ragtest-sakimilo / vision_api.py
lingyit1108's picture
tweak the vision_api prompt, create configuration files, minor tweak to main script
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import streamlit as st
import os, base64, requests
OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
def get_transcribed_text(base64_image):
headers = {
"Content-Type": "application/json",
"Authorization": f"Bearer {OPENAI_API_KEY}"
}
image_prompt = (
"Understand and interpret the image properly, there could be "
"handwritten notes or scribbles beside the electronic text. "
"Once you have sufficient understanding of the image, "
"transcribed them into text. If the content is a question, "
"convert the question into text."
)
print(image_prompt)
payload = {
"model": "gpt-4-vision-preview",
"messages": [
{
"role": "user",
"content": [
{
"type": "text",
"text": image_prompt
},
{
"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)
transcribed_msg = response.json()["choices"][0]["message"]["content"]
return transcribed_msg