Spaces:
Running
Running
Static space with in-browser Transformers.js inference
Browse files- README.md +6 -6
- index.html +469 -18
- worker.js +92 -0
README.md
CHANGED
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@@ -1,10 +1,10 @@
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| 1 |
---
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-
title: Supra
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emoji:
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colorFrom:
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colorTo:
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sdk: static
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pinned: false
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---
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| 9 |
-
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-
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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+
title: Supra 50M Instruct
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+
emoji: ⚡
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colorFrom: indigo
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colorTo: purple
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sdk: static
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pinned: false
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license: apache-2.0
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short_description: In-browser inference with Transformers.js
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---
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index.html
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@@ -1,19 +1,470 @@
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<!
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<html>
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| 19 |
</html>
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| 1 |
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<!DOCTYPE html>
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| 2 |
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<html lang="en">
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| 3 |
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<head>
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| 4 |
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<meta charset="UTF-8" />
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| 5 |
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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| 6 |
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<title>Supra 50M Instruct</title>
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| 7 |
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<style>
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| 8 |
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* { margin: 0; padding: 0; box-sizing: border-box; }
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| 9 |
+
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| 10 |
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body {
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| 11 |
+
font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
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| 12 |
+
background: #0f0f13;
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| 13 |
+
color: #e4e4e7;
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| 14 |
+
height: 100vh;
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| 15 |
+
display: flex;
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| 16 |
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flex-direction: column;
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| 17 |
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}
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| 18 |
+
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| 19 |
+
header {
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| 20 |
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padding: 16px 24px;
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| 21 |
+
border-bottom: 1px solid #27272a;
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| 22 |
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display: flex;
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| 23 |
+
align-items: center;
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| 24 |
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gap: 12px;
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| 25 |
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flex-shrink: 0;
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| 26 |
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}
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| 27 |
+
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| 28 |
+
header h1 {
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| 29 |
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font-size: 18px;
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| 30 |
+
font-weight: 600;
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| 31 |
+
}
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| 32 |
+
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| 33 |
+
.badge {
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| 34 |
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background: #3b0764;
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| 35 |
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color: #c084fc;
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| 36 |
+
font-size: 11px;
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| 37 |
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padding: 2px 8px;
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| 38 |
+
border-radius: 9999px;
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| 39 |
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font-weight: 500;
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| 40 |
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}
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| 41 |
+
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| 42 |
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#status-bar {
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| 43 |
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padding: 8px 24px;
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| 44 |
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font-size: 13px;
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| 45 |
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color: #a1a1aa;
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| 46 |
+
border-bottom: 1px solid #27272a;
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| 47 |
+
display: flex;
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| 48 |
+
align-items: center;
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| 49 |
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gap: 8px;
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| 50 |
+
flex-shrink: 0;
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| 51 |
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}
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| 52 |
+
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| 53 |
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#progress-bar {
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| 54 |
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flex: 1;
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| 55 |
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max-width: 300px;
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| 56 |
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height: 4px;
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| 57 |
+
background: #27272a;
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| 58 |
+
border-radius: 2px;
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| 59 |
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overflow: hidden;
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| 60 |
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display: none;
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| 61 |
+
}
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| 62 |
+
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| 63 |
+
#progress-fill {
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| 64 |
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height: 100%;
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| 65 |
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background: #8b5cf6;
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| 66 |
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width: 0%;
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| 67 |
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transition: width 0.2s;
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| 68 |
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}
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| 69 |
+
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| 70 |
+
#chat {
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| 71 |
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flex: 1;
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| 72 |
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overflow-y: auto;
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| 73 |
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padding: 24px;
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| 74 |
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display: flex;
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| 75 |
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flex-direction: column;
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| 76 |
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gap: 16px;
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| 77 |
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}
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| 78 |
+
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| 79 |
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.message {
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| 80 |
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max-width: 720px;
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| 81 |
+
width: 100%;
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| 82 |
+
margin: 0 auto;
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| 83 |
+
}
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| 84 |
+
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| 85 |
+
.message-user {
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| 86 |
+
background: #18181b;
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| 87 |
+
border: 1px solid #27272a;
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| 88 |
+
border-radius: 12px;
|
| 89 |
+
padding: 12px 16px;
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| 90 |
+
}
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| 91 |
+
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| 92 |
+
.message-user .label {
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| 93 |
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font-size: 11px;
|
| 94 |
+
text-transform: uppercase;
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| 95 |
+
letter-spacing: 0.05em;
|
| 96 |
+
color: #8b5cf6;
|
| 97 |
+
margin-bottom: 4px;
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| 98 |
+
font-weight: 600;
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| 99 |
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}
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| 100 |
+
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| 101 |
+
.message-assistant {
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| 102 |
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background: transparent;
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| 103 |
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padding: 4px 0;
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| 104 |
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}
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| 105 |
+
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| 106 |
+
.message-assistant .label {
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| 107 |
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font-size: 11px;
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| 108 |
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text-transform: uppercase;
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| 109 |
+
letter-spacing: 0.05em;
|
| 110 |
+
color: #22c55e;
|
| 111 |
+
margin-bottom: 4px;
|
| 112 |
+
font-weight: 600;
|
| 113 |
+
}
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| 114 |
+
|
| 115 |
+
.message-text {
|
| 116 |
+
font-size: 15px;
|
| 117 |
+
line-height: 1.6;
|
| 118 |
+
white-space: pre-wrap;
|
| 119 |
+
word-break: break-word;
|
| 120 |
+
}
|
| 121 |
+
|
| 122 |
+
.cursor {
|
| 123 |
+
display: inline-block;
|
| 124 |
+
width: 2px;
|
| 125 |
+
height: 1em;
|
| 126 |
+
background: #8b5cf6;
|
| 127 |
+
margin-left: 2px;
|
| 128 |
+
vertical-align: text-bottom;
|
| 129 |
+
animation: blink 0.8s infinite;
|
| 130 |
+
}
|
| 131 |
+
|
| 132 |
+
@keyframes blink {
|
| 133 |
+
0%, 50% { opacity: 1; }
|
| 134 |
+
51%, 100% { opacity: 0; }
|
| 135 |
+
}
|
| 136 |
+
|
| 137 |
+
#input-area {
|
| 138 |
+
padding: 16px 24px;
|
| 139 |
+
border-top: 1px solid #27272a;
|
| 140 |
+
flex-shrink: 0;
|
| 141 |
+
}
|
| 142 |
+
|
| 143 |
+
#input-row {
|
| 144 |
+
max-width: 720px;
|
| 145 |
+
margin: 0 auto;
|
| 146 |
+
display: flex;
|
| 147 |
+
gap: 8px;
|
| 148 |
+
}
|
| 149 |
+
|
| 150 |
+
#prompt-input {
|
| 151 |
+
flex: 1;
|
| 152 |
+
background: #18181b;
|
| 153 |
+
border: 1px solid #27272a;
|
| 154 |
+
border-radius: 8px;
|
| 155 |
+
padding: 10px 14px;
|
| 156 |
+
color: #e4e4e7;
|
| 157 |
+
font-size: 15px;
|
| 158 |
+
font-family: inherit;
|
| 159 |
+
resize: none;
|
| 160 |
+
outline: none;
|
| 161 |
+
min-height: 44px;
|
| 162 |
+
max-height: 120px;
|
| 163 |
+
}
|
| 164 |
+
|
| 165 |
+
#prompt-input:focus { border-color: #8b5cf6; }
|
| 166 |
+
#prompt-input::placeholder { color: #52525b; }
|
| 167 |
+
|
| 168 |
+
#send-btn {
|
| 169 |
+
background: #7c3aed;
|
| 170 |
+
color: white;
|
| 171 |
+
border: none;
|
| 172 |
+
border-radius: 8px;
|
| 173 |
+
padding: 10px 20px;
|
| 174 |
+
font-size: 14px;
|
| 175 |
+
font-weight: 500;
|
| 176 |
+
cursor: pointer;
|
| 177 |
+
white-space: nowrap;
|
| 178 |
+
align-self: flex-end;
|
| 179 |
+
}
|
| 180 |
+
|
| 181 |
+
#send-btn:hover { background: #6d28d9; }
|
| 182 |
+
#send-btn:disabled { background: #3f3f46; color: #71717a; cursor: not-allowed; }
|
| 183 |
+
|
| 184 |
+
#stop-btn {
|
| 185 |
+
background: #dc2626;
|
| 186 |
+
color: white;
|
| 187 |
+
border: none;
|
| 188 |
+
border-radius: 8px;
|
| 189 |
+
padding: 10px 16px;
|
| 190 |
+
font-size: 14px;
|
| 191 |
+
font-weight: 500;
|
| 192 |
+
cursor: pointer;
|
| 193 |
+
white-space: nowrap;
|
| 194 |
+
align-self: flex-end;
|
| 195 |
+
display: none;
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
#stop-btn:hover { background: #b91c1c; }
|
| 199 |
+
|
| 200 |
+
#settings-toggle {
|
| 201 |
+
background: none;
|
| 202 |
+
border: 1px solid #27272a;
|
| 203 |
+
color: #a1a1aa;
|
| 204 |
+
border-radius: 8px;
|
| 205 |
+
padding: 10px 12px;
|
| 206 |
+
cursor: pointer;
|
| 207 |
+
font-size: 14px;
|
| 208 |
+
align-self: flex-end;
|
| 209 |
+
}
|
| 210 |
+
|
| 211 |
+
#settings-toggle:hover { border-color: #8b5cf6; color: #e4e4e7; }
|
| 212 |
+
|
| 213 |
+
#settings-panel {
|
| 214 |
+
display: none;
|
| 215 |
+
max-width: 720px;
|
| 216 |
+
margin: 8px auto 0;
|
| 217 |
+
padding: 12px 16px;
|
| 218 |
+
background: #18181b;
|
| 219 |
+
border: 1px solid #27272a;
|
| 220 |
+
border-radius: 8px;
|
| 221 |
+
}
|
| 222 |
+
|
| 223 |
+
#settings-panel.open { display: grid; grid-template-columns: 1fr 1fr; gap: 10px; }
|
| 224 |
+
|
| 225 |
+
.setting {
|
| 226 |
+
display: flex;
|
| 227 |
+
flex-direction: column;
|
| 228 |
+
gap: 4px;
|
| 229 |
+
}
|
| 230 |
+
|
| 231 |
+
.setting label {
|
| 232 |
+
font-size: 12px;
|
| 233 |
+
color: #a1a1aa;
|
| 234 |
+
}
|
| 235 |
+
|
| 236 |
+
.setting input {
|
| 237 |
+
background: #0f0f13;
|
| 238 |
+
border: 1px solid #27272a;
|
| 239 |
+
border-radius: 4px;
|
| 240 |
+
padding: 6px 8px;
|
| 241 |
+
color: #e4e4e7;
|
| 242 |
+
font-size: 13px;
|
| 243 |
+
width: 100%;
|
| 244 |
+
}
|
| 245 |
+
|
| 246 |
+
.welcome {
|
| 247 |
+
text-align: center;
|
| 248 |
+
margin: auto;
|
| 249 |
+
max-width: 480px;
|
| 250 |
+
}
|
| 251 |
+
|
| 252 |
+
.welcome h2 {
|
| 253 |
+
font-size: 24px;
|
| 254 |
+
margin-bottom: 8px;
|
| 255 |
+
}
|
| 256 |
+
|
| 257 |
+
.welcome p {
|
| 258 |
+
font-size: 14px;
|
| 259 |
+
color: #71717a;
|
| 260 |
+
line-height: 1.5;
|
| 261 |
+
}
|
| 262 |
+
|
| 263 |
+
footer {
|
| 264 |
+
padding: 8px;
|
| 265 |
+
text-align: center;
|
| 266 |
+
font-size: 11px;
|
| 267 |
+
color: #52525b;
|
| 268 |
+
flex-shrink: 0;
|
| 269 |
+
}
|
| 270 |
+
|
| 271 |
+
footer a { color: #8b5cf6; text-decoration: none; }
|
| 272 |
+
</style>
|
| 273 |
+
</head>
|
| 274 |
+
<body>
|
| 275 |
+
<header>
|
| 276 |
+
<h1>Supra 50M Instruct</h1>
|
| 277 |
+
<span class="badge">ONNX / In-Browser</span>
|
| 278 |
+
</header>
|
| 279 |
+
|
| 280 |
+
<div id="status-bar">
|
| 281 |
+
<span id="status-text">Initializing...</span>
|
| 282 |
+
<div id="progress-bar"><div id="progress-fill"></div></div>
|
| 283 |
+
</div>
|
| 284 |
+
|
| 285 |
+
<div id="chat">
|
| 286 |
+
<div class="welcome">
|
| 287 |
+
<h2>Supra 50M</h2>
|
| 288 |
+
<p>A tiny instruction-tuned LLM running entirely in your browser via ONNX Runtime + Transformers.js. No server needed.</p>
|
| 289 |
+
</div>
|
| 290 |
+
</div>
|
| 291 |
+
|
| 292 |
+
<div id="input-area">
|
| 293 |
+
<div id="input-row">
|
| 294 |
+
<textarea id="prompt-input" placeholder="Ask something..." rows="1" disabled></textarea>
|
| 295 |
+
<button id="settings-toggle" title="Settings">⚙</button>
|
| 296 |
+
<button id="send-btn" disabled>Send</button>
|
| 297 |
+
<button id="stop-btn">Stop</button>
|
| 298 |
+
</div>
|
| 299 |
+
<div id="settings-panel">
|
| 300 |
+
<div class="setting">
|
| 301 |
+
<label>Max tokens</label>
|
| 302 |
+
<input type="number" id="param-max-tokens" value="256" min="1" max="512" />
|
| 303 |
+
</div>
|
| 304 |
+
<div class="setting">
|
| 305 |
+
<label>Temperature</label>
|
| 306 |
+
<input type="number" id="param-temperature" value="0.7" min="0" max="2" step="0.1" />
|
| 307 |
+
</div>
|
| 308 |
+
<div class="setting">
|
| 309 |
+
<label>Top-K</label>
|
| 310 |
+
<input type="number" id="param-top-k" value="50" min="1" max="200" />
|
| 311 |
+
</div>
|
| 312 |
+
<div class="setting">
|
| 313 |
+
<label>Repetition penalty</label>
|
| 314 |
+
<input type="number" id="param-rep-penalty" value="1.15" min="1" max="2" step="0.05" />
|
| 315 |
+
</div>
|
| 316 |
+
</div>
|
| 317 |
+
</div>
|
| 318 |
+
|
| 319 |
+
<footer>
|
| 320 |
+
Powered by <a href="https://huggingface.co/docs/transformers.js" target="_blank">Transformers.js</a>
|
| 321 |
+
· Model: <a href="https://huggingface.co/SupraLabs/Supra-50M-Instruct" target="_blank">SupraLabs/Supra-50M-Instruct</a>
|
| 322 |
+
</footer>
|
| 323 |
+
|
| 324 |
+
<script type="module">
|
| 325 |
+
const worker = new Worker("worker.js", { type: "module" });
|
| 326 |
+
|
| 327 |
+
const chatEl = document.getElementById("chat");
|
| 328 |
+
const inputEl = document.getElementById("prompt-input");
|
| 329 |
+
const sendBtn = document.getElementById("send-btn");
|
| 330 |
+
const statusText = document.getElementById("status-text");
|
| 331 |
+
const progressBar = document.getElementById("progress-bar");
|
| 332 |
+
const progressFill = document.getElementById("progress-fill");
|
| 333 |
+
const stopBtn = document.getElementById("stop-btn");
|
| 334 |
+
const settingsToggle = document.getElementById("settings-toggle");
|
| 335 |
+
const settingsPanel = document.getElementById("settings-panel");
|
| 336 |
+
|
| 337 |
+
let isGenerating = false;
|
| 338 |
+
let currentResponseEl = null;
|
| 339 |
+
|
| 340 |
+
settingsToggle.addEventListener("click", () => {
|
| 341 |
+
settingsPanel.classList.toggle("open");
|
| 342 |
+
});
|
| 343 |
+
|
| 344 |
+
function getParams() {
|
| 345 |
+
return {
|
| 346 |
+
max_new_tokens: parseInt(document.getElementById("param-max-tokens").value) || 256,
|
| 347 |
+
temperature: parseFloat(document.getElementById("param-temperature").value) || 0.7,
|
| 348 |
+
top_k: parseInt(document.getElementById("param-top-k").value) || 50,
|
| 349 |
+
top_p: 0.9,
|
| 350 |
+
repetition_penalty: parseFloat(document.getElementById("param-rep-penalty").value) || 1.15,
|
| 351 |
+
};
|
| 352 |
+
}
|
| 353 |
+
|
| 354 |
+
function addMessage(role, text) {
|
| 355 |
+
const welcome = chatEl.querySelector(".welcome");
|
| 356 |
+
if (welcome) welcome.remove();
|
| 357 |
+
|
| 358 |
+
const msg = document.createElement("div");
|
| 359 |
+
msg.className = `message message-${role}`;
|
| 360 |
+
|
| 361 |
+
const label = document.createElement("div");
|
| 362 |
+
label.className = "label";
|
| 363 |
+
label.textContent = role === "user" ? "You" : "Supra 50M";
|
| 364 |
+
|
| 365 |
+
const content = document.createElement("div");
|
| 366 |
+
content.className = "message-text";
|
| 367 |
+
content.textContent = text || "";
|
| 368 |
+
|
| 369 |
+
msg.appendChild(label);
|
| 370 |
+
msg.appendChild(content);
|
| 371 |
+
chatEl.appendChild(msg);
|
| 372 |
+
chatEl.scrollTop = chatEl.scrollHeight;
|
| 373 |
+
|
| 374 |
+
return content;
|
| 375 |
+
}
|
| 376 |
+
|
| 377 |
+
function send() {
|
| 378 |
+
const text = inputEl.value.trim();
|
| 379 |
+
if (!text || isGenerating) return;
|
| 380 |
+
|
| 381 |
+
addMessage("user", text);
|
| 382 |
+
currentResponseEl = addMessage("assistant", "");
|
| 383 |
+
|
| 384 |
+
const cursor = document.createElement("span");
|
| 385 |
+
cursor.className = "cursor";
|
| 386 |
+
currentResponseEl.appendChild(cursor);
|
| 387 |
+
|
| 388 |
+
isGenerating = true;
|
| 389 |
+
sendBtn.style.display = "none";
|
| 390 |
+
stopBtn.style.display = "block";
|
| 391 |
+
inputEl.value = "";
|
| 392 |
+
inputEl.style.height = "auto";
|
| 393 |
+
|
| 394 |
+
worker.postMessage({
|
| 395 |
+
type: "generate",
|
| 396 |
+
instruction: text,
|
| 397 |
+
params: getParams(),
|
| 398 |
+
});
|
| 399 |
+
}
|
| 400 |
+
|
| 401 |
+
sendBtn.addEventListener("click", send);
|
| 402 |
+
|
| 403 |
+
stopBtn.addEventListener("click", () => {
|
| 404 |
+
worker.postMessage({ type: "stop" });
|
| 405 |
+
});
|
| 406 |
+
|
| 407 |
+
inputEl.addEventListener("keydown", (e) => {
|
| 408 |
+
if (e.key === "Enter" && !e.shiftKey) {
|
| 409 |
+
e.preventDefault();
|
| 410 |
+
send();
|
| 411 |
+
}
|
| 412 |
+
});
|
| 413 |
+
|
| 414 |
+
inputEl.addEventListener("input", () => {
|
| 415 |
+
inputEl.style.height = "auto";
|
| 416 |
+
inputEl.style.height = Math.min(inputEl.scrollHeight, 120) + "px";
|
| 417 |
+
});
|
| 418 |
+
|
| 419 |
+
worker.onmessage = (e) => {
|
| 420 |
+
const { type } = e.data;
|
| 421 |
+
|
| 422 |
+
if (type === "status") {
|
| 423 |
+
statusText.textContent = e.data.message;
|
| 424 |
+
} else if (type === "progress") {
|
| 425 |
+
progressBar.style.display = "block";
|
| 426 |
+
progressFill.style.width = e.data.percent.toFixed(0) + "%";
|
| 427 |
+
statusText.textContent = `Loading model... ${e.data.percent.toFixed(0)}%`;
|
| 428 |
+
} else if (type === "ready") {
|
| 429 |
+
progressBar.style.display = "none";
|
| 430 |
+
statusText.textContent = "Ready";
|
| 431 |
+
inputEl.disabled = false;
|
| 432 |
+
sendBtn.disabled = false;
|
| 433 |
+
inputEl.focus();
|
| 434 |
+
} else if (type === "token") {
|
| 435 |
+
if (currentResponseEl) {
|
| 436 |
+
const cursor = currentResponseEl.querySelector(".cursor");
|
| 437 |
+
if (cursor) cursor.remove();
|
| 438 |
+
currentResponseEl.textContent += e.data.text;
|
| 439 |
+
const newCursor = document.createElement("span");
|
| 440 |
+
newCursor.className = "cursor";
|
| 441 |
+
currentResponseEl.appendChild(newCursor);
|
| 442 |
+
chatEl.scrollTop = chatEl.scrollHeight;
|
| 443 |
+
}
|
| 444 |
+
} else if (type === "done") {
|
| 445 |
+
if (currentResponseEl) {
|
| 446 |
+
const cursor = currentResponseEl.querySelector(".cursor");
|
| 447 |
+
if (cursor) cursor.remove();
|
| 448 |
+
}
|
| 449 |
+
isGenerating = false;
|
| 450 |
+
stopBtn.style.display = "none";
|
| 451 |
+
sendBtn.style.display = "block";
|
| 452 |
+
sendBtn.disabled = false;
|
| 453 |
+
inputEl.focus();
|
| 454 |
+
} else if (type === "error") {
|
| 455 |
+
if (currentResponseEl) {
|
| 456 |
+
const cursor = currentResponseEl.querySelector(".cursor");
|
| 457 |
+
if (cursor) cursor.remove();
|
| 458 |
+
currentResponseEl.textContent += "\n[Error: " + e.data.message + "]";
|
| 459 |
+
}
|
| 460 |
+
isGenerating = false;
|
| 461 |
+
stopBtn.style.display = "none";
|
| 462 |
+
sendBtn.style.display = "block";
|
| 463 |
+
sendBtn.disabled = false;
|
| 464 |
+
}
|
| 465 |
+
};
|
| 466 |
+
|
| 467 |
+
worker.postMessage({ type: "load" });
|
| 468 |
+
</script>
|
| 469 |
+
</body>
|
| 470 |
</html>
|
worker.js
ADDED
|
@@ -0,0 +1,92 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import {
|
| 2 |
+
env,
|
| 3 |
+
AutoTokenizer,
|
| 4 |
+
AutoModelForCausalLM,
|
| 5 |
+
TextStreamer,
|
| 6 |
+
InterruptableStoppingCriteria,
|
| 7 |
+
} from "https://cdn.jsdelivr.net/npm/@huggingface/transformers@3";
|
| 8 |
+
|
| 9 |
+
env.allowLocalModels = false;
|
| 10 |
+
|
| 11 |
+
const MODEL_ID = "av-codes/Supra-50M-Instruct-ONNX";
|
| 12 |
+
|
| 13 |
+
let tokenizer = null;
|
| 14 |
+
let model = null;
|
| 15 |
+
let generating = false;
|
| 16 |
+
const stopping = new InterruptableStoppingCriteria();
|
| 17 |
+
|
| 18 |
+
function formatPrompt(instruction) {
|
| 19 |
+
return (
|
| 20 |
+
"Below is an instruction that describes a task. " +
|
| 21 |
+
"Write a response that appropriately completes the request.\n\n" +
|
| 22 |
+
"### Instruction:\n" +
|
| 23 |
+
instruction +
|
| 24 |
+
"\n\n### Response:\n"
|
| 25 |
+
);
|
| 26 |
+
}
|
| 27 |
+
|
| 28 |
+
async function load() {
|
| 29 |
+
self.postMessage({ type: "status", message: "Loading tokenizer..." });
|
| 30 |
+
|
| 31 |
+
tokenizer = await AutoTokenizer.from_pretrained(MODEL_ID);
|
| 32 |
+
|
| 33 |
+
self.postMessage({ type: "status", message: "Loading model (50 MB)..." });
|
| 34 |
+
|
| 35 |
+
model = await AutoModelForCausalLM.from_pretrained(MODEL_ID, {
|
| 36 |
+
dtype: "q8",
|
| 37 |
+
progress_callback: (progress) => {
|
| 38 |
+
if (progress.status === "progress") {
|
| 39 |
+
self.postMessage({
|
| 40 |
+
type: "progress",
|
| 41 |
+
percent: progress.progress,
|
| 42 |
+
file: progress.file,
|
| 43 |
+
});
|
| 44 |
+
}
|
| 45 |
+
},
|
| 46 |
+
});
|
| 47 |
+
|
| 48 |
+
self.postMessage({ type: "ready" });
|
| 49 |
+
}
|
| 50 |
+
|
| 51 |
+
async function generate(instruction, params) {
|
| 52 |
+
if (!model || !tokenizer || generating) return;
|
| 53 |
+
generating = true;
|
| 54 |
+
stopping.reset();
|
| 55 |
+
|
| 56 |
+
const prompt = formatPrompt(instruction);
|
| 57 |
+
const inputs = tokenizer(prompt);
|
| 58 |
+
|
| 59 |
+
const streamer = new TextStreamer(tokenizer, {
|
| 60 |
+
skip_prompt: true,
|
| 61 |
+
skip_special_tokens: true,
|
| 62 |
+
callback_function: (text) => {
|
| 63 |
+
self.postMessage({ type: "token", text });
|
| 64 |
+
},
|
| 65 |
+
});
|
| 66 |
+
|
| 67 |
+
try {
|
| 68 |
+
await model.generate({
|
| 69 |
+
...inputs,
|
| 70 |
+
max_new_tokens: params.max_new_tokens || 256,
|
| 71 |
+
temperature: params.temperature || 0.7,
|
| 72 |
+
top_k: params.top_k || 50,
|
| 73 |
+
top_p: params.top_p || 0.9,
|
| 74 |
+
repetition_penalty: params.repetition_penalty || 1.15,
|
| 75 |
+
do_sample: params.temperature > 0,
|
| 76 |
+
streamer,
|
| 77 |
+
stopping_criteria: [stopping],
|
| 78 |
+
});
|
| 79 |
+
} catch (e) {
|
| 80 |
+
self.postMessage({ type: "error", message: e.message });
|
| 81 |
+
}
|
| 82 |
+
|
| 83 |
+
generating = false;
|
| 84 |
+
self.postMessage({ type: "done" });
|
| 85 |
+
}
|
| 86 |
+
|
| 87 |
+
self.onmessage = (e) => {
|
| 88 |
+
const { type, instruction, params } = e.data;
|
| 89 |
+
if (type === "load") load();
|
| 90 |
+
else if (type === "generate") generate(instruction, params);
|
| 91 |
+
else if (type === "stop") stopping.interrupt();
|
| 92 |
+
};
|