blakeblackshear.frigate/frigate/genai/openai.py
2024-09-24 14:04:35 -06:00

56 lines
1.8 KiB
Python

"""OpenAI Provider for Frigate AI."""
import base64
import logging
from typing import Optional
from httpx import TimeoutException
from openai import OpenAI
from frigate.config import GenAIProviderEnum
from frigate.genai import GenAIClient, register_genai_provider
logger = logging.getLogger(__name__)
@register_genai_provider(GenAIProviderEnum.openai)
class OpenAIClient(GenAIClient):
"""Generative AI client for Frigate using OpenAI."""
provider: OpenAI
def _init_provider(self):
"""Initialize the client."""
return OpenAI(api_key=self.genai_config.api_key)
def _send(self, prompt: str, images: list[bytes]) -> Optional[str]:
"""Submit a request to OpenAI."""
encoded_images = [base64.b64encode(image).decode("utf-8") for image in images]
try:
result = self.provider.chat.completions.create(
model=self.genai_config.model,
messages=[
{
"role": "user",
"content": [
{
"type": "image_url",
"image_url": {
"url": f"data:image/jpeg;base64,{image}",
"detail": "low",
},
}
for image in encoded_images
]
+ [prompt],
},
],
timeout=self.timeout,
)
except TimeoutException as e:
logger.warning("OpenAI returned an error: %s", str(e))
return None
if len(result.choices) > 0:
return result.choices[0].message.content.strip()
return None