just want to create an API that takes an image and gives out a json description in the format:
{
"status" : "200",
"description" : "a discription of the image in 50 words"
}
I tried asking this from chatgpt itself but it says here that we have to implement our own function or some other tool to generate a descriotion. all this code does is use an already existing description(gives out a description from a text input) what i need is to have it generate a description from image like the chat GPT-4 does when its given an image.
Any ML or image procecing way to achieve this would be fantastic :)
from flask import Flask, request, jsonify
import openai
app = Flask(__name__)
# Set your OpenAI API key here
openai.api_key = 'your-openai-api-key'
@app.route('/generate_description', methods=['POST'])
def generate_description():
# Check if the request contains a file
if 'file' not in request.files:
return jsonify({'error': 'No file part'}), 400
file = request.files['file']
# Process the file (you may need to save it temporarily, depending on your requirements)
# Here, we assume 'process_image' is a function to handle image processing
image_description = process_image(file)
# Use GPT-4 to generate a description based on the image
try:
response = openai.Completion.create(
engine="text-davinci-002", # Use the appropriate GPT-4 engine
prompt=f"Describe the following image: {image_description}",
max_tokens=50 # Adjust the maximum number of tokens as needed
)
generated_description = response.choices[0].text.strip()
except Exception as e:
return jsonify({'error': str(e)}), 500
return jsonify({'description': generated_description})
def process_image(file):
# Placeholder for image processing logic
# You may need to use an image recognition tool or library for this step
# Return a string representing the processed image description
return 'a processed image description'
if __name__ == '__main__':
app.run(debug=True)