write prompts for genai at the camera level (#13767)

This commit is contained in:
Josh Hawkins
2024-09-16 09:46:11 -05:00
committed by GitHub
parent 06ccf7e9e9
commit e3edcf057c
5 changed files with 46 additions and 10 deletions

View File

@@ -763,8 +763,14 @@ class GenAIConfig(FrigateBaseModel):
object_prompts: Dict[str, str] = Field(default={}, title="Object specific prompts.")
class GenAICameraConfig(FrigateBaseModel):
# uses BaseModel because some global attributes are not available at the camera level
class GenAICameraConfig(BaseModel):
enabled: bool = Field(default=False, title="Enable GenAI for camera.")
prompt: str = Field(
default="Describe the {label} in the sequence of images with as much detail as possible. Do not describe the background.",
title="Default caption prompt.",
)
object_prompts: Dict[str, str] = Field(default={}, title="Object specific prompts.")
class AudioConfig(FrigateBaseModel):
@@ -1520,7 +1526,7 @@ class FrigateConfig(FrigateBaseModel):
"live": ...,
"objects": ...,
"review": ...,
"genai": {"enabled"},
"genai": ...,
"motion": ...,
"detect": ...,
"ffmpeg": ...,

View File

@@ -171,8 +171,11 @@ class EmbeddingMaintainer(threading.Thread):
self, event: Event, thumbnails: list[bytes], metadata: dict
) -> None:
"""Embed the description for an event."""
camera_config = self.config.cameras[event.camera]
description = self.genai_client.generate_description(thumbnails, metadata)
description = self.genai_client.generate_description(
camera_config, thumbnails, metadata
)
if description is None:
logger.debug("Failed to generate description for %s", event.id)

View File

@@ -4,7 +4,7 @@ import importlib
import os
from typing import Optional
from frigate.config import GenAIConfig, GenAIProviderEnum
from frigate.config import CameraConfig, GenAIConfig, GenAIProviderEnum
PROVIDERS = {}
@@ -28,11 +28,14 @@ class GenAIClient:
self.provider = self._init_provider()
def generate_description(
self, thumbnails: list[bytes], metadata: dict[str, any]
self,
camera_config: CameraConfig,
thumbnails: list[bytes],
metadata: dict[str, any],
) -> Optional[str]:
"""Generate a description for the frame."""
prompt = self.genai_config.object_prompts.get(
metadata["label"], self.genai_config.prompt
prompt = camera_config.genai.object_prompts.get(
metadata["label"], camera_config.genai.prompt
).format(**metadata)
return self._send(prompt, thumbnails)