shukdevdatta123 commited on
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eff5adb
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1 Parent(s): f14baa8

Update app.py

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Files changed (1) hide show
  1. app.py +381 -31
app.py CHANGED
@@ -7,6 +7,8 @@ import threading
7
  from datetime import datetime
8
  import html
9
  import re
 
 
10
 
11
  class ReasoningOrchestra:
12
  def __init__(self):
@@ -20,7 +22,6 @@ class ReasoningOrchestra:
20
 
21
  try:
22
  self.client = Groq(api_key=api_key.strip())
23
- # Test the connection with a simple request
24
  test_completion = self.client.chat.completions.create(
25
  model="qwen/qwen3-32b",
26
  messages=[{"role": "user", "content": "Hello"}],
@@ -33,30 +34,31 @@ class ReasoningOrchestra:
33
  return f"❌ API key validation failed: {str(e)}"
34
 
35
  def format_text_to_html(self, text: str) -> str:
36
- """Convert text to HTML with proper formatting"""
37
  if not text or text.strip() == "" or text == "No response generated":
38
- return "<p style='color: #666; font-style: italic;'>No content was generated. This might be due to API limitations or model availability issues.</p>"
 
 
 
 
39
 
40
- # Escape HTML characters first
41
  text = html.escape(text)
42
 
43
  # Convert markdown-style formatting to HTML
44
- # Headers
45
- text = re.sub(r'^### (.*$)', r'<h3>\1</h3>', text, flags=re.MULTILINE)
46
- text = re.sub(r'^## (.*$)', r'<h2>\1</h2>', text, flags=re.MULTILINE)
47
- text = re.sub(r'^# (.*$)', r'<h1>\1</h1>', text, flags=re.MULTILINE)
48
-
49
- # Bold text
50
- text = re.sub(r'\*\*(.*?)\*\*', r'<strong>\1</strong>', text)
51
 
52
- # Italic text
53
- text = re.sub(r'\*(.*?)\*', r'<em>\1</em>', text)
 
54
 
55
- # Code blocks
56
- text = re.sub(r'```(.*?)```', r'<pre><code>\1</code></pre>', text, flags=re.DOTALL)
57
- text = re.sub(r'`(.*?)`', r'<code>\1</code>', text)
58
 
59
- # Lists
60
  lines = text.split('\n')
61
  in_list = False
62
  formatted_lines = []
@@ -65,20 +67,20 @@ class ReasoningOrchestra:
65
  stripped = line.strip()
66
  if stripped.startswith('- ') or stripped.startswith('* '):
67
  if not in_list:
68
- formatted_lines.append('<ul>')
69
  in_list = True
70
- formatted_lines.append(f'<li>{stripped[2:]}</li>')
71
  elif stripped.startswith(('1. ', '2. ', '3. ', '4. ', '5. ', '6. ', '7. ', '8. ', '9. ')):
72
  if not in_list:
73
- formatted_lines.append('<ol>')
74
  in_list = True
75
- formatted_lines.append(f'<li>{stripped[3:]}</li>')
76
  else:
77
  if in_list:
78
  formatted_lines.append('</ul>' if any('<li>' in line for line in formatted_lines[-5:]) else '</ol>')
79
  in_list = False
80
  if stripped:
81
- formatted_lines.append(f'<p>{line}</p>')
82
  else:
83
  formatted_lines.append('<br>')
84
 
@@ -175,6 +177,342 @@ Please conduct a thorough investigation including:
175
  4. Historical context or precedents
176
  5. Comprehensive pros and cons
177
  6. Hidden connections or implications
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
178
  Be extremely thorough and leave no stone unturned. Provide detailed evidence and reasoning for your conclusions."""
179
 
180
  try:
@@ -250,7 +588,7 @@ As the Orchestra Conductor, please create a unified synthesis that:
250
  5. Highlights where the different reasoning styles complement each other
251
  6. Gives a clear, actionable conclusion
252
  If some models didn't provide analysis, work with what's available and note any limitations.
253
- Format your response as a well-structured final solution that leverages all available reasoning approaches. Use clear sections and bullet points where appropriate for maximum clarity."""
254
 
255
  try:
256
  completion = self.client.chat.completions.create(
@@ -457,6 +795,9 @@ custom_css = """
457
  padding: 10px;
458
  background-color: #fafafa;
459
  }
 
 
 
460
  """
461
 
462
  # Build the Gradio interface
@@ -498,7 +839,7 @@ with gr.Blocks(css=custom_css, title="Reasoning Orchestra") as app:
498
 
499
  # Single Model Tab
500
  with gr.TabItem("🎯 Single Model Analysis"):
501
- gr.Markdown("### Test individual reasoning models with beautiful HTML output")
502
 
503
  with gr.Row():
504
  with gr.Column(scale=1):
@@ -525,16 +866,17 @@ with gr.Blocks(css=custom_css, title="Reasoning Orchestra") as app:
525
 
526
  with gr.Column(scale=2):
527
  single_output = gr.HTML(label="Analysis Result", elem_classes=["html-content"])
 
528
 
529
  single_analyze_btn.click(
530
  fn=run_single_model,
531
  inputs=[single_problem, model_choice, single_context],
532
- outputs=[single_output]
533
  )
534
 
535
  # Full Orchestra Tab
536
  with gr.TabItem("🎼 Full Orchestra Collaboration"):
537
- gr.Markdown("### Run all three models collaboratively with Llama 3.3 70B as Orchestra Conductor and stunning HTML-formatted output")
538
 
539
  with gr.Column():
540
  with gr.Row():
@@ -553,15 +895,23 @@ with gr.Blocks(css=custom_css, title="Reasoning Orchestra") as app:
553
 
554
  # Orchestra Results
555
  with gr.Column():
556
- deep_output = gr.HTML(label="🎭 Deep Thinker Analysis", elem_classes=["html-content"])
557
- strategic_output = gr.HTML(label="πŸš€ Quick Strategist Analysis", elem_classes=["html-content"])
558
- detective_output = gr.HTML(label="πŸ” Detail Detective Analysis", elem_classes=["html-content"])
559
- synthesis_output = gr.HTML(label="🎼 Final Orchestrated Solution (Llama 3.3 70B)", elem_classes=["html-content"])
 
 
 
 
 
 
 
 
560
 
561
  orchestra_analyze_btn.click(
562
  fn=run_full_orchestra,
563
  inputs=[orchestra_problem, orchestra_context],
564
- outputs=[deep_output, strategic_output, detective_output, synthesis_output]
565
  )
566
 
567
  # Examples Tab
 
7
  from datetime import datetime
8
  import html
9
  import re
10
+ import base64
11
+ import io
12
 
13
  class ReasoningOrchestra:
14
  def __init__(self):
 
22
 
23
  try:
24
  self.client = Groq(api_key=api_key.strip())
 
25
  test_completion = self.client.chat.completions.create(
26
  model="qwen/qwen3-32b",
27
  messages=[{"role": "user", "content": "Hello"}],
 
34
  return f"❌ API key validation failed: {str(e)}"
35
 
36
  def format_text_to_html(self, text: str) -> str:
37
+ """Convert text to HTML with enhanced formatting for clarity"""
38
  if not text or text.strip() == "" or text == "No response generated":
39
+ return """
40
+ <div style='color: #6b7280; font-style: italic; font-size: 16px; padding: 15px; background-color: #f3f4f6; border-radius: 8px;'>
41
+ No content was generated. This might be due to API limitations or model availability issues.
42
+ </div>
43
+ """
44
 
45
+ # Escape HTML characters
46
  text = html.escape(text)
47
 
48
  # Convert markdown-style formatting to HTML
49
+ text = re.sub(r'^### (.*$)', r'<h3 style="font-size: 20px; color: #1f2937; margin: 20px 0 10px;">\1</h3>', text, flags=re.MULTILINE)
50
+ text = re.sub(r'^## (.*$)', r'<h2 style="font-size: 24px; color: #1f2937; margin: 24px 0 12px;">\1</h2>', text, flags=re.MULTILINE)
51
+ text = re.sub(r'^# (.*$)', r'<h1 style="font-size: 28px; color: #1f2937; margin: 28px 0 14px;">\1</h1>', text, flags=re.MULTILINE)
 
 
 
 
52
 
53
+ # Bold and italic text
54
+ text = re.sub(r'\*\*(.*?)\*\*', r'<strong style="font-weight: 700;">\1</strong>', text)
55
+ text = re.sub(r'\*(.*?)\*', r'<em style="font-style: italic;">\1</em>', text)
56
 
57
+ # Code blocks with enhanced styling
58
+ text = re.sub(r'```(.*?)```', r'<pre style="background-color: #f8f9fa; padding: 15px; border-radius: 8px; border: 1px solid #e5e7eb; overflow-x: auto;"><code style="font-family: Consolas, monospace; font-size: 14px; color: #1f2937;">\1</code></pre>', text, flags=re.DOTALL)
59
+ text = re.sub(r'`(.*?)`', r'<code style="font-family: Consolas, monospace; font-size: 14px; background-color: #f3f4f6; padding: 2px 6px; border-radius: 4px;">\1</code>', text)
60
 
61
+ # Lists with better spacing
62
  lines = text.split('\n')
63
  in_list = False
64
  formatted_lines = []
 
67
  stripped = line.strip()
68
  if stripped.startswith('- ') or stripped.startswith('* '):
69
  if not in_list:
70
+ formatted_lines.append('<ul style="list-style-type: disc; margin: 15px 0; padding-left: 30px;">')
71
  in_list = True
72
+ formatted_lines.append(f'<li style="margin-bottom: 8px; font-size: 16px;">{stripped[2:]}</li>')
73
  elif stripped.startswith(('1. ', '2. ', '3. ', '4. ', '5. ', '6. ', '7. ', '8. ', '9. ')):
74
  if not in_list:
75
+ formatted_lines.append('<ol style="list-style-type: decimal; margin: 15px 0; padding-left: 30px;">')
76
  in_list = True
77
+ formatted_lines.append(f'<li style="margin-bottom: 8px; font-size: 16px;">{stripped[3:]}</li>')
78
  else:
79
  if in_list:
80
  formatted_lines.append('</ul>' if any('<li>' in line for line in formatted_lines[-5:]) else '</ol>')
81
  in_list = False
82
  if stripped:
83
+ formatted_lines.append(f'<p style="font-size: 16px; line-height: 1.6; margin: 12px 0; color: #1f2937;">{line}</p>')
84
  else:
85
  formatted_lines.append('<br>')
86
 
 
177
  4. Historical context or precedents
178
  5. Comprehensive pros and cons
179
  6. Hidden connections or implications
180
+ Be extremely thorough and leave no stone unturned. Provide detailed evidence and reasoning for your conclusions."""
181
+
182
+ try:
183
+ completion = self.client.chat.completions.create(
184
+ model="qwen-qwq-32b",
185
+ messages=[{"role": "user", "content": prompt}],
186
+ temperature=0.7,
187
+ top_p=0.9,
188
+ max_completion_tokens=8192
189
+ )
190
+
191
+ response_content = completion.choices[0].message.content
192
+ if not response_content or response_content.strip() == "":
193
+ fallback_prompt = f"Analyze this problem in detail: {problem}"
194
+ fallback_completion = self.client.chat.completions.create(
195
+ model="qwen-qwq-32b",
196
+ messages=[{"role": "user", "content": fallback_prompt}],
197
+ temperature=0.5,
198
+ max_completion_tokens=8192
199
+ )
200
+ response_content = fallback_completion.choices[0].message.content
201
+
202
+ if not response_content or response_content.strip() == "":
203
+ response_content = "The QwQ model encountered an issue generating content. This could be due to the complexity of the prompt, content filtering, or temporary model availability issues. The model may work better with simpler, more direct questions."
204
+
205
+ return {
206
+ "model": "QwQ 32B (Detail Detective)",
207
+ "role": "πŸ” The Meticulous Investigator",
208
+ "reasoning": response_content,
209
+ "timestamp": datetime.now().strftime("%H:%M:%S"),
210
+ "tokens_used": getattr(completion.usage, 'total_tokens', 'N/A') if hasattr(completion, 'usage') and completion.usage else "N/A"
211
+ }
212
+ except Exception as e:
213
+ error_msg = f"Detail Detective error: {str(e)}"
214
+ if "model" in str(e).lower() or "not found" in str(e).lower():
215
+ error_msg += "\n\nNote: The QwQ model may not be available in your region or may have usage restrictions. You can still use the other models in the orchestra."
216
+ return {"error": error_msg}
217
+
218
+ def synthesize_orchestra(self, deep_result: Dict, strategic_result: Dict, detective_result: Dict, original_problem: str) -> str:
219
+ """Synthesize all three perspectives into a final orchestrated solution using Llama 3.3 70B"""
220
+ if not self.is_api_key_set:
221
+ return "API key not set"
222
+
223
+ def extract_reasoning(result: Dict, model_name: str) -> str:
224
+ if result.get('error'):
225
+ return f"**{model_name} encountered an issue:** {result['error']}"
226
+ reasoning = result.get('reasoning', '')
227
+ if not reasoning or reasoning.strip() == "" or reasoning == "No response generated":
228
+ return f"**{model_name}** did not provide analysis (this may be due to model limitations or API issues)."
229
+ return reasoning
230
+
231
+ deep_reasoning = extract_reasoning(deep_result, "Deep Thinker")
232
+ strategic_reasoning = extract_reasoning(strategic_result, "Quick Strategist")
233
+ detective_reasoning = extract_reasoning(detective_result, "Detail Detective")
234
+
235
+ synthesis_prompt = f"""You are the Orchestra Conductor using Llama 3.3 70B Versatile model. You have received analytical perspectives from three different AI reasoning specialists on the same problem. Your job is to synthesize these into a comprehensive, unified solution.
236
+ ORIGINAL PROBLEM: {original_problem}
237
+ DEEP THINKER ANALYSIS (🎭 DeepSeek R1):
238
+ {deep_reasoning}
239
+ STRATEGIC ANALYSIS (πŸš€ Qwen3 32B):
240
+ {strategic_reasoning}
241
+ DETECTIVE INVESTIGATION (πŸ” QwQ 32B):
242
+ {detective_reasoning}
243
+ As the Orchestra Conductor, please create a unified synthesis that:
244
+ 1. Combines the best insights from all available analyses
245
+ 2. Addresses any gaps where models didn't provide input
246
+ 3. Resolves any contradictions between the analyses
247
+ 4. Provides a comprehensive final recommendation
248
+ 5. Highlights where the different reasoning styles complement each other
249
+ 6. Gives a clear, actionable conclusion
250
+ If some models didn't provide analysis, work with what's available and note any limitations.
251
+ Format your response as a well-structured final solution that leverages all available reasoning approaches. Use clear sections and bullet points where appropriate for maximum clarity."""
252
+
253
+ try:
254
+ completion = self.client.chat.completions.create(
255
+ model="llama-3.3-70b-versatile",
256
+ messages=[{"role": "user", "content": synthesis_prompt}],
257
+ temperature=0.7,
258
+ max_completion_tokens=8192,
259
+ top_p=0.9
260
+ )
261
+
262
+ synthesis_content = completion.choices[0].message.content
263
+ if not synthesis_content or synthesis_content.strip() == "":
264
+ return "The synthesis could not be generated. This may be due to API limitations or the complexity of combining the different analyses."
265
+
266
+ return synthesis_content
267
+ except Exception as e:
268
+ return f"Synthesis error: {str(e)}"
269
+
270
+ # Initialize the orchestra
271
+ orchestra = ReasoningOrchestra()
272
+
273
+ def validate_api_key(api_key: str) -> str:
274
+ """Validate the API key and return status"""
275
+ return orchestra.set_api_key(api_key)
276
+
277
+ def create_download_file(html_content: str, filename: str) -> gr.File:
278
+ """Create a downloadable HTML file from content"""
279
+ html_wrapper = f"""
280
+ <!DOCTYPE html>
281
+ <html lang="en">
282
+ <head>
283
+ <meta charset="UTF-8">
284
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
285
+ <title>{filename}</title>
286
+ <style>
287
+ body {{
288
+ font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, sans-serif;
289
+ line-height: 1.6;
290
+ color: #1f2937;
291
+ max-width: 800px;
292
+ margin: 40px auto;
293
+ padding: 0 20px;
294
+ }}
295
+ h1, h2, h3 {{
296
+ color: #1f2937;
297
+ }}
298
+ pre {{
299
+ background-color: #f8f9fa;
300
+ padding: 15px;
301
+ border-radius: 8px;
302
+ border: 1px solid #e5e7eb;
303
+ overflow-x: auto;
304
+ }}
305
+ code {{
306
+ font-family: Consolas, monospace;
307
+ font-size: 14px;
308
+ }}
309
+ p, li {{
310
+ font-size: 16px;
311
+ margin: 12px 0;
312
+ }}
313
+ ul, ol {{
314
+ margin: 15px 0;
315
+ padding-left: 30px;
316
+ }}
317
+ .error {{
318
+ color: #dc3545;
319
+ padding: 15px;
320
+ background-color: #ffe6e6;
321
+ border-radius: 8px;
322
+ }}
323
+ </style>
324
+ </head>
325
+ <body>
326
+ {html_content}
327
+ </body>
328
+ </html>
329
+ """
330
+ buffer = io.BytesIO(html_wrapper.encode('utf-8'))
331
+ return gr.File(value=buffer, file_name=f"{filename}.html", label=f"Download {filename}")
332
+
333
+ def run_single_model(problem: str, model_choice: str, context: str = "") -> Tuple[str, Optional[gr.File]]:
334
+ """Run a single model analysis with downloadable HTML"""
335
+ if not orchestra.is_api_key_set:
336
+ return ("""
337
+ <div style="color: #dc3545; padding: 20px; border: 2px solid #dc3545; border-radius: 10px; background-color: #ffe6e6;">
338
+ <h3>❌ API Key Required</h3>
339
+ <p>Please set your Groq API key first in the API Configuration section above.</p>
340
+ </div>
341
+ """, None)
342
+
343
+ if not problem.strip():
344
+ return ("""
345
+ <div style="color: #fd7e14; padding: 20px; border: 2px solid #fd7e14; border-radius: 10px; background-color: #fff3e6;">
346
+ <h3>⚠️ Problem Required</h3>
347
+ <p>Please enter a problem to analyze.</p>
348
+ </div>
349
+ """, None)
350
+
351
+ start_time = time.time()
352
+
353
+ if model_choice == "Deep Thinker (DeepSeek R1)":
354
+ result = orchestra.deep_thinker_analyzeε•ι‘Œγ‚’εˆ†ζžγ™γ‚‹γ€‚)
355
+ filename = "deep_thinker_analysis"
356
+ elif model_choice == "Quick Strategist (Qwen3 32B)":
357
+ result = orchestra.quick_strategist_analyze(problem, context)
358
+ filename = "quick_strategist_analysis"
359
+ elif model_choice == "Detail Detective (QwQ 32B)":
360
+ result = orchestra.detail_detective_analyze(problem, context)
361
+ filename = "detail_detective_analysis"
362
+ else:
363
+ return ("""
364
+ <div style="color: #dc3545; padding: 20px; border: 2px solid #dc3545; border-radius: 10px; background-color: #ffe6e6;">
365
+ <h3>❌ Invalid Model Selection</h3>
366
+ <p>Please select a valid model from the dropdown.</p>
367
+ </div>
368
+ """, None)
369
+
370
+ elapsed_time = time.time() - start_time
371
+
372
+ if "error" in result:
373
+ return (f"""
374
+ <div style="color: #dc3545; padding: 20px; border: 2px solid #dc3545; border-radius: 10px; background-color: #ffe6e6;">
375
+ <h3>❌ Error</h3>
376
+ <p>{result['error']}</p>
377
+ </div>
378
+ """, None)
379
+
380
+ reasoning_html = orchestra.format_text_to_html(result['reasoning'])
381
+
382
+ formatted_output = f"""
383
+ <div style="border: 2px solid #28a745; border-radius: 15px; padding: 25px; margin: 15px 0; background: linear-gradient(135deg, #f8f9fa 0%, #e9ecef 100%);">
384
+ <div style="display: flex; align-items: center; margin-bottom: 20px; padding-bottom: 15px; border-bottom: 2px solid #28a745;">
385
+ <h2 style="margin: 0; color: #28a745; font-size: 24px;">{result['role']}</h2>
386
+ </div>
387
+
388
+ <div style="background-color: white; padding: 15px; border-radius: 10px; margin-bottom: 20px;">
389
+ <div style="display: flex; flex-wrap: wrap; gap: 20px; font-size: 14px; color: #6b7280;">
390
+ <span><strong>Model:</strong> {result['model']}</span>
391
+ <span><strong>Analysis Time:</strong> {elapsed_time:.2f} seconds</span>
392
+ <span><strong>Timestamp:</strong> {result['timestamp']}</span>
393
+ <span><strong>Tokens:</strong> {result['tokens_used']}</span>
394
+ </div>
395
+ </div>
396
+
397
+ <div style="background-color: white; padding: 20px; border-radius: 10px; line-height: 1.6; font-size: 16px;">
398
+ {reasoning_html}
399
+ </div>
400
+ </div>
401
+ """
402
+
403
+ return formatted_output, create_download_file(formatted_output, filename)
404
+
405
+ def run_full_orchestra(problem: str, context: str = "") -> Tuple[str, str, str, str, Optional[gr.File], Optional[gr.File], Optional[gr.File], Optional[gr.File]]:
406
+ """Run the full collaborative reasoning orchestra with downloadable HTML"""
407
+ if not orchestra.is_api_key_set:
408
+ error_msg = """
409
+ <div style="color: #dc3545; padding: 20px; border: 2px solid #dc3545; border-radius: 10px; background-color: #ffe6e6;">
410
+ <h3>❌ API Key Required</h3>
411
+ <p>Please set your Groq API key first in the API Configuration section above.</p>
412
+ </div>
413
+ """
414
+ return error_msg, error_msg, error_msg, error_msg, None, None, None, None
415
+
416
+ if not problem.strip():
417
+ error_msg = """
418
+ <div style="color: #fd7e14; padding: 20px; border: 2px solid #fd7e14; border-radius: 10px; background-color: #fff3e6;">
419
+ <h3>⚠️ Problem Required</h3>
420
+ <p>Please enter a problem to analyze.</p>
421
+ </div>
422
+ """
423
+ return error_msg, error_msg, error_msg, error_msg, None, None, None, None
424
+
425
+ deep_result = orchestra.deep_thinker_analyze(problem, context)
426
+ strategic_result = orchestra.quick_strategist_analyze(problem, context)
427
+ detective_result = orchestra.detail_detective_analyze(problem, context)
428
+ synthesis = orchestra.synthesize_orchestra(deep_result, strategic_result, detective_result, problem)
429
+
430
+ def format_result_html(result: Dict, color: str, icon: str, filename: str) -> Tuple[str, Optional[gr.File]]:
431
+ if "error" in result:
432
+ html_content = f"""
433
+ <div style="color: #dc3545; padding: 20px; border: 2px solid #dc3545; border-radius: 10px; background-color: #ffe6e6;">
434
+ <h3>❌ Model Error</h3>
435
+ <p>{result['error']}</p>
436
+ <p style="font-size: 12px; color: #6 Methodical in your approach."""
437
+
438
+ try:
439
+ completion = self.client.chat.completions.create(
440
+ model="deepseek-r1-distill-llama-70b",
441
+ messages=[{"role": "user", "content": prompt}],
442
+ temperature=0.6,
443
+ max_completion_tokens=8192,
444
+ top_p=0.95,
445
+ reasoning_format="raw"
446
+ )
447
+
448
+ response_content = completion.choices[0].message.content
449
+ if not response_content or response_content.strip() == "":
450
+ response_content = "The model did not generate a response. This could be due to content filtering, model limitations, or API issues."
451
+
452
+ return {
453
+ "model": "DeepSeek R1 (Deep Thinker)",
454
+ "role": "🎭 The Philosopher & Deep Analyzer",
455
+ "reasoning": response_content,
456
+ "timestamp": datetime.now().strftime("%H:%M:%S"),
457
+ "tokens_used": getattr(completion.usage, 'total_tokens', 'N/A') if hasattr(completion, 'usage') and completion.usage else "N/A"
458
+ }
459
+ except Exception as e:
460
+ return {"error": f"Deep Thinker error: {str(e)}"}
461
+
462
+ def quick_strategist_analyze(self, problem: str, context: str = "") -> Dict:
463
+ """Qwen3 32B - The Quick Strategist"""
464
+ if not self.is_api_key_set:
465
+ return {"error": "API key not set"}
466
+
467
+ prompt = f"""You are the Quick Strategist in a collaborative reasoning system. Your role is to provide fast, efficient strategic analysis with clear action plans.
468
+ Problem: {problem}
469
+ {f"Additional Context: {context}" if context else"Additional Context: {context}" if context else ""}
470
+ Please provide a strategic analysis with:
471
+ 1. Key insights and patterns
472
+ 2. Practical solutions
473
+ 3. Implementation priorities
474
+ 4. Risk assessment
475
+ 5. Clear next steps
476
+ Be decisive and solution-focused. Provide concrete, actionable recommendations."""
477
+
478
+ try:
479
+ completion = self.client.chat.completions.create(
480
+ model="qwen/qwen3-32b",
481
+ messages=[{"role": "user", "content": prompt}],
482
+ temperature=0.6,
483
+ top_p=0.95,
484
+ max_completion_tokens=8192
485
+ )
486
+
487
+ response_content = completion.choices[0].message.content
488
+ if not response_content or response_content.strip() == "":
489
+ response_content = "The model did not generate a response. This could be due to content filtering, model limitations, or API issues."
490
+
491
+ return {
492
+ "model": "Qwen3 32B (Quick Strategist)",
493
+ "role": "πŸš€ The Strategic Decision Maker",
494
+ "reasoning": response_content,
495
+ "timestamp": datetime.now().strftime("%H:%M:%S"),
496
+ "tokens_used": getattr(completion.usage, 'total_tokens', 'N/A') if hasattr(completion, 'usage') and completion.usage else "N/A"
497
+ }
498
+ except Exception as e:
499
+ return {"error": f"Quick Strategist error: {str(e)}"}
500
+
501
+ def detail_detective_analyze(self, problem: str, context: str = "") -> Dict:
502
+ """QwQ 32B - The Detail Detective"""
503
+ if not self.is_api_key_set:
504
+ return {"error": "API key not set"}
505
+
506
+ prompt = f"""You are the Detail Detective in a collaborative reasoning system. Your role is to provide meticulous investigation and comprehensive fact-checking.
507
+ Problem: {problem}
508
+ {f"Additional Context: {context}" if context else ""}
509
+ Please conduct a thorough investigation including:
510
+ 1. Detailed analysis of all aspects
511
+ 2. Potential edge cases and considerations
512
+ 3. Verification of assumptions
513
+ 4. Historical context or precedents
514
+ 5. Comprehensive pros and cons
515
+ 6. Hidden connections or implications
516
  Be extremely thorough and leave no stone unturned. Provide detailed evidence and reasoning for your conclusions."""
517
 
518
  try:
 
588
  5. Highlights where the different reasoning styles complement each other
589
  6. Gives a clear, actionable conclusion
590
  If some models didn't provide analysis, work with what's available and note any limitations.
591
+ Format your response as a well-structured final solution that leverages all available reasoning approaches. Use clear sects and bullet points where appropriate for maximum clarity."""
592
 
593
  try:
594
  completion = self.client.chat.completions.create(
 
795
  padding: 10px;
796
  background-color: #fafafa;
797
  }
798
+ .download-btn {
799
+ margin-top: 10px;
800
+ }
801
  """
802
 
803
  # Build the Gradio interface
 
839
 
840
  # Single Model Tab
841
  with gr.TabItem("🎯 Single Model Analysis"):
842
+ gr.Markdown("### Test individual reasoning models with beautiful HTML output and download option")
843
 
844
  with gr.Row():
845
  with gr.Column(scale=1):
 
866
 
867
  with gr.Column(scale=2):
868
  single_output = gr.HTML(label="Analysis Result", elem_classes=["html-content"])
869
+ single_download = gr.File(label="Download Analysis as HTML")
870
 
871
  single_analyze_btn.click(
872
  fn=run_single_model,
873
  inputs=[single_problem, model_choice, single_context],
874
+ outputs=[single_output, single_download]
875
  )
876
 
877
  # Full Orchestra Tab
878
  with gr.TabItem("🎼 Full Orchestra Collaboration"):
879
+ gr.Markdown("### Run all three models collaboratively with Llama 3.3 70B as Orchestra Conductor and stunning HTML-formatted output with download options")
880
 
881
  with gr.Column():
882
  with gr.Row():
 
895
 
896
  # Orchestra Results
897
  with gr.Column():
898
+ with gr.Row():
899
+ deep_output = gr.HTML(label="🎭 Deep Thinker Analysis", elem_classes=["html-content"])
900
+ deep_download = gr.File(label="Download Deep Thinker Analysis")
901
+ with gr.Row():
902
+ strategic_output = gr.HTML(label="πŸš€ Quick Strategist Analysis", elem_classes=["html-content"])
903
+ strategic_download = gr.File(label="Download Quick Strategist Analysis")
904
+ with gr.Row():
905
+ detective_output = gr.HTML(label="πŸ” Detail Detective Analysis", elem_classes=["html-content"])
906
+ detective_download = gr.File(label="Download Detail Detective Analysis")
907
+ with gr.Row():
908
+ synthesis_output = gr.HTML(label="🎼 Final Orchestrated Solution (Llama 3.3 70B)", elem_classes=["html-content"])
909
+ synthesis_download = gr.File(label="Download Final Synthesis")
910
 
911
  orchestra_analyze_btn.click(
912
  fn=run_full_orchestra,
913
  inputs=[orchestra_problem, orchestra_context],
914
+ outputs=[deep_output, strategic_output, detective_output, synthesis_output, deep_download, strategic_download, detective_download, synthesis_download]
915
  )
916
 
917
  # Examples Tab