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import requests | |
from smolagents import tool | |
import openai | |
import base64 | |
def analyse_image(image_url: str) -> str: | |
""" | |
analyse the provided image, and return a description or transcription of the contents. | |
Args: | |
image_url (str): The URL of the image to be analysed. Usually with an image extension like png, jpg, etc. | |
Returns: | |
str: description or transcription of the contents of the provided image | |
""" | |
# some security: | |
if "https://agents-course-unit4-scoring.hf.space" not in image_url: | |
return "the requested URL is not whitelisted, refusing to fetch data" | |
resp = requests.get(image_url) | |
if resp.status_code != 200: | |
return f"failed to fetch the requested image: (status={resp.status_code})\n{resp.text}" | |
mime = resp.headers.get("content-type") | |
# todo filer mimetypes for security and correctness | |
image_bytes = base64.b64encode(resp.content).decode("utf-8") | |
# Create the message to GPT-4o (vision) | |
response = openai.chat.completions.create( | |
model="gpt-4o", | |
messages=[ | |
{ | |
"role": "user", | |
"content": [ | |
{"type": "text", "text": "Please analyze the contents of this image. Provide a short (two sentence) description of the contents, and then output your analysis. The analysis should be in the most appropriate format. e.g. if the image is a document, maybe transcription is best. if it's a picture, describe the contents in detail. if it's a chessboard, outline the situation in chess notation. etc. "}, | |
{"type": "image_url", "image_url": {"url": f"data:{mime};base64," + image_bytes}} | |
] | |
} | |
], | |
max_tokens=500, | |
) | |
return response.choices[0].message.content | |