blakeblackshear.frigate/frigate/genai/openai.py

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"""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