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feat: update UI using VITE+React without streamlit, #22

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Files changed (23) hide show
  1. frontend/.gitignore +3 -0
  2. frontend/index.html +18 -0
  3. frontend/logs/pipeline_20260523.log +20 -0
  4. frontend/logs/pipeline_20260524.log +3 -0
  5. frontend/package-lock.json +2302 -0
  6. frontend/package.json +24 -0
  7. frontend/src/App.tsx +22 -0
  8. frontend/src/api/client.ts +77 -0
  9. frontend/src/components/CommentRow.tsx +32 -0
  10. frontend/src/components/Layout.tsx +23 -0
  11. frontend/src/components/SuggestedRail.tsx +33 -0
  12. frontend/src/context/AppContext.tsx +51 -0
  13. frontend/src/hooks/useDebouncedPredict.ts +34 -0
  14. frontend/src/index.css +564 -0
  15. frontend/src/main.tsx +10 -0
  16. frontend/src/pages/HubPage.tsx +107 -0
  17. frontend/src/pages/SettingsPage.tsx +133 -0
  18. frontend/src/pages/WatchPage.tsx +249 -0
  19. frontend/src/types/api.ts +47 -0
  20. frontend/src/utils/toxicity.ts +14 -0
  21. frontend/tsconfig.json +21 -0
  22. frontend/tsconfig.node.json +10 -0
  23. frontend/vite.config.ts +18 -0
frontend/.gitignore ADDED
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+ node_modules
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+ dist
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+ *.local
frontend/index.html ADDED
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8" />
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+ <title>youtube_hate_detector</title>
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+ <link rel="preconnect" href="https://fonts.googleapis.com" />
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+ <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
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+ <link
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+ href="https://fonts.googleapis.com/css2?family=Roboto:wght@400;500;700&display=swap"
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+ rel="stylesheet"
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+ />
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+ </head>
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+ <body>
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+ <div id="root"></div>
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+ <script type="module" src="/src/main.tsx"></script>
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+ </body>
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+ </html>
frontend/logs/pipeline_20260523.log ADDED
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+ 2026-05-23 22:06:09 | INFO | src.api.main | Starting youtube_hate_detector API — model: LR + TF-IDF (local)
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+ 2026-05-23 22:06:11 | INFO | src.api.main | Model warm-up complete
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+ 2026-05-23 22:09:18 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 22:09:56 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 22:10:21 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:08:59 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:24 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:26 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:26 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:27 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:28 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:28 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:10:58 | INFO | src.api.main | API shutdown
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+ 2026-05-23 23:12:49 | INFO | src.api.main | Starting youtube_hate_detector API — model: LR + TF-IDF (local)
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+ 2026-05-23 23:12:51 | INFO | src.api.main | Model warm-up complete
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+ 2026-05-23 23:12:52 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:12:57 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:13:00 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:13:01 | WARNING | src.api.youtube | YOUTUBE_API_KEY not set — using demo comments
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+ 2026-05-23 23:27:19 | INFO | src.api.main | API shutdown
frontend/logs/pipeline_20260524.log ADDED
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+ 2026-05-24 15:06:47 | INFO | src.api.main | Starting youtube_hate_detector API — model: LR + TF-IDF (local)
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+ 2026-05-24 15:06:54 | INFO | src.api.main | Model warm-up complete
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+ 2026-05-24 15:07:02 | INFO | src.api.main | API shutdown
frontend/package-lock.json ADDED
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2240
+ "url": "https://github.com/vitejs/vite?sponsor=1"
2241
+ },
2242
+ "optionalDependencies": {
2243
+ "fsevents": "~2.3.3"
2244
+ },
2245
+ "peerDependencies": {
2246
+ "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
2247
+ "jiti": ">=1.21.0",
2248
+ "less": "*",
2249
+ "lightningcss": "^1.21.0",
2250
+ "sass": "*",
2251
+ "sass-embedded": "*",
2252
+ "stylus": "*",
2253
+ "sugarss": "*",
2254
+ "terser": "^5.16.0",
2255
+ "tsx": "^4.8.1",
2256
+ "yaml": "^2.4.2"
2257
+ },
2258
+ "peerDependenciesMeta": {
2259
+ "@types/node": {
2260
+ "optional": true
2261
+ },
2262
+ "jiti": {
2263
+ "optional": true
2264
+ },
2265
+ "less": {
2266
+ "optional": true
2267
+ },
2268
+ "lightningcss": {
2269
+ "optional": true
2270
+ },
2271
+ "sass": {
2272
+ "optional": true
2273
+ },
2274
+ "sass-embedded": {
2275
+ "optional": true
2276
+ },
2277
+ "stylus": {
2278
+ "optional": true
2279
+ },
2280
+ "sugarss": {
2281
+ "optional": true
2282
+ },
2283
+ "terser": {
2284
+ "optional": true
2285
+ },
2286
+ "tsx": {
2287
+ "optional": true
2288
+ },
2289
+ "yaml": {
2290
+ "optional": true
2291
+ }
2292
+ }
2293
+ },
2294
+ "node_modules/yallist": {
2295
+ "version": "3.1.1",
2296
+ "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
2297
+ "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
2298
+ "dev": true,
2299
+ "license": "ISC"
2300
+ }
2301
+ }
2302
+ }
frontend/package.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "youtube_hate_detector-ui",
3
+ "private": true,
4
+ "version": "1.0.0",
5
+ "type": "module",
6
+ "scripts": {
7
+ "dev": "vite",
8
+ "build": "vite build",
9
+ "preview": "vite preview"
10
+ },
11
+ "dependencies": {
12
+ "react": "^19.0.0",
13
+ "react-dom": "^19.0.0",
14
+ "react-router-dom": "^7.1.0",
15
+ "recharts": "^2.15.0"
16
+ },
17
+ "devDependencies": {
18
+ "@types/react": "^19.0.0",
19
+ "@types/react-dom": "^19.0.0",
20
+ "@vitejs/plugin-react": "^4.3.4",
21
+ "typescript": "~5.7.2",
22
+ "vite": "^6.0.0"
23
+ }
24
+ }
frontend/src/App.tsx ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { BrowserRouter, Route, Routes } from "react-router-dom";
2
+ import { Layout } from "./components/Layout";
3
+ import { AppProvider } from "./context/AppContext";
4
+ import { HubPage } from "./pages/HubPage";
5
+ import { SettingsPage } from "./pages/SettingsPage";
6
+ import { WatchPage } from "./pages/WatchPage";
7
+
8
+ export default function App() {
9
+ return (
10
+ <AppProvider>
11
+ <BrowserRouter>
12
+ <Routes>
13
+ <Route element={<Layout />}>
14
+ <Route index element={<WatchPage />} />
15
+ <Route path="hub" element={<HubPage />} />
16
+ <Route path="settings" element={<SettingsPage />} />
17
+ </Route>
18
+ </Routes>
19
+ </BrowserRouter>
20
+ </AppProvider>
21
+ );
22
+ }
frontend/src/api/client.ts ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import type {
2
+ ModelStatusEntry,
3
+ PredictResponse,
4
+ SuggestedVideo,
5
+ VideoResponse,
6
+ } from "../types/api";
7
+
8
+ const BASE = import.meta.env.VITE_API_BASE_URL ?? "";
9
+
10
+ function parseApiError(body: unknown, fallback: string): string {
11
+ if (!body || typeof body !== "object") return fallback;
12
+ const detail = (body as { detail?: unknown }).detail;
13
+ if (typeof detail === "string") return detail;
14
+ if (Array.isArray(detail)) {
15
+ return detail
16
+ .map((item) => {
17
+ if (item && typeof item === "object" && "msg" in item) {
18
+ return String((item as { msg: unknown }).msg);
19
+ }
20
+ return String(item);
21
+ })
22
+ .join("; ");
23
+ }
24
+ return fallback;
25
+ }
26
+
27
+ async function request<T>(path: string, init?: RequestInit): Promise<T> {
28
+ const res = await fetch(`${BASE}${path}`, {
29
+ ...init,
30
+ headers: { "Content-Type": "application/json", ...init?.headers },
31
+ });
32
+ if (!res.ok) {
33
+ const err = await res.json().catch(() => ({}));
34
+ throw new Error(parseApiError(err, res.statusText));
35
+ }
36
+ return res.json() as Promise<T>;
37
+ }
38
+
39
+ export function predict(text: string, threshold: number) {
40
+ return request<PredictResponse>("/predict", {
41
+ method: "POST",
42
+ body: JSON.stringify({ text, threshold }),
43
+ });
44
+ }
45
+
46
+ export function predictVideo(url: string, maxComments: number, threshold: number) {
47
+ return request<VideoResponse>("/predict-video", {
48
+ method: "POST",
49
+ body: JSON.stringify({ url, max_comments: maxComments, threshold }),
50
+ });
51
+ }
52
+
53
+ export function getModels() {
54
+ return request<{ available: string[]; active: string }>("/models");
55
+ }
56
+
57
+ export function getModelsStatus() {
58
+ return request<{ models: ModelStatusEntry[]; active: string }>("/models/status");
59
+ }
60
+
61
+ export function setModel(name: string) {
62
+ return request<{ message: string; model: string }>(`/model/${encodeURIComponent(name)}`, {
63
+ method: "PUT",
64
+ });
65
+ }
66
+
67
+ export function getSuggestedVideos() {
68
+ return request<{ videos: SuggestedVideo[]; max_comments: number }>("/videos/suggested");
69
+ }
70
+
71
+ export function getModelInfo() {
72
+ return request<{
73
+ name: string;
74
+ description: string;
75
+ predictions_served: number;
76
+ }>("/model-info");
77
+ }
frontend/src/components/CommentRow.tsx ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { formatPct, toxicityColor } from "../utils/toxicity";
2
+ import type { CommentItem } from "../types/api";
3
+
4
+ type Props = { comment: CommentItem };
5
+
6
+ export function CommentRow({ comment }: Props) {
7
+ const color = toxicityColor(comment.probability);
8
+ return (
9
+ <div className={`comment-row ${comment.is_toxic ? "toxic" : "safe"}`}>
10
+ <div className={`avatar ${comment.is_toxic ? "toxic" : ""}`}>
11
+ {comment.user.charAt(0).toUpperCase()}
12
+ </div>
13
+ <div className="comment-body">
14
+ <div className="comment-meta">
15
+ <span className="comment-user">@{comment.user}</span>
16
+ <span className="comment-time">{comment.time}</span>
17
+ <span className={`badge ${comment.is_toxic ? "badge-toxic" : "badge-safe"}`}>
18
+ {comment.is_toxic ? "Toxic" : "Safe"}
19
+ </span>
20
+ <span className="comment-pct" style={{ color }}>
21
+ {formatPct(comment.probability)}
22
+ </span>
23
+ </div>
24
+ <p className="comment-text">{comment.text}</p>
25
+ {comment.is_toxic && <p className="flagged">Flagged for review</p>}
26
+ {comment.labels.length > 0 && (
27
+ <p className="comment-labels">{comment.labels.join(" · ")}</p>
28
+ )}
29
+ </div>
30
+ </div>
31
+ );
32
+ }
frontend/src/components/Layout.tsx ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { NavLink, Outlet } from "react-router-dom";
2
+
3
+ export function Layout() {
4
+ return (
5
+ <div className="app-shell">
6
+ <nav className="sidebar">
7
+ <div className="logo">youtube_hate_detector</div>
8
+ <NavLink to="/" end className={({ isActive }) => (isActive ? "nav active" : "nav")}>
9
+ Watch
10
+ </NavLink>
11
+ <NavLink to="/hub" className={({ isActive }) => (isActive ? "nav active" : "nav")}>
12
+ Moderator Hub
13
+ </NavLink>
14
+ <NavLink to="/settings" className={({ isActive }) => (isActive ? "nav active" : "nav")}>
15
+ Settings
16
+ </NavLink>
17
+ </nav>
18
+ <main className="main-content">
19
+ <Outlet />
20
+ </main>
21
+ </div>
22
+ );
23
+ }
frontend/src/components/SuggestedRail.tsx ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import type { SuggestedVideo } from "../types/api";
2
+
3
+ type Props = {
4
+ videos: SuggestedVideo[];
5
+ activeId: string | null;
6
+ loadingId: string | null;
7
+ onSelect: (video: SuggestedVideo) => void;
8
+ };
9
+
10
+ export function SuggestedRail({ videos, activeId, loadingId, onSelect }: Props) {
11
+ return (
12
+ <aside className="suggested-rail">
13
+ <p className="rail-title">Up next</p>
14
+ {videos.map((v) => (
15
+ <button
16
+ key={v.id}
17
+ type="button"
18
+ className={`suggested-card ${activeId === v.id ? "active" : ""}`}
19
+ onClick={() => onSelect(v)}
20
+ disabled={loadingId === v.id}
21
+ >
22
+ <img src={v.thumbnail_url} alt="" className="suggested-thumb" />
23
+ <div className="suggested-info">
24
+ <p className="suggested-title">{v.title}</p>
25
+ <p className="suggested-channel">{v.channel_title}</p>
26
+ {!v.embeddable && <span className="embed-badge">External only</span>}
27
+ {loadingId === v.id && <span className="loading-tag">Loading comments…</span>}
28
+ </div>
29
+ </button>
30
+ ))}
31
+ </aside>
32
+ );
33
+ }
frontend/src/context/AppContext.tsx ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import {
2
+ createContext,
3
+ useCallback,
4
+ useContext,
5
+ useMemo,
6
+ useState,
7
+ type ReactNode,
8
+ } from "react";
9
+
10
+ export type HubEntry = {
11
+ user: string;
12
+ snippet: string;
13
+ score: number;
14
+ action: string;
15
+ };
16
+
17
+ type AppContextValue = {
18
+ threshold: number;
19
+ setThreshold: (v: number) => void;
20
+ hubHistory: HubEntry[];
21
+ addHubEntry: (entry: HubEntry) => void;
22
+ };
23
+
24
+ const AppContext = createContext<AppContextValue | null>(null);
25
+
26
+ export function AppProvider({ children }: { children: ReactNode }) {
27
+ const [threshold, setThreshold] = useState(0.5);
28
+ const [hubHistory, setHubHistory] = useState<HubEntry[]>([]);
29
+
30
+ const addHubEntry = useCallback((entry: HubEntry) => {
31
+ setHubHistory((prev) => [entry, ...prev].slice(0, 100));
32
+ }, []);
33
+
34
+ const value = useMemo(
35
+ () => ({
36
+ threshold,
37
+ setThreshold,
38
+ hubHistory,
39
+ addHubEntry,
40
+ }),
41
+ [threshold, hubHistory, addHubEntry]
42
+ );
43
+
44
+ return <AppContext.Provider value={value}>{children}</AppContext.Provider>;
45
+ }
46
+
47
+ export function useApp() {
48
+ const ctx = useContext(AppContext);
49
+ if (!ctx) throw new Error("useApp must be used within AppProvider");
50
+ return ctx;
51
+ }
frontend/src/hooks/useDebouncedPredict.ts ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { useEffect, useRef, useState } from "react";
2
+ import { predict } from "../api/client";
3
+ import type { PredictResponse } from "../types/api";
4
+
5
+ export function useDebouncedPredict(text: string, threshold: number, delayMs = 400) {
6
+ const [result, setResult] = useState<PredictResponse | null>(null);
7
+ const [loading, setLoading] = useState(false);
8
+ const [error, setError] = useState<string | null>(null);
9
+ const abortRef = useRef<AbortController | null>(null);
10
+
11
+ useEffect(() => {
12
+ const trimmed = text.trim();
13
+ if (!trimmed) {
14
+ setResult(null);
15
+ setError(null);
16
+ setLoading(false);
17
+ return;
18
+ }
19
+
20
+ const timer = setTimeout(() => {
21
+ abortRef.current?.abort();
22
+ setLoading(true);
23
+ setError(null);
24
+ predict(trimmed, threshold)
25
+ .then(setResult)
26
+ .catch((e: Error) => setError(e.message))
27
+ .finally(() => setLoading(false));
28
+ }, delayMs);
29
+
30
+ return () => clearTimeout(timer);
31
+ }, [text, threshold, delayMs]);
32
+
33
+ return { result, loading, error };
34
+ }
frontend/src/index.css ADDED
@@ -0,0 +1,564 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ :root {
2
+ --yt-bg: #0f0f0f;
3
+ --yt-surface: #212121;
4
+ --yt-text: #f1f1f1;
5
+ --yt-muted: #aaaaaa;
6
+ --yt-accent: #3ea6ff;
7
+ --yt-red: #ff4e45;
8
+ --yt-green: #2ba640;
9
+ font-family: Roboto, Arial, sans-serif;
10
+ color: var(--yt-text);
11
+ background: var(--yt-bg);
12
+ }
13
+
14
+ * {
15
+ box-sizing: border-box;
16
+ }
17
+
18
+ body {
19
+ margin: 0;
20
+ min-height: 100vh;
21
+ }
22
+
23
+ .app-shell {
24
+ display: flex;
25
+ min-height: 100vh;
26
+ }
27
+
28
+ .sidebar {
29
+ width: 240px;
30
+ background: #0f0f0f;
31
+ border-right: 1px solid #303030;
32
+ padding: 1rem 0.75rem;
33
+ display: flex;
34
+ flex-direction: column;
35
+ gap: 0.25rem;
36
+ flex-shrink: 0;
37
+ }
38
+
39
+ .logo {
40
+ font-weight: 700;
41
+ font-size: 0.95rem;
42
+ padding: 0.5rem 0.75rem 1rem;
43
+ color: #fff;
44
+ word-break: break-word;
45
+ }
46
+
47
+ .nav {
48
+ color: var(--yt-muted);
49
+ text-decoration: none;
50
+ padding: 0.6rem 0.75rem;
51
+ border-radius: 10px;
52
+ font-size: 0.9rem;
53
+ }
54
+
55
+ .nav:hover,
56
+ .nav.active {
57
+ background: #272727;
58
+ color: #fff;
59
+ }
60
+
61
+ .main-content {
62
+ flex: 1;
63
+ overflow-x: hidden;
64
+ }
65
+
66
+ .watch-page {
67
+ padding: 1.5rem 1.5rem 3rem;
68
+ }
69
+
70
+ .watch-grid {
71
+ display: grid;
72
+ grid-template-columns: 1fr 400px;
73
+ gap: 1.5rem;
74
+ align-items: start;
75
+ }
76
+
77
+ @media (max-width: 1100px) {
78
+ .watch-grid {
79
+ grid-template-columns: 1fr;
80
+ }
81
+ }
82
+
83
+ .staged-player {
84
+ width: 100%;
85
+ aspect-ratio: 16 / 9;
86
+ background: #000;
87
+ border-radius: 12px;
88
+ overflow: hidden;
89
+ }
90
+
91
+ .player-poster {
92
+ width: 100%;
93
+ height: 100%;
94
+ background: linear-gradient(135deg, #1a1a2e 0%, #16213e 50%, #0f3460 100%);
95
+ display: flex;
96
+ flex-direction: column;
97
+ align-items: center;
98
+ justify-content: center;
99
+ gap: 0.75rem;
100
+ }
101
+
102
+ .player-hint {
103
+ color: var(--yt-muted);
104
+ font-size: 0.9rem;
105
+ margin: 0;
106
+ }
107
+
108
+ .player-iframe {
109
+ width: 100%;
110
+ height: 100%;
111
+ border: 0;
112
+ display: block;
113
+ }
114
+
115
+ .player-fallback {
116
+ display: flex;
117
+ flex-direction: column;
118
+ align-items: center;
119
+ justify-content: center;
120
+ width: 100%;
121
+ height: 100%;
122
+ text-decoration: none;
123
+ color: inherit;
124
+ position: relative;
125
+ background: #000;
126
+ }
127
+
128
+ .player-fallback-thumb {
129
+ width: 100%;
130
+ height: 100%;
131
+ object-fit: cover;
132
+ opacity: 0.75;
133
+ }
134
+
135
+ .player-fallback-cta {
136
+ position: absolute;
137
+ bottom: 1rem;
138
+ background: rgba(0, 0, 0, 0.85);
139
+ padding: 0.5rem 1rem;
140
+ border-radius: 8px;
141
+ font-size: 0.9rem;
142
+ color: var(--yt-accent);
143
+ }
144
+
145
+ .play-icon {
146
+ width: 68px;
147
+ height: 48px;
148
+ background: rgba(255, 255, 255, 0.9);
149
+ color: #000;
150
+ border-radius: 12px;
151
+ display: flex;
152
+ align-items: center;
153
+ justify-content: center;
154
+ font-size: 1.25rem;
155
+ }
156
+
157
+ .video-title {
158
+ font-size: 1.25rem;
159
+ font-weight: 600;
160
+ margin: 0.75rem 0 0.35rem;
161
+ line-height: 1.4;
162
+ word-break: break-word;
163
+ display: -webkit-box;
164
+ -webkit-line-clamp: 3;
165
+ -webkit-box-orient: vertical;
166
+ overflow: hidden;
167
+ }
168
+
169
+ .video-meta {
170
+ color: var(--yt-muted);
171
+ font-size: 0.85rem;
172
+ margin: 0;
173
+ }
174
+
175
+ .channel-row {
176
+ display: flex;
177
+ align-items: center;
178
+ gap: 0.75rem;
179
+ margin: 1rem 0;
180
+ padding-bottom: 1rem;
181
+ border-bottom: 1px solid #303030;
182
+ }
183
+
184
+ .channel-avatar {
185
+ width: 40px;
186
+ height: 40px;
187
+ border-radius: 50%;
188
+ background: var(--yt-red);
189
+ display: flex;
190
+ align-items: center;
191
+ justify-content: center;
192
+ font-weight: 700;
193
+ }
194
+
195
+ .channel-name {
196
+ margin: 0;
197
+ font-weight: 500;
198
+ }
199
+
200
+ .info-banner {
201
+ font-size: 0.85rem;
202
+ color: var(--yt-muted);
203
+ background: #1a2a3a;
204
+ border: 1px solid #303030;
205
+ border-radius: 8px;
206
+ padding: 0.6rem 0.85rem;
207
+ margin: 0.5rem 0 0.75rem;
208
+ }
209
+
210
+ .info-banner.dismissible {
211
+ display: flex;
212
+ align-items: flex-start;
213
+ justify-content: space-between;
214
+ gap: 0.75rem;
215
+ color: var(--yt-text);
216
+ }
217
+
218
+ .btn-dismiss {
219
+ background: transparent;
220
+ border: none;
221
+ color: var(--yt-muted);
222
+ font-size: 1.25rem;
223
+ line-height: 1;
224
+ cursor: pointer;
225
+ padding: 0 0.25rem;
226
+ }
227
+
228
+ .btn-dismiss:hover {
229
+ color: var(--yt-text);
230
+ }
231
+
232
+ .loading-comments {
233
+ color: var(--yt-muted);
234
+ font-size: 0.9rem;
235
+ margin: 0.5rem 0;
236
+ }
237
+
238
+ .comments-header {
239
+ font-size: 1rem;
240
+ font-weight: 600;
241
+ margin-bottom: 1rem;
242
+ }
243
+
244
+ .toxic-count {
245
+ color: var(--yt-red);
246
+ font-weight: 500;
247
+ font-size: 0.85rem;
248
+ }
249
+
250
+ .comment-compose textarea {
251
+ width: 100%;
252
+ background: transparent;
253
+ border: none;
254
+ border-bottom: 1px solid #303030;
255
+ color: var(--yt-text);
256
+ font-size: 0.95rem;
257
+ resize: vertical;
258
+ padding: 0.5rem 0;
259
+ font-family: inherit;
260
+ }
261
+
262
+ .comment-compose textarea:focus {
263
+ outline: none;
264
+ border-bottom-color: var(--yt-accent);
265
+ }
266
+
267
+ .live-analysis {
268
+ display: flex;
269
+ flex-wrap: wrap;
270
+ gap: 0.5rem 1rem;
271
+ align-items: center;
272
+ font-size: 0.85rem;
273
+ margin: 0.5rem 0;
274
+ color: var(--yt-muted);
275
+ }
276
+
277
+ .compose-actions {
278
+ display: flex;
279
+ justify-content: flex-end;
280
+ gap: 0.5rem;
281
+ margin-top: 0.75rem;
282
+ }
283
+
284
+ .btn-primary,
285
+ .btn-secondary,
286
+ .btn-danger {
287
+ border: none;
288
+ border-radius: 999px;
289
+ padding: 0.5rem 1rem;
290
+ font-weight: 500;
291
+ cursor: pointer;
292
+ font-size: 0.9rem;
293
+ }
294
+
295
+ .btn-primary {
296
+ background: #3f3f3f;
297
+ color: #fff;
298
+ }
299
+
300
+ .btn-primary:hover {
301
+ background: #525252;
302
+ }
303
+
304
+ .btn-secondary {
305
+ background: transparent;
306
+ color: var(--yt-accent);
307
+ }
308
+
309
+ .btn-danger {
310
+ background: var(--yt-red);
311
+ color: #fff;
312
+ }
313
+
314
+ .badge {
315
+ font-size: 0.7rem;
316
+ font-weight: 700;
317
+ padding: 2px 8px;
318
+ border-radius: 4px;
319
+ text-transform: uppercase;
320
+ }
321
+
322
+ .badge-safe {
323
+ background: rgba(43, 166, 64, 0.2);
324
+ color: var(--yt-green);
325
+ }
326
+
327
+ .badge-toxic {
328
+ background: rgba(255, 78, 69, 0.2);
329
+ color: var(--yt-red);
330
+ }
331
+
332
+ .comment-list {
333
+ margin-top: 1.5rem;
334
+ }
335
+
336
+ .comment-row {
337
+ display: flex;
338
+ gap: 0.75rem;
339
+ padding: 0.75rem 0;
340
+ border-bottom: 1px solid #222;
341
+ }
342
+
343
+ .avatar {
344
+ width: 40px;
345
+ height: 40px;
346
+ border-radius: 50%;
347
+ background: #717171;
348
+ display: flex;
349
+ align-items: center;
350
+ justify-content: center;
351
+ font-weight: 600;
352
+ flex-shrink: 0;
353
+ }
354
+
355
+ .avatar.toxic {
356
+ background: #5c1a1a;
357
+ }
358
+
359
+ .comment-meta {
360
+ display: flex;
361
+ flex-wrap: wrap;
362
+ gap: 0.35rem 0.75rem;
363
+ align-items: center;
364
+ font-size: 0.8rem;
365
+ }
366
+
367
+ .comment-user {
368
+ font-weight: 500;
369
+ color: var(--yt-text);
370
+ }
371
+
372
+ .comment-time,
373
+ .comment-pct {
374
+ color: var(--yt-muted);
375
+ }
376
+
377
+ .comment-text {
378
+ margin: 0.35rem 0 0;
379
+ line-height: 1.45;
380
+ font-size: 0.9rem;
381
+ }
382
+
383
+ .flagged {
384
+ color: var(--yt-red);
385
+ font-size: 0.8rem;
386
+ margin: 0.25rem 0 0;
387
+ }
388
+
389
+ .comment-labels {
390
+ font-size: 0.75rem;
391
+ color: var(--yt-muted);
392
+ margin: 0.2rem 0 0;
393
+ }
394
+
395
+ .suggested-rail {
396
+ display: flex;
397
+ flex-direction: column;
398
+ gap: 0.5rem;
399
+ }
400
+
401
+ .rail-title {
402
+ font-weight: 600;
403
+ margin: 0 0 0.5rem;
404
+ }
405
+
406
+ .suggested-card {
407
+ display: flex;
408
+ gap: 0.5rem;
409
+ background: transparent;
410
+ border: none;
411
+ color: inherit;
412
+ text-align: left;
413
+ cursor: pointer;
414
+ padding: 0.25rem;
415
+ border-radius: 8px;
416
+ width: 100%;
417
+ }
418
+
419
+ .suggested-card:hover,
420
+ .suggested-card.active {
421
+ background: #272727;
422
+ }
423
+
424
+ .suggested-thumb {
425
+ width: 168px;
426
+ height: 94px;
427
+ object-fit: cover;
428
+ border-radius: 8px;
429
+ flex-shrink: 0;
430
+ background: #333;
431
+ }
432
+
433
+ .suggested-title {
434
+ font-size: 0.85rem;
435
+ font-weight: 500;
436
+ margin: 0;
437
+ display: -webkit-box;
438
+ -webkit-line-clamp: 2;
439
+ -webkit-box-orient: vertical;
440
+ overflow: hidden;
441
+ }
442
+
443
+ .suggested-channel {
444
+ font-size: 0.75rem;
445
+ color: var(--yt-muted);
446
+ margin: 0.25rem 0 0;
447
+ }
448
+
449
+ .loading-tag {
450
+ font-size: 0.7rem;
451
+ color: var(--yt-accent);
452
+ }
453
+
454
+ .embed-badge {
455
+ display: inline-block;
456
+ font-size: 0.65rem;
457
+ color: var(--yt-muted);
458
+ margin-top: 0.2rem;
459
+ }
460
+
461
+ .model-unavailable {
462
+ opacity: 0.55;
463
+ cursor: not-allowed;
464
+ }
465
+
466
+ .model-reason {
467
+ font-size: 0.75rem;
468
+ color: var(--yt-muted);
469
+ font-weight: normal;
470
+ }
471
+
472
+ .error-banner,
473
+ .error-text {
474
+ color: var(--yt-red);
475
+ font-size: 0.85rem;
476
+ }
477
+
478
+ .settings-page,
479
+ .hub-page {
480
+ padding: 1.5rem 2rem 3rem;
481
+ max-width: 960px;
482
+ }
483
+
484
+ .settings-card,
485
+ .chart-box,
486
+ .hub-stat {
487
+ background: var(--yt-surface);
488
+ border-radius: 12px;
489
+ padding: 1.25rem;
490
+ margin-bottom: 1rem;
491
+ }
492
+
493
+ .hint {
494
+ color: var(--yt-muted);
495
+ font-size: 0.85rem;
496
+ }
497
+
498
+ .model-list {
499
+ display: flex;
500
+ flex-direction: column;
501
+ gap: 0.5rem;
502
+ }
503
+
504
+ .model-option {
505
+ display: flex;
506
+ align-items: center;
507
+ gap: 0.5rem;
508
+ cursor: pointer;
509
+ }
510
+
511
+ .settings-msg {
512
+ color: var(--yt-accent);
513
+ font-size: 0.9rem;
514
+ }
515
+
516
+ .hub-cards {
517
+ display: grid;
518
+ grid-template-columns: repeat(3, 1fr);
519
+ gap: 1rem;
520
+ margin-bottom: 1rem;
521
+ }
522
+
523
+ .stat-label {
524
+ display: block;
525
+ color: var(--yt-muted);
526
+ font-size: 0.8rem;
527
+ }
528
+
529
+ .stat-value {
530
+ font-size: 1.5rem;
531
+ font-weight: 700;
532
+ }
533
+
534
+ .hub-charts {
535
+ display: grid;
536
+ grid-template-columns: 1fr 1fr;
537
+ gap: 1rem;
538
+ }
539
+
540
+ @media (max-width: 800px) {
541
+ .hub-charts,
542
+ .hub-cards {
543
+ grid-template-columns: 1fr;
544
+ }
545
+ }
546
+
547
+ .hub-table {
548
+ width: 100%;
549
+ border-collapse: collapse;
550
+ font-size: 0.85rem;
551
+ }
552
+
553
+ .hub-table th,
554
+ .hub-table td {
555
+ text-align: left;
556
+ padding: 0.5rem;
557
+ border-bottom: 1px solid #333;
558
+ }
559
+
560
+ .hub-table-wrap {
561
+ background: var(--yt-surface);
562
+ border-radius: 12px;
563
+ padding: 1rem;
564
+ }
frontend/src/main.tsx ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ import { StrictMode } from "react";
2
+ import { createRoot } from "react-dom/client";
3
+ import App from "./App";
4
+ import "./index.css";
5
+
6
+ createRoot(document.getElementById("root")!).render(
7
+ <StrictMode>
8
+ <App />
9
+ </StrictMode>
10
+ );
frontend/src/pages/HubPage.tsx ADDED
@@ -0,0 +1,107 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import {
2
+ Bar,
3
+ BarChart,
4
+ Cell,
5
+ Pie,
6
+ PieChart,
7
+ ResponsiveContainer,
8
+ Tooltip,
9
+ XAxis,
10
+ YAxis,
11
+ } from "recharts";
12
+ import { useApp } from "../context/AppContext";
13
+
14
+ const COLORS = ["#2ba640", "#ff4e45"];
15
+
16
+ export function HubPage() {
17
+ const { hubHistory, threshold } = useApp();
18
+
19
+ const toxic = hubHistory.filter((h) => h.score >= threshold).length;
20
+ const safe = hubHistory.length - toxic;
21
+ const pieData = [
22
+ { name: "Safe", value: safe || 1 },
23
+ { name: "Toxic", value: toxic || 0 },
24
+ ];
25
+
26
+ const barData = hubHistory.slice(0, 12).map((h, i) => ({
27
+ name: `#${i + 1}`,
28
+ score: Math.round(h.score * 100),
29
+ }));
30
+
31
+ return (
32
+ <div className="hub-page">
33
+ <h1>Moderator Hub</h1>
34
+ <div className="hub-cards">
35
+ <div className="hub-stat">
36
+ <span className="stat-label">Threshold</span>
37
+ <span className="stat-value">{threshold.toFixed(2)}</span>
38
+ </div>
39
+ <div className="hub-stat">
40
+ <span className="stat-label">Events logged</span>
41
+ <span className="stat-value">{hubHistory.length}</span>
42
+ </div>
43
+ <div className="hub-stat">
44
+ <span className="stat-label">Toxic (session)</span>
45
+ <span className="stat-value">{toxic}</span>
46
+ </div>
47
+ </div>
48
+
49
+ <div className="hub-charts">
50
+ <div className="chart-box">
51
+ <h2>Safe vs Toxic</h2>
52
+ <ResponsiveContainer width="100%" height={220}>
53
+ <PieChart>
54
+ <Pie data={pieData} dataKey="value" nameKey="name" cx="50%" cy="50%" outerRadius={80}>
55
+ {pieData.map((_, i) => (
56
+ <Cell key={i} fill={COLORS[i % COLORS.length]} />
57
+ ))}
58
+ </Pie>
59
+ <Tooltip />
60
+ </PieChart>
61
+ </ResponsiveContainer>
62
+ </div>
63
+ <div className="chart-box">
64
+ <h2>Recent scores (%)</h2>
65
+ <ResponsiveContainer width="100%" height={220}>
66
+ <BarChart data={barData}>
67
+ <XAxis dataKey="name" stroke="#aaa" />
68
+ <YAxis stroke="#aaa" domain={[0, 100]} />
69
+ <Tooltip />
70
+ <Bar dataKey="score" fill="#3ea6ff" />
71
+ </BarChart>
72
+ </ResponsiveContainer>
73
+ </div>
74
+ </div>
75
+
76
+ <div className="hub-table-wrap">
77
+ <h2>Recent actions</h2>
78
+ <table className="hub-table">
79
+ <thead>
80
+ <tr>
81
+ <th>User</th>
82
+ <th>Comment</th>
83
+ <th>Score</th>
84
+ <th>Action</th>
85
+ </tr>
86
+ </thead>
87
+ <tbody>
88
+ {hubHistory.length === 0 ? (
89
+ <tr>
90
+ <td colSpan={4}>Post comments on the Watch page to populate history.</td>
91
+ </tr>
92
+ ) : (
93
+ hubHistory.map((h, i) => (
94
+ <tr key={i}>
95
+ <td>{h.user}</td>
96
+ <td>{h.snippet}</td>
97
+ <td>{(h.score * 100).toFixed(0)}%</td>
98
+ <td>{h.action}</td>
99
+ </tr>
100
+ ))
101
+ )}
102
+ </tbody>
103
+ </table>
104
+ </div>
105
+ </div>
106
+ );
107
+ }
frontend/src/pages/SettingsPage.tsx ADDED
@@ -0,0 +1,133 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { useEffect, useState } from "react";
2
+ import { getModelsStatus, predict, setModel } from "../api/client";
3
+ import { useApp } from "../context/AppContext";
4
+ import type { ModelStatusEntry } from "../types/api";
5
+
6
+ export function SettingsPage() {
7
+ const { threshold, setThreshold } = useApp();
8
+ const [modelStatus, setModelStatus] = useState<ModelStatusEntry[]>([]);
9
+ const [active, setActive] = useState("");
10
+ const [testText, setTestText] = useState("You are an idiot");
11
+ const [testResult, setTestResult] = useState<string | null>(null);
12
+ const [testError, setTestError] = useState<string | null>(null);
13
+ const [testing, setTesting] = useState(false);
14
+ const [message, setMessage] = useState<string | null>(null);
15
+
16
+ const loadStatus = () => {
17
+ getModelsStatus()
18
+ .then((r) => {
19
+ setModelStatus(r.models);
20
+ setActive(r.active);
21
+ })
22
+ .catch(() => setMessage("Could not load model status"));
23
+ };
24
+
25
+ useEffect(() => {
26
+ loadStatus();
27
+ }, []);
28
+
29
+ useEffect(() => {
30
+ setTestResult(null);
31
+ setTestError(null);
32
+ }, [testText, threshold]);
33
+
34
+ const switchModel = async (name: string) => {
35
+ const entry = modelStatus.find((m) => m.name === name);
36
+ if (entry && !entry.available) {
37
+ setMessage(entry.reason ?? "Model unavailable");
38
+ return;
39
+ }
40
+ setMessage(null);
41
+ try {
42
+ await setModel(name);
43
+ setActive(name);
44
+ setMessage(`Active model: ${name}`);
45
+ loadStatus();
46
+ } catch (e) {
47
+ setMessage(e instanceof Error ? e.message : "Failed to switch model");
48
+ loadStatus();
49
+ }
50
+ };
51
+
52
+ const runTest = async () => {
53
+ setTesting(true);
54
+ setTestResult(null);
55
+ setTestError(null);
56
+ try {
57
+ const r = await predict(testText, threshold);
58
+ setTestResult(`${r.status} — ${Math.round(r.probability * 100)}% toxic`);
59
+ } catch (e) {
60
+ setTestError(e instanceof Error ? e.message : "Analysis failed");
61
+ } finally {
62
+ setTesting(false);
63
+ }
64
+ };
65
+
66
+ return (
67
+ <div className="settings-page">
68
+ <h1>Settings</h1>
69
+ <section className="settings-card">
70
+ <h2>Active model</h2>
71
+ <p className="hint">
72
+ HF models need <code>uv sync --extra hf</code> locally, or{" "}
73
+ <code>INSTALL_HF=1 docker compose build</code> in Docker.
74
+ </p>
75
+ <div className="model-list">
76
+ {modelStatus.map((m) => (
77
+ <label
78
+ key={m.name}
79
+ className={`model-option ${!m.available ? "model-unavailable" : ""}`}
80
+ >
81
+ <input
82
+ type="radio"
83
+ name="model"
84
+ checked={active === m.name}
85
+ disabled={!m.available}
86
+ onChange={() => void switchModel(m.name)}
87
+ />
88
+ <span>
89
+ {m.name}
90
+ {!m.available && m.reason && (
91
+ <span className="model-reason"> — {m.reason}</span>
92
+ )}
93
+ </span>
94
+ </label>
95
+ ))}
96
+ </div>
97
+ {message && (
98
+ <p className={message.includes("Failed") || message.includes("Install") ? "error-text" : "settings-msg"}>
99
+ {message}
100
+ </p>
101
+ )}
102
+ </section>
103
+
104
+ <section className="settings-card">
105
+ <h2>Toxicity threshold</h2>
106
+ <input
107
+ type="range"
108
+ min={0.1}
109
+ max={0.9}
110
+ step={0.05}
111
+ value={threshold}
112
+ onChange={(e) => setThreshold(Number(e.target.value))}
113
+ />
114
+ <p>{threshold.toFixed(2)} — comments at or above this probability are <strong>Toxic</strong>.</p>
115
+ </section>
116
+
117
+ <section className="settings-card">
118
+ <h2>Quick test</h2>
119
+ <textarea value={testText} onChange={(e) => setTestText(e.target.value)} rows={2} />
120
+ <button
121
+ type="button"
122
+ className="btn-primary"
123
+ disabled={testing || !testText.trim()}
124
+ onClick={() => void runTest()}
125
+ >
126
+ {testing ? "Analyzing…" : "Analyze"}
127
+ </button>
128
+ {testResult && <p className="settings-msg">{testResult}</p>}
129
+ {testError && <p className="error-text">{testError}</p>}
130
+ </section>
131
+ </div>
132
+ );
133
+ }
frontend/src/pages/WatchPage.tsx ADDED
@@ -0,0 +1,249 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { useCallback, useEffect, useState } from "react";
2
+ import { getSuggestedVideos, predict, predictVideo } from "../api/client";
3
+ import { CommentRow } from "../components/CommentRow";
4
+ import { SuggestedRail } from "../components/SuggestedRail";
5
+ import { useApp } from "../context/AppContext";
6
+ import { useDebouncedPredict } from "../hooks/useDebouncedPredict";
7
+ import type { CommentItem, SuggestedVideo } from "../types/api";
8
+ import { formatPct, newId, toxicityColor } from "../utils/toxicity";
9
+
10
+ function isPlaceholderTitle(title: string, id: string): boolean {
11
+ return title === `Video ${id}`;
12
+ }
13
+
14
+ export function WatchPage() {
15
+ const { threshold, addHubEntry } = useApp();
16
+ const [draft, setDraft] = useState("");
17
+ const [sessionComments, setSessionComments] = useState<CommentItem[]>([]);
18
+ const [suggested, setSuggested] = useState<SuggestedVideo[]>([]);
19
+ const [maxComments, setMaxComments] = useState(50);
20
+ const [activeVideo, setActiveVideo] = useState<SuggestedVideo | null>(null);
21
+ const [youtubeComments, setYoutubeComments] = useState<CommentItem[]>([]);
22
+ const [loadingVideoId, setLoadingVideoId] = useState<string | null>(null);
23
+ const [fetchError, setFetchError] = useState<string | null>(null);
24
+ const [demoBanner, setDemoBanner] = useState(false);
25
+ const [dismissDemoBanner, setDismissDemoBanner] = useState(false);
26
+
27
+ const { result, loading, error } = useDebouncedPredict(draft, threshold);
28
+
29
+ useEffect(() => {
30
+ getSuggestedVideos()
31
+ .then((r) => {
32
+ setSuggested(r.videos);
33
+ setMaxComments(r.max_comments);
34
+ })
35
+ .catch(() => setFetchError("Could not load suggested videos"));
36
+ }, []);
37
+
38
+ const handlePost = useCallback(async () => {
39
+ const text = draft.trim();
40
+ if (!text) return;
41
+ const analysis = result ?? (await predict(text, threshold));
42
+ const item: CommentItem = {
43
+ id: newId(),
44
+ user: "you",
45
+ text,
46
+ time: "just now",
47
+ is_toxic: analysis.is_toxic,
48
+ probability: analysis.probability,
49
+ labels: analysis.labels,
50
+ source: "manual",
51
+ };
52
+ setSessionComments((prev) => [...prev, item]);
53
+ addHubEntry({
54
+ user: "@you",
55
+ snippet: text.slice(0, 45),
56
+ score: analysis.probability,
57
+ action: analysis.is_toxic ? "Posted (toxic)" : "Approved",
58
+ });
59
+ setDraft("");
60
+ }, [draft, result, threshold, addHubEntry]);
61
+
62
+ const loadVideo = async (video: SuggestedVideo) => {
63
+ setActiveVideo(video);
64
+ setYoutubeComments([]);
65
+ setSessionComments([]);
66
+ setFetchError(null);
67
+ setDismissDemoBanner(false);
68
+ setLoadingVideoId(video.id);
69
+ try {
70
+ const res = await predictVideo(video.watch_url, maxComments, threshold);
71
+ setDemoBanner(res.source === "demo");
72
+ setYoutubeComments(
73
+ res.results.map((r, i) => ({
74
+ id: `yt-${video.id}-${i}`,
75
+ user: `viewer_${i + 1}`,
76
+ text: r.text,
77
+ time: "from YouTube",
78
+ is_toxic: r.is_toxic,
79
+ probability: r.probability,
80
+ labels: r.labels,
81
+ source: "youtube" as const,
82
+ }))
83
+ );
84
+ } catch (e) {
85
+ setFetchError(e instanceof Error ? e.message : "Failed to load comments");
86
+ setYoutubeComments([]);
87
+ setDemoBanner(false);
88
+ } finally {
89
+ setLoadingVideoId(null);
90
+ }
91
+ };
92
+
93
+ const toxicManual = sessionComments.filter((c) => c.is_toxic).length;
94
+ const toxicYt = youtubeComments.filter((c) => c.is_toxic).length;
95
+ const totalComments = sessionComments.length + youtubeComments.length;
96
+
97
+ const channelInitial = activeVideo?.channel_title?.charAt(0).toUpperCase() ?? "Y";
98
+
99
+ return (
100
+ <div className="watch-page">
101
+ <div className="watch-grid">
102
+ <section className="primary-column">
103
+ <div className="staged-player">
104
+ {activeVideo && !activeVideo.embeddable ? (
105
+ <a
106
+ className="player-fallback"
107
+ href={activeVideo.watch_url}
108
+ target="_blank"
109
+ rel="noopener noreferrer"
110
+ >
111
+ <img
112
+ src={activeVideo.thumbnail_url}
113
+ alt=""
114
+ className="player-fallback-thumb"
115
+ />
116
+ <span className="player-fallback-cta">Watch on YouTube (embedding blocked)</span>
117
+ </a>
118
+ ) : activeVideo ? (
119
+ <iframe
120
+ className="player-iframe"
121
+ src={`https://www.youtube.com/embed/${activeVideo.id}?autoplay=1&rel=0`}
122
+ title={activeVideo.title}
123
+ allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
124
+ allowFullScreen
125
+ loading="lazy"
126
+ />
127
+ ) : (
128
+ <div className="player-poster">
129
+ <span className="play-icon" aria-hidden>
130
+ ▶
131
+ </span>
132
+ <p className="player-hint">Select a video from Up next</p>
133
+ </div>
134
+ )}
135
+ </div>
136
+
137
+ <h1 className="video-title">
138
+ {activeVideo?.title ?? "Select a video from Up next"}
139
+ </h1>
140
+ <p className="video-meta">
141
+ {activeVideo ? activeVideo.channel_title : "Pick a suggested video to start"}
142
+ </p>
143
+
144
+ {activeVideo && isPlaceholderTitle(activeVideo.title, activeVideo.id) && (
145
+ <p className="info-banner">
146
+ Demo metadata — add <code>YOUTUBE_API_KEY</code> to <code>.env</code> for real titles.
147
+ </p>
148
+ )}
149
+
150
+ <div className="channel-row">
151
+ <div className="channel-avatar">{channelInitial}</div>
152
+ <div>
153
+ <p className="channel-name">{activeVideo?.channel_title ?? "YouTube"}</p>
154
+ {activeVideo && <p className="video-meta">Suggested video</p>}
155
+ </div>
156
+ </div>
157
+
158
+ <div className="comments-header">
159
+ <span>
160
+ {totalComments} comments
161
+ {toxicManual + toxicYt > 0 && (
162
+ <span className="toxic-count"> · {toxicManual + toxicYt} toxic detected</span>
163
+ )}
164
+ </span>
165
+ </div>
166
+
167
+ <div className="comment-compose">
168
+ <textarea
169
+ value={draft}
170
+ onChange={(e) => setDraft(e.target.value)}
171
+ onKeyDown={(e) => {
172
+ if (e.key === "Enter" && !e.shiftKey) {
173
+ e.preventDefault();
174
+ void handlePost();
175
+ }
176
+ }}
177
+ placeholder="Add a comment…"
178
+ rows={3}
179
+ aria-label="Write a comment"
180
+ />
181
+ {draft.trim() && (
182
+ <div className="live-analysis">
183
+ <span>{loading ? "Analyzing…" : "Live score"}</span>
184
+ {result && (
185
+ <>
186
+ <span className={`badge ${result.is_toxic ? "badge-toxic" : "badge-safe"}`}>
187
+ {result.status}
188
+ </span>
189
+ <span style={{ color: toxicityColor(result.probability) }}>
190
+ Toxicity: {formatPct(result.probability)}
191
+ </span>
192
+ </>
193
+ )}
194
+ {error && <span className="error-text">{error}</span>}
195
+ </div>
196
+ )}
197
+ <div className="compose-actions">
198
+ <button type="button" className="btn-secondary" onClick={() => setDraft("")}>
199
+ Cancel
200
+ </button>
201
+ <button type="button" className="btn-primary" onClick={() => void handlePost()}>
202
+ Comment
203
+ </button>
204
+ </div>
205
+ </div>
206
+
207
+ {fetchError && <p className="error-banner">{fetchError}</p>}
208
+
209
+ {demoBanner && !dismissDemoBanner && (
210
+ <div className="info-banner dismissible">
211
+ <span>
212
+ Using demo comments — add <code>YOUTUBE_API_KEY</code> to <code>.env</code> for real
213
+ YouTube threads.
214
+ </span>
215
+ <button
216
+ type="button"
217
+ className="btn-dismiss"
218
+ onClick={() => setDismissDemoBanner(true)}
219
+ aria-label="Dismiss"
220
+ >
221
+ ×
222
+ </button>
223
+ </div>
224
+ )}
225
+
226
+ {loadingVideoId && youtubeComments.length === 0 && (
227
+ <p className="loading-comments">Loading comments…</p>
228
+ )}
229
+
230
+ <div className="comment-list">
231
+ {youtubeComments.map((c) => (
232
+ <CommentRow key={c.id} comment={c} />
233
+ ))}
234
+ {[...sessionComments].reverse().map((c) => (
235
+ <CommentRow key={c.id} comment={c} />
236
+ ))}
237
+ </div>
238
+ </section>
239
+
240
+ <SuggestedRail
241
+ videos={suggested}
242
+ activeId={activeVideo?.id ?? null}
243
+ loadingId={loadingVideoId}
244
+ onSelect={(v) => void loadVideo(v)}
245
+ />
246
+ </div>
247
+ </div>
248
+ );
249
+ }
frontend/src/types/api.ts ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export type PredictResponse = {
2
+ text: string;
3
+ is_toxic: boolean;
4
+ probability: number;
5
+ status: "Safe" | "Toxic";
6
+ mode: "binary";
7
+ labels: string[];
8
+ model_used: string;
9
+ latency_ms: number;
10
+ };
11
+
12
+ export type SuggestedVideo = {
13
+ id: string;
14
+ title: string;
15
+ channel_title: string;
16
+ thumbnail_url: string;
17
+ watch_url: string;
18
+ embeddable: boolean;
19
+ };
20
+
21
+ export type VideoResponse = {
22
+ video_url: string;
23
+ total_fetched: number;
24
+ toxic_count: number;
25
+ toxic_rate: number;
26
+ results: PredictResponse[];
27
+ source: "youtube" | "demo" | "unavailable";
28
+ reason?: string;
29
+ };
30
+
31
+ export type ModelStatusEntry = {
32
+ name: string;
33
+ available: boolean;
34
+ reason: string | null;
35
+ type: string;
36
+ };
37
+
38
+ export type CommentItem = {
39
+ id: string;
40
+ user: string;
41
+ text: string;
42
+ time: string;
43
+ is_toxic: boolean;
44
+ probability: number;
45
+ labels: string[];
46
+ source: "manual" | "youtube";
47
+ };
frontend/src/utils/toxicity.ts ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export function toxicityColor(probability: number): string {
2
+ const pct = probability * 100;
3
+ if (pct >= 70) return "#ff4e45";
4
+ if (pct >= 40) return "#f5a623";
5
+ return "#2ba640";
6
+ }
7
+
8
+ export function formatPct(probability: number): string {
9
+ return `${Math.round(probability * 100)}%`;
10
+ }
11
+
12
+ export function newId(): string {
13
+ return `${Date.now()}-${Math.random().toString(36).slice(2, 9)}`;
14
+ }
frontend/tsconfig.json ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "compilerOptions": {
3
+ "target": "ES2022",
4
+ "useDefineForClassFields": true,
5
+ "lib": ["ES2022", "DOM", "DOM.Iterable"],
6
+ "module": "ESNext",
7
+ "skipLibCheck": true,
8
+ "moduleResolution": "bundler",
9
+ "allowImportingTsExtensions": true,
10
+ "isolatedModules": true,
11
+ "moduleDetection": "force",
12
+ "noEmit": true,
13
+ "jsx": "react-jsx",
14
+ "strict": true,
15
+ "noUnusedLocals": true,
16
+ "noUnusedParameters": true,
17
+ "noFallthroughCasesInSwitch": true,
18
+ "noUncheckedSideEffectImports": true
19
+ },
20
+ "include": ["src"]
21
+ }
frontend/tsconfig.node.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "compilerOptions": {
3
+ "target": "ES2022",
4
+ "lib": ["ES2023"],
5
+ "module": "ESNext",
6
+ "skipLibCheck": true,
7
+ "moduleResolution": "bundler"
8
+ },
9
+ "include": ["vite.config.ts"]
10
+ }
frontend/vite.config.ts ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { defineConfig } from "vite";
2
+ import react from "@vitejs/plugin-react";
3
+
4
+ export default defineConfig({
5
+ plugins: [react()],
6
+ server: {
7
+ port: 5173,
8
+ proxy: {
9
+ "/predict": "http://127.0.0.1:8000",
10
+ "/predict-batch": "http://127.0.0.1:8000",
11
+ "/predict-video": "http://127.0.0.1:8000",
12
+ "/models": "http://127.0.0.1:8000",
13
+ "/model-info": "http://127.0.0.1:8000",
14
+ "/model": "http://127.0.0.1:8000",
15
+ "/videos": "http://127.0.0.1:8000",
16
+ },
17
+ },
18
+ });