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

54 lines
1.6 KiB
Python

"""Gemini Provider for Frigate AI."""
import logging
from typing import Optional
import google.generativeai as genai
from google.api_core.exceptions import GoogleAPICallError
from frigate.config import GenAIProviderEnum
from frigate.genai import GenAIClient, register_genai_provider
logger = logging.getLogger(__name__)
@register_genai_provider(GenAIProviderEnum.gemini)
class GeminiClient(GenAIClient):
"""Generative AI client for Frigate using Gemini."""
provider: genai.GenerativeModel
def _init_provider(self):
"""Initialize the client."""
genai.configure(api_key=self.genai_config.api_key)
return genai.GenerativeModel(self.genai_config.model)
def _send(self, prompt: str, images: list[bytes]) -> Optional[str]:
"""Submit a request to Gemini."""
data = [
{
"mime_type": "image/jpeg",
"data": img,
}
for img in images
] + [prompt]
try:
response = self.provider.generate_content(
data,
generation_config=genai.types.GenerationConfig(
candidate_count=1,
),
request_options=genai.types.RequestOptions(
timeout=self.timeout,
),
)
except GoogleAPICallError as e:
logger.warning("Gemini returned an error: %s", str(e))
return None
try:
description = response.text.strip()
except ValueError:
# No description was generated
return None
return description