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<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>DINOv3 Tagger</title>
<style>
*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }
:root {
--bg: #0f0f11;
--surface: #1a1a1f;
--border: #2e2e38;
--accent: #7c6af7;
--text: #e2e2e8;
--muted: #6b6b7e;
--green: #4ade80;
--radius: 10px;
}
body {
background: var(--bg); color: var(--text);
font-family: 'Inter', system-ui, sans-serif;
min-height: 100vh; display: flex; flex-direction: column;
align-items: center; padding: 2rem 1rem 4rem;
}
h1 { font-size: 1.6rem; font-weight: 700; letter-spacing: -.02em; margin-bottom: .25rem; }
h1 span { color: #a78bfa; }
.subtitle { color: var(--muted); font-size: .85rem; margin-bottom: 2rem; }
.card {
background: var(--surface); border: 1px solid var(--border);
border-radius: var(--radius); padding: 1.5rem;
width: 100%; max-width: 900px;
}
/* ---- input ---- */
.input-row { display: flex; gap: .5rem; margin-bottom: 1rem; }
.input-row input[type="text"] {
flex: 1; background: var(--bg); border: 1px solid var(--border);
border-radius: var(--radius); color: var(--text); font-size: .9rem;
padding: .6rem .9rem; outline: none; transition: border-color .15s;
}
.input-row input[type="text"]:focus { border-color: var(--accent); }
.input-row input[type="text"]::placeholder { color: var(--muted); }
.btn {
background: var(--accent); border: none; border-radius: var(--radius);
color: #fff; cursor: pointer; font-size: .9rem; font-weight: 600;
padding: .6rem 1.2rem; transition: opacity .15s; white-space: nowrap;
}
.btn:hover { opacity: .85; }
.btn:disabled { opacity: .4; cursor: not-allowed; }
/* ---- drop zone ---- */
#drop-zone {
border: 2px dashed var(--border); border-radius: var(--radius);
color: var(--muted); cursor: pointer; font-size: .85rem;
padding: 1.4rem; text-align: center;
transition: border-color .15s, background .15s; margin-bottom: 1rem;
}
#drop-zone.drag-over { border-color: var(--accent); background: rgba(124,106,247,.06); }
#drop-zone input[type="file"] { display: none; }
/* ---- global options ---- */
.options-row {
display: flex; align-items: center; gap: 1rem; flex-wrap: wrap;
margin-bottom: 1.2rem; font-size: .85rem; color: var(--muted);
}
.options-row label { display: flex; align-items: center; gap: .4rem; }
.options-row input[type="number"] {
background: var(--bg); border: 1px solid var(--border);
border-radius: 6px; color: var(--text); padding: .3rem .5rem;
width: 70px; font-size: .85rem;
}
.options-row input[type="range"] {
width: 120px; accent-color: var(--accent); cursor: pointer;
}
#global-thresh-val { color: var(--text); min-width: 3.5ch; font-size: .85rem; }
/* ---- spinner / error ---- */
.spinner {
display: none; width: 22px; height: 22px;
border: 3px solid var(--border); border-top-color: var(--accent);
border-radius: 50%; animation: spin .7s linear infinite; margin: 1rem auto;
}
@keyframes spin { to { transform: rotate(360deg); } }
.error-msg { color: #f87171; font-size: .85rem; margin-top: .5rem; display: none; }
/* ---- results ---- */
#results-area { display: none; margin-top: 1rem; }
/* preview — full width on top */
.preview-wrap {
display: flex; align-items: flex-start; gap: 1rem;
margin-bottom: 1.2rem;
}
.preview-wrap img {
border-radius: var(--radius); max-height: 420px;
width: 100%; object-fit: contain;
border: 1px solid var(--border); display: block;
}
.img-meta { color: var(--muted); font-size: .72rem; margin-top: .4rem; word-break: break-all; }
/* global copy bar */
.copy-bar { display: flex; align-items: center; gap: .5rem; margin-bottom: 1rem; }
.tag-string {
background: var(--bg); border: 1px solid var(--border); border-radius: 6px;
color: var(--muted); font-size: .78rem; flex: 1; padding: .4rem .6rem;
white-space: nowrap; overflow: hidden; text-overflow: ellipsis;
cursor: pointer; transition: border-color .15s;
}
.tag-string:hover { border-color: var(--accent); color: var(--text); }
.copy-btn {
background: var(--bg); border: 1px solid var(--border); border-radius: 6px;
color: var(--muted); cursor: pointer; font-size: .78rem;
padding: .35rem .6rem; transition: border-color .15s, color .15s; white-space: nowrap;
}
.copy-btn:hover { border-color: var(--accent); color: #a78bfa; }
.copy-btn.copied { color: var(--green); border-color: var(--green); }
/* ---- category sections ---- */
.categories { display: flex; flex-direction: column; gap: .8rem; }
.cat-section { border-radius: 8px; overflow: hidden; }
.cat-header {
display: flex; align-items: center; gap: .5rem;
padding: .45rem .7rem; cursor: pointer; user-select: none;
font-size: .8rem; font-weight: 600; letter-spacing: .03em;
}
.cat-header:hover { filter: brightness(1.1); }
.cat-dot { width: 8px; height: 8px; border-radius: 50%; flex-shrink: 0; }
.cat-name { flex: 1; }
.cat-chevron { transition: transform .2s; font-size: .7rem; margin-left: .2rem; }
.cat-section.collapsed .cat-chevron { transform: rotate(-90deg); }
/* per-category filter controls inside the header */
.cat-controls {
display: flex; align-items: center; gap: .4rem;
font-size: .75rem; font-weight: 400;
}
.cat-controls .mode-mini {
display: flex; border-radius: 6px; overflow: hidden;
border: 1px solid rgba(255,255,255,.15);
}
.cat-controls .mode-mini button {
background: none; border: none; cursor: pointer;
font-size: .7rem; padding: .15rem .45rem; color: rgba(255,255,255,.45);
transition: background .12s, color .12s;
}
.cat-controls .mode-mini button.active {
background: rgba(255,255,255,.18); color: #fff;
}
.cat-controls input[type="number"] {
width: 52px; background: rgba(0,0,0,.3); border: 1px solid rgba(255,255,255,.15);
border-radius: 5px; color: #fff; font-size: .72rem; padding: .15rem .35rem;
text-align: center;
}
.cat-controls input[type="range"] {
width: 70px; accent-color: currentColor; cursor: pointer;
}
.cat-thresh-val { min-width: 2.8ch; }
.cat-thresh-num {
width: 44px; background: rgba(0,0,0,.3); border: 1px solid rgba(255,255,255,.15);
border-radius: 5px; color: #fff; font-size: .72rem; padding: .15rem .3rem;
text-align: center;
}
.cat-count {
background: rgba(0,0,0,.25); border-radius: 10px;
padding: .1rem .45rem; font-size: .72rem; white-space: nowrap;
}
.cat-body { padding: .5rem .7rem .7rem; }
.cat-section.collapsed .cat-body { display: none; }
/* per-category copy bar */
.cat-copy-bar { display: flex; align-items: center; gap: .4rem; margin-bottom: .5rem; }
.cat-tag-string {
background: rgba(0,0,0,.2); border: 1px solid rgba(255,255,255,.08);
border-radius: 5px; color: rgba(255,255,255,.5); font-size: .72rem;
flex: 1; padding: .3rem .5rem; white-space: nowrap; overflow: hidden;
text-overflow: ellipsis; cursor: pointer;
}
.cat-tag-string:hover { color: rgba(255,255,255,.85); }
.cat-copy-btn {
background: rgba(0,0,0,.2); border: 1px solid rgba(255,255,255,.1);
border-radius: 5px; color: rgba(255,255,255,.4); cursor: pointer;
font-size: .72rem; padding: .25rem .5rem; white-space: nowrap;
transition: color .15s, border-color .15s;
}
.cat-copy-btn:hover { color: rgba(255,255,255,.8); }
.cat-copy-btn.copied { color: var(--green); border-color: var(--green); }
/* tag pills */
.tag-list { display: flex; flex-wrap: wrap; gap: .35rem; }
.tag-pill {
display: inline-flex; align-items: center; gap: .3rem;
border-radius: 20px; font-size: .76rem; padding: .22rem .6rem;
cursor: default; transition: opacity .1s;
}
.tag-pill:hover { opacity: .8; }
.tag-pill .score { font-size: .66rem; opacity: .7; }
.tag-pill.hidden { display: none; }
/* ---- PCA panel ---- */
.preview-wrap { flex-wrap: wrap; }
.preview-col { flex: 1 1 0; min-width: 0; }
.pca-col {
flex: 1 1 0; min-width: 0;
display: flex; flex-direction: column; gap: .5rem;
}
.pca-label {
font-size: .72rem; color: var(--muted); text-align: center;
letter-spacing: .04em; text-transform: uppercase;
}
#pca-img {
border-radius: var(--radius); width: 100%; max-height: 420px;
object-fit: contain; border: 1px solid var(--border);
display: block; image-rendering: pixelated;
}
#pca-spinner {
display: none; width: 18px; height: 18px; margin: auto;
border: 3px solid var(--border); border-top-color: var(--accent);
border-radius: 50%; animation: spin .7s linear infinite;
}
.pca-toggle {
background: var(--bg); border: 1px solid var(--border);
border-radius: 6px; color: var(--muted); cursor: pointer;
font-size: .75rem; padding: .3rem .7rem; align-self: center;
transition: border-color .15s, color .15s;
}
.pca-toggle:hover { border-color: var(--accent); color: var(--text); }
.pca-toggle.active { border-color: var(--accent); color: #a78bfa; }
</style>
</head>
<body>
<h1>DINOv3 <span>Tagger</span></h1>
<p class="subtitle">ViT-H/16+ · {{ num_tags | format_number }} tags · {{ vocab_path }}</p>
<div class="card">
<div class="input-row">
<input type="text" id="url-input" placeholder="Paste image URL or drop a file below…" />
<button class="btn" id="tag-btn" onclick="runFromUrl()">Tag</button>
</div>
<div id="drop-zone" onclick="document.getElementById('file-input').click()">
<input type="file" id="file-input" accept="image/*" onchange="runFromFile(this)" />
Drop image here or <strong>click to browse</strong>
</div>
<div class="options-row">
<label>Max px <input type="number" id="maxsize-input" value="1024" min="64" max="4096" step="16" /></label>
<label>
Min score
<input type="range" id="global-thresh" min="0" max="99" step="1" value="0"
oninput="setGlobalThreshold(this.value)" />
<input type="number" id="global-thresh-num" min="0" max="99" step="1" value="0"
style="width:52px"
oninput="setGlobalThreshold(this.value)" />
<span id="global-thresh-val" style="display:none">0%</span>
</label>
</div>
<div class="spinner" id="spinner"></div>
<div class="error-msg" id="error-msg"></div>
<div id="results-area">
<!-- image + PCA side by side -->
<div class="preview-wrap">
<div class="preview-col">
<img id="preview-img" src="" alt="preview" />
<div class="img-meta" id="img-meta"></div>
</div>
<div class="pca-col" id="pca-col" style="display:none">
<div class="pca-label">PCA · patch features (R=PC1, G=PC2, B=PC3)</div>
<div id="pca-spinner"></div>
<img id="pca-img" src="" alt="PCA" style="display:none" />
</div>
</div>
<!-- PCA toggle -->
<div style="display:flex;justify-content:flex-end;margin-bottom:.6rem">
<button class="pca-toggle" id="pca-toggle" onclick="togglePca()">Show PCA</button>
</div>
<!-- global copy bar -->
<div class="copy-bar">
<div class="tag-string" id="tag-string" onclick="copyAll()" title="Click to copy all visible tags"></div>
<button class="copy-btn" id="copy-btn-all" onclick="copyAll()">Copy all</button>
</div>
<!-- category sections -->
<div class="categories" id="categories"></div>
</div>
</div>
<script>
// ---- category metadata from server ----
const CAT_META = {
{% for cat_id, meta in category_meta.items() %}
{{ cat_id }}: { name: "{{ meta.name }}", color: "{{ meta.color }}" },
{% endfor %}
};
// Per-category filter state: { [catId]: { mode: 'topk'|'threshold', topk: int, threshold: float } }
const catState = {};
let globalFloor = 0.0; // global minimum score (0–1), applied on top of per-category filters
function getCatState(catId) {
if (!catState[catId]) catState[catId] = { mode: 'threshold', topk: 20, threshold: 0.85 };
return catState[catId];
}
function setGlobalThreshold(pct) {
const v = Math.max(0, Math.min(99, parseInt(pct) || 0));
globalFloor = v / 100;
document.getElementById('global-thresh').value = v;
document.getElementById('global-thresh-num').value = v;
// re-apply filter to every rendered category
document.querySelectorAll('.cat-section').forEach(sec => {
applyFilter(parseInt(sec.dataset.catId));
});
updateGlobalCopyBar();
}
function syncCatThreshNum(catId, pct) {
const el = document.getElementById(`thnum-${catId}`);
if (el) el.value = pct;
}
function syncCatThreshRange(catId, pct) {
const el = document.getElementById(`range-${catId}`);
if (el) el.value = Math.max(1, Math.min(99, parseInt(pct) || 1));
}
// ---- PCA state ----
let _pcaEnabled = false;
let _lastPcaRequest = null; // { type: 'url'|'file', url?: string, file?: File }
function togglePca() {
_pcaEnabled = !_pcaEnabled;
const btn = document.getElementById('pca-toggle');
btn.textContent = _pcaEnabled ? 'Hide PCA' : 'Show PCA';
btn.classList.toggle('active', _pcaEnabled);
document.getElementById('pca-col').style.display = _pcaEnabled ? 'flex' : 'none';
if (_pcaEnabled && _lastPcaRequest) runPca(_lastPcaRequest);
}
function runPca(req) {
const spinner = document.getElementById('pca-spinner');
const img = document.getElementById('pca-img');
spinner.style.display = 'block';
img.style.display = 'none';
const maxSize = document.getElementById('maxsize-input').value;
let fetchPromise;
if (req.type === 'url') {
fetchPromise = fetch(
`/pca/url?max_size=${maxSize}&url=${encodeURIComponent(req.url)}`,
{ method: 'POST' }
);
} else {
const fd = new FormData();
fd.append('file', req.file);
fetchPromise = fetch(`/pca/upload?max_size=${maxSize}`, { method: 'POST', body: fd });
}
fetchPromise
.then(r => r.ok ? r.blob() : Promise.reject('PCA failed'))
.then(blob => {
img.src = URL.createObjectURL(blob);
img.style.display = 'block';
})
.catch(() => { img.style.display = 'none'; })
.finally(() => { spinner.style.display = 'none'; });
}
// ---- drag & drop ----
const dz = document.getElementById('drop-zone');
dz.addEventListener('dragover', e => { e.preventDefault(); dz.classList.add('drag-over'); });
dz.addEventListener('dragleave', () => dz.classList.remove('drag-over'));
dz.addEventListener('drop', e => {
e.preventDefault(); dz.classList.remove('drag-over');
const file = e.dataTransfer.files[0];
if (file) submitFile(file);
});
function runFromFile(input) { if (input.files[0]) submitFile(input.files[0]); }
function runFromUrl() {
const url = document.getElementById('url-input').value.trim();
if (!url) return;
setPreview(url, url);
_lastPcaRequest = { type: 'url', url };
if (_pcaEnabled) runPca(_lastPcaRequest);
submitFetch(`/tag/url?max_size=${document.getElementById('maxsize-input').value}&url=${encodeURIComponent(url)}`,
{ method: 'POST' });
}
function submitFile(file) {
const maxSize = document.getElementById('maxsize-input').value;
const fd = new FormData();
fd.append('file', file);
const reader = new FileReader();
reader.onload = e => setPreview(e.target.result, file.name);
reader.readAsDataURL(file);
_lastPcaRequest = { type: 'file', file };
if (_pcaEnabled) runPca(_lastPcaRequest);
submitFetch(`/tag/upload?max_size=${maxSize}`, { method: 'POST', body: fd });
}
function submitFetch(url, opts) {
setLoading(true);
fetch(url, opts)
.then(r => r.ok ? r.json() : r.json().then(e => Promise.reject(e.detail || 'Server error')))
.then(renderResults)
.catch(err => showError(String(err)))
.finally(() => setLoading(false));
}
function setPreview(src, label) {
document.getElementById('preview-img').src = src;
document.getElementById('img-meta').textContent =
label.length > 80 ? '…' + label.slice(-77) : label;
}
// ---- rendering ----
// All tags from the last response, grouped by category
let _lastData = null;
function renderResults(data) {
hideError();
_lastData = data;
const container = document.getElementById('categories');
container.innerHTML = '';
for (const cat of data.categories) {
const meta = CAT_META[cat.id] || { name: String(cat.id), color: '#6b7280' };
const color = meta.color;
const state = getCatState(cat.id);
const sec = document.createElement('div');
sec.className = 'cat-section';
sec.dataset.catId = cat.id;
// ---- header with inline controls ----
const hdr = document.createElement('div');
hdr.className = 'cat-header';
hdr.style.background = color + '22';
hdr.style.color = color;
hdr.innerHTML = `
<span class="cat-dot" style="background:${color}"></span>
<span class="cat-name">${meta.name}</span>
<span class="cat-controls" onclick="event.stopPropagation()">
<span class="mode-mini">
<button id="btn-topk-${cat.id}"
class="${state.mode==='topk'?'active':''}"
onclick="setCatMode(${cat.id},'topk')">top-k</button>
<button id="btn-thresh-${cat.id}"
class="${state.mode==='threshold'?'active':''}"
onclick="setCatMode(${cat.id},'threshold')">≥</button>
</span>
<span id="ctrl-topk-${cat.id}" style="display:${state.mode==='topk'?'flex':'none'};align-items:center;gap:.3rem">
<input type="number" id="topk-${cat.id}" value="${state.topk}" min="1" max="500"
style="width:52px"
oninput="setCatTopk(${cat.id},this.value)" />
</span>
<span id="ctrl-thresh-${cat.id}" style="display:${state.mode==='threshold'?'flex':'none'};align-items:center;gap:.3rem">
<input type="range" id="range-${cat.id}" min="1" max="99" step="1"
value="${Math.round(state.threshold*100)}"
oninput="setCatThreshold(${cat.id},this.value/100);syncCatThreshNum(${cat.id},this.value)" />
<input type="number" class="cat-thresh-num" id="thnum-${cat.id}"
min="1" max="99" step="1" value="${Math.round(state.threshold*100)}"
oninput="setCatThreshold(${cat.id},this.value/100);syncCatThreshRange(${cat.id},this.value)" />
<span class="cat-thresh-val" style="display:none" id="thval-${cat.id}">${state.threshold.toFixed(2)}</span>
</span>
</span>
<span class="cat-count" id="count-${cat.id}">0</span>
<span class="cat-chevron">▾</span>
`;
hdr.addEventListener('click', () => sec.classList.toggle('collapsed'));
// ---- body ----
const body = document.createElement('div');
body.className = 'cat-body';
body.style.background = color + '0d';
body.innerHTML = `
<div class="cat-copy-bar">
<div class="cat-tag-string" id="cat-copy-${cat.id}"
onclick="copyCat(${cat.id})" title="Click to copy"></div>
<button class="cat-copy-btn" id="cat-btn-${cat.id}"
onclick="copyCat(${cat.id})">Copy</button>
</div>
<div class="tag-list" id="cat-tags-${cat.id}"></div>
`;
// build all pills (hidden ones will be toggled by applyFilter)
const pillContainer = body.querySelector(`#cat-tags-${cat.id}`);
for (const t of cat.tags) {
const pill = document.createElement('span');
pill.className = 'tag-pill';
pill.style.background = color + '1a';
pill.style.border = `1px solid ${color}44`;
pill.style.color = color;
pill.dataset.score = t.score;
pill.dataset.tag = t.tag;
pill.title = `${t.tag}: ${t.score}`;
pill.innerHTML = `${t.tag}<span class="score">${(t.score*100).toFixed(0)}%</span>`;
pillContainer.appendChild(pill);
}
sec.appendChild(hdr);
sec.appendChild(body);
container.appendChild(sec);
applyFilter(cat.id);
}
document.getElementById('results-area').style.display = 'block';
updateGlobalCopyBar();
}
// Apply topk or threshold filter to a category's pills
function applyFilter(catId) {
const state = getCatState(catId);
const pills = document.querySelectorAll(`#cat-tags-${catId} .tag-pill`);
if (!pills.length) return;
let visible = 0;
pills.forEach((pill, idx) => {
const score = parseFloat(pill.dataset.score);
let show;
if (state.mode === 'topk') {
show = idx < state.topk;
} else {
show = score >= state.threshold;
}
// global floor is always applied on top
if (score < globalFloor) show = false;
pill.classList.toggle('hidden', !show);
if (show) visible++;
});
// update count badge
const countEl = document.getElementById(`count-${catId}`);
if (countEl) countEl.textContent = visible;
// update copy bar text
const visibleTags = [...pills]
.filter(p => !p.classList.contains('hidden'))
.map(p => p.dataset.tag);
const copyEl = document.getElementById(`cat-copy-${catId}`);
if (copyEl) copyEl.textContent = visibleTags.join(', ');
}
function setCatMode(catId, mode) {
const state = getCatState(catId);
state.mode = mode;
document.getElementById(`btn-topk-${catId}`).classList.toggle('active', mode === 'topk');
document.getElementById(`btn-thresh-${catId}`).classList.toggle('active', mode === 'threshold');
document.getElementById(`ctrl-topk-${catId}`).style.display = mode === 'topk' ? 'flex' : 'none';
document.getElementById(`ctrl-thresh-${catId}`).style.display = mode === 'threshold' ? 'flex' : 'none';
applyFilter(catId);
updateGlobalCopyBar();
}
function setCatTopk(catId, val) {
getCatState(catId).topk = Math.max(1, parseInt(val) || 1);
applyFilter(catId);
updateGlobalCopyBar();
}
function setCatThreshold(catId, val) {
const v = parseFloat(val);
getCatState(catId).threshold = v;
const el = document.getElementById(`thval-${catId}`);
if (el) el.textContent = v.toFixed(2);
applyFilter(catId);
updateGlobalCopyBar();
}
function updateGlobalCopyBar() {
// collect all visible tags across all categories, in category order
const allVisible = [];
document.querySelectorAll('.cat-section').forEach(sec => {
sec.querySelectorAll('.tag-pill:not(.hidden)').forEach(p => {
allVisible.push(p.dataset.tag);
});
});
document.getElementById('tag-string').textContent = allVisible.join(', ');
}
function copyAll() {
const text = document.getElementById('tag-string').textContent;
navigator.clipboard.writeText(text).then(() => {
const btn = document.getElementById('copy-btn-all');
btn.textContent = 'Copied!'; btn.classList.add('copied');
setTimeout(() => { btn.textContent = 'Copy all'; btn.classList.remove('copied'); }, 1800);
});
}
function copyCat(catId) {
const text = document.getElementById(`cat-copy-${catId}`).textContent;
navigator.clipboard.writeText(text).then(() => {
const btn = document.getElementById(`cat-btn-${catId}`);
btn.textContent = 'Copied!'; btn.classList.add('copied');
setTimeout(() => { btn.textContent = 'Copy'; btn.classList.remove('copied'); }, 1800);
});
}
function setLoading(on) {
document.getElementById('spinner').style.display = on ? 'block' : 'none';
document.getElementById('tag-btn').disabled = on;
if (on) document.getElementById('results-area').style.display = 'none';
}
function showError(msg) {
const el = document.getElementById('error-msg');
el.textContent = msg; el.style.display = 'block';
}
function hideError() { document.getElementById('error-msg').style.display = 'none'; }
document.getElementById('url-input').addEventListener('keydown', e => {
if (e.key === 'Enter') runFromUrl();
});
</script>
</body>
</html>
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