blakeblackshear.frigate/web/src/pages/FaceLibrary.tsx
Nicolas Mowen dff6a20764 Implement face recognition training in UI (#15786)
* Rename debug to train

* Add api to train image as person

* Cleanup model running

* Formatting

* Fix

* Set face recognition page title
2025-01-18 21:34:09 -07:00

412 lines
12 KiB
TypeScript

import { baseUrl } from "@/api/baseUrl";
import AddFaceIcon from "@/components/icons/AddFaceIcon";
import UploadImageDialog from "@/components/overlay/dialog/UploadImageDialog";
import { Button } from "@/components/ui/button";
import {
DropdownMenu,
DropdownMenuContent,
DropdownMenuItem,
DropdownMenuLabel,
DropdownMenuTrigger,
} from "@/components/ui/dropdown-menu";
import { ScrollArea, ScrollBar } from "@/components/ui/scroll-area";
import { Toaster } from "@/components/ui/sonner";
import { ToggleGroup, ToggleGroupItem } from "@/components/ui/toggle-group";
import {
Tooltip,
TooltipContent,
TooltipTrigger,
} from "@/components/ui/tooltip";
import useOptimisticState from "@/hooks/use-optimistic-state";
import axios from "axios";
import { useCallback, useEffect, useMemo, useRef, useState } from "react";
import { LuImagePlus, LuTrash2 } from "react-icons/lu";
import { toast } from "sonner";
import useSWR from "swr";
export default function FaceLibrary() {
// title
useEffect(() => {
document.title = "Face Library - Frigate";
}, []);
const [page, setPage] = useState<string>();
const [pageToggle, setPageToggle] = useOptimisticState(page, setPage, 100);
const tabsRef = useRef<HTMLDivElement | null>(null);
// face data
const { data: faceData, mutate: refreshFaces } = useSWR("faces");
const faces = useMemo<string[]>(
() =>
faceData ? Object.keys(faceData).filter((face) => face != "train") : [],
[faceData],
);
const faceImages = useMemo<string[]>(
() => (pageToggle && faceData ? faceData[pageToggle] : []),
[pageToggle, faceData],
);
const trainImages = useMemo<string[]>(
() => faceData?.["train"] || [],
[faceData],
);
useEffect(() => {
if (!pageToggle) {
if (trainImages.length > 0) {
setPageToggle("train");
} else if (faces) {
setPageToggle(faces[0]);
}
} else if (pageToggle == "train" && trainImages.length == 0) {
setPageToggle(faces[0]);
}
// we need to listen on the value of the faces list
// eslint-disable-next-line react-hooks/exhaustive-deps
}, [trainImages, faces]);
// upload
const [upload, setUpload] = useState(false);
const onUploadImage = useCallback(
(file: File) => {
const formData = new FormData();
formData.append("file", file);
axios
.post(`faces/${pageToggle}`, formData, {
headers: {
"Content-Type": "multipart/form-data",
},
})
.then((resp) => {
if (resp.status == 200) {
setUpload(false);
refreshFaces();
toast.success(
"Successfully uploaded image. View the file in the /exports folder.",
{ position: "top-center" },
);
}
})
.catch((error) => {
if (error.response?.data?.message) {
toast.error(
`Failed to upload image: ${error.response.data.message}`,
{ position: "top-center" },
);
} else {
toast.error(`Failed to upload image: ${error.message}`, {
position: "top-center",
});
}
});
},
[pageToggle, refreshFaces],
);
return (
<div className="flex size-full flex-col p-2">
<Toaster />
<UploadImageDialog
open={upload}
title="Upload Face Image"
description={`Upload an image to scan for faces and include for ${pageToggle}`}
setOpen={setUpload}
onSave={onUploadImage}
/>
<div className="relative flex h-11 w-full items-center justify-between">
<ScrollArea className="w-full whitespace-nowrap">
<div ref={tabsRef} className="flex flex-row">
<ToggleGroup
className="*:rounded-md *:px-3 *:py-4"
type="single"
size="sm"
value={pageToggle}
onValueChange={(value: string) => {
if (value) {
setPageToggle(value);
}
}}
>
{trainImages.length > 0 && (
<>
<ToggleGroupItem
value="train"
className={`flex scroll-mx-10 items-center justify-between gap-2 ${pageToggle == "train" ? "" : "*:text-muted-foreground"}`}
data-nav-item="train"
aria-label="Select train"
>
<div>Train</div>
</ToggleGroupItem>
<div>|</div>
</>
)}
{Object.values(faces).map((item) => (
<ToggleGroupItem
key={item}
className={`flex scroll-mx-10 items-center justify-between gap-2 ${pageToggle == item ? "" : "*:text-muted-foreground"}`}
value={item}
data-nav-item={item}
aria-label={`Select ${item}`}
>
<div className="capitalize">{item}</div>
</ToggleGroupItem>
))}
</ToggleGroup>
<ScrollBar orientation="horizontal" className="h-0" />
</div>
</ScrollArea>
</div>
{pageToggle &&
(pageToggle == "train" ? (
<TrainingGrid
attemptImages={trainImages}
faceNames={faces}
onRefresh={refreshFaces}
/>
) : (
<FaceGrid
faceImages={faceImages}
pageToggle={pageToggle}
setUpload={setUpload}
onRefresh={refreshFaces}
/>
))}
</div>
);
}
type TrainingGridProps = {
attemptImages: string[];
faceNames: string[];
onRefresh: () => void;
};
function TrainingGrid({
attemptImages,
faceNames,
onRefresh,
}: TrainingGridProps) {
return (
<div className="scrollbar-container flex flex-wrap gap-2 overflow-y-scroll">
{attemptImages.map((image: string) => (
<FaceAttempt
key={image}
image={image}
faceNames={faceNames}
onRefresh={onRefresh}
/>
))}
</div>
);
}
type FaceAttemptProps = {
image: string;
faceNames: string[];
onRefresh: () => void;
};
function FaceAttempt({ image, faceNames, onRefresh }: FaceAttemptProps) {
const data = useMemo(() => {
const parts = image.split("-");
return {
eventId: `${parts[0]}-${parts[1]}`,
name: parts[2],
score: parts[3],
};
}, [image]);
const onTrainAttempt = useCallback(
(trainName: string) => {
axios
.post(`/faces/train/${trainName}/classify`, { training_file: image })
.then((resp) => {
if (resp.status == 200) {
toast.success(`Successfully trained face.`, {
position: "top-center",
});
onRefresh();
}
})
.catch((error) => {
if (error.response?.data?.message) {
toast.error(`Failed to train: ${error.response.data.message}`, {
position: "top-center",
});
} else {
toast.error(`Failed to train: ${error.message}`, {
position: "top-center",
});
}
});
},
[image, onRefresh],
);
const onDelete = useCallback(() => {
axios
.post(`/faces/train/delete`, { ids: [image] })
.then((resp) => {
if (resp.status == 200) {
toast.success(`Successfully deleted face.`, {
position: "top-center",
});
onRefresh();
}
})
.catch((error) => {
if (error.response?.data?.message) {
toast.error(`Failed to delete: ${error.response.data.message}`, {
position: "top-center",
});
} else {
toast.error(`Failed to delete: ${error.message}`, {
position: "top-center",
});
}
});
}, [image, onRefresh]);
return (
<div className="relative flex flex-col rounded-lg">
<div className="w-full overflow-hidden rounded-t-lg border border-t-0 *:text-card-foreground">
<img className="h-40" src={`${baseUrl}clips/faces/train/${image}`} />
</div>
<div className="rounded-b-lg bg-card p-2">
<div className="flex w-full flex-row items-center justify-between gap-2">
<div className="flex flex-col items-start text-xs text-primary-variant">
<div className="capitalize">{data.name}</div>
<div>{Number.parseFloat(data.score) * 100}%</div>
</div>
<div className="flex flex-row items-start justify-end gap-5 md:gap-4">
<Tooltip>
<DropdownMenu>
<DropdownMenuTrigger>
<TooltipTrigger>
<AddFaceIcon className="size-5 cursor-pointer text-primary-variant hover:text-primary" />
</TooltipTrigger>
</DropdownMenuTrigger>
<DropdownMenuContent>
<DropdownMenuLabel>Train Face as:</DropdownMenuLabel>
{faceNames.map((faceName) => (
<DropdownMenuItem
key={faceName}
className="cursor-pointer capitalize"
onClick={() => onTrainAttempt(faceName)}
>
{faceName}
</DropdownMenuItem>
))}
</DropdownMenuContent>
</DropdownMenu>
<TooltipContent>Train Face as Person</TooltipContent>
</Tooltip>
<Tooltip>
<TooltipTrigger>
<LuTrash2
className="size-5 cursor-pointer text-primary-variant hover:text-primary"
onClick={onDelete}
/>
</TooltipTrigger>
<TooltipContent>Delete Face Attempt</TooltipContent>
</Tooltip>
</div>
</div>
</div>
</div>
);
}
type FaceGridProps = {
faceImages: string[];
pageToggle: string;
setUpload: (upload: boolean) => void;
onRefresh: () => void;
};
function FaceGrid({
faceImages,
pageToggle,
setUpload,
onRefresh,
}: FaceGridProps) {
return (
<div className="scrollbar-container flex flex-wrap gap-2 overflow-y-scroll">
{faceImages.map((image: string) => (
<FaceImage
key={image}
name={pageToggle}
image={image}
onRefresh={onRefresh}
/>
))}
<Button key="upload" className="size-40" onClick={() => setUpload(true)}>
<LuImagePlus className="size-10" />
</Button>
</div>
);
}
type FaceImageProps = {
name: string;
image: string;
onRefresh: () => void;
};
function FaceImage({ name, image, onRefresh }: FaceImageProps) {
const onDelete = useCallback(() => {
axios
.post(`/faces/${name}/delete`, { ids: [image] })
.then((resp) => {
if (resp.status == 200) {
toast.success(`Successfully deleted face.`, {
position: "top-center",
});
onRefresh();
}
})
.catch((error) => {
if (error.response?.data?.message) {
toast.error(`Failed to delete: ${error.response.data.message}`, {
position: "top-center",
});
} else {
toast.error(`Failed to delete: ${error.message}`, {
position: "top-center",
});
}
});
}, [name, image, onRefresh]);
return (
<div className="relative flex flex-col rounded-lg">
<div className="w-full overflow-hidden rounded-t-lg border border-t-0 *:text-card-foreground">
<img className="h-40" src={`${baseUrl}clips/faces/${name}/${image}`} />
</div>
<div className="rounded-b-lg bg-card p-2">
<div className="flex w-full flex-row items-center justify-between gap-2">
<div className="flex flex-col items-start text-xs text-primary-variant">
<div className="capitalize">{name}</div>
</div>
<div className="flex flex-row items-start justify-end gap-5 md:gap-4">
<Tooltip>
<TooltipTrigger>
<LuTrash2
className="size-5 cursor-pointer text-primary-variant hover:text-primary"
onClick={onDelete}
/>
</TooltipTrigger>
<TooltipContent>Delete Face Attempt</TooltipContent>
</Tooltip>
</div>
</div>
</div>
</div>
);
}