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https://github.com/blakeblackshear/frigate.git
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Add progress to UI when embeddings are reindexing
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@ -85,6 +85,7 @@ CLEAR_ONGOING_REVIEW_SEGMENTS = "clear_ongoing_review_segments"
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UPDATE_CAMERA_ACTIVITY = "update_camera_activity"
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UPDATE_EVENT_DESCRIPTION = "update_event_description"
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UPDATE_MODEL_STATE = "update_model_state"
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UPDATE_EMBEDDINGS_REINDEX_PROGRESS = "handle_embeddings_reindex_progress"
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# Stats Values
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@ -10,7 +10,7 @@ from playhouse.shortcuts import model_to_dict
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from frigate.comms.inter_process import InterProcessRequestor
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from frigate.config.semantic_search import SemanticSearchConfig
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from frigate.const import UPDATE_MODEL_STATE
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from frigate.const import UPDATE_EMBEDDINGS_REINDEX_PROGRESS, UPDATE_MODEL_STATE
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from frigate.db.sqlitevecq import SqliteVecQueueDatabase
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from frigate.models import Event
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from frigate.types import ModelStatusTypesEnum
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@ -165,19 +165,36 @@ class Embeddings:
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return embedding
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def reindex(self) -> None:
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logger.info("Indexing event embeddings...")
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logger.info("Indexing tracked object embeddings...")
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self._drop_tables()
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self._create_tables()
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st = time.time()
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totals = {
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"thumb": 0,
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"desc": 0,
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"thumbnails": 0,
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"descriptions": 0,
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"processed_objects": 0,
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"total_objects": 0,
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}
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self.requestor.send_data(UPDATE_EMBEDDINGS_REINDEX_PROGRESS, totals)
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# Get total count of events to process
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total_events = (
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Event.select()
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.where(
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(Event.has_clip == True | Event.has_snapshot == True)
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& Event.thumbnail.is_null(False)
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)
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.count()
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)
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totals["total_objects"] = total_events
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batch_size = 100
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current_page = 1
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processed_events = 0
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events = (
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Event.select()
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.where(
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@ -193,11 +210,27 @@ class Embeddings:
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for event in events:
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thumbnail = base64.b64decode(event.thumbnail)
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self.upsert_thumbnail(event.id, thumbnail)
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totals["thumb"] += 1
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totals["thumbnails"] += 1
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if description := event.data.get("description", "").strip():
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totals["desc"] += 1
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totals["descriptions"] += 1
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self.upsert_description(event.id, description)
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totals["processed_objects"] += 1
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# display progress debug message every batch_size events
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progress = (processed_events / total_events) * 100
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logger.debug(
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"Processed %d/%d events (%.2f%% complete) | Thumbnails: %d, Descriptions: %d",
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processed_events,
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total_events,
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progress,
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totals["thumbnails"],
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totals["descriptions"],
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)
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self.requestor.send_data(UPDATE_EMBEDDINGS_REINDEX_PROGRESS, totals)
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# Move to the next page
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current_page += 1
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events = (
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Event.select()
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@ -211,7 +244,8 @@ class Embeddings:
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logger.info(
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"Embedded %d thumbnails and %d descriptions in %s seconds",
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totals["thumb"],
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totals["desc"],
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totals["thumbnails"],
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totals["descriptions"],
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time.time() - st,
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)
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self.requestor.send_data(UPDATE_EMBEDDINGS_REINDEX_PROGRESS, totals)
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@ -2,6 +2,7 @@ import { baseUrl } from "./baseUrl";
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import { useCallback, useEffect, useState } from "react";
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import useWebSocket, { ReadyState } from "react-use-websocket";
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import {
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EmbeddingsReindexProgressType,
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FrigateCameraState,
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FrigateEvent,
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FrigateReview,
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@ -302,6 +303,42 @@ export function useModelState(
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return { payload: data ? data[model] : undefined };
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}
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export function useEmbeddingsReindexProgress(
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revalidateOnFocus: boolean = true,
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): {
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payload: EmbeddingsReindexProgressType;
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} {
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const {
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value: { payload },
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send: sendCommand,
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} = useWs("embeddings_reindex_progress", "embeddingsReindexProgress");
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const data = useDeepMemo(JSON.parse(payload as string));
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useEffect(() => {
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let listener = undefined;
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if (revalidateOnFocus) {
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sendCommand("embeddingsReindexProgress");
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listener = () => {
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if (document.visibilityState == "visible") {
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sendCommand("embeddingsReindexProgress");
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}
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};
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addEventListener("visibilitychange", listener);
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}
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return () => {
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if (listener) {
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removeEventListener("visibilitychange", listener);
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}
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};
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// we know that these deps are correct
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// eslint-disable-next-line react-hooks/exhaustive-deps
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}, [revalidateOnFocus]);
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return { payload: data };
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}
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export function useMotionActivity(camera: string): { payload: string } {
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const {
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value: { payload },
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@ -1,5 +1,10 @@
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import { useEventUpdate, useModelState } from "@/api/ws";
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import {
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useEmbeddingsReindexProgress,
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useEventUpdate,
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useModelState,
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} from "@/api/ws";
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import ActivityIndicator from "@/components/indicators/activity-indicator";
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import AnimatedCircularProgressBar from "@/components/ui/circular-progress-bar";
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import { useApiFilterArgs } from "@/hooks/use-api-filter";
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import { useTimezone } from "@/hooks/use-date-utils";
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import { FrigateConfig } from "@/types/frigateConfig";
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@ -182,6 +187,18 @@ export default function Explore() {
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// eslint-disable-next-line react-hooks/exhaustive-deps
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}, [eventUpdate]);
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// embeddings reindex progress
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const { payload: reindexProgress } = useEmbeddingsReindexProgress();
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const embeddingsReindexing = useMemo(
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() =>
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reindexProgress
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? reindexProgress.total_objects - reindexProgress.processed_objects > 0
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: undefined,
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[reindexProgress],
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);
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// model states
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const { payload: textModelState } = useModelState(
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@ -238,59 +255,101 @@ export default function Explore() {
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return (
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<>
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{config?.semantic_search.enabled && !allModelsLoaded ? (
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{config?.semantic_search.enabled &&
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(!allModelsLoaded || embeddingsReindexing) ? (
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<div className="absolute inset-0 left-1/2 top-1/2 flex h-96 w-96 -translate-x-1/2 -translate-y-1/2">
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<div className="flex flex-col items-center justify-center space-y-3 rounded-lg bg-background/50 p-5">
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<div className="flex max-w-96 flex-col items-center justify-center space-y-3 rounded-lg bg-background/50 p-5">
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<div className="my-5 flex flex-col items-center gap-2 text-xl">
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<TbExclamationCircle className="mb-3 size-10" />
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<div>Search Unavailable</div>
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</div>
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<div className="max-w-96 text-center">
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Frigate is downloading the necessary embeddings models to support
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semantic searching. This may take several minutes depending on the
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speed of your network connection.
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</div>
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<div className="flex w-96 flex-col gap-2 py-5">
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(visionModelState)}
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Vision model
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</div>
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(visionFeatureExtractorState)}
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Vision model feature extractor
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</div>
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(textModelState)}
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Text model
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</div>
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(textTokenizerState)}
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Text tokenizer
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</div>
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</div>
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{(textModelState === "error" ||
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textTokenizerState === "error" ||
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visionModelState === "error" ||
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visionFeatureExtractorState === "error") && (
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<div className="my-3 max-w-96 text-center text-danger">
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An error has occurred. Check Frigate logs.
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</div>
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{embeddingsReindexing && (
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<>
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<div className="text-center text-primary-variant">
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Search can be used after tracked object embeddings have
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finished reindexing.
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</div>
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<div className="pt-5 text-center">
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<AnimatedCircularProgressBar
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min={0}
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max={reindexProgress.total_objects}
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value={reindexProgress.processed_objects}
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gaugePrimaryColor="hsl(var(--selected))"
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gaugeSecondaryColor="hsl(var(--secondary))"
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/>
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</div>
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<div className="flex w-96 flex-col gap-2 py-5">
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<div className="flex flex-row items-center justify-center gap-3">
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<span className="text-primary-variant">
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Thumbnails embedded:
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</span>
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{reindexProgress.thumbnails}
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</div>
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<div className="flex flex-row items-center justify-center gap-3">
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<span className="text-primary-variant">
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Descriptions embedded:
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</span>
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{reindexProgress.descriptions}
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</div>
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<div className="flex flex-row items-center justify-center gap-3">
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<span className="text-primary-variant">
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Tracked objects processed:
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</span>
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{reindexProgress.processed_objects}
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</div>
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</div>
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</>
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)}
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{!allModelsLoaded && (
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<>
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<div className="text-center text-primary-variant">
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Frigate is downloading the necessary embeddings models to
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support semantic searching. This may take several minutes
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depending on the speed of your network connection.
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</div>
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<div className="flex w-96 flex-col gap-2 py-5">
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(visionModelState)}
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Vision model
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</div>
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(visionFeatureExtractorState)}
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Vision model feature extractor
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</div>
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(textModelState)}
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Text model
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</div>
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<div className="flex flex-row items-center justify-center gap-2">
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{renderModelStateIcon(textTokenizerState)}
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Text tokenizer
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</div>
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</div>
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{(textModelState === "error" ||
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textTokenizerState === "error" ||
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visionModelState === "error" ||
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visionFeatureExtractorState === "error") && (
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<div className="my-3 max-w-96 text-center text-danger">
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An error has occurred. Check Frigate logs.
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</div>
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)}
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<div className="text-center text-primary-variant">
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You may want to reindex the embeddings of your tracked objects
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once the models are downloaded.
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</div>
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<div className="flex items-center text-primary-variant">
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<Link
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to="https://docs.frigate.video/configuration/semantic_search"
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target="_blank"
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rel="noopener noreferrer"
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className="inline"
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>
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Read the documentation{" "}
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<LuExternalLink className="ml-2 inline-flex size-3" />
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</Link>
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</div>
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</>
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)}
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<div className="max-w-96 text-center">
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You may want to reindex the embeddings of your tracked objects
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once the models are downloaded.
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</div>
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<div className="flex max-w-96 items-center text-primary-variant">
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<Link
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to="https://docs.frigate.video/configuration/semantic_search"
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target="_blank"
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rel="noopener noreferrer"
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className="inline"
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>
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Read the documentation{" "}
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<LuExternalLink className="ml-2 inline-flex size-3" />
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</Link>
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</div>
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</div>
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</div>
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) : (
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@ -62,4 +62,11 @@ export type ModelState =
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| "downloaded"
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| "error";
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export type EmbeddingsReindexProgressType = {
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thumbnails: number;
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descriptions: number;
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processed_objects: number;
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total_objects: number;
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};
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export type ToggleableSetting = "ON" | "OFF";
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