Hug0endob commited on
Commit
a59fa2b
·
verified ·
1 Parent(s): ecbfc34

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +79 -41
app.py CHANGED
@@ -5,7 +5,7 @@ import tempfile
5
  import base64
6
  import json
7
  from io import BytesIO
8
- from typing import List, Tuple, Optional
9
  import requests
10
  from PIL import Image, ImageFile, UnidentifiedImageError
11
  import gradio as gr
@@ -85,18 +85,20 @@ Image.MAX_IMAGE_PIXELS = 10000 * 10000
85
 
86
  DEFAULT_HEADERS = {"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"}
87
 
88
- # --- Temporary File Cleanup ---
89
- _temp_files_to_delete = []
90
 
91
  def _cleanup_all_temp_files():
92
  """Removes all temporary files created upon application exit."""
93
- for f_path in list(_temp_files_to_delete):
 
94
  if os.path.exists(f_path):
95
  try:
96
  os.remove(f_path)
 
97
  except Exception as e:
98
  print(f"Error during final cleanup of {f_path}: {e}")
99
- _temp_files_to_delete.clear()
100
 
101
  atexit.register(_cleanup_all_temp_files)
102
 
@@ -156,7 +158,7 @@ def _temp_file(data: bytes, suffix: str) -> str:
156
  os.close(fd)
157
  with open(path, "wb") as f:
158
  f.write(data)
159
- _temp_files_to_delete.append(path)
160
  return path
161
 
162
  def fetch_bytes(src: str, stream_threshold: int = STREAM_THRESHOLD_BYTES, timeout: int = 60, progress=None) -> bytes:
@@ -176,10 +178,15 @@ def fetch_bytes(src: str, stream_threshold: int = STREAM_THRESHOLD_BYTES, timeou
176
  try:
177
  with requests.get(src, timeout=timeout, stream=True, headers=DEFAULT_HEADERS) as r:
178
  r.raise_for_status()
179
- with open(p, "wb") as fh:
180
- for chunk in r.iter_content(8192):
181
- if chunk:
182
- fh.write(chunk)
 
 
 
 
 
183
  with open(p, "rb") as fh:
184
  return fh.read()
185
  finally:
@@ -236,11 +243,13 @@ def _ffprobe_streams(path: str) -> Optional[dict]:
236
  """Uses ffprobe to get stream information for a media file."""
237
  if not FFMPEG_BIN:
238
  return None
239
- ffprobe_path = FFMPEG_BIN.replace("ffmpeg", "ffprobe") if "ffmpeg" in FFMPEG_BIN else "ffprobe"
 
240
  if not shutil.which(ffprobe_path):
241
- ffprobe_path = "ffprobe" # Try raw 'ffprobe' if 'ffmpeg' replacement isn't found
 
242
  if not shutil.which(ffprobe_path):
243
- return None
244
 
245
  cmd = [
246
  ffprobe_path, "-v", "error", "-print_format", "json", "-show_streams", "-show_format", path
@@ -248,7 +257,8 @@ def _ffprobe_streams(path: str) -> Optional[dict]:
248
  try:
249
  out = subprocess.check_output(cmd, stderr=subprocess.DEVNULL)
250
  return json.loads(out)
251
- except Exception:
 
252
  return None
253
 
254
  def _get_video_info_and_timestamps(media_path: str, sample_count: int) -> Tuple[Optional[dict], List[float]]:
@@ -269,7 +279,7 @@ def _get_video_info_and_timestamps(media_path: str, sample_count: int) -> Tuple[
269
  timestamps = [step * (i + 1) for i in range(actual_sample_count)]
270
 
271
  if not timestamps: # Fallback for very short videos or if duration couldn't be determined
272
- timestamps = [0.5, 1.0, 2.0, 3.0, 4.0][:sample_count]
273
 
274
  return info, timestamps
275
 
@@ -281,9 +291,13 @@ def extract_frames_for_model_and_gallery(media_path: str, sample_count: int = 5,
281
  frames_for_model: List[bytes] = []
282
  frame_paths_for_gallery: List[str] = []
283
 
284
- if not FFMPEG_BIN or not os.path.exists(media_path):
285
- print(f"Warning: FFMPEG not found or media path does not exist: {media_path}. Cannot extract frames.")
286
  return frames_for_model, frame_paths_for_gallery
 
 
 
 
287
 
288
  if progress is not None:
289
  progress(0.05, desc="Preparing frame extraction...")
@@ -473,6 +487,10 @@ def analyze_video_cohesive(client, video_path: str, prompt: str, progress=None)
473
  Returns: (analysis result text, list of paths to gallery frames)
474
  """
475
  gallery_frame_paths: List[str] = []
 
 
 
 
476
  try:
477
  if progress is not None:
478
  progress(0.3, desc="Uploading video for full analysis...")
@@ -558,8 +576,7 @@ def _convert_video_for_preview_if_needed(path: str) -> str:
558
  except Exception as e:
559
  print(f"Error converting video for preview: {e}")
560
  # If conversion fails, remove the failed temp file and return original path
561
- if out_path in _temp_files_to_delete:
562
- _temp_files_to_delete.remove(out_path)
563
  try: os.remove(out_path)
564
  except Exception: pass
565
  return path
@@ -613,7 +630,23 @@ def _get_button_label_for_status(status: str) -> str:
613
 
614
  def create_demo():
615
  """Creates the Gradio interface for Flux Multimodal analysis."""
 
 
 
 
 
 
 
 
 
 
 
 
 
616
  with gr.Blocks(title="Flux Multimodal", css=GRADIO_CSS) as demo:
 
 
 
617
  with gr.Row():
618
  with gr.Column(scale=1):
619
  preview_image = gr.Image(label="Preview Image", type="filepath", elem_classes="preview_media", visible=False)
@@ -641,13 +674,15 @@ def create_demo():
641
  """
642
  Cleans up all tracked temporary files and resets all relevant UI components and states.
643
  """
644
- for f_path in list(_temp_files_to_delete):
 
645
  if os.path.exists(f_path):
646
  try:
647
  os.remove(f_path)
 
648
  except Exception as e:
649
  print(f"Error during proactive cleanup of {f_path}: {e}")
650
- _temp_files_to_delete.clear()
651
 
652
  return "", \
653
  gr.update(value=None, visible=False), \
@@ -692,20 +727,19 @@ def create_demo():
692
  Also handles cleanup of previously loaded media.
693
  """
694
  # --- Proactive cleanup of old files related to previous load ---
695
- files_to_clean_up_now = []
696
  if current_main_preview_path and os.path.exists(current_main_preview_path):
697
- files_to_clean_up_now.append(current_main_preview_path)
 
 
698
  if current_raw_media_path and os.path.exists(current_raw_media_path):
699
- files_to_clean_up_now.append(current_raw_media_path)
 
 
700
  for path in current_screenshot_paths:
701
  if path and os.path.exists(path):
702
- files_to_clean_up_now.append(path)
703
-
704
- for f_path in files_to_clean_up_now:
705
- if f_path in _temp_files_to_delete:
706
- _temp_files_to_delete.remove(f_path)
707
- try: os.remove(f_path)
708
- except Exception as e: print(f"Error cleaning up old temp file {f_path}: {e}")
709
 
710
  # Default cleared states for UI and backend values to be returned on empty URL or error
711
  img_update_clear = gr.update(value=None, visible=False)
@@ -723,7 +757,7 @@ def create_demo():
723
  temp_raw_path_for_analysis = ""
724
  try:
725
  progress(0.01, desc="Downloading media for preview and analysis...")
726
- raw_bytes_for_analysis = fetch_bytes(url, timeout=60, progress=progress)
727
  if not raw_bytes_for_analysis:
728
  return img_update_clear, video_update_clear, gallery_update_clear, \
729
  gr.update(value="Preview load failed: No media bytes fetched.", visible=True), \
@@ -736,14 +770,13 @@ def create_demo():
736
  gr.update(value="Preview load failed: Could not save raw media to temp file.", visible=True), \
737
  main_path_clear, raw_media_path_clear, screenshot_paths_clear
738
 
739
- progress(0.05, desc="Generating playable preview...")
740
  is_img_initial, is_vid_initial = determine_media_type(url)
741
  local_playable_path = _get_playable_preview_path_from_raw(url, raw_bytes_for_analysis, is_img_initial, is_vid_initial)
742
 
743
  if not local_playable_path:
744
  # If preview failed, cleanup the temp_raw_path_for_analysis as well
745
- if temp_raw_path_for_analysis in _temp_files_to_delete:
746
- _temp_files_to_delete.remove(temp_raw_path_for_analysis)
747
  try: os.remove(temp_raw_path_for_analysis)
748
  except Exception as e: print(f"Error during cleanup of raw temp file {temp_raw_path_for_analysis}: {e}")
749
 
@@ -765,13 +798,11 @@ def create_demo():
765
  local_playable_path, temp_raw_path_for_analysis, screenshot_paths_clear
766
  else:
767
  # If local_playable_path exists but is not image/video, clean it up
768
- if local_playable_path in _temp_files_to_delete:
769
- _temp_files_to_delete.remove(local_playable_path)
770
  try: os.remove(local_playable_path)
771
  except Exception as e: print(f"Error during cleanup of unplayable temp file {local_playable_path}: {e}")
772
  # Also clean up raw_media_path if the playable path was not generated successfully
773
- if temp_raw_path_for_analysis in _temp_files_to_delete:
774
- _temp_files_to_delete.remove(temp_raw_path_for_analysis)
775
  try: os.remove(temp_raw_path_for_analysis)
776
  except Exception as e: print(f"Error during cleanup of raw temp file {temp_raw_path_for_analysis}: {e}")
777
 
@@ -782,8 +813,7 @@ def create_demo():
782
  except Exception as e:
783
  # If an error occurred during loading, clear all relevant paths.
784
  if os.path.exists(temp_raw_path_for_analysis):
785
- if temp_raw_path_for_analysis in _temp_files_to_delete:
786
- _temp_files_to_delete.remove(temp_raw_path_for_analysis)
787
  try: os.remove(temp_raw_path_for_analysis)
788
  except Exception as ex: print(f"Error during cleanup of raw temp file {temp_raw_path_for_analysis} on error: {ex}")
789
 
@@ -808,6 +838,14 @@ def create_demo():
808
  if not raw_media_path or not os.path.exists(raw_media_path):
809
  return "error", "**Error:** No raw media file available for analysis. Please load a URL first.", current_main_preview_path, []
810
 
 
 
 
 
 
 
 
 
811
  with open(raw_media_path, "rb") as f:
812
  raw_bytes_for_analysis = f.read()
813
 
 
5
  import base64
6
  import json
7
  from io import BytesIO
8
+ from typing import List, Tuple, Optional, Set # Import Set
9
  import requests
10
  from PIL import Image, ImageFile, UnidentifiedImageError
11
  import gradio as gr
 
85
 
86
  DEFAULT_HEADERS = {"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"}
87
 
88
+ # --- Temporary File Cleanup (Changed to use a set) ---
89
+ _temp_files_to_delete: Set[str] = set() # Use a set for better management
90
 
91
  def _cleanup_all_temp_files():
92
  """Removes all temporary files created upon application exit."""
93
+ # Create a copy to iterate while modifying the original set
94
+ for f_path in _temp_files_to_delete.copy():
95
  if os.path.exists(f_path):
96
  try:
97
  os.remove(f_path)
98
+ _temp_files_to_delete.discard(f_path) # Remove from set after deletion
99
  except Exception as e:
100
  print(f"Error during final cleanup of {f_path}: {e}")
101
+ _temp_files_to_delete.clear() # Ensure the set is empty
102
 
103
  atexit.register(_cleanup_all_temp_files)
104
 
 
158
  os.close(fd)
159
  with open(path, "wb") as f:
160
  f.write(data)
161
+ _temp_files_to_delete.add(path) # Add to set
162
  return path
163
 
164
  def fetch_bytes(src: str, stream_threshold: int = STREAM_THRESHOLD_BYTES, timeout: int = 60, progress=None) -> bytes:
 
178
  try:
179
  with requests.get(src, timeout=timeout, stream=True, headers=DEFAULT_HEADERS) as r:
180
  r.raise_for_status()
181
+ total_size = int(r.headers.get("content-length", 0))
182
+ downloaded_size = 0
183
+ for chunk in r.iter_content(8192):
184
+ if chunk:
185
+ fh.write(chunk)
186
+ downloaded_size += len(chunk)
187
+ if progress is not None and total_size > 0:
188
+ # Scale progress from 0.1 to 0.25 for streaming phase
189
+ progress(0.1 + (downloaded_size / total_size) * 0.15)
190
  with open(p, "rb") as fh:
191
  return fh.read()
192
  finally:
 
243
  """Uses ffprobe to get stream information for a media file."""
244
  if not FFMPEG_BIN:
245
  return None
246
+ # Use FFMPEG_BIN for ffprobe if it's explicitly provided and ends with ffmpeg
247
+ ffprobe_path = FFMPEG_BIN.replace("ffmpeg", "ffprobe") if "ffmpeg" in os.path.basename(FFMPEG_BIN) else "ffprobe"
248
  if not shutil.which(ffprobe_path):
249
+ # Fallback to just 'ffprobe' if the path replacement didn't find it
250
+ ffprobe_path = "ffprobe"
251
  if not shutil.which(ffprobe_path):
252
+ return None # ffprobe is not available
253
 
254
  cmd = [
255
  ffprobe_path, "-v", "error", "-print_format", "json", "-show_streams", "-show_format", path
 
257
  try:
258
  out = subprocess.check_output(cmd, stderr=subprocess.DEVNULL)
259
  return json.loads(out)
260
+ except Exception as e:
261
+ print(f"Error running ffprobe on {path}: {e}")
262
  return None
263
 
264
  def _get_video_info_and_timestamps(media_path: str, sample_count: int) -> Tuple[Optional[dict], List[float]]:
 
279
  timestamps = [step * (i + 1) for i in range(actual_sample_count)]
280
 
281
  if not timestamps: # Fallback for very short videos or if duration couldn't be determined
282
+ timestamps = [0.5, 1.0, 2.0, 3.0, 4.0][:sample_count] # Try fixed early timestamps
283
 
284
  return info, timestamps
285
 
 
291
  frames_for_model: List[bytes] = []
292
  frame_paths_for_gallery: List[str] = []
293
 
294
+ if not FFMPEG_BIN: # Check FFMPEG_BIN here
295
+ print(f"Warning: FFMPEG not found. Cannot extract frames for {media_path}.")
296
  return frames_for_model, frame_paths_for_gallery
297
+ if not os.path.exists(media_path):
298
+ print(f"Warning: Media path does not exist: {media_path}. Cannot extract frames.")
299
+ return frames_for_model, frame_paths_for_gallery
300
+
301
 
302
  if progress is not None:
303
  progress(0.05, desc="Preparing frame extraction...")
 
487
  Returns: (analysis result text, list of paths to gallery frames)
488
  """
489
  gallery_frame_paths: List[str] = []
490
+ # If FFmpeg is not available, we can't do video analysis at all
491
+ if not FFMPEG_BIN:
492
+ return "Error: FFmpeg is not found in your system PATH. Video analysis and preview are unavailable.", []
493
+
494
  try:
495
  if progress is not None:
496
  progress(0.3, desc="Uploading video for full analysis...")
 
576
  except Exception as e:
577
  print(f"Error converting video for preview: {e}")
578
  # If conversion fails, remove the failed temp file and return original path
579
+ _temp_files_to_delete.discard(out_path) # Remove from set
 
580
  try: os.remove(out_path)
581
  except Exception: pass
582
  return path
 
630
 
631
  def create_demo():
632
  """Creates the Gradio interface for Flux Multimodal analysis."""
633
+ # Determine FFMPEG status once for UI message
634
+ ffmpeg_status_message = ""
635
+ if not FFMPEG_BIN:
636
+ ffmpeg_status_message = "🔴 FFmpeg not found! Video analysis and preview will be limited/unavailable."
637
+ else:
638
+ ffmpeg_status_message = "🟢 FFmpeg found. Video features enabled."
639
+
640
+ mistral_client_status_message = ""
641
+ if not _MISTRAL_CLIENT_INSTALLED:
642
+ mistral_client_status_message = "🔴 Mistral AI client ('mistralai') not installed. AI analysis features will fail. Run `pip install mistralai`."
643
+ else:
644
+ mistral_client_status_message = "🟢 Mistral AI client found."
645
+
646
  with gr.Blocks(title="Flux Multimodal", css=GRADIO_CSS) as demo:
647
+ gr.Markdown("# Flux Multimodal AI Assistant")
648
+ gr.Markdown(f"{mistral_client_status_message}<br>{ffmpeg_status_message}") # Display dependency status
649
+
650
  with gr.Row():
651
  with gr.Column(scale=1):
652
  preview_image = gr.Image(label="Preview Image", type="filepath", elem_classes="preview_media", visible=False)
 
674
  """
675
  Cleans up all tracked temporary files and resets all relevant UI components and states.
676
  """
677
+ # Iterate a copy of the set while potentially modifying the original
678
+ for f_path in _temp_files_to_delete.copy():
679
  if os.path.exists(f_path):
680
  try:
681
  os.remove(f_path)
682
+ _temp_files_to_delete.discard(f_path) # Remove from set
683
  except Exception as e:
684
  print(f"Error during proactive cleanup of {f_path}: {e}")
685
+ _temp_files_to_delete.clear() # Ensure set is empty
686
 
687
  return "", \
688
  gr.update(value=None, visible=False), \
 
727
  Also handles cleanup of previously loaded media.
728
  """
729
  # --- Proactive cleanup of old files related to previous load ---
 
730
  if current_main_preview_path and os.path.exists(current_main_preview_path):
731
+ _temp_files_to_delete.discard(current_main_preview_path) # Remove from set
732
+ try: os.remove(current_main_preview_path)
733
+ except Exception as e: print(f"Error cleaning up old temp file {current_main_preview_path}: {e}")
734
  if current_raw_media_path and os.path.exists(current_raw_media_path):
735
+ _temp_files_to_delete.discard(current_raw_media_path) # Remove from set
736
+ try: os.remove(current_raw_media_path)
737
+ except Exception as e: print(f"Error cleaning up old temp file {current_raw_media_path}: {e}")
738
  for path in current_screenshot_paths:
739
  if path and os.path.exists(path):
740
+ _temp_files_to_delete.discard(path) # Remove from set
741
+ try: os.remove(path)
742
+ except Exception as e: print(f"Error cleaning up old temp file {path}: {e}")
 
 
 
 
743
 
744
  # Default cleared states for UI and backend values to be returned on empty URL or error
745
  img_update_clear = gr.update(value=None, visible=False)
 
757
  temp_raw_path_for_analysis = ""
758
  try:
759
  progress(0.01, desc="Downloading media for preview and analysis...")
760
+ raw_bytes_for_analysis = fetch_bytes(url, timeout=60, progress=progress) # Pass progress here
761
  if not raw_bytes_for_analysis:
762
  return img_update_clear, video_update_clear, gallery_update_clear, \
763
  gr.update(value="Preview load failed: No media bytes fetched.", visible=True), \
 
770
  gr.update(value="Preview load failed: Could not save raw media to temp file.", visible=True), \
771
  main_path_clear, raw_media_path_clear, screenshot_paths_clear
772
 
773
+ progress(0.25, desc="Generating playable preview...") # Adjusted progress start
774
  is_img_initial, is_vid_initial = determine_media_type(url)
775
  local_playable_path = _get_playable_preview_path_from_raw(url, raw_bytes_for_analysis, is_img_initial, is_vid_initial)
776
 
777
  if not local_playable_path:
778
  # If preview failed, cleanup the temp_raw_path_for_analysis as well
779
+ _temp_files_to_delete.discard(temp_raw_path_for_analysis) # Remove from set
 
780
  try: os.remove(temp_raw_path_for_analysis)
781
  except Exception as e: print(f"Error during cleanup of raw temp file {temp_raw_path_for_analysis}: {e}")
782
 
 
798
  local_playable_path, temp_raw_path_for_analysis, screenshot_paths_clear
799
  else:
800
  # If local_playable_path exists but is not image/video, clean it up
801
+ _temp_files_to_delete.discard(local_playable_path) # Remove from set
 
802
  try: os.remove(local_playable_path)
803
  except Exception as e: print(f"Error during cleanup of unplayable temp file {local_playable_path}: {e}")
804
  # Also clean up raw_media_path if the playable path was not generated successfully
805
+ _temp_files_to_delete.discard(temp_raw_path_for_analysis) # Remove from set
 
806
  try: os.remove(temp_raw_path_for_analysis)
807
  except Exception as e: print(f"Error during cleanup of raw temp file {temp_raw_path_for_analysis}: {e}")
808
 
 
813
  except Exception as e:
814
  # If an error occurred during loading, clear all relevant paths.
815
  if os.path.exists(temp_raw_path_for_analysis):
816
+ _temp_files_to_delete.discard(temp_raw_path_for_analysis) # Remove from set
 
817
  try: os.remove(temp_raw_path_for_analysis)
818
  except Exception as ex: print(f"Error during cleanup of raw temp file {temp_raw_path_for_analysis} on error: {ex}")
819
 
 
838
  if not raw_media_path or not os.path.exists(raw_media_path):
839
  return "error", "**Error:** No raw media file available for analysis. Please load a URL first.", current_main_preview_path, []
840
 
841
+ # Initial check for FFmpeg for video processing
842
+ if not FFMPEG_BIN:
843
+ # If this is a video, and ffmpeg is missing, return early.
844
+ # Otherwise, proceed for image analysis.
845
+ is_image_check, is_video_check = determine_media_type(url)
846
+ if is_video_check:
847
+ return "error", "**Error:** FFmpeg is not found in your system PATH. Video analysis is unavailable. Please install FFmpeg.", current_main_preview_path, []
848
+
849
  with open(raw_media_path, "rb") as f:
850
  raw_bytes_for_analysis = f.read()
851