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https://github.com/blakeblackshear/frigate.git
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Save genai response to metadata model
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parent
ca38705ea5
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29835909a6
@ -92,7 +92,7 @@ class ReviewDescriptionProcessor(PostProcessorApi):
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# kickoff analysis
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threading.Thread(
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target=self.run_analysis,
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target=run_analysis,
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args=(
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self.genai_client,
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camera,
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@ -102,23 +102,27 @@ class ReviewDescriptionProcessor(PostProcessorApi):
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).start()
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self.tracked_review_items.pop(id)
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def run_analysis(
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self,
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genai_client: GenAIClient,
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camera: str,
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final_data: dict[str, str],
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thumbs: list[bytes],
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) -> None:
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genai_client.generate_review_description(
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{
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"camera": camera,
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"objects": final_data["data"]["objects"],
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"recognized_objects": final_data["data"]["sub_labels"],
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"zones": final_data["data"]["zones"],
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"timestamp": datetime.datetime.fromtimestamp(final_data["end_time"]),
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},
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thumbs,
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)
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def handle_request(self, request_data):
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pass
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@staticmethod
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def run_analysis(
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genai_client: GenAIClient,
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camera: str,
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final_data: dict[str, str],
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thumbs: list[bytes],
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) -> None:
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metadata = genai_client.generate_review_description(
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{
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"camera": camera,
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"objects": final_data["data"]["objects"],
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"recognized_objects": final_data["data"]["sub_labels"],
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"zones": final_data["data"]["zones"],
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"timestamp": datetime.datetime.fromtimestamp(final_data["end_time"]),
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},
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thumbs,
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)
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if not metadata:
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return None
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@ -3,6 +3,7 @@
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import importlib
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import logging
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import os
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import re
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from typing import Any, Optional
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from playhouse.shortcuts import model_to_dict
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@ -36,7 +37,7 @@ class GenAIClient:
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def generate_review_description(
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self, review_data: dict[str, Any], thumbnails: list[bytes]
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) -> None:
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) -> ReviewMetadata | None:
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"""Generate a description for the review item activity."""
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context_prompt = f"""
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Please analyze the image(s), which are in chronological order, strictly from the perspective of the {review_data["camera"].replace("_", " ")} security camera.
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@ -68,8 +69,20 @@ class GenAIClient:
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- The JSON must strictly match this structure:
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{ReviewMetadata.model_json_schema()["properties"]}
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"""
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logger.info(f"processing {review_data}")
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logger.info(f"Got GenAI review: {self._send(context_prompt, thumbnails)}")
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response = self._send(context_prompt, thumbnails)
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if response:
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clean_json = re.sub(
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r"\n?```$", "", re.sub(r"^```[a-zA-Z0-9]*\n?", "", response)
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)
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try:
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return ReviewMetadata.model_validate_json(clean_json)
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except Exception:
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# rarely LLMs can fail to follow directions on output format
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return None
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else:
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return None
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def generate_object_description(
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self,
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