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Update app.py
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app.py
CHANGED
@@ -21,7 +21,7 @@ MODEL_NAME = "gemini-2.0-flash-001"
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def call_gemini(video_file: str, prompt: str) -> str:
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"""
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Call the Gemini model with the provided video file and prompt.
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The video is read as bytes and passed with MIME type "video/mp4",
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and the prompt is wrapped as a text part.
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"""
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with open(video_file, "rb") as f:
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@@ -35,6 +35,16 @@ def call_gemini(video_file: str, prompt: str) -> str:
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return response.text
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def hhmmss_to_seconds(time_str: str) -> float:
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"""
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Convert a HH:MM:SS formatted string into seconds.
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@@ -50,7 +60,7 @@ def hhmmss_to_seconds(time_str: str) -> float:
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def get_key_frames(video_file: str, summary: str, user_query: str) -> list:
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"""
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Ask Gemini to output key timestamps and descriptions
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The prompt instructs the model to output one line per event in the format:
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HH:MM:SS - description
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We then parse these lines and extract the corresponding frames using OpenCV.
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@@ -61,24 +71,20 @@ def get_key_frames(video_file: str, summary: str, user_query: str) -> list:
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"List the key timestamps in the video and a brief description of the event at that time. "
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"Output one line per event in the following format: HH:MM:SS - description. Do not include any extra text."
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)
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# Append the summary (and user query if provided) so the model has context.
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prompt += f" Video Summary: {summary}"
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if user_query:
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prompt += f" Focus on: {user_query}"
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except Exception as e:
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print("Error in key frame extraction:", e)
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key_frames = []
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extracted_frames = []
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cap = cv2.VideoCapture(video_file)
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@@ -104,24 +110,20 @@ def get_key_frames(video_file: str, summary: str, user_query: str) -> list:
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def analyze_video(video_file: str, user_query: str) -> (str, list):
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"""
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Perform
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First, call Gemini with a simple prompt to get a brief summary.
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Then, call Gemini to list key timestamps
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Returns:
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- A Markdown report summarizing the video.
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- A gallery list of key frames (each as a tuple of (image, caption)).
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"""
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# Use a very simple prompt for summary.
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summary_prompt = "Summarize this video."
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if user_query:
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summary_prompt += f" Also focus on: {user_query}"
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summary = call_gemini(video_file, summary_prompt)
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except Exception as e:
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summary = f"[Error in summary extraction: {e}]"
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markdown_report = f"## Video Analysis Report\n\n**Summary:**\n\n{summary}\n"
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key_frames_gallery = get_key_frames(video_file, summary, user_query)
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if not key_frames_gallery:
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markdown_report += "\n*No key frames were extracted.*\n"
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@@ -134,7 +136,7 @@ def analyze_video(video_file: str, user_query: str) -> (str, list):
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def gradio_interface(video_file, user_query: str) -> (str, list):
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"""
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Gradio interface function that accepts an uploaded video file and an optional query,
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then returns a Markdown report and a gallery of
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"""
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if not video_file:
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return "Please upload a valid video file.", []
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def call_gemini(video_file: str, prompt: str) -> str:
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"""
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Call the Gemini model with the provided video file and prompt.
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The video file is read as bytes and passed with MIME type "video/mp4",
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and the prompt is wrapped as a text part.
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"""
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with open(video_file, "rb") as f:
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)
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return response.text
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def safe_call_gemini(video_file: str, prompt: str) -> str:
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"""
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Wrapper for call_gemini that catches exceptions and returns a fallback string.
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"""
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try:
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return call_gemini(video_file, prompt)
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except Exception as e:
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print("Gemini call failed:", e)
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return "No summary available."
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def hhmmss_to_seconds(time_str: str) -> float:
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"""
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Convert a HH:MM:SS formatted string into seconds.
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def get_key_frames(video_file: str, summary: str, user_query: str) -> list:
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"""
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Ask Gemini to output key timestamps and descriptions as plain text.
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The prompt instructs the model to output one line per event in the format:
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HH:MM:SS - description
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We then parse these lines and extract the corresponding frames using OpenCV.
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"List the key timestamps in the video and a brief description of the event at that time. "
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"Output one line per event in the following format: HH:MM:SS - description. Do not include any extra text."
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)
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prompt += f" Video Summary: {summary}"
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if user_query:
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prompt += f" Focus on: {user_query}"
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# Use the safe call to get a response or fallback text.
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key_frames_response = safe_call_gemini(video_file, prompt)
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lines = key_frames_response.strip().split("\n")
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key_frames = []
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for line in lines:
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if " - " in line:
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parts = line.split(" - ", 1)
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timestamp = parts[0].strip()
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description = parts[1].strip()
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key_frames.append({"timestamp": timestamp, "description": description})
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extracted_frames = []
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cap = cv2.VideoCapture(video_file)
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def analyze_video(video_file: str, user_query: str) -> (str, list):
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"""
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Perform video analysis on the uploaded file.
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First, call Gemini with a simple prompt to get a brief summary.
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Then, call Gemini to list key timestamps and descriptions.
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Returns:
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- A Markdown report summarizing the video.
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- A gallery list of key frames (each as a tuple of (image, caption)).
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"""
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summary_prompt = "Summarize this video."
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if user_query:
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summary_prompt += f" Also focus on: {user_query}"
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summary = safe_call_gemini(video_file, summary_prompt)
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markdown_report = f"## Video Analysis Report\n\n**Summary:**\n\n{summary}\n"
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key_frames_gallery = get_key_frames(video_file, summary, user_query)
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if not key_frames_gallery:
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markdown_report += "\n*No key frames were extracted.*\n"
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def gradio_interface(video_file, user_query: str) -> (str, list):
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"""
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Gradio interface function that accepts an uploaded video file and an optional query,
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then returns a Markdown report and a gallery of key frame images with captions.
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"""
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if not video_file:
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return "Please upload a valid video file.", []
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