import requests import re import base64 import os import sys from tenacity import ( retry, stop_after_attempt, wait_random_exponential, ) # for exponential backoff @retry(wait=wait_random_exponential(min=1, max=60), stop=stop_after_attempt(6)) def analyze_and_extract_details_from_image(image_path): """ Analyzes an image using OpenAI's Vision API to extract Alt Text, Description, Title, and Caption. This function encodes an image to a base64 string and sends a request to the OpenAI API. It interprets the contents of the image, returning a textual description. Args: image_path (str): Path to the image file. Returns: dict: A dictionary with extracted details including Alt Text, Description, Title, and Caption. None: If an error occurs during processing. Raises: SystemExit: If a critical error occurs that prevents the function from executing successfully. """ try: logger.info("Starting image analysis using OpenAI's Vision API.") def encode_image(path): """ Encodes an image to a base64 string. """ with open(path, "rb") as image_file: return base64.b64encode(image_file.read()).decode('utf-8') base64_image = encode_image(image_path) logger.info("Image encoded to base64 successfully.") headers = { "Content-Type": "application/json", "Authorization": f"Bearer {os.environ.get('OPENAI_API_KEY')}" } payload = { "model": "gpt-4-vision-preview", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Analyze the given image and suggest the following: Alternative text(Alt Text), description, title, caption." }, { "type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{base64_image}"} } ] } ], "max_tokens": 300 } response = requests.post("https://api.openai.com/v1/chat/completions", headers=headers, json=payload) response.raise_for_status() assistant_message = response.json()['choices'][0]['message']['content'] logger.info("Received response from OpenAI API.") # Extracting details using regular expressions alt_text_match = re.search(r'Alt Text: "(.*?)"', assistant_message) description_match = re.search(r'Description: (.*?)\n\n', assistant_message) title_match = re.search(r'Title: "(.*?)"', assistant_message) caption_match = re.search(r'Caption: "(.*?)"', assistant_message) image_details = { 'alt_text': alt_text_match.group(1) if alt_text_match else "N/A", 'description': description_match.group(1) if description_match else "N/A", 'title': title_match.group(1) if title_match else "N/A", 'caption': caption_match.group(1) if caption_match else "N/A" } logger.info("Image analysis completed successfully.") return image_details except requests.RequestException as e: logger.error(f"GPT-Vision API communication failure. Error: {e}") sys.exit(f"Exiting due to GPT-Vision API communication failure: {e}") except Exception as e: logger.error(f"Unexpected error occurred during image analysis: {e}") sys.exit(f"Exiting due to an unexpected error: {e}")