Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -3,6 +3,44 @@ import tempfile
|
|
| 3 |
import gradio as gr
|
| 4 |
import re
|
| 5 |
import sys
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6 |
|
| 7 |
# Try to import required packages with error handling
|
| 8 |
try:
|
|
@@ -12,30 +50,46 @@ except ImportError as e:
|
|
| 12 |
YT_DLP_AVAILABLE = False
|
| 13 |
print(f"yt-dlp import error: {e}")
|
| 14 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 15 |
try:
|
| 16 |
import whisper
|
| 17 |
WHISPER_AVAILABLE = True
|
|
|
|
|
|
|
| 18 |
except ImportError as e:
|
| 19 |
-
|
| 20 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 21 |
|
| 22 |
print(f"Python version: {sys.version}")
|
|
|
|
| 23 |
print(f"yt-dlp available: {YT_DLP_AVAILABLE}")
|
| 24 |
-
print(f"whisper available: {WHISPER_AVAILABLE}")
|
| 25 |
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
|
|
|
|
|
|
|
|
|
| 37 |
|
| 38 |
-
def download_audio(url):
|
| 39 |
"""Download audio from YouTube URL and return the file path"""
|
| 40 |
if not YT_DLP_AVAILABLE:
|
| 41 |
raise Exception("yt-dlp is not available. Please check the installation.")
|
|
@@ -45,150 +99,82 @@ def download_audio(url):
|
|
| 45 |
temp_dir = tempfile.mkdtemp()
|
| 46 |
output_path = os.path.join(temp_dir, "audio")
|
| 47 |
|
| 48 |
-
# Get cookies path
|
| 49 |
-
cookies_path = get_cookies_path()
|
| 50 |
-
|
| 51 |
-
# Base yt-dlp options
|
| 52 |
ydl_opts = {
|
| 53 |
'format': 'bestaudio[ext=m4a]/bestaudio/best',
|
| 54 |
'outtmpl': output_path + '.%(ext)s',
|
| 55 |
'quiet': True,
|
| 56 |
'no_warnings': True,
|
| 57 |
-
|
| 58 |
-
'
|
| 59 |
-
|
| 60 |
-
'http_headers': {
|
| 61 |
-
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36'
|
| 62 |
-
},
|
| 63 |
-
# Add additional options to avoid bot detection
|
| 64 |
'extractor_retries': 3,
|
| 65 |
'fragment_retries': 3,
|
| 66 |
-
'retry_sleep_functions': {'http': lambda n:
|
| 67 |
-
# Add geo bypass options
|
| 68 |
-
'geo_bypass': True,
|
| 69 |
-
'geo_bypass_country': 'US',
|
| 70 |
-
# Add more headers
|
| 71 |
-
'http_headers': {
|
| 72 |
-
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36',
|
| 73 |
-
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
|
| 74 |
-
'Accept-Language': 'en-us,en;q=0.5',
|
| 75 |
-
'Accept-Encoding': 'gzip,deflate',
|
| 76 |
-
'Accept-Charset': 'ISO-8859-1,utf-8;q=0.7,*;q=0.7',
|
| 77 |
-
'Connection': 'keep-alive',
|
| 78 |
-
'Upgrade-Insecure-Requests': '1',
|
| 79 |
-
}
|
| 80 |
}
|
| 81 |
|
| 82 |
-
# Add cookies if
|
| 83 |
-
if
|
| 84 |
-
ydl_opts['cookiefile'] =
|
| 85 |
-
print(f"Using cookies
|
| 86 |
else:
|
| 87 |
-
print("No cookies
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 88 |
|
| 89 |
with YoutubeDL(ydl_opts) as ydl:
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
info_dict = ydl.extract_info(url, download=False)
|
| 93 |
-
|
| 94 |
-
# Check if video is available
|
| 95 |
-
if info_dict.get('availability') == 'private':
|
| 96 |
-
raise Exception("Video is private and cannot be accessed")
|
| 97 |
-
elif info_dict.get('availability') == 'premium_only':
|
| 98 |
-
raise Exception("Video requires premium subscription")
|
| 99 |
-
elif info_dict.get('availability') == 'subscriber_only':
|
| 100 |
-
raise Exception("Video is only available to channel subscribers")
|
| 101 |
-
elif info_dict.get('availability') == 'needs_auth':
|
| 102 |
-
raise Exception("Video requires authentication - try updating cookies")
|
| 103 |
-
elif info_dict.get('live_status') == 'is_live':
|
| 104 |
-
raise Exception("Cannot download live streams")
|
| 105 |
-
elif info_dict.get('live_status') == 'was_live':
|
| 106 |
-
print("Note: This was a live stream, trying to download recorded version...")
|
| 107 |
-
|
| 108 |
-
# Download the audio
|
| 109 |
-
ydl.download([url])
|
| 110 |
-
|
| 111 |
-
except Exception as extract_error:
|
| 112 |
-
# If extract_info fails, try direct download as fallback
|
| 113 |
-
print(f"Info extraction failed: {extract_error}")
|
| 114 |
-
print("Attempting direct download...")
|
| 115 |
-
ydl.download([url])
|
| 116 |
|
| 117 |
# Find the downloaded file
|
| 118 |
for ext in ['.m4a', '.webm', '.mp4', '.mp3']:
|
| 119 |
potential_file = output_path + ext
|
| 120 |
if os.path.exists(potential_file):
|
| 121 |
-
print(f"Successfully downloaded: {potential_file}")
|
| 122 |
return potential_file
|
| 123 |
|
| 124 |
raise FileNotFoundError(f"Downloaded audio file not found")
|
| 125 |
|
| 126 |
except Exception as e:
|
| 127 |
-
|
| 128 |
-
|
| 129 |
-
raise Exception("β Video is age-restricted. Please use a different video or update your cookies with an authenticated session.")
|
| 130 |
-
elif "Private video" in error_msg:
|
| 131 |
-
raise Exception("β Video is private and cannot be accessed.")
|
| 132 |
-
elif "This video is unavailable" in error_msg or "Video unavailable" in error_msg:
|
| 133 |
-
raise Exception("β Video is unavailable. This could be due to:\nβ’ Geographic restrictions\nβ’ Content removed by uploader\nβ’ Copyright issues\nβ’ Try a different video")
|
| 134 |
-
elif "This content isn't available" in error_msg:
|
| 135 |
-
raise Exception("β Content not available in your region or has been restricted. Try:\nβ’ Using a VPN\nβ’ Different video\nβ’ Updating cookies")
|
| 136 |
-
elif "blocked" in error_msg.lower():
|
| 137 |
-
raise Exception("β Access blocked. Try using updated cookies or a different video.")
|
| 138 |
-
elif "HTTP Error 403" in error_msg:
|
| 139 |
-
raise Exception("β Access forbidden. Video may be region-locked or require authentication.")
|
| 140 |
-
elif "HTTP Error 404" in error_msg:
|
| 141 |
-
raise Exception("β Video not found. It may have been deleted or the URL is incorrect.")
|
| 142 |
else:
|
| 143 |
-
raise Exception(f"
|
| 144 |
-
|
| 145 |
-
def test_video_access(url):
|
| 146 |
-
"""Test if a video is accessible without downloading"""
|
| 147 |
-
try:
|
| 148 |
-
cookies_path = get_cookies_path()
|
| 149 |
-
ydl_opts = {
|
| 150 |
-
'quiet': True,
|
| 151 |
-
'no_warnings': True,
|
| 152 |
-
'extract_flat': False,
|
| 153 |
-
'skip_download': True,
|
| 154 |
-
}
|
| 155 |
-
|
| 156 |
-
if cookies_path:
|
| 157 |
-
ydl_opts['cookiefile'] = cookies_path
|
| 158 |
-
|
| 159 |
-
with YoutubeDL(ydl_opts) as ydl:
|
| 160 |
-
info_dict = ydl.extract_info(url, download=False)
|
| 161 |
-
|
| 162 |
-
status = "β
Video accessible"
|
| 163 |
-
details = []
|
| 164 |
-
|
| 165 |
-
if info_dict.get('title'):
|
| 166 |
-
details.append(f"Title: {info_dict['title'][:50]}...")
|
| 167 |
-
if info_dict.get('duration'):
|
| 168 |
-
details.append(f"Duration: {info_dict['duration']} seconds")
|
| 169 |
-
if info_dict.get('availability'):
|
| 170 |
-
details.append(f"Availability: {info_dict['availability']}")
|
| 171 |
-
if info_dict.get('age_limit'):
|
| 172 |
-
details.append(f"Age limit: {info_dict['age_limit']}+")
|
| 173 |
-
|
| 174 |
-
return status + "\n" + "\n".join(details)
|
| 175 |
-
|
| 176 |
-
except Exception as e:
|
| 177 |
-
return f"β Video access test failed: {str(e)}"
|
| 178 |
|
| 179 |
def transcribe_audio(file_path):
|
| 180 |
"""Transcribe audio file using Whisper"""
|
| 181 |
if not WHISPER_AVAILABLE:
|
| 182 |
-
raise Exception("OpenAI Whisper is not available. Please
|
| 183 |
|
| 184 |
try:
|
| 185 |
-
|
| 186 |
-
|
| 187 |
-
|
| 188 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 189 |
except Exception as e:
|
| 190 |
raise Exception(f"Failed to transcribe audio: {str(e)}")
|
| 191 |
|
|
|
|
| 192 |
def extract_stock_info_simple(text):
|
| 193 |
"""Extract stock information using simple pattern matching"""
|
| 194 |
try:
|
|
@@ -261,95 +247,76 @@ def cleanup_file(file_path):
|
|
| 261 |
except:
|
| 262 |
pass
|
| 263 |
|
| 264 |
-
def
|
| 265 |
-
"""
|
| 266 |
-
|
| 267 |
-
|
| 268 |
-
# Test yt-dlp
|
| 269 |
-
if YT_DLP_AVAILABLE:
|
| 270 |
-
results.append("β
yt-dlp: Available")
|
| 271 |
-
try:
|
| 272 |
-
ydl = YoutubeDL({'quiet': True})
|
| 273 |
-
results.append("β
yt-dlp: Can create YoutubeDL instance")
|
| 274 |
-
except Exception as e:
|
| 275 |
-
results.append(f"β yt-dlp: Cannot create instance - {e}")
|
| 276 |
-
else:
|
| 277 |
-
results.append("β yt-dlp: Not available")
|
| 278 |
|
| 279 |
-
# Test Whisper
|
| 280 |
-
if WHISPER_AVAILABLE:
|
| 281 |
-
results.append("β
Whisper: Available (Type: openai-whisper)")
|
| 282 |
-
try:
|
| 283 |
-
import whisper
|
| 284 |
-
results.append("β
Whisper: OpenAI Whisper can be imported")
|
| 285 |
-
except Exception as e:
|
| 286 |
-
results.append(f"β Whisper: Cannot import - {e}")
|
| 287 |
-
else:
|
| 288 |
-
results.append("β Whisper: Not available")
|
| 289 |
-
|
| 290 |
-
# Test file operations
|
| 291 |
try:
|
| 292 |
-
|
| 293 |
-
|
| 294 |
-
|
| 295 |
-
|
| 296 |
-
|
|
|
|
|
|
|
| 297 |
except Exception as e:
|
| 298 |
-
|
| 299 |
-
|
| 300 |
-
# Test cookies
|
| 301 |
-
cookies_path = get_cookies_path()
|
| 302 |
-
if cookies_path:
|
| 303 |
-
results.append(f"β
Cookies: Found at {cookies_path}")
|
| 304 |
-
else:
|
| 305 |
-
results.append("β οΈ Cookies: Not found (may cause bot detection issues)")
|
| 306 |
-
|
| 307 |
-
return "\n".join(results)
|
| 308 |
|
| 309 |
-
def process_video(url, progress=gr.Progress()):
|
| 310 |
"""Main function to process YouTube video"""
|
| 311 |
|
| 312 |
# Check if required packages are available
|
| 313 |
if not YT_DLP_AVAILABLE:
|
| 314 |
-
return "Error: yt-dlp is not installed properly. Please
|
| 315 |
|
| 316 |
if not WHISPER_AVAILABLE:
|
| 317 |
-
return "Error: OpenAI Whisper is not installed properly. Please
|
| 318 |
|
| 319 |
if not url or not url.strip():
|
| 320 |
-
return "Please provide a valid YouTube URL", ""
|
| 321 |
|
| 322 |
audio_path = None
|
|
|
|
|
|
|
| 323 |
try:
|
| 324 |
# Validate URL
|
| 325 |
if not any(domain in url.lower() for domain in ['youtube.com', 'youtu.be']):
|
| 326 |
-
return "Please provide a valid YouTube URL", ""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 327 |
|
| 328 |
# Download audio
|
| 329 |
-
progress(0.
|
| 330 |
-
audio_path = download_audio(url)
|
| 331 |
|
| 332 |
# Transcribe audio
|
| 333 |
-
progress(0.
|
| 334 |
transcript = transcribe_audio(audio_path)
|
| 335 |
|
| 336 |
if not transcript.strip():
|
| 337 |
-
return "No speech detected in the video", ""
|
| 338 |
|
| 339 |
# Extract stock information
|
| 340 |
-
progress(0.
|
| 341 |
stock_details = extract_stock_info_simple(transcript)
|
| 342 |
|
| 343 |
progress(1.0, desc="Complete!")
|
| 344 |
-
return transcript, stock_details
|
| 345 |
|
| 346 |
except Exception as e:
|
| 347 |
error_msg = f"Error processing video: {str(e)}"
|
| 348 |
-
return error_msg, ""
|
| 349 |
|
| 350 |
finally:
|
| 351 |
# Clean up temporary files
|
| 352 |
cleanup_file(audio_path)
|
|
|
|
| 353 |
|
| 354 |
# Create Gradio interface
|
| 355 |
with gr.Blocks(
|
|
@@ -357,9 +324,14 @@ with gr.Blocks(
|
|
| 357 |
theme=gr.themes.Soft(),
|
| 358 |
css="""
|
| 359 |
.gradio-container {
|
| 360 |
-
max-width:
|
| 361 |
margin: auto;
|
| 362 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 363 |
"""
|
| 364 |
) as demo:
|
| 365 |
|
|
@@ -369,75 +341,81 @@ with gr.Blocks(
|
|
| 369 |
Extract stock recommendations and trading information from YouTube videos using AI transcription.
|
| 370 |
|
| 371 |
**How it works:**
|
| 372 |
-
1.
|
| 373 |
-
2.
|
| 374 |
-
3.
|
|
|
|
|
|
|
| 375 |
|
| 376 |
**β οΈ Disclaimer:** This is for educational purposes only. Always do your own research!
|
| 377 |
""")
|
| 378 |
|
| 379 |
-
# Add system test section
|
| 380 |
-
with gr.Accordion("π§ͺ System Status", open=False):
|
| 381 |
-
system_status = gr.Textbox(
|
| 382 |
-
value=system_test(),
|
| 383 |
-
label="System Test Results",
|
| 384 |
-
lines=10,
|
| 385 |
-
interactive=False
|
| 386 |
-
)
|
| 387 |
-
test_btn = gr.Button("π Re-run System Test")
|
| 388 |
-
test_btn.click(fn=system_test, outputs=system_status)
|
| 389 |
-
|
| 390 |
with gr.Row():
|
| 391 |
with gr.Column(scale=1):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 392 |
url_input = gr.Textbox(
|
| 393 |
label="πΊ YouTube URL",
|
| 394 |
placeholder="https://www.youtube.com/watch?v=...",
|
| 395 |
lines=2
|
| 396 |
)
|
| 397 |
|
| 398 |
-
|
| 399 |
-
|
| 400 |
-
|
| 401 |
-
|
| 402 |
-
|
| 403 |
-
)
|
| 404 |
-
test_btn = gr.Button(
|
| 405 |
-
"π Test Video Access",
|
| 406 |
-
variant="secondary"
|
| 407 |
-
)
|
| 408 |
|
| 409 |
-
|
| 410 |
-
|
| 411 |
-
|
| 412 |
-
|
|
|
|
| 413 |
)
|
| 414 |
|
| 415 |
gr.Markdown("""
|
| 416 |
### π‘ Tips:
|
| 417 |
-
- **
|
| 418 |
- Works best with financial YouTube channels
|
| 419 |
- Ensure video has clear audio
|
| 420 |
- English content works best
|
| 421 |
-
-
|
| 422 |
-
|
| 423 |
-
### π― Recommended Financial Channels:
|
| 424 |
-
- Ben Felix, The Plain Bagel, Two Cents, Graham Stephan
|
| 425 |
-
- Make sure videos are public and not age-restricted
|
| 426 |
""")
|
| 427 |
|
| 428 |
-
# Add test button functionality
|
| 429 |
-
def test_and_show(url):
|
| 430 |
-
if not url:
|
| 431 |
-
return "Please enter a YouTube URL first", gr.update(visible=False)
|
| 432 |
-
result = test_video_access(url)
|
| 433 |
-
return result, gr.update(visible=True)
|
| 434 |
-
|
| 435 |
-
test_btn.click(
|
| 436 |
-
fn=test_and_show,
|
| 437 |
-
inputs=[url_input],
|
| 438 |
-
outputs=[test_result, test_result]
|
| 439 |
-
)
|
| 440 |
-
|
| 441 |
with gr.Row():
|
| 442 |
with gr.Column():
|
| 443 |
transcript_output = gr.Textbox(
|
|
@@ -456,10 +434,19 @@ with gr.Blocks(
|
|
| 456 |
)
|
| 457 |
|
| 458 |
# Event handlers
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 459 |
process_btn.click(
|
| 460 |
fn=process_video,
|
| 461 |
-
inputs=[url_input],
|
| 462 |
-
outputs=[transcript_output, stock_info_output],
|
| 463 |
show_progress=True
|
| 464 |
)
|
| 465 |
|
|
@@ -472,6 +459,48 @@ with gr.Blocks(
|
|
| 472 |
inputs=[url_input],
|
| 473 |
label="Click to try example"
|
| 474 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 475 |
|
| 476 |
if __name__ == "__main__":
|
| 477 |
demo.launch()
|
|
|
|
| 3 |
import gradio as gr
|
| 4 |
import re
|
| 5 |
import sys
|
| 6 |
+
import shutil
|
| 7 |
+
import importlib.util
|
| 8 |
+
|
| 9 |
+
def check_requirements():
|
| 10 |
+
"""Check if all required packages are installed and return status"""
|
| 11 |
+
requirements_status = []
|
| 12 |
+
|
| 13 |
+
packages = [
|
| 14 |
+
('gradio', 'gradio'),
|
| 15 |
+
('yt-dlp', 'yt_dlp'),
|
| 16 |
+
('openai-whisper', 'whisper'),
|
| 17 |
+
('torch', 'torch'),
|
| 18 |
+
('torchaudio', 'torchaudio'),
|
| 19 |
+
('numpy', 'numpy'),
|
| 20 |
+
('regex', 'regex'),
|
| 21 |
+
]
|
| 22 |
+
|
| 23 |
+
for package_name, import_name in packages:
|
| 24 |
+
try:
|
| 25 |
+
spec = importlib.util.find_spec(import_name)
|
| 26 |
+
if spec is None:
|
| 27 |
+
requirements_status.append(f"β {package_name}: Not found")
|
| 28 |
+
continue
|
| 29 |
+
|
| 30 |
+
module = importlib.import_module(import_name)
|
| 31 |
+
version = getattr(module, '__version__', 'Unknown version')
|
| 32 |
+
requirements_status.append(f"β
{package_name}: {version}")
|
| 33 |
+
|
| 34 |
+
except ImportError as e:
|
| 35 |
+
requirements_status.append(f"β {package_name}: Import error - {str(e)}")
|
| 36 |
+
except Exception as e:
|
| 37 |
+
requirements_status.append(f"β οΈ {package_name}: Found but error - {str(e)}")
|
| 38 |
+
|
| 39 |
+
# Add Python info
|
| 40 |
+
requirements_status.append(f"\nπ Python: {sys.version}")
|
| 41 |
+
requirements_status.append(f"π Python executable: {sys.executable}")
|
| 42 |
+
|
| 43 |
+
return "\n".join(requirements_status)
|
| 44 |
|
| 45 |
# Try to import required packages with error handling
|
| 46 |
try:
|
|
|
|
| 50 |
YT_DLP_AVAILABLE = False
|
| 51 |
print(f"yt-dlp import error: {e}")
|
| 52 |
|
| 53 |
+
# Try multiple whisper import methods
|
| 54 |
+
WHISPER_AVAILABLE = False
|
| 55 |
+
WHISPER_TYPE = None
|
| 56 |
+
|
| 57 |
try:
|
| 58 |
import whisper
|
| 59 |
WHISPER_AVAILABLE = True
|
| 60 |
+
WHISPER_TYPE = "openai-whisper"
|
| 61 |
+
print("Using OpenAI Whisper")
|
| 62 |
except ImportError as e:
|
| 63 |
+
print(f"OpenAI Whisper import error: {e}")
|
| 64 |
+
try:
|
| 65 |
+
from transformers import pipeline
|
| 66 |
+
WHISPER_AVAILABLE = True
|
| 67 |
+
WHISPER_TYPE = "transformers"
|
| 68 |
+
print("Using Transformers Whisper")
|
| 69 |
+
except ImportError as e2:
|
| 70 |
+
print(f"Transformers Whisper import error: {e2}")
|
| 71 |
|
| 72 |
print(f"Python version: {sys.version}")
|
| 73 |
+
print(f"Python executable: {sys.executable}")
|
| 74 |
print(f"yt-dlp available: {YT_DLP_AVAILABLE}")
|
| 75 |
+
print(f"whisper available: {WHISPER_AVAILABLE} (type: {WHISPER_TYPE})")
|
| 76 |
|
| 77 |
+
# Additional diagnostics
|
| 78 |
+
if YT_DLP_AVAILABLE:
|
| 79 |
+
try:
|
| 80 |
+
from yt_dlp import YoutubeDL
|
| 81 |
+
print(f"yt-dlp version: {YoutubeDL().__class__.__module__}")
|
| 82 |
+
except:
|
| 83 |
+
pass
|
| 84 |
+
|
| 85 |
+
if WHISPER_AVAILABLE and WHISPER_TYPE == "openai-whisper":
|
| 86 |
+
try:
|
| 87 |
+
import whisper
|
| 88 |
+
print(f"whisper version: {whisper.__version__}")
|
| 89 |
+
except:
|
| 90 |
+
pass
|
| 91 |
|
| 92 |
+
def download_audio(url, cookies_file_path=None):
|
| 93 |
"""Download audio from YouTube URL and return the file path"""
|
| 94 |
if not YT_DLP_AVAILABLE:
|
| 95 |
raise Exception("yt-dlp is not available. Please check the installation.")
|
|
|
|
| 99 |
temp_dir = tempfile.mkdtemp()
|
| 100 |
output_path = os.path.join(temp_dir, "audio")
|
| 101 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 102 |
ydl_opts = {
|
| 103 |
'format': 'bestaudio[ext=m4a]/bestaudio/best',
|
| 104 |
'outtmpl': output_path + '.%(ext)s',
|
| 105 |
'quiet': True,
|
| 106 |
'no_warnings': True,
|
| 107 |
+
# Anti-bot detection measures
|
| 108 |
+
'user_agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36',
|
| 109 |
+
'referer': 'https://www.youtube.com/',
|
|
|
|
|
|
|
|
|
|
|
|
|
| 110 |
'extractor_retries': 3,
|
| 111 |
'fragment_retries': 3,
|
| 112 |
+
'retry_sleep_functions': {'http': lambda n: 2 ** n},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 113 |
}
|
| 114 |
|
| 115 |
+
# Add cookies file if provided
|
| 116 |
+
if cookies_file_path and os.path.exists(cookies_file_path):
|
| 117 |
+
ydl_opts['cookiefile'] = cookies_file_path
|
| 118 |
+
print(f"Using cookies file: {cookies_file_path}")
|
| 119 |
else:
|
| 120 |
+
print("No cookies file provided - may encounter bot detection")
|
| 121 |
+
# Additional headers without cookies
|
| 122 |
+
ydl_opts.update({
|
| 123 |
+
'headers': {
|
| 124 |
+
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36',
|
| 125 |
+
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
|
| 126 |
+
'Accept-Language': 'en-us,en;q=0.5',
|
| 127 |
+
'Accept-Encoding': 'gzip,deflate',
|
| 128 |
+
'DNT': '1',
|
| 129 |
+
'Connection': 'keep-alive',
|
| 130 |
+
'Upgrade-Insecure-Requests': '1',
|
| 131 |
+
}
|
| 132 |
+
})
|
| 133 |
|
| 134 |
with YoutubeDL(ydl_opts) as ydl:
|
| 135 |
+
info_dict = ydl.extract_info(url, download=True)
|
| 136 |
+
filename = ydl.prepare_filename(info_dict)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 137 |
|
| 138 |
# Find the downloaded file
|
| 139 |
for ext in ['.m4a', '.webm', '.mp4', '.mp3']:
|
| 140 |
potential_file = output_path + ext
|
| 141 |
if os.path.exists(potential_file):
|
|
|
|
| 142 |
return potential_file
|
| 143 |
|
| 144 |
raise FileNotFoundError(f"Downloaded audio file not found")
|
| 145 |
|
| 146 |
except Exception as e:
|
| 147 |
+
if "403" in str(e) or "Forbidden" in str(e):
|
| 148 |
+
raise Exception(f"YouTube blocked the request (403 Forbidden). Please upload your cookies.txt file to bypass bot detection. Original error: {str(e)}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 149 |
else:
|
| 150 |
+
raise Exception(f"Failed to download audio: {str(e)}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 151 |
|
| 152 |
def transcribe_audio(file_path):
|
| 153 |
"""Transcribe audio file using Whisper"""
|
| 154 |
if not WHISPER_AVAILABLE:
|
| 155 |
+
raise Exception("OpenAI Whisper is not available. Please install it using: pip install openai-whisper")
|
| 156 |
|
| 157 |
try:
|
| 158 |
+
if WHISPER_TYPE == "openai-whisper":
|
| 159 |
+
# Use OpenAI Whisper
|
| 160 |
+
model = whisper.load_model("tiny")
|
| 161 |
+
result = model.transcribe(file_path)
|
| 162 |
+
return result["text"]
|
| 163 |
+
|
| 164 |
+
elif WHISPER_TYPE == "transformers":
|
| 165 |
+
# Use Transformers Whisper
|
| 166 |
+
from transformers import pipeline
|
| 167 |
+
transcriber = pipeline("automatic-speech-recognition", model="openai/whisper-tiny")
|
| 168 |
+
result = transcriber(file_path)
|
| 169 |
+
return result["text"]
|
| 170 |
+
|
| 171 |
+
else:
|
| 172 |
+
raise Exception("No compatible Whisper installation found")
|
| 173 |
+
|
| 174 |
except Exception as e:
|
| 175 |
raise Exception(f"Failed to transcribe audio: {str(e)}")
|
| 176 |
|
| 177 |
+
|
| 178 |
def extract_stock_info_simple(text):
|
| 179 |
"""Extract stock information using simple pattern matching"""
|
| 180 |
try:
|
|
|
|
| 247 |
except:
|
| 248 |
pass
|
| 249 |
|
| 250 |
+
def process_cookies_file(cookies_file):
|
| 251 |
+
"""Process uploaded cookies file and return the path"""
|
| 252 |
+
if cookies_file is None:
|
| 253 |
+
return None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 254 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 255 |
try:
|
| 256 |
+
# Create a temporary file for cookies
|
| 257 |
+
temp_cookies_path = tempfile.mktemp(suffix='.txt')
|
| 258 |
+
|
| 259 |
+
# Copy the uploaded file to temp location
|
| 260 |
+
shutil.copy2(cookies_file.name, temp_cookies_path)
|
| 261 |
+
|
| 262 |
+
return temp_cookies_path
|
| 263 |
except Exception as e:
|
| 264 |
+
print(f"Error processing cookies file: {e}")
|
| 265 |
+
return None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 266 |
|
| 267 |
+
def process_video(url, cookies_file, progress=gr.Progress()):
|
| 268 |
"""Main function to process YouTube video"""
|
| 269 |
|
| 270 |
# Check if required packages are available
|
| 271 |
if not YT_DLP_AVAILABLE:
|
| 272 |
+
return "Error: yt-dlp is not installed properly. Please install it using: pip install yt-dlp", "", "β Error: Missing yt-dlp"
|
| 273 |
|
| 274 |
if not WHISPER_AVAILABLE:
|
| 275 |
+
return "Error: OpenAI Whisper is not installed properly. Please install it using: pip install openai-whisper", "", "β Error: Missing Whisper"
|
| 276 |
|
| 277 |
if not url or not url.strip():
|
| 278 |
+
return "Please provide a valid YouTube URL", "", "β Error: Invalid URL"
|
| 279 |
|
| 280 |
audio_path = None
|
| 281 |
+
cookies_temp_path = None
|
| 282 |
+
|
| 283 |
try:
|
| 284 |
# Validate URL
|
| 285 |
if not any(domain in url.lower() for domain in ['youtube.com', 'youtu.be']):
|
| 286 |
+
return "Please provide a valid YouTube URL", "", "β Error: Invalid URL"
|
| 287 |
+
|
| 288 |
+
# Process cookies file if provided
|
| 289 |
+
progress(0.05, desc="Processing cookies...")
|
| 290 |
+
cookies_temp_path = process_cookies_file(cookies_file)
|
| 291 |
+
|
| 292 |
+
status_msg = "β
Cookies loaded" if cookies_temp_path else "β οΈ No cookies (may encounter bot detection)"
|
| 293 |
|
| 294 |
# Download audio
|
| 295 |
+
progress(0.2, desc="Downloading audio...")
|
| 296 |
+
audio_path = download_audio(url, cookies_temp_path)
|
| 297 |
|
| 298 |
# Transcribe audio
|
| 299 |
+
progress(0.6, desc="Transcribing audio...")
|
| 300 |
transcript = transcribe_audio(audio_path)
|
| 301 |
|
| 302 |
if not transcript.strip():
|
| 303 |
+
return "No speech detected in the video", "", "β No speech detected"
|
| 304 |
|
| 305 |
# Extract stock information
|
| 306 |
+
progress(0.9, desc="Extracting stock information...")
|
| 307 |
stock_details = extract_stock_info_simple(transcript)
|
| 308 |
|
| 309 |
progress(1.0, desc="Complete!")
|
| 310 |
+
return transcript, stock_details, "β
Processing completed successfully"
|
| 311 |
|
| 312 |
except Exception as e:
|
| 313 |
error_msg = f"Error processing video: {str(e)}"
|
| 314 |
+
return error_msg, "", f"β Error: {str(e)}"
|
| 315 |
|
| 316 |
finally:
|
| 317 |
# Clean up temporary files
|
| 318 |
cleanup_file(audio_path)
|
| 319 |
+
cleanup_file(cookies_temp_path)
|
| 320 |
|
| 321 |
# Create Gradio interface
|
| 322 |
with gr.Blocks(
|
|
|
|
| 324 |
theme=gr.themes.Soft(),
|
| 325 |
css="""
|
| 326 |
.gradio-container {
|
| 327 |
+
max-width: 1400px;
|
| 328 |
margin: auto;
|
| 329 |
}
|
| 330 |
+
.status-box {
|
| 331 |
+
padding: 10px;
|
| 332 |
+
border-radius: 5px;
|
| 333 |
+
margin: 10px 0;
|
| 334 |
+
}
|
| 335 |
"""
|
| 336 |
) as demo:
|
| 337 |
|
|
|
|
| 341 |
Extract stock recommendations and trading information from YouTube videos using AI transcription.
|
| 342 |
|
| 343 |
**How it works:**
|
| 344 |
+
1. Upload your cookies.txt file (optional but recommended to avoid bot detection)
|
| 345 |
+
2. Paste YouTube video URL
|
| 346 |
+
3. Downloads audio from YouTube video
|
| 347 |
+
4. Transcribes using OpenAI Whisper
|
| 348 |
+
5. Extracts stock-related information
|
| 349 |
|
| 350 |
**β οΈ Disclaimer:** This is for educational purposes only. Always do your own research!
|
| 351 |
""")
|
| 352 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 353 |
with gr.Row():
|
| 354 |
with gr.Column(scale=1):
|
| 355 |
+
# Requirements check button
|
| 356 |
+
gr.Markdown("### π System Check")
|
| 357 |
+
check_req_btn = gr.Button(
|
| 358 |
+
"Check Requirements",
|
| 359 |
+
variant="secondary",
|
| 360 |
+
size="sm"
|
| 361 |
+
)
|
| 362 |
+
|
| 363 |
+
requirements_output = gr.Textbox(
|
| 364 |
+
label="π Requirements Status",
|
| 365 |
+
lines=10,
|
| 366 |
+
interactive=False,
|
| 367 |
+
visible=False
|
| 368 |
+
)
|
| 369 |
+
|
| 370 |
+
# Cookies file upload
|
| 371 |
+
cookies_input = gr.File(
|
| 372 |
+
label="πͺ Upload Cookies File (cookies.txt)",
|
| 373 |
+
file_types=[".txt"],
|
| 374 |
+
file_count="single"
|
| 375 |
+
)
|
| 376 |
+
|
| 377 |
+
gr.Markdown("""
|
| 378 |
+
**How to get cookies.txt to fix 403 Forbidden errors:**
|
| 379 |
+
1. Install browser extension: "Get cookies.txt LOCALLY"
|
| 380 |
+
2. Visit YouTube in your browser (while logged in)
|
| 381 |
+
3. Click the extension icon and export cookies for youtube.com
|
| 382 |
+
4. Upload the downloaded cookies.txt file here
|
| 383 |
+
|
| 384 |
+
**Alternative extensions:**
|
| 385 |
+
- "cookies.txt" (Chrome/Firefox)
|
| 386 |
+
- "Export Cookies" (Chrome)
|
| 387 |
+
|
| 388 |
+
β οΈ **Important**: Without cookies, you'll likely get 403 Forbidden errors
|
| 389 |
+
""")
|
| 390 |
+
|
| 391 |
url_input = gr.Textbox(
|
| 392 |
label="πΊ YouTube URL",
|
| 393 |
placeholder="https://www.youtube.com/watch?v=...",
|
| 394 |
lines=2
|
| 395 |
)
|
| 396 |
|
| 397 |
+
process_btn = gr.Button(
|
| 398 |
+
"π Extract Stock Information",
|
| 399 |
+
variant="primary",
|
| 400 |
+
size="lg"
|
| 401 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 402 |
|
| 403 |
+
# Status display
|
| 404 |
+
status_output = gr.Textbox(
|
| 405 |
+
label="π Status",
|
| 406 |
+
lines=1,
|
| 407 |
+
interactive=False
|
| 408 |
)
|
| 409 |
|
| 410 |
gr.Markdown("""
|
| 411 |
### π‘ Tips:
|
| 412 |
+
- **MUST upload cookies.txt** to avoid 403 Forbidden errors
|
| 413 |
- Works best with financial YouTube channels
|
| 414 |
- Ensure video has clear audio
|
| 415 |
- English content works best
|
| 416 |
+
- Try shorter videos first (under 10 minutes)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 417 |
""")
|
| 418 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 419 |
with gr.Row():
|
| 420 |
with gr.Column():
|
| 421 |
transcript_output = gr.Textbox(
|
|
|
|
| 434 |
)
|
| 435 |
|
| 436 |
# Event handlers
|
| 437 |
+
def show_requirements():
|
| 438 |
+
status = check_requirements()
|
| 439 |
+
return gr.update(value=status, visible=True)
|
| 440 |
+
|
| 441 |
+
check_req_btn.click(
|
| 442 |
+
fn=show_requirements,
|
| 443 |
+
outputs=[requirements_output]
|
| 444 |
+
)
|
| 445 |
+
|
| 446 |
process_btn.click(
|
| 447 |
fn=process_video,
|
| 448 |
+
inputs=[url_input, cookies_input],
|
| 449 |
+
outputs=[transcript_output, stock_info_output, status_output],
|
| 450 |
show_progress=True
|
| 451 |
)
|
| 452 |
|
|
|
|
| 459 |
inputs=[url_input],
|
| 460 |
label="Click to try example"
|
| 461 |
)
|
| 462 |
+
|
| 463 |
+
gr.Markdown("""
|
| 464 |
+
### π§ Installation & Troubleshooting:
|
| 465 |
+
|
| 466 |
+
**Step 1: Click "Check Requirements" button above to see what's missing**
|
| 467 |
+
|
| 468 |
+
**If you get "Whisper Missing" error:**
|
| 469 |
+
```bash
|
| 470 |
+
pip install openai-whisper
|
| 471 |
+
```
|
| 472 |
+
|
| 473 |
+
**If you get "yt-dlp Missing" error:**
|
| 474 |
+
```bash
|
| 475 |
+
pip install yt-dlp
|
| 476 |
+
```
|
| 477 |
+
|
| 478 |
+
**Install all requirements at once:**
|
| 479 |
+
```bash
|
| 480 |
+
pip install gradio==4.44.0 yt-dlp==2023.12.30 openai-whisper==20231117 torch==2.1.0 torchaudio==2.1.0 numpy==1.24.3 regex==2023.8.8
|
| 481 |
+
```
|
| 482 |
+
|
| 483 |
+
**Alternative Whisper installation:**
|
| 484 |
+
```bash
|
| 485 |
+
pip install transformers torch torchaudio
|
| 486 |
+
```
|
| 487 |
+
|
| 488 |
+
**If using virtual environment:**
|
| 489 |
+
```bash
|
| 490 |
+
# Create and activate virtual environment first
|
| 491 |
+
python -m venv myenv
|
| 492 |
+
# Windows: myenv\\Scripts\\activate
|
| 493 |
+
# Mac/Linux: source myenv/bin/activate
|
| 494 |
+
# Then install packages
|
| 495 |
+
pip install -r requirements.txt
|
| 496 |
+
```
|
| 497 |
+
|
| 498 |
+
**Other Issues:**
|
| 499 |
+
- **Bot Detection Error**: Upload your cookies.txt file
|
| 500 |
+
- **No Audio Found**: Check if video has audio track
|
| 501 |
+
- **Transcription Failed**: Video might be too long or audio quality poor
|
| 502 |
+
- **No Stock Info**: Video might not contain financial content
|
| 503 |
+
""")
|
| 504 |
|
| 505 |
if __name__ == "__main__":
|
| 506 |
demo.launch()
|