replace("Bearer ", "") if request else None)
248
+
249
+ client = InferenceClient(
250
+ token=hf_token,
251
+ model="meta-llama/Llama-3.3-70B-Instruct"
252
+ )
253
+
254
+ # Build message history
255
+ messages = [{"role": "system", "content": brain_result['enhanced_query']}]
256
+
257
+ for user_msg, assistant_msg in history:
258
+ if user_msg:
259
+ messages.append({"role": "user", "content": user_msg})
260
+ if assistant_msg:
261
+ messages.append({"role": "assistant", "content": assistant_msg})
262
+
263
+ messages.append({"role": "user", "content": message})
264
+
265
+ # Stream response
266
+ response = reasoning_info
267
+ for chunk in client.chat_completion(
268
+ messages,
269
+ max_tokens=max_tokens,
270
+ stream=True,
271
+ temperature=temperature,
272
+ top_p=top_p
273
+ ):
274
+ if chunk.choices and chunk.choices[0].delta.content:
275
+ response += chunk.choices[0].delta.content
276
+ yield response
277
+
278
+ except Exception as e:
279
+ yield f"{reasoning_info}\n\n❌ HuggingFace API Error: {str(e)}\n\nPlease check your API token or try another provider."
280
+
281
+ else:
282
+ # Other providers not yet implemented
283
+ yield f"{reasoning_info}\n\n⚠️ Provider '{ai_provider}' is not yet implemented. Using HuggingFace as fallback or implement your own provider logic."
284
+ ```
285
+
286
+ # ============================================================================
287
+
288
+ # MOCK VOICE INTERFACE (if supertonic not available)
289
+
290
+ # ============================================================================
291
+
292
+ def create_mock_voice_interface():
293
+ β€œβ€β€œFallback voice interface when supertonic module is unavailable”””
294
+ gr.Markdown(”””
295
+ ## πŸŽ™οΈ Voice Cloning Module
296
+
297
+ ```
298
+ ⚠️ **Supertonic voice module not found.**
299
+
300
+ To enable voice cloning:
301
+ 1. Install required dependencies
302
+ 2. Add `supertonic_voice_module.py` to your project
303
+ 3. Restart the application
304
+
305
+ ### Expected Features:
306
+ - Voice recording with professional controls
307
+ - Text-to-speech with voice cloning
308
+ - Audio playback and export
309
+ - Voice profile management
310
+ """)
311
+
312
+ with gr.Row():
313
+ gr.Button("🎀 Record (Not Available)", interactive=False)
314
+ gr.Button("⏸️ Pause (Not Available)", interactive=False)
315
+ gr.Button("⏹️ Stop (Not Available)", interactive=False)
316
+ ```
317
+
318
+ # ============================================================================
319
+
320
+ # CUSTOM CSS
321
+
322
+ # ============================================================================
323
+
324
+ custom_css = β€œβ€β€
325
+ .gradio-container { max-width: 1400px !important; }
326
+ .header-section {
327
+ text-align: center; padding: 40px 20px;
328
+ background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
329
+ color: white; border-radius: 12px; margin-bottom: 30px;
330
+ }
331
+ .header-section h1 { font-size: 3rem; margin-bottom: 10px; font-weight: 700; }
332
+ .brain-badge {
333
+ display: inline-block; background: #ff6b6b; color: white;
334
+ padding: 8px 16px; border-radius: 20px; font-weight: bold;
335
+ margin: 10px 5px;
336
+ }
337
+ β€œβ€β€
338
+
339
+ # SEO
340
+
341
+ seo_meta = SEOOptimizer.get_meta_tags()
342
+ seo_structured = SEOOptimizer.get_structured_data()
343
+
344
+ # ============================================================================
345
+
346
+ # GRADIO INTERFACE
347
+
348
+ # ============================================================================
349
+
350
+ demo = gr.Blocks(title=β€œProVerBs Ultimate Legal AI Brain”, css=custom_css)
351
+
352
+ with demo:
353
+ # Add SEO tags
354
+ gr.HTML(seo_meta + seo_structured)
355
+
356
+ ```
357
+ # Header
358
+ gr.HTML("""
359
+ <div class="header-section">
360
+ <h1>βš–οΈ ProVerBs Ultimate Legal AI Brain</h1>
361
+ <p style="font-size: 1.3rem;">Powered by Pro'VerBsβ„’ & ADAPPT-Iβ„’ Technology</p>
362
+ <div>
363
+ <span class="brain-badge">🧠 100+ Reasoning Protocols</span>
364
+ <span class="brain-badge">πŸ€– 6 AI Models</span>
365
+ <span class="brain-badge">βš–οΈ 7 Legal Modes</span>
366
+ <span class="brain-badge">πŸŽ™οΈ Voice Cloning</span>
367
+ </div>
368
+ <p style="font-size: 0.9rem; margin-top: 15px; opacity: 0.9;">
369
+ Chain-of-Thought β€’ Self-Consistency β€’ Tree-of-Thoughts β€’ ReAct β€’ Reflexion β€’ RAG<br>
370
+ Quantum Reasoning β€’ Multi-Agent β€’ Voice Cloning β€’ Audio Processing
371
+ </p>
372
+ </div>
373
+ """)
374
+
375
+ with gr.Tabs():
376
+ # Welcome Tab
377
+ with gr.Tab("🏠 Welcome"):
378
+ gr.Markdown("""
379
+ ## Welcome to the Ultimate ProVerBs Legal AI Brain
380
+
381
+ ### 🧠 Unified Reasoning Brain (100+ Protocols)
382
+
383
+ **Core Reasoning Protocols:**
384
+ - Chain-of-Thought (CoT) - Step-by-step reasoning
385
+ - Self-Consistency - Multiple reasoning paths
386
+ - Tree-of-Thoughts (ToT) - Branching exploration
387
+ - ReAct - Reason + Act cycles
388
+ - Reflexion - Self-reflection with memory
389
+ - RAG - Retrieval-Augmented Generation
390
+
391
+ ### πŸ€– 6 AI Model Options:
392
+ - πŸ€— HuggingFace Llama-3.3-70B (Free, always available)
393
+ - 🧠 GPT-4 Turbo (OpenAI) - Coming Soon
394
+ - ✨ Gemini 3.0 (Google) - Coming Soon
395
+ - πŸ” Perplexity AI (Research) - Coming Soon
396
+ - πŸ₯· Ninja AI - Coming Soon
397
+ - πŸ’» LM Studio (Local) - Coming Soon
398
+
399
+ ### βš–οΈ 7 Specialized Legal Modes:
400
+ - Navigation | General Legal | Document Validation
401
+ - Legal Research | Etymology | Case Management | Regulatory Updates
402
+
403
+ ### πŸŽ™οΈ Voice Cloning:
404
+ - Record voice samples
405
+ - Clone voices with text-to-speech
406
+ - Professional audio processing
407
+ - Voice profile management
408
+
409
+ **Get Started:** Click "πŸ€– AI Legal Chatbot" tab!
410
+ """)
411
+
412
+ # AI Chatbot Tab
413
+ with gr.Tab("πŸ€– AI Legal Chatbot"):
414
+ gr.Markdown("""
415
+ ## Multi-AI Legal Chatbot
416
+ Select your AI model and legal assistant mode below!
417
+ """)
418
+
419
+ with gr.Row():
420
+ ai_provider_selector = gr.Dropdown(
421
+ choices=[
422
+ ("πŸ€— Llama-3.3-70B (Free)", "huggingface"),
423
+ ("🧠 GPT-4 Turbo", "gpt4"),
424
+ ("✨ Gemini 3.0", "gemini"),
425
+ ("πŸ” Perplexity AI", "perplexity"),
426
+ ("πŸ₯· Ninja AI", "ninjaai"),
427
+ ("πŸ’» LM Studio", "lmstudio")
428
+ ],
429
+ value="huggingface",
430
+ label="πŸ€– AI Model"
431
+ )
432
+
433
+ mode_selector = gr.Dropdown(
434
+ choices=[
435
+ ("πŸ“ Navigation", "navigation"),
436
+ ("πŸ’¬ General Legal", "general"),
437
+ ("πŸ“„ Document Validator", "document_validation"),
438
+ ("πŸ” Legal Research", "legal_research"),
439
+ ("πŸ“š Etymology", "etymology"),
440
+ ("πŸ’Ό Case Management", "case_management"),
441
+ ("πŸ“‹ Regulatory Updates", "regulatory_updates")
442
+ ],
443
+ value="general",
444
+ label="βš–οΈ Legal Mode"
445
+ )
446
+
447
+ use_reasoning_toggle = gr.Checkbox(
448
+ label="🧠 Enable Reasoning Protocols",
449
+ value=True,
450
+ info="Use 100+ reasoning protocols for enhanced analysis"
451
+ )
452
+
453
+ chatbot_interface = gr.ChatInterface(
454
+ respond_with_ultimate_brain,
455
+ chatbot=gr.Chatbot(
456
+ height=550,
457
+ placeholder="πŸ’¬ Ultimate Legal AI ready! Ask anything...",
458
+ show_label=False
459
+ ),
460
+ textbox=gr.Textbox(
461
+ placeholder="Ask your legal question here...",
462
+ container=False,
463
+ scale=7
464
+ ),
465
+ additional_inputs=[
466
+ mode_selector,
467
+ ai_provider_selector,
468
+ use_reasoning_toggle,
469
+ gr.Slider(128, 4096, value=2048, step=128, label="Max Tokens"),
470
+ gr.Slider(0.1, 2.0, value=0.7, step=0.1, label="Temperature"),
471
+ gr.Slider(0.1, 1.0, value=0.95, step=0.05, label="Top-p")
472
+ ],
473
+ examples=[
474
+ ["What reasoning protocols are available?"],
475
+ ["Analyze this contract using Chain-of-Thought reasoning"],
476
+ ["Research case law with Tree-of-Thoughts exploration"],
477
+ ["Explain legal etymology of 'habeas corpus'"]
478
+ ],
479
+ cache_examples=False
480
+ )
481
+
482
+ # Voice Cloning Tab
483
+ with gr.Tab("πŸŽ™οΈ Voice Cloning"):
484
+ if VOICE_AVAILABLE:
485
+ create_supertonic_interface()
486
+ else:
487
+ create_mock_voice_interface()
488
+
489
+ # Analytics Tab
490
+ with gr.Tab("πŸ“Š Analytics"):
491
+ gr.Markdown("""
492
+ ## Analytics & Performance Dashboard
493
+ View real-time analytics and performance metrics for the Ultimate Brain.
494
+ """)
495
+
496
+ with gr.Row():
497
+ analytics_btn = gr.Button("πŸ“Š Refresh Analytics", variant="primary")
498
+ clear_cache_btn = gr.Button("πŸ—‘οΈ Clear Cache", variant="secondary")
499
+
500
+ analytics_output = gr.JSON(label="Analytics Data")
501
+ performance_output = gr.JSON(label="Performance Metrics")
502
+ cache_stats_output = gr.JSON(label="Cache Statistics")
503
+
504
+ analytics_btn.click(
505
+ fn=lambda: (
506
+ analytics_tracker.get_analytics(),
507
+ performance_monitor.get_metrics(),
508
+ performance_cache.get_stats()
509
+ ),
510
+ outputs=[analytics_output, performance_output, cache_stats_output]
511
+ )
512
+
513
+ clear_cache_btn.click(
514
+ fn=lambda: performance_cache.clear(),
515
+ outputs=[cache_stats_output]
516
+ )
517
+
518
+ # About Tab
519
+ with gr.Tab("ℹ️ About"):
520
+ status_text = "βœ… All modules loaded" if all([
521
+ UNIFIED_BRAIN_AVAILABLE,
522
+ PERFORMANCE_AVAILABLE,
523
+ ANALYTICS_AVAILABLE,
524
+ VOICE_AVAILABLE
525
+ ]) else "⚠️ Some modules unavailable (using fallbacks)"
526
+
527
+ gr.Markdown(f"""
528
+ ## About ProVerBs Ultimate Legal AI Brain
529
+
530
+ ### Status: {status_text}
531
+
532
+ **Module Status:**
533
+ - Unified Brain: {"βœ…" if UNIFIED_BRAIN_AVAILABLE else "⚠️ Fallback"}
534
+ - Performance: {"βœ…" if PERFORMANCE_AVAILABLE else "⚠️ Fallback"}
535
+ - Analytics: {"βœ…" if ANALYTICS_AVAILABLE else "⚠️ Fallback"}
536
+ - Voice Cloning: {"βœ…" if VOICE_AVAILABLE else "⚠️ Not Available"}
537
+
538
+ ### πŸš€ Revolutionary Features:
539
+ - **100+ Reasoning Protocols** - Most advanced reasoning system
540
+ - **6 AI Models** - Choose the best for your needs
541
+ - **7 Legal Modes** - Specialized for different legal tasks
542
+ - **Voice Cloning** - Professional Supertonic integration (when available)
543
+
544
+ ### ⚠️ Disclaimer:
545
+ This platform provides general legal information only. Consult with a licensed attorney for specific legal matters.
546
+
547
+ ---
548
+ **Version 3.0.1 FIXED** | Built by Solomon7890
549
+ """)
550
+
551
+ # Footer
552
+ gr.Markdown("""
553
+ ---
554
+ <div style="text-align: center; padding: 20px;">
555
+ <p><strong>βš–οΈ ProVerBs Ultimate Legal AI Brain v3.0.1</strong></p>
556
+ <p>Powered by Pro'VerBsβ„’ & ADAPPT-Iβ„’ | 100+ Protocols | 6 AI Models</p>
557
+ <p style="font-size: 0.85rem; color: #666;">
558
+ © 2025 Solomon 8888 | Built with ❀️ for legal professionals worldwide
559
+ </p>
560
+ </div>
561
+ """)
562
+ ```
563
+
564
+ # ============================================================================
565
+
566
+ # LAUNCH
567
+
568
+ # ============================================================================
569
+
570
+ if **name** == β€œ**main**”:
571
+ demo.queue(max_size=20)
572
+ demo.launch(
573
+ server_name=β€œ0.0.0.0”,
574
+ server_port=7860,
575
+ share=False
576
+ )