2026-01-15 20:10:19 +08:00
|
|
|
|
<template>
|
|
|
|
|
|
<div class="attn-demo">
|
|
|
|
|
|
<div class="controls">
|
|
|
|
|
|
<span class="hint">🖱️ 把鼠标悬停在方块上,查看它的“注意力”分配</span>
|
|
|
|
|
|
</div>
|
2026-01-16 19:10:21 +08:00
|
|
|
|
|
2026-01-15 20:10:19 +08:00
|
|
|
|
<div class="visual-area">
|
|
|
|
|
|
<div class="image-grid" @mouseleave="hoverIndex = -1">
|
2026-01-16 19:10:21 +08:00
|
|
|
|
<div
|
|
|
|
|
|
v-for="(item, index) in items"
|
2026-01-15 20:10:19 +08:00
|
|
|
|
:key="index"
|
|
|
|
|
|
class="grid-cell"
|
|
|
|
|
|
:class="{ active: hoverIndex === index }"
|
|
|
|
|
|
@mouseenter="hoverIndex = index"
|
|
|
|
|
|
>
|
|
|
|
|
|
{{ item.icon }}
|
|
|
|
|
|
<div class="cell-label">{{ item.label }}</div>
|
|
|
|
|
|
</div>
|
2026-01-16 19:10:21 +08:00
|
|
|
|
|
2026-01-15 20:10:19 +08:00
|
|
|
|
<!-- SVG Overlay for lines -->
|
|
|
|
|
|
<svg class="connections" v-if="hoverIndex !== -1">
|
2026-01-16 19:10:21 +08:00
|
|
|
|
<line
|
|
|
|
|
|
v-for="(target, tIndex) in items"
|
2026-01-15 20:10:19 +08:00
|
|
|
|
:key="tIndex"
|
|
|
|
|
|
v-if="tIndex !== hoverIndex"
|
2026-01-16 19:10:21 +08:00
|
|
|
|
:x1="getCenter(hoverIndex).x"
|
2026-01-15 20:10:19 +08:00
|
|
|
|
:y1="getCenter(hoverIndex).y"
|
2026-01-16 19:10:21 +08:00
|
|
|
|
:x2="getCenter(tIndex).x"
|
2026-01-15 20:10:19 +08:00
|
|
|
|
:y2="getCenter(tIndex).y"
|
|
|
|
|
|
:stroke="getAttentionColor(hoverIndex, tIndex)"
|
|
|
|
|
|
:stroke-width="getAttentionWidth(hoverIndex, tIndex)"
|
|
|
|
|
|
stroke-linecap="round"
|
|
|
|
|
|
/>
|
|
|
|
|
|
</svg>
|
|
|
|
|
|
</div>
|
2026-01-16 19:10:21 +08:00
|
|
|
|
|
2026-01-15 20:10:19 +08:00
|
|
|
|
<div class="info-panel" :class="{ visible: hoverIndex !== -1 }">
|
|
|
|
|
|
<div class="info-title">Patch: {{ items[hoverIndex]?.label }}</div>
|
|
|
|
|
|
<div class="info-desc">正在关注:</div>
|
|
|
|
|
|
<ul class="attn-list" v-if="hoverIndex !== -1">
|
2026-01-16 19:10:21 +08:00
|
|
|
|
<li
|
|
|
|
|
|
v-for="(weight, targetIdx) in getTopAttentions(hoverIndex)"
|
|
|
|
|
|
:key="targetIdx"
|
|
|
|
|
|
>
|
2026-01-15 20:10:19 +08:00
|
|
|
|
<span class="target-icon">{{ items[targetIdx].icon }}</span>
|
|
|
|
|
|
<span class="target-name">{{ items[targetIdx].label }}</span>
|
|
|
|
|
|
<div class="bar-bg">
|
2026-01-16 19:10:21 +08:00
|
|
|
|
<div
|
|
|
|
|
|
class="bar-fill"
|
|
|
|
|
|
:style="{ width: weight * 100 + '%' }"
|
|
|
|
|
|
></div>
|
2026-01-15 20:10:19 +08:00
|
|
|
|
</div>
|
|
|
|
|
|
</li>
|
|
|
|
|
|
</ul>
|
|
|
|
|
|
</div>
|
|
|
|
|
|
</div>
|
|
|
|
|
|
</div>
|
|
|
|
|
|
</template>
|
|
|
|
|
|
|
|
|
|
|
|
<script setup>
|
|
|
|
|
|
import { ref } from 'vue'
|
|
|
|
|
|
|
|
|
|
|
|
const hoverIndex = ref(-1)
|
|
|
|
|
|
|
|
|
|
|
|
const items = [
|
2026-01-16 19:10:21 +08:00
|
|
|
|
{ icon: '🌲', label: '背景' },
|
|
|
|
|
|
{ icon: '🌲', label: '背景' },
|
|
|
|
|
|
{ icon: '☁️', label: '天空' },
|
|
|
|
|
|
{ icon: '👂', label: '猫耳' },
|
|
|
|
|
|
{ icon: '😼', label: '猫脸' },
|
|
|
|
|
|
{ icon: '🌲', label: '背景' },
|
|
|
|
|
|
{ icon: '🐾', label: '猫爪' },
|
|
|
|
|
|
{ icon: '🧶', label: '毛线' },
|
|
|
|
|
|
{ icon: '🌱', label: '草地' }
|
2026-01-15 20:10:19 +08:00
|
|
|
|
]
|
|
|
|
|
|
|
|
|
|
|
|
// 3x3 Grid
|
|
|
|
|
|
const getCenter = (index) => {
|
|
|
|
|
|
const row = Math.floor(index / 3)
|
|
|
|
|
|
const col = index % 3
|
|
|
|
|
|
// Assuming 80px cell + 10px gap
|
|
|
|
|
|
const cellSize = 80
|
|
|
|
|
|
const gap = 10
|
|
|
|
|
|
const offset = cellSize / 2
|
|
|
|
|
|
return {
|
|
|
|
|
|
x: col * (cellSize + gap) + offset,
|
|
|
|
|
|
y: row * (cellSize + gap) + offset
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// Mock attention weights
|
|
|
|
|
|
const getAttentionWeight = (source, target) => {
|
|
|
|
|
|
// Self attention is ignored for visualization clarity usually, but let's say:
|
2026-01-16 19:10:21 +08:00
|
|
|
|
|
2026-01-15 20:10:19 +08:00
|
|
|
|
// Cat parts (3, 4, 6) attend strongly to each other
|
|
|
|
|
|
const catParts = [3, 4, 6]
|
|
|
|
|
|
const isSourceCat = catParts.includes(source)
|
|
|
|
|
|
const isTargetCat = catParts.includes(target)
|
|
|
|
|
|
|
|
|
|
|
|
if (isSourceCat && isTargetCat) return 0.9 // Strong connection between cat parts
|
2026-01-16 19:10:21 +08:00
|
|
|
|
|
2026-01-15 20:10:19 +08:00
|
|
|
|
// Cat interacts with Yarn (7)
|
|
|
|
|
|
if (isSourceCat && target === 7) return 0.7
|
|
|
|
|
|
if (source === 7 && isTargetCat) return 0.7
|
|
|
|
|
|
|
|
|
|
|
|
// Background parts attend to each other
|
|
|
|
|
|
const bgParts = [0, 1, 2, 5, 8]
|
|
|
|
|
|
if (bgParts.includes(source) && bgParts.includes(target)) return 0.5
|
2026-01-16 19:10:21 +08:00
|
|
|
|
|
2026-01-15 20:10:19 +08:00
|
|
|
|
return 0.1 // Weak attention otherwise
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
const getAttentionColor = (source, target) => {
|
|
|
|
|
|
const weight = getAttentionWeight(source, target)
|
|
|
|
|
|
// Green for strong, gray for weak
|
|
|
|
|
|
if (weight > 0.6) return `rgba(16, 185, 129, ${weight})`
|
|
|
|
|
|
return `rgba(156, 163, 175, ${weight * 0.5})`
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
const getAttentionWidth = (source, target) => {
|
|
|
|
|
|
const weight = getAttentionWeight(source, target)
|
|
|
|
|
|
return weight * 5
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
const getTopAttentions = (source) => {
|
|
|
|
|
|
const weights = {}
|
|
|
|
|
|
items.forEach((_, idx) => {
|
|
|
|
|
|
if (idx !== source) {
|
|
|
|
|
|
weights[idx] = getAttentionWeight(source, idx)
|
|
|
|
|
|
}
|
|
|
|
|
|
})
|
|
|
|
|
|
// Sort by weight desc
|
|
|
|
|
|
return weights
|
|
|
|
|
|
}
|
|
|
|
|
|
</script>
|
|
|
|
|
|
|
|
|
|
|
|
<style scoped>
|
|
|
|
|
|
.attn-demo {
|
|
|
|
|
|
padding: 20px;
|
|
|
|
|
|
background: var(--vp-c-bg-soft);
|
|
|
|
|
|
border-radius: 8px;
|
|
|
|
|
|
margin: 20px 0;
|
|
|
|
|
|
user-select: none;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.controls {
|
|
|
|
|
|
text-align: center;
|
|
|
|
|
|
margin-bottom: 20px;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.hint {
|
|
|
|
|
|
font-size: 0.9em;
|
|
|
|
|
|
color: var(--vp-c-text-2);
|
|
|
|
|
|
background: var(--vp-c-bg);
|
|
|
|
|
|
padding: 4px 12px;
|
|
|
|
|
|
border-radius: 12px;
|
|
|
|
|
|
border: 1px solid var(--vp-c-divider);
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.visual-area {
|
|
|
|
|
|
display: flex;
|
|
|
|
|
|
justify-content: center;
|
|
|
|
|
|
gap: 40px;
|
|
|
|
|
|
flex-wrap: wrap;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.image-grid {
|
|
|
|
|
|
display: grid;
|
|
|
|
|
|
grid-template-columns: repeat(3, 80px);
|
|
|
|
|
|
gap: 10px;
|
|
|
|
|
|
position: relative;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.grid-cell {
|
|
|
|
|
|
width: 80px;
|
|
|
|
|
|
height: 80px;
|
|
|
|
|
|
background: var(--vp-c-bg);
|
|
|
|
|
|
border: 2px solid var(--vp-c-divider);
|
|
|
|
|
|
border-radius: 8px;
|
|
|
|
|
|
display: flex;
|
|
|
|
|
|
flex-direction: column;
|
|
|
|
|
|
align-items: center;
|
|
|
|
|
|
justify-content: center;
|
|
|
|
|
|
cursor: pointer;
|
|
|
|
|
|
transition: all 0.2s;
|
|
|
|
|
|
z-index: 2;
|
|
|
|
|
|
position: relative;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
2026-01-16 19:10:21 +08:00
|
|
|
|
.grid-cell:hover,
|
|
|
|
|
|
.grid-cell.active {
|
2026-01-15 20:10:19 +08:00
|
|
|
|
border-color: var(--vp-c-brand);
|
|
|
|
|
|
transform: scale(1.05);
|
2026-01-16 19:10:21 +08:00
|
|
|
|
box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
|
2026-01-15 20:10:19 +08:00
|
|
|
|
background: var(--vp-c-bg-mute);
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.cell-label {
|
|
|
|
|
|
font-size: 0.8em;
|
|
|
|
|
|
color: var(--vp-c-text-2);
|
|
|
|
|
|
margin-top: 4px;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.connections {
|
|
|
|
|
|
position: absolute;
|
|
|
|
|
|
top: 0;
|
|
|
|
|
|
left: 0;
|
|
|
|
|
|
width: 100%;
|
|
|
|
|
|
height: 100%;
|
|
|
|
|
|
pointer-events: none;
|
|
|
|
|
|
z-index: 1;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.info-panel {
|
|
|
|
|
|
width: 200px;
|
|
|
|
|
|
background: var(--vp-c-bg);
|
|
|
|
|
|
border: 1px solid var(--vp-c-divider);
|
|
|
|
|
|
border-radius: 8px;
|
|
|
|
|
|
padding: 15px;
|
|
|
|
|
|
opacity: 0;
|
|
|
|
|
|
transition: opacity 0.2s;
|
|
|
|
|
|
pointer-events: none;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.info-panel.visible {
|
|
|
|
|
|
opacity: 1;
|
|
|
|
|
|
pointer-events: auto;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.info-title {
|
|
|
|
|
|
font-weight: bold;
|
|
|
|
|
|
margin-bottom: 5px;
|
|
|
|
|
|
color: var(--vp-c-brand);
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.info-desc {
|
|
|
|
|
|
font-size: 0.85em;
|
|
|
|
|
|
color: var(--vp-c-text-2);
|
|
|
|
|
|
margin-bottom: 10px;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.attn-list {
|
|
|
|
|
|
list-style: none;
|
|
|
|
|
|
padding: 0;
|
|
|
|
|
|
margin: 0;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.attn-list li {
|
|
|
|
|
|
display: flex;
|
|
|
|
|
|
align-items: center;
|
|
|
|
|
|
gap: 8px;
|
|
|
|
|
|
margin-bottom: 6px;
|
|
|
|
|
|
font-size: 0.85em;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.target-icon {
|
|
|
|
|
|
width: 20px;
|
|
|
|
|
|
text-align: center;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.target-name {
|
|
|
|
|
|
width: 40px;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.bar-bg {
|
|
|
|
|
|
flex: 1;
|
|
|
|
|
|
height: 6px;
|
|
|
|
|
|
background: var(--vp-c-bg-soft);
|
|
|
|
|
|
border-radius: 3px;
|
|
|
|
|
|
overflow: hidden;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
.bar-fill {
|
|
|
|
|
|
height: 100%;
|
|
|
|
|
|
background: var(--vp-c-brand);
|
|
|
|
|
|
border-radius: 3px;
|
|
|
|
|
|
}
|
|
|
|
|
|
</style>
|