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Update app.py
Browse files
app.py
CHANGED
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@@ -220,56 +220,142 @@ def transcribe_audio(wav_file_path):
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os.remove(wav_file_path)
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print(f"Temporary WAV file deleted: {wav_file_path}")
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def query_gemini_api(transcription):
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"""
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Send transcription text to Gemini API and fetch structured recipe information synchronously.
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"""
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if __name__ == '__main__':
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os.remove(wav_file_path)
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print(f"Temporary WAV file deleted: {wav_file_path}")
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import time
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import requests
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def query_gemini_api(transcription, max_retries=3, backoff_factor=2):
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"""
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Send transcription text to Gemini API and fetch structured recipe information synchronously.
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Includes automatic retries with exponential backoff for transient rate-limit errors (HTTP 429).
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If all attempts fail, returns a default structured response.
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"""
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# Define the structured prompt
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prompt = (
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"Analyze the provided cooking video transcription and extract the following structured information:\n"
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"1. Recipe Name: Identify the name of the dish being prepared.\n"
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"2. Ingredients List: Extract a detailed list of ingredients with their respective quantities (if mentioned).\n"
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"3. Steps for Preparation: Provide a step-by-step breakdown of the recipe's preparation process, organized and numbered sequentially.\n"
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"4. Cooking Techniques Used: Highlight the cooking techniques demonstrated in the video, such as searing, blitzing, wrapping, etc.\n"
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"5. Equipment Needed: List all tools, appliances, or utensils mentioned, e.g., blender, hot pan, cling film, etc.\n"
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"6. Nutritional Information (if inferred): Provide an approximate calorie count or nutritional breakdown based on the ingredients used.\n"
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"7. Serving size: In count of people or portion size.\n"
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"8. Special Notes or Variations: Include any specific tips, variations, or alternatives mentioned.\n"
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"9. Festive or Thematic Relevance: Note if the recipe has any special relevance to holidays, events, or seasons.\n"
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f"Text: {transcription}\n"
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)
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# Prepare the payload and headers
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payload = {
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"contents": [
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{
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"parts": [
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{"text": prompt}
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]
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}
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]
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}
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headers = {"Content-Type": "application/json"}
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# Attempt sending the request with retries
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for attempt in range(max_retries):
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try:
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response = requests.post(
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f"{GEMINI_API_ENDPOINT}?key={GEMINI_API_KEY}",
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json=payload,
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headers=headers,
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)
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# Check for 429 explicitly and wait before retrying
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if response.status_code == 429:
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if attempt < max_retries - 1:
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wait_time = backoff_factor ** attempt
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print(f"[Gemini] Rate limit reached (429). Retrying in {wait_time} seconds...")
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time.sleep(wait_time)
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continue
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else:
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raise requests.exceptions.RequestException("Rate limit (429) after max retries")
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response.raise_for_status()
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data = response.json()
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return data.get("candidates", [{}])[0].get("content", {}).get("parts", [{}])[0].get("text", "No result found")
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except requests.exceptions.RequestException as e:
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print(f"Error querying Gemini API: {e}")
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if attempt < max_retries - 1:
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wait_time = backoff_factor ** attempt
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print(f"Retrying in {wait_time} seconds...")
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time.sleep(wait_time)
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else:
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# If all retries fail, return a default structured response
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default_response = (
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"Recipe Name: none\n"
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"Ingredients List: none\n"
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"Steps for Preparation: none\n"
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"Cooking Techniques Used: none\n"
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"Equipment Needed: none\n"
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"Nutritional Information: none\n"
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"Serving size: none\n"
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"Special Notes or Variations: none\n"
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"Festive or Thematic Relevance: none"
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)
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return default_response
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# In case the loop finishes without returning, which should not happen
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return {
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"error": "Unexpected error occurred in query_gemini_api."
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}
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# def query_gemini_api(transcription):
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# """
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# Send transcription text to Gemini API and fetch structured recipe information synchronously.
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# """
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# try:
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# # Define the structured prompt
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# prompt = (
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# "Analyze the provided cooking video transcription and extract the following structured information:\n"
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# "1. Recipe Name: Identify the name of the dish being prepared.\n"
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# "2. Ingredients List: Extract a detailed list of ingredients with their respective quantities (if mentioned).\n"
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# "3. Steps for Preparation: Provide a step-by-step breakdown of the recipe's preparation process, organized and numbered sequentially.\n"
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# "4. Cooking Techniques Used: Highlight the cooking techniques demonstrated in the video, such as searing, blitzing, wrapping, etc.\n"
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# "5. Equipment Needed: List all tools, appliances, or utensils mentioned, e.g., blender, hot pan, cling film, etc.\n"
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# "6. Nutritional Information (if inferred): Provide an approximate calorie count or nutritional breakdown based on the ingredients used.\n"
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# "7. Serving size: In count of people or portion size.\n"
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# "8. Special Notes or Variations: Include any specific tips, variations, or alternatives mentioned.\n"
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# "9. Festive or Thematic Relevance: Note if the recipe has any special relevance to holidays, events, or seasons.\n"
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# f"Text: {transcription}\n"
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# )
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# # Prepare the payload and headers
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# payload = {
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# "contents": [
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# {
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# "parts": [
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# {"text": prompt}
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# ]
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# }
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# ]
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# }
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# headers = {"Content-Type": "application/json"}
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# # Send request to Gemini API synchronously
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# response = requests.post(
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# f"{GEMINI_API_ENDPOINT}?key={GEMINI_API_KEY}",
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# json=payload,
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# headers=headers,
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# )
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# # Raise error if response code is not 200
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# response.raise_for_status()
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# data = response.json()
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# return data.get("candidates", [{}])[0].get("content", {}).get("parts", [{}])[0].get("text", "No result found")
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# except requests.exceptions.RequestException as e:
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# print(f"Error querying Gemini API: {e}")
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# return {"error": str(e)}
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if __name__ == '__main__':
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