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Update app.py
Browse files
app.py
CHANGED
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@@ -41,8 +41,8 @@ DEFAULT_HEADERS = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl
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try:
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from mistralai import Mistral
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from mistralai.exceptions import MistralAPIException
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except ImportError:
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Mistral = None
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# Define a mock MistralAPIException for type hinting and to avoid NameError
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class MistralAPIException(Exception):
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@@ -71,19 +71,51 @@ atexit.register(_cleanup_all_temp_preview_files)
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# --- Mistral Client and API Helpers ---
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def get_client(key: Optional[str] = None):
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api_key = (key or "").strip() or DEFAULT_KEY
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if Mistral is None:
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class Dummy:
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def __init__(self, k): self.api_key = k
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class Chat:
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def complete(self, **kwargs):
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raise
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chat = Chat()
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class Files:
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def upload(self, **kwargs):
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raise
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files = Files()
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return Dummy(api_key)
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return Mistral(api_key=api_key)
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def is_remote(src: str) -> bool:
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@@ -243,7 +275,7 @@ def _get_video_info_and_timestamps(media_path: str, sample_count: int) -> Tuple[
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return info, timestamps
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def extract_frames_for_model_and_gallery(media_path: str, sample_count: int = 5, timeout_extract: int = 15, gallery_base_h: int =
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"""
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Extracts frames from a video, processes them for both model input (high-res JPEG bytes)
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and gallery display (smaller JPEG temp file paths), in a single pass.
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@@ -288,6 +320,8 @@ def extract_frames_for_model_and_gallery(media_path: str, sample_count: int = 5,
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jpeg_model_bytes = convert_to_jpeg_bytes(raw_frame_bytes, base_h=720) # Keep higher res for model
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if jpeg_model_bytes: # Only append if conversion was successful
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frames_for_model.append(jpeg_model_bytes)
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# For gallery: convert to smaller JPEG bytes and save as new temp file
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jpeg_gallery_bytes = convert_to_jpeg_bytes(raw_frame_bytes, base_h=gallery_base_h) # Higher base_h
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@@ -322,10 +356,10 @@ def chat_complete(client, model: str, messages, timeout: int = 120, progress=Non
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# Prefer using the Mistral client if available and functional
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if hasattr(client, "chat") and hasattr(client.chat, "complete"):
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res = client.chat.complete(model=model, messages=messages, stream=False, timeout_ms=timeout * 1000)
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else:
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api_key = getattr(client, "api_key", "") or DEFAULT_KEY
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if not api_key:
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return "Error: Mistral API key is not set."
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url = "https://api.mistral.ai/v1/chat/completions"
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headers = {"Authorization": f"Bearer {api_key}", "Content-Type": "application/json"}
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r = requests.post(url, json={"model": model, "messages": messages}, headers=headers, timeout=timeout)
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@@ -344,13 +378,13 @@ def chat_complete(client, model: str, messages, timeout: int = 120, progress=Non
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content = (msg.get("content") if isinstance(msg, dict) else getattr(msg, "content", None))
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return content.strip() if isinstance(content, str) else str(content)
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except MistralAPIException as e: # Catch Mistral client's specific API exceptions
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if e.status_code == 429 and attempt < max_retries - 1:
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delay = initial_delay * (2 ** attempt)
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print(f"MistralAPIException: Rate limit exceeded (429). Retrying in {delay:.2f}s...")
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time.sleep(delay)
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else:
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return f"Error: Mistral API error occurred
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except HTTPError as e: # For direct requests calls
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if e.response.status_code == 429 and attempt < max_retries - 1:
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delay = initial_delay * (2 ** attempt)
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@@ -366,7 +400,7 @@ def chat_complete(client, model: str, messages, timeout: int = 120, progress=Non
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else:
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return f"Error: network/API request failed after {max_retries} attempts: {e}"
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except Exception as e:
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return f"Error during model call: {e}"
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return "Error: Maximum retries reached for API call."
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@@ -390,7 +424,7 @@ def upload_file_to_mistral(client, path: str, filename: str | None = None, purpo
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if progress is not None:
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progress(0.6, desc="Upload complete")
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return fid
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-
else: #
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api_key = getattr(client, "api_key", "") or DEFAULT_KEY
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if not api_key:
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raise RuntimeError("Mistral API key is not set for file upload.")
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@@ -405,7 +439,7 @@ def upload_file_to_mistral(client, path: str, filename: str | None = None, purpo
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if progress is not None:
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progress(0.65, desc="Upload complete (REST)")
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return jr.get("id") or jr.get("data", [{}])[0].get("id")
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except MistralAPIException as e: # Catch Mistral client's specific API exceptions
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if e.status_code == 429 and attempt < max_retries - 1:
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delay = initial_delay * (2 ** attempt)
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print(f"MistralAPIException: Upload rate limit exceeded (429). Retrying in {delay:.2f}s...")
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@@ -496,7 +530,7 @@ def analyze_video_cohesive(client, video_path: str, prompt: str, progress=None)
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# If successful upload, still extract frames for gallery display
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# Use the combined function for gallery frames
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_, gallery_frame_paths = extract_frames_for_model_and_gallery(
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video_path, sample_count=6, gallery_base_h=
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)
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return result, gallery_frame_paths
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except Exception as e:
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@@ -505,7 +539,7 @@ def analyze_video_cohesive(client, video_path: str, prompt: str, progress=None)
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# Use the combined extraction function for both model input and gallery display
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frames_for_model_bytes, gallery_frame_paths = extract_frames_for_model_and_gallery(
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video_path, sample_count=6, gallery_base_h=
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)
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if not frames_for_model_bytes:
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@@ -542,7 +576,9 @@ def _convert_video_for_preview_if_needed(path: str) -> str:
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return path # Cannot convert, return original
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# Check if the video is already likely browser-compatible (MP4 with H.264/H.265)
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info = _ffprobe_streams(path)
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if info:
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video_streams = [s for s in info.get("streams", []) if s.get("codec_type") == "video"]
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@@ -583,46 +619,29 @@ def _get_playable_preview_path_from_raw(src_url: str, raw_bytes: bytes, is_image
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print(f"Error: No raw bytes provided for preview generation of {src_url}.")
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return ""
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#
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# This logic aims to be somewhat lenient for preview display
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is_actually_image = False
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is_actually_video = False
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# Try to determine from bytes first, if hints are ambiguous or absent
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try:
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Image.open(BytesIO(raw_bytes)).verify()
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is_actually_image = True
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except UnidentifiedImageError:
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# Not an identifiable image
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is_actually_image = False
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if is_video_hint:
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is_actually_video = True
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elif is_image_hint: # If hinted as image but PIL failed, still prefer image for error clarity
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print(f"Warning: Hinted as image but PIL failed for {src_url}. Assuming image for preview attempt.")
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is_actually_image = True
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else:
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is_actually_video = True # No strong hint, not an image, assume video
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except Exception as e:
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print(f"Warning: Generic error during image check for {src_url}: {e}. Falling back to video preview attempt.")
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is_actually_image = False # Clear image flag
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is_actually_video = True # Assume video as a fallback for preview
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#
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is_actually_image = is_image_hint
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is_actually_video = is_video_hint
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# --- Attempt Image Preview ---
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if is_actually_image:
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jpeg_bytes = convert_to_jpeg_bytes(raw_bytes, base_h=1024)
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if jpeg_bytes:
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return _temp_file(jpeg_bytes, suffix=".jpg")
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else:
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# If image conversion fails, even if it seemed like an image, fall back to video
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print(f"Warning: Could not convert image bytes for {src_url} to JPEG. Attempting video fallback.")
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# --- Attempt Video Preview ---
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if is_actually_video:
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@@ -692,7 +711,6 @@ def create_demo():
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Cleans up all tracked temporary files and resets all relevant UI components.
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This function is meant to be called at the start of any new processing
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or when the user explicitly clicks "Clear".
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Returns values for all 11 output components.
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"""
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for f_path in list(_temp_preview_files_to_delete):
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if os.path.exists(f_path):
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print(f"Error during proactive cleanup of {f_path}: {e}")
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_temp_preview_files_to_delete.clear()
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# Return exactly 11 values to match the outputs list
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return "", \
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gr.update(value=None, visible=False), \
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gr.update(value=None, visible=False), \
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main_preview_path_state,
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screenshot_paths_state,
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preview_status,
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raw_media_path_state
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]
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)
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gr.update(value="Preview load failed: could not make content playable.", visible=True), \
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main_path_clear, screenshot_paths_clear, raw_media_path_clear
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# 4.
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# This is important as _get_playable_preview_path_from_raw might have converted the format
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is_img_preview = False
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is_vid_preview = False
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ext = ext_from_src(local_playable_path)
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elif ext in VIDEO_EXTS:
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is_vid_preview = True
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# Fallback to PIL check if extension is ambiguous or unknown, and if it's an actual file
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if not is_img_preview and not is_vid_preview and os.path.exists(local_playable_path):
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try:
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Image.open(local_playable_path).verify()
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is_img_preview = True
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except Exception:
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# If not an image, assume it might be a video (or non-playable for Gradio)
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is_vid_preview = True # Flag as video for Gradio component decision
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if is_img_preview:
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return gr.update(value=local_playable_path, visible=True), gr.update(value=None, visible=False), \
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gr.update(value=[], visible=False), gr.update(value="Image preview loaded.", visible=True), \
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local_playable_path, [], temp_raw_path_for_analysis # Update raw_media_path_state
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elif is_vid_preview:
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return gr.update(value=None, visible=False), gr.update(value=local_playable_path, visible=True), \
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gr.update(value=[], visible=False), gr.update(value="Video preview loaded.", visible=True), \
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local_playable_path, [], temp_raw_path_for_analysis # Update raw_media_path_state
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gr.update(value="Preview load failed: unknown playable format.", visible=True), \
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main_path_clear, screenshot_paths_clear, raw_media_path_clear
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except Exception as e:
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# Cleanup temp_raw_path_for_analysis on error
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if temp_raw_path_for_analysis in _temp_preview_files_to_delete:
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is_actually_video_for_analysis = False
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try:
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# Try as image first, using actual bytes
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Image.open(BytesIO(raw_bytes_for_analysis)).verify()
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is_actually_image_for_analysis = True
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except UnidentifiedImageError:
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video_update = gr.update(value=None, visible=False)
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if current_main_preview_path:
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is_img_preview = True
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elif ext in VIDEO_EXTS:
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is_vid_preview = True
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# Fallback to PIL check if extension is ambiguous or unknown, and if it's an actual file
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if not is_img_preview and not is_vid_preview and os.path.exists(current_main_preview_path):
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try:
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Image.open(current_main_preview_path).verify()
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is_img_preview = True
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except Exception:
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is_vid_preview = True # If not image, assume video for display purposes
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if is_img_preview:
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img_update = gr.update(value=current_main_preview_path, visible=True)
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elif is_vid_preview:
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video_update = gr.update(value=current_main_preview_path, visible=True)
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except Exception as e:
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print(f"Error setting main preview from path {current_main_preview_path}: {e}")
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# Gallery is visible only if there are paths
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gallery_update = gr.update(value=current_screenshot_paths, visible=bool(current_screenshot_paths))
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try:
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from mistralai import Mistral
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from mistralai.exceptions import MistralAPIException
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except ImportError:
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Mistral = None
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# Define a mock MistralAPIException for type hinting and to avoid NameError
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class MistralAPIException(Exception):
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# --- Mistral Client and API Helpers ---
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def get_client(key: Optional[str] = None):
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"""
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Returns a Mistral client instance. If the mistralai library is not installed
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or the API key is missing, a mock client is returned which raises
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MistralAPIException with specific messages.
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"""
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api_key = (key or "").strip() or DEFAULT_KEY
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if not api_key:
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class Dummy:
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def __init__(self, k): self.api_key = k
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class Chat:
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def complete(self, **kwargs):
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raise MistralAPIException(
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"Mistral API key is not set. Please provide it in the UI or as MISTRAL_API_KEY environment variable.",
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status_code=401
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)
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chat = Chat()
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class Files:
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def upload(self, **kwargs):
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raise MistralAPIException(
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"Mistral API key is not set. Please provide it in the UI or as MISTRAL_API_KEY environment variable.",
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status_code=401
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)
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files = Files()
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return Dummy(api_key)
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if Mistral is None:
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class Dummy:
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def __init__(self, k): self.api_key = k
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class Chat:
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def complete(self, **kwargs):
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raise MistralAPIException(
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"Mistral client library is not installed. Please install it with 'pip install mistralai'.",
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status_code=500
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)
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chat = Chat()
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class Files:
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def upload(self, **kwargs):
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raise MistralAPIException(
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"Mistral client library is not installed. Please install it with 'pip install mistralai'.",
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status_code=500
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)
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files = Files()
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return Dummy(api_key)
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return Mistral(api_key=api_key)
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def is_remote(src: str) -> bool:
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return info, timestamps
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+
def extract_frames_for_model_and_gallery(media_path: str, sample_count: int = 5, timeout_extract: int = 15, gallery_base_h: int = 720, progress=None) -> Tuple[List[bytes], List[str]]:
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"""
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Extracts frames from a video, processes them for both model input (high-res JPEG bytes)
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and gallery display (smaller JPEG temp file paths), in a single pass.
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jpeg_model_bytes = convert_to_jpeg_bytes(raw_frame_bytes, base_h=720) # Keep higher res for model
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if jpeg_model_bytes: # Only append if conversion was successful
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frames_for_model.append(jpeg_model_bytes)
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else:
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print(f"Warning: Failed to convert extracted frame {i+1} to JPEG for model input.")
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# For gallery: convert to smaller JPEG bytes and save as new temp file
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jpeg_gallery_bytes = convert_to_jpeg_bytes(raw_frame_bytes, base_h=gallery_base_h) # Higher base_h
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# Prefer using the Mistral client if available and functional
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if hasattr(client, "chat") and hasattr(client.chat, "complete"):
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res = client.chat.complete(model=model, messages=messages, stream=False, timeout_ms=timeout * 1000)
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else: # This path should ideally not be reached if get_client returns a dummy with exceptions
|
| 360 |
api_key = getattr(client, "api_key", "") or DEFAULT_KEY
|
| 361 |
if not api_key:
|
| 362 |
+
return "Error: Mistral API key is not set. Cannot make direct requests."
|
| 363 |
url = "https://api.mistral.ai/v1/chat/completions"
|
| 364 |
headers = {"Authorization": f"Bearer {api_key}", "Content-Type": "application/json"}
|
| 365 |
r = requests.post(url, json={"model": model, "messages": messages}, headers=headers, timeout=timeout)
|
|
|
|
| 378 |
content = (msg.get("content") if isinstance(msg, dict) else getattr(msg, "content", None))
|
| 379 |
return content.strip() if isinstance(content, str) else str(content)
|
| 380 |
|
| 381 |
+
except MistralAPIException as e: # Catch Mistral client's specific API exceptions (including from Dummy client)
|
| 382 |
if e.status_code == 429 and attempt < max_retries - 1:
|
| 383 |
delay = initial_delay * (2 ** attempt)
|
| 384 |
print(f"MistralAPIException: Rate limit exceeded (429). Retrying in {delay:.2f}s...")
|
| 385 |
time.sleep(delay)
|
| 386 |
else:
|
| 387 |
+
return f"Error: Mistral API error occurred ({e.status_code if e.status_code else 'unknown'}): {e.message}"
|
| 388 |
except HTTPError as e: # For direct requests calls
|
| 389 |
if e.response.status_code == 429 and attempt < max_retries - 1:
|
| 390 |
delay = initial_delay * (2 ** attempt)
|
|
|
|
| 400 |
else:
|
| 401 |
return f"Error: network/API request failed after {max_retries} attempts: {e}"
|
| 402 |
except Exception as e:
|
| 403 |
+
return f"Error during model call: An unexpected error occurred: {e}"
|
| 404 |
|
| 405 |
return "Error: Maximum retries reached for API call."
|
| 406 |
|
|
|
|
| 424 |
if progress is not None:
|
| 425 |
progress(0.6, desc="Upload complete")
|
| 426 |
return fid
|
| 427 |
+
else: # This path should ideally not be reached if get_client returns a dummy with exceptions
|
| 428 |
api_key = getattr(client, "api_key", "") or DEFAULT_KEY
|
| 429 |
if not api_key:
|
| 430 |
raise RuntimeError("Mistral API key is not set for file upload.")
|
|
|
|
| 439 |
if progress is not None:
|
| 440 |
progress(0.65, desc="Upload complete (REST)")
|
| 441 |
return jr.get("id") or jr.get("data", [{}])[0].get("id")
|
| 442 |
+
except MistralAPIException as e: # Catch Mistral client's specific API exceptions (including from Dummy client)
|
| 443 |
if e.status_code == 429 and attempt < max_retries - 1:
|
| 444 |
delay = initial_delay * (2 ** attempt)
|
| 445 |
print(f"MistralAPIException: Upload rate limit exceeded (429). Retrying in {delay:.2f}s...")
|
|
|
|
| 530 |
# If successful upload, still extract frames for gallery display
|
| 531 |
# Use the combined function for gallery frames
|
| 532 |
_, gallery_frame_paths = extract_frames_for_model_and_gallery(
|
| 533 |
+
video_path, sample_count=6, gallery_base_h=720, progress=progress # Increased gallery_base_h
|
| 534 |
)
|
| 535 |
return result, gallery_frame_paths
|
| 536 |
except Exception as e:
|
|
|
|
| 539 |
|
| 540 |
# Use the combined extraction function for both model input and gallery display
|
| 541 |
frames_for_model_bytes, gallery_frame_paths = extract_frames_for_model_and_gallery(
|
| 542 |
+
video_path, sample_count=6, gallery_base_h=720, progress=progress # Increased gallery_base_h
|
| 543 |
)
|
| 544 |
|
| 545 |
if not frames_for_model_bytes:
|
|
|
|
| 576 |
return path # Cannot convert, return original
|
| 577 |
|
| 578 |
# Check if the video is already likely browser-compatible (MP4 with H.264/H.265)
|
| 579 |
+
# This check is a heuristic; direct ffprobe is more reliable but adds overhead.
|
| 580 |
+
# For a preview, extension check is usually sufficient.
|
| 581 |
+
if path.lower().endswith((".mp4", ".m4v")): # .mov might still need conversion
|
| 582 |
info = _ffprobe_streams(path)
|
| 583 |
if info:
|
| 584 |
video_streams = [s for s in info.get("streams", []) if s.get("codec_type") == "video"]
|
|
|
|
| 619 |
print(f"Error: No raw bytes provided for preview generation of {src_url}.")
|
| 620 |
return ""
|
| 621 |
|
| 622 |
+
# Attempt to determine media type from bytes for image
|
|
|
|
| 623 |
is_actually_image = False
|
|
|
|
|
|
|
|
|
|
| 624 |
try:
|
| 625 |
Image.open(BytesIO(raw_bytes)).verify()
|
| 626 |
is_actually_image = True
|
| 627 |
+
except (UnidentifiedImageError, Exception):
|
| 628 |
+
pass # Not an identifiable image, or some other PIL error
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 629 |
|
| 630 |
+
# Default to hints if byte check is inconclusive for images
|
| 631 |
+
is_actually_video = not is_actually_image and is_video_hint # Prefer video hint if not definitely an image
|
| 632 |
+
if not is_actually_image and not is_actually_video: # If still no clear type, use image hint as fallback
|
| 633 |
is_actually_image = is_image_hint
|
|
|
|
|
|
|
| 634 |
|
| 635 |
# --- Attempt Image Preview ---
|
| 636 |
if is_actually_image:
|
| 637 |
+
jpeg_bytes = convert_to_jpeg_bytes(raw_bytes, base_h=1024) # High-res for main preview
|
| 638 |
if jpeg_bytes:
|
| 639 |
return _temp_file(jpeg_bytes, suffix=".jpg")
|
| 640 |
else:
|
|
|
|
| 641 |
print(f"Warning: Could not convert image bytes for {src_url} to JPEG. Attempting video fallback.")
|
| 642 |
+
# Fall through to video logic if image conversion fails
|
| 643 |
+
is_actually_image = False
|
| 644 |
+
is_actually_video = True # Assume video as a fallback for preview
|
| 645 |
|
| 646 |
# --- Attempt Video Preview ---
|
| 647 |
if is_actually_video:
|
|
|
|
| 711 |
Cleans up all tracked temporary files and resets all relevant UI components.
|
| 712 |
This function is meant to be called at the start of any new processing
|
| 713 |
or when the user explicitly clicks "Clear".
|
|
|
|
| 714 |
"""
|
| 715 |
for f_path in list(_temp_preview_files_to_delete):
|
| 716 |
if os.path.exists(f_path):
|
|
|
|
| 720 |
print(f"Error during proactive cleanup of {f_path}: {e}")
|
| 721 |
_temp_preview_files_to_delete.clear()
|
| 722 |
|
|
|
|
| 723 |
return "", \
|
| 724 |
gr.update(value=None, visible=False), \
|
| 725 |
gr.update(value=None, visible=False), \
|
|
|
|
| 747 |
main_preview_path_state,
|
| 748 |
screenshot_paths_state,
|
| 749 |
preview_status,
|
| 750 |
+
raw_media_path_state
|
| 751 |
]
|
| 752 |
)
|
| 753 |
|
|
|
|
| 797 |
gr.update(value="Preview load failed: could not make content playable.", visible=True), \
|
| 798 |
main_path_clear, screenshot_paths_clear, raw_media_path_clear
|
| 799 |
|
| 800 |
+
# 4. Determine actual type for Gradio display from the *playable path*
|
|
|
|
|
|
|
|
|
|
|
|
|
| 801 |
ext = ext_from_src(local_playable_path)
|
| 802 |
+
is_img_preview = ext in IMAGE_EXTS
|
| 803 |
+
is_vid_preview = ext in VIDEO_EXTS
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 804 |
|
| 805 |
if is_img_preview:
|
| 806 |
return gr.update(value=local_playable_path, visible=True), gr.update(value=None, visible=False), \
|
| 807 |
gr.update(value=[], visible=False), gr.update(value="Image preview loaded.", visible=True), \
|
| 808 |
local_playable_path, [], temp_raw_path_for_analysis # Update raw_media_path_state
|
| 809 |
+
elif is_vid_preview:
|
| 810 |
return gr.update(value=None, visible=False), gr.update(value=local_playable_path, visible=True), \
|
| 811 |
gr.update(value=[], visible=False), gr.update(value="Video preview loaded.", visible=True), \
|
| 812 |
local_playable_path, [], temp_raw_path_for_analysis # Update raw_media_path_state
|
|
|
|
| 815 |
gr.update(value="Preview load failed: unknown playable format.", visible=True), \
|
| 816 |
main_path_clear, screenshot_paths_clear, raw_media_path_clear
|
| 817 |
|
|
|
|
| 818 |
except Exception as e:
|
| 819 |
# Cleanup temp_raw_path_for_analysis on error
|
| 820 |
if temp_raw_path_for_analysis in _temp_preview_files_to_delete:
|
|
|
|
| 858 |
is_actually_video_for_analysis = False
|
| 859 |
|
| 860 |
try:
|
|
|
|
| 861 |
Image.open(BytesIO(raw_bytes_for_analysis)).verify()
|
| 862 |
is_actually_image_for_analysis = True
|
| 863 |
except UnidentifiedImageError:
|
|
|
|
| 918 |
video_update = gr.update(value=None, visible=False)
|
| 919 |
|
| 920 |
if current_main_preview_path:
|
| 921 |
+
ext = ext_from_src(current_main_preview_path)
|
| 922 |
+
if ext in IMAGE_EXTS:
|
| 923 |
+
img_update = gr.update(value=current_main_preview_path, visible=True)
|
| 924 |
+
elif ext in VIDEO_EXTS:
|
| 925 |
+
video_update = gr.update(value=current_main_preview_path, visible=True)
|
| 926 |
+
else:
|
| 927 |
+
print(f"Warning: Unknown media type for main preview path: {current_main_preview_path}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 928 |
|
| 929 |
# Gallery is visible only if there are paths
|
| 930 |
gallery_update = gr.update(value=current_screenshot_paths, visible=bool(current_screenshot_paths))
|