Spaces:
Running
Running
Update index.html
Browse files- index.html +1364 -415
index.html
CHANGED
|
@@ -1,449 +1,1398 @@
|
|
| 1 |
<!DOCTYPE html>
|
| 2 |
<html lang="en">
|
| 3 |
<head>
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 40 |
</head>
|
| 41 |
<body>
|
| 42 |
|
| 43 |
-
<
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 56 |
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 68 |
</div>
|
|
|
|
|
|
|
|
|
|
| 69 |
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 76 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 77 |
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 82 |
</div>
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
|
|
|
|
| 93 |
</div>
|
|
|
|
|
|
|
|
|
|
| 94 |
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
| 110 |
-
|
| 111 |
-
|
| 112 |
-
</tbody>
|
| 113 |
-
</table>
|
| 114 |
-
</div>
|
| 115 |
-
</div>
|
| 116 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 117 |
</div>
|
| 118 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 119 |
<script type="module">
|
| 120 |
-
|
| 121 |
-
|
| 122 |
-
|
| 123 |
-
|
| 124 |
-
|
| 125 |
-
|
| 126 |
-
|
| 127 |
-
|
| 128 |
-
|
| 129 |
-
|
| 130 |
-
|
| 131 |
-
|
| 132 |
-
|
| 133 |
-
|
| 134 |
-
|
| 135 |
-
|
| 136 |
-
|
| 137 |
-
|
| 138 |
-
|
| 139 |
-
|
| 140 |
-
|
| 141 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 142 |
});
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 143 |
|
| 144 |
-
|
| 145 |
-
|
| 146 |
-
this.addOutput("Query", "string");
|
| 147 |
-
this.title = "User Input";
|
| 148 |
-
this.color = "#1e3a8a";
|
| 149 |
-
}
|
| 150 |
-
LGraphCanvas.registerNode("RAG/Input", InputNode);
|
| 151 |
-
|
| 152 |
-
function EmbedderNode() {
|
| 153 |
-
this.addInput("Text", "string");
|
| 154 |
-
this.addOutput("Vector", "array");
|
| 155 |
-
this.title = "MiniLM Embedder";
|
| 156 |
-
this.color = "#064e3b";
|
| 157 |
-
this.properties = { model: "all-MiniLM-L6-v2" };
|
| 158 |
-
this.addWidget("text", "Model", this.properties.model);
|
| 159 |
-
}
|
| 160 |
-
LGraphCanvas.registerNode("RAG/Embedder", EmbedderNode);
|
| 161 |
-
|
| 162 |
-
function DBNode() {
|
| 163 |
-
this.addInput("Query Vector", "array");
|
| 164 |
-
this.addOutput("Top-K Rows", "array");
|
| 165 |
-
this.title = "Vector DB (Search)";
|
| 166 |
-
this.color = "#4c1d95";
|
| 167 |
-
this.properties = { top_k: 3, metric: "Cosine" };
|
| 168 |
-
this.addWidget("number", "Top K", this.properties.top_k, (v) => this.properties.top_k = v, {min:1, max:10, step:10});
|
| 169 |
-
}
|
| 170 |
-
LGraphCanvas.registerNode("RAG/VectorDB", DBNode);
|
| 171 |
|
| 172 |
-
|
| 173 |
-
|
| 174 |
-
|
| 175 |
-
|
| 176 |
-
|
| 177 |
-
}
|
| 178 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 179 |
|
| 180 |
-
|
| 181 |
-
|
| 182 |
-
|
| 183 |
-
|
| 184 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 185 |
}
|
| 186 |
-
|
| 187 |
-
|
| 188 |
-
|
| 189 |
-
|
| 190 |
-
|
| 191 |
-
|
| 192 |
-
|
| 193 |
-
|
| 194 |
-
|
| 195 |
-
|
| 196 |
-
|
| 197 |
-
|
| 198 |
-
|
| 199 |
-
|
| 200 |
-
|
| 201 |
-
|
| 202 |
-
|
| 203 |
-
graph.add(nodeReranker);
|
| 204 |
-
|
| 205 |
-
const nodeLLM = LiteGraph.createNode("RAG/Generator");
|
| 206 |
-
nodeLLM.pos = [500, 350];
|
| 207 |
-
graph.add(nodeLLM);
|
| 208 |
-
|
| 209 |
-
// Connect them
|
| 210 |
-
nodeInput.connect(0, nodeEmbedder, 0);
|
| 211 |
-
nodeInput.connect(0, nodeLLM, 1);
|
| 212 |
-
nodeEmbedder.connect(0, nodeDB, 0);
|
| 213 |
-
nodeDB.connect(0, nodeReranker, 0);
|
| 214 |
-
nodeReranker.connect(0, nodeLLM, 0);
|
| 215 |
-
graph.start();
|
| 216 |
-
|
| 217 |
-
// Helper to pulse nodes
|
| 218 |
-
function highlightNode(node) {
|
| 219 |
-
const originalColor = node.color;
|
| 220 |
-
node.color = "#eab308"; // yellow
|
| 221 |
-
canvas.setDirty(true, true);
|
| 222 |
-
setTimeout(() => { node.color = originalColor; canvas.setDirty(true, true); }, 1000);
|
| 223 |
}
|
|
|
|
| 224 |
|
| 225 |
-
|
| 226 |
-
|
| 227 |
-
|
| 228 |
-
|
| 229 |
-
|
| 230 |
-
|
| 231 |
-
|
| 232 |
-
|
| 233 |
-
|
| 234 |
-
|
| 235 |
-
|
| 236 |
-
|
| 237 |
-
|
| 238 |
-
|
| 239 |
-
|
| 240 |
-
|
| 241 |
-
|
| 242 |
-
|
| 243 |
-
document.getElementById("chat-input").disabled = false;
|
| 244 |
-
document.getElementById("btn-chat").disabled = false;
|
| 245 |
-
} catch (e) {
|
| 246 |
-
console.error(e);
|
| 247 |
-
chatWindow.innerHTML += `<div class="text-xs text-red-400">Error loading models. Check console or WebGPU support.</div>`;
|
| 248 |
-
}
|
| 249 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 250 |
|
| 251 |
-
|
| 252 |
-
|
| 253 |
-
|
| 254 |
-
|
| 255 |
-
// Add to DB
|
| 256 |
-
document.getElementById("btn-add-db").addEventListener("click", async () => {
|
| 257 |
-
const text = document.getElementById("db-input").value.trim();
|
| 258 |
-
if(!text || !embedder) return;
|
| 259 |
-
|
| 260 |
-
highlightNode(nodeEmbedder);
|
| 261 |
-
|
| 262 |
-
// 1. Generate Embedding
|
| 263 |
-
const output = await embedder(text, { pooling: 'mean', normalize: true });
|
| 264 |
-
const vector = Array.from(output.data);
|
| 265 |
-
|
| 266 |
-
// 2. Save to "LanceDB" Table
|
| 267 |
-
const entry = {
|
| 268 |
-
id: dbIdCounter++,
|
| 269 |
-
date: new Date().toISOString().split('T')[0],
|
| 270 |
-
text: text,
|
| 271 |
-
vector: vector
|
| 272 |
-
};
|
| 273 |
-
vectorDB.push(entry);
|
| 274 |
-
|
| 275 |
-
// 3. Visualize
|
| 276 |
-
document.getElementById("db-count").innerText = `${vectorDB.length} Rows`;
|
| 277 |
-
const tr = document.createElement("tr");
|
| 278 |
-
tr.className = "border-b border-slate-700 animate-entry";
|
| 279 |
-
tr.id = `db-row-${entry.id}`;
|
| 280 |
-
tr.innerHTML = `
|
| 281 |
-
<td class="py-2 text-slate-300">#${entry.id}</td>
|
| 282 |
-
<td class="py-2 text-slate-300 truncate max-w-[100px]" title="${text}">${text}</td>
|
| 283 |
-
<td class="py-2 vector-text">[${vector.slice(0, 5).map(n => n.toFixed(3)).join(', ')}...]</td>
|
| 284 |
-
`;
|
| 285 |
-
document.getElementById("db-tbody").prepend(tr);
|
| 286 |
-
document.getElementById("db-input").value = "";
|
| 287 |
});
|
|
|
|
| 288 |
|
| 289 |
-
|
| 290 |
-
document.getElementById("btn-chat").addEventListener("click", async () => {
|
| 291 |
-
const query = document.getElementById("chat-input").value.trim();
|
| 292 |
-
if(!query || !generator) return;
|
| 293 |
-
|
| 294 |
-
const chatWindow = document.getElementById("chat-window");
|
| 295 |
-
chatWindow.innerHTML += `<div class="bg-slate-800 p-2 rounded text-sm self-end max-w-[80%]">${query}</div>`;
|
| 296 |
-
document.getElementById("chat-input").value = "";
|
| 297 |
-
|
| 298 |
-
// Visualize Node Flow
|
| 299 |
-
highlightNode(nodeInput);
|
| 300 |
-
|
| 301 |
-
// 1. Embed Query
|
| 302 |
-
highlightNode(nodeEmbedder);
|
| 303 |
-
const queryOut = await embedder(query, { pooling: 'mean', normalize: true });
|
| 304 |
-
const queryVector = Array.from(queryOut.data);
|
| 305 |
-
|
| 306 |
-
// 2. Vector DB Search (Cosine Similarity)
|
| 307 |
-
highlightNode(nodeDB);
|
| 308 |
-
let results = vectorDB.map(row => {
|
| 309 |
-
return { ...row, score: cos_sim(queryVector, row.vector) };
|
| 310 |
-
});
|
| 311 |
-
|
| 312 |
-
// Sort by initial similarity and take Top K
|
| 313 |
-
const topK = nodeDB.properties.top_k;
|
| 314 |
-
results.sort((a, b) => b.score - a.score);
|
| 315 |
-
let topResults = results.slice(0, topK);
|
| 316 |
-
|
| 317 |
-
// Highlight rows in table
|
| 318 |
-
document.querySelectorAll("tr").forEach(tr => tr.classList.remove("highlight-top-k"));
|
| 319 |
-
topResults.forEach(res => {
|
| 320 |
-
const rowEl = document.getElementById(`db-row-${res.id}`);
|
| 321 |
-
if(rowEl) {
|
| 322 |
-
rowEl.classList.add("highlight-top-k");
|
| 323 |
-
// Scroll row into view
|
| 324 |
-
rowEl.scrollIntoView({ behavior: 'smooth', block: 'nearest' });
|
| 325 |
-
}
|
| 326 |
-
});
|
| 327 |
-
|
| 328 |
-
// 3. Reranking
|
| 329 |
-
if(topResults.length > 0 && reranker) {
|
| 330 |
-
highlightNode(nodeReranker);
|
| 331 |
-
document.getElementById("rerank-status").innerText = "Processing...";
|
| 332 |
-
const rerankContainer = document.getElementById("reranker-list");
|
| 333 |
-
rerankContainer.innerHTML = "";
|
| 334 |
-
|
| 335 |
-
// Populate initial rerank UI
|
| 336 |
-
for(let res of topResults) {
|
| 337 |
-
rerankContainer.innerHTML += `
|
| 338 |
-
<div id="rr-${res.id}" class="bg-slate-800 border border-slate-600 p-1 rounded text-xs animate-entry">
|
| 339 |
-
<span class="text-slate-400">ID: ${res.id}</span> | Initial Score: ${(res.score).toFixed(3)}
|
| 340 |
-
<div class="truncate text-slate-300 mt-1">${res.text}</div>
|
| 341 |
-
</div>`;
|
| 342 |
-
}
|
| 343 |
-
|
| 344 |
-
// Run Cross-Encoder
|
| 345 |
-
const rerankPromises = topResults.map(async (res) => {
|
| 346 |
-
// bge-reranker outputs logits, higher is betterHere is the complete code for your serverless, static Hugging Face Spaces app.
|
| 347 |
-
|
| 348 |
-
This single `index.html` file combines the HTML structure, CSS Grid layout, and JavaScript logic using **Transformers.js (v3)**, **LiteGraph.js** for the node editor, and a browser-native vector database implementation.
|
| 349 |
-
|
| 350 |
-
To deploy this, simply create a new Space on Hugging Face, select **Static**, and paste this code into the `index.html` file.
|
| 351 |
-
|
| 352 |
-
### `index.html`
|
| 353 |
-
|
| 354 |
-
```html
|
| 355 |
-
<!DOCTYPE html>
|
| 356 |
-
<html lang="en">
|
| 357 |
-
<head>
|
| 358 |
-
<meta charset="UTF-8">
|
| 359 |
-
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 360 |
-
<title>Visual RAG Pipeline</title>
|
| 361 |
-
<!-- LiteGraph CSS -->
|
| 362 |
-
<link rel="stylesheet" type="text/css" href="[https://tamats.com/projects/litegraph/css/litegraph.css](https://tamats.com/projects/litegraph/css/litegraph.css)">
|
| 363 |
-
<style>
|
| 364 |
-
:root {
|
| 365 |
-
--bg-color: #1e1e2e;
|
| 366 |
-
--panel-bg: #282a36;
|
| 367 |
-
--text-color: #f8f8f2;
|
| 368 |
-
--accent: #bd93f9;
|
| 369 |
-
--accent-hover: #ff79c6;
|
| 370 |
-
--border: #44475a;
|
| 371 |
-
}
|
| 372 |
|
| 373 |
-
|
| 374 |
-
|
| 375 |
-
|
| 376 |
-
|
| 377 |
-
|
| 378 |
-
|
| 379 |
-
|
| 380 |
-
|
| 381 |
-
|
| 382 |
-
|
| 383 |
-
|
| 384 |
-
}
|
| 385 |
|
| 386 |
-
|
| 387 |
-
|
| 388 |
-
|
| 389 |
-
|
| 390 |
-
margin: 8px;
|
| 391 |
-
display: flex;
|
| 392 |
-
flex-direction: column;
|
| 393 |
-
overflow: hidden;
|
| 394 |
-
}
|
| 395 |
|
| 396 |
-
|
| 397 |
-
|
| 398 |
-
|
| 399 |
-
|
| 400 |
-
|
| 401 |
-
}
|
| 402 |
|
| 403 |
-
|
| 404 |
-
|
| 405 |
-
|
| 406 |
-
|
| 407 |
-
|
| 408 |
-
|
| 409 |
-
|
| 410 |
-
|
| 411 |
-
|
| 412 |
-
|
| 413 |
-
|
| 414 |
-
|
| 415 |
-
|
| 416 |
-
|
| 417 |
-
|
| 418 |
-
|
| 419 |
-
|
| 420 |
-
|
| 421 |
-
|
| 422 |
-
|
| 423 |
-
|
| 424 |
-
|
| 425 |
-
|
| 426 |
-
|
| 427 |
-
|
| 428 |
-
|
| 429 |
-
|
| 430 |
-
|
| 431 |
-
|
| 432 |
-
|
| 433 |
-
|
| 434 |
-
|
| 435 |
-
|
| 436 |
-
|
| 437 |
-
|
| 438 |
-
position: absolute; top: 0; left: 0; width: 100%; height: 100%;
|
| 439 |
-
background: rgba(0,0,0,0.8); z-index: 100;
|
| 440 |
-
display: flex; flex-direction: column; justify-content: center; align-items: center;
|
| 441 |
-
}
|
| 442 |
-
</style>
|
| 443 |
-
</head>
|
| 444 |
-
<body>
|
| 445 |
|
| 446 |
-
|
| 447 |
-
|
| 448 |
-
|
| 449 |
-
|
|
|
|
| 1 |
<!DOCTYPE html>
|
| 2 |
<html lang="en">
|
| 3 |
<head>
|
| 4 |
+
<meta charset="UTF-8">
|
| 5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 6 |
+
<title>RAG Pipeline Visualizer</title>
|
| 7 |
+
<link rel="preconnect" href="https://fonts.googleapis.com">
|
| 8 |
+
<link href="https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@300;400;500;600;700&family=DM+Sans:wght@300;400;500;600&display=swap" rel="stylesheet">
|
| 9 |
+
<style>
|
| 10 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 11 |
+
/* TOKENS */
|
| 12 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 13 |
+
:root {
|
| 14 |
+
--bg: #040912;
|
| 15 |
+
--bg2: #07111f;
|
| 16 |
+
--surface: #0b1a2e;
|
| 17 |
+
--surface2: #102038;
|
| 18 |
+
--surface3: #162845;
|
| 19 |
+
--border: #1d3254;
|
| 20 |
+
--border2: #26405e;
|
| 21 |
+
|
| 22 |
+
--cyan: #00e5ff;
|
| 23 |
+
--cyan-dim: rgba(0,229,255,.12);
|
| 24 |
+
--purple: #a855f7;
|
| 25 |
+
--purple-dim:rgba(168,85,247,.12);
|
| 26 |
+
--green: #00ff88;
|
| 27 |
+
--green-dim:rgba(0,255,136,.10);
|
| 28 |
+
--amber: #ffaa00;
|
| 29 |
+
--amber-dim:rgba(255,170,0,.12);
|
| 30 |
+
--red: #ff4455;
|
| 31 |
+
--pink: #f472b6;
|
| 32 |
+
|
| 33 |
+
--text: #c8dff5;
|
| 34 |
+
--text2: #7a9ab8;
|
| 35 |
+
--text3: #3d5a7a;
|
| 36 |
+
|
| 37 |
+
--mono: 'JetBrains Mono', monospace;
|
| 38 |
+
--sans: 'DM Sans', system-ui, sans-serif;
|
| 39 |
+
}
|
| 40 |
+
|
| 41 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 42 |
+
/* RESET & BASE */
|
| 43 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 44 |
+
*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }
|
| 45 |
+
html, body { height: 100%; overflow: hidden; }
|
| 46 |
+
body {
|
| 47 |
+
font-family: var(--sans);
|
| 48 |
+
background: var(--bg);
|
| 49 |
+
color: var(--text);
|
| 50 |
+
display: grid;
|
| 51 |
+
grid-template-rows: 44px 200px 1fr;
|
| 52 |
+
height: 100vh;
|
| 53 |
+
}
|
| 54 |
+
|
| 55 |
+
/* scrollbar */
|
| 56 |
+
::-webkit-scrollbar { width: 4px; height: 4px; }
|
| 57 |
+
::-webkit-scrollbar-track { background: transparent; }
|
| 58 |
+
::-webkit-scrollbar-thumb { background: var(--border2); border-radius: 2px; }
|
| 59 |
+
|
| 60 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 61 |
+
/* HEADER */
|
| 62 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 63 |
+
#header {
|
| 64 |
+
display: flex; align-items: center; justify-content: space-between;
|
| 65 |
+
padding: 0 16px;
|
| 66 |
+
background: var(--surface);
|
| 67 |
+
border-bottom: 1px solid var(--border);
|
| 68 |
+
position: relative; z-index: 50;
|
| 69 |
+
}
|
| 70 |
+
#header::after {
|
| 71 |
+
content: ''; position: absolute; bottom: 0; left: 0; right: 0;
|
| 72 |
+
height: 1px;
|
| 73 |
+
background: linear-gradient(90deg,transparent,var(--cyan),var(--purple),transparent);
|
| 74 |
+
opacity: .4;
|
| 75 |
+
}
|
| 76 |
+
.header-title {
|
| 77 |
+
font-family: var(--mono); font-size: 13px; font-weight: 600; letter-spacing: .06em;
|
| 78 |
+
background: linear-gradient(90deg, var(--cyan), var(--purple));
|
| 79 |
+
-webkit-background-clip: text; -webkit-text-fill-color: transparent;
|
| 80 |
+
}
|
| 81 |
+
.header-title span { -webkit-text-fill-color: var(--text3); font-weight: 300; }
|
| 82 |
+
.model-badges { display: flex; gap: 8px; }
|
| 83 |
+
.badge {
|
| 84 |
+
display: flex; align-items: center; gap: 5px;
|
| 85 |
+
padding: 3px 9px; border-radius: 20px; border: 1px solid var(--border2);
|
| 86 |
+
font-family: var(--mono); font-size: 10px; color: var(--text3);
|
| 87 |
+
transition: all .3s;
|
| 88 |
+
}
|
| 89 |
+
.badge.loading { border-color: var(--amber); color: var(--amber); }
|
| 90 |
+
.badge.ready { border-color: var(--green); color: var(--green); }
|
| 91 |
+
.badge.error { border-color: var(--red); color: var(--red); }
|
| 92 |
+
.badge-dot {
|
| 93 |
+
width: 5px; height: 5px; border-radius: 50%; background: currentColor;
|
| 94 |
+
}
|
| 95 |
+
.badge.loading .badge-dot { animation: blink 1s infinite; }
|
| 96 |
+
@keyframes blink { 0%,100%{opacity:1}50%{opacity:.2} }
|
| 97 |
+
|
| 98 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 99 |
+
/* NODE FLOW EDITOR */
|
| 100 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 101 |
+
#node-editor {
|
| 102 |
+
position: relative;
|
| 103 |
+
background: var(--bg2);
|
| 104 |
+
border-bottom: 1px solid var(--border);
|
| 105 |
+
overflow: hidden;
|
| 106 |
+
}
|
| 107 |
+
#flow-canvas { display: block; }
|
| 108 |
+
|
| 109 |
+
/* Settings panel */
|
| 110 |
+
#node-settings {
|
| 111 |
+
position: absolute; right: 0; top: 0; bottom: 0; width: 240px;
|
| 112 |
+
background: var(--surface);
|
| 113 |
+
border-left: 1px solid var(--border);
|
| 114 |
+
padding: 14px;
|
| 115 |
+
overflow-y: auto;
|
| 116 |
+
transform: translateX(100%);
|
| 117 |
+
transition: transform .25s;
|
| 118 |
+
z-index: 10;
|
| 119 |
+
}
|
| 120 |
+
#node-settings.open { transform: translateX(0); }
|
| 121 |
+
.ns-title {
|
| 122 |
+
font-family: var(--mono); font-size: 12px; font-weight: 600;
|
| 123 |
+
margin-bottom: 14px; letter-spacing: .04em;
|
| 124 |
+
}
|
| 125 |
+
.ns-row { display: flex; flex-direction: column; gap: 4px; margin-bottom: 10px; }
|
| 126 |
+
.ns-label {
|
| 127 |
+
font-family: var(--mono); font-size: 9px; text-transform: uppercase;
|
| 128 |
+
letter-spacing: .08em; color: var(--text3);
|
| 129 |
+
}
|
| 130 |
+
.ns-input {
|
| 131 |
+
background: var(--surface3); border: 1px solid var(--border);
|
| 132 |
+
color: var(--text); padding: 5px 8px; border-radius: 4px;
|
| 133 |
+
font-family: var(--mono); font-size: 11px; width: 100%;
|
| 134 |
+
outline: none; transition: border-color .2s;
|
| 135 |
+
}
|
| 136 |
+
.ns-input:focus { border-color: var(--cyan); }
|
| 137 |
+
.ns-close {
|
| 138 |
+
float: right; background: none; border: none; color: var(--text2);
|
| 139 |
+
cursor: pointer; font-size: 16px; line-height: 1;
|
| 140 |
+
}
|
| 141 |
+
.ns-close:hover { color: var(--text); }
|
| 142 |
+
|
| 143 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 144 |
+
/* MAIN PANELS */
|
| 145 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 146 |
+
#main {
|
| 147 |
+
display: grid;
|
| 148 |
+
grid-template-columns: 1fr 1fr 1fr;
|
| 149 |
+
overflow: hidden;
|
| 150 |
+
min-height: 0;
|
| 151 |
+
}
|
| 152 |
+
.panel {
|
| 153 |
+
display: flex; flex-direction: column; overflow: hidden;
|
| 154 |
+
border-right: 1px solid var(--border);
|
| 155 |
+
min-height: 0;
|
| 156 |
+
}
|
| 157 |
+
.panel:last-child { border-right: none; }
|
| 158 |
+
.panel-hdr {
|
| 159 |
+
display: flex; align-items: center; justify-content: space-between;
|
| 160 |
+
padding: 7px 12px;
|
| 161 |
+
background: var(--surface);
|
| 162 |
+
border-bottom: 1px solid var(--border);
|
| 163 |
+
flex-shrink: 0;
|
| 164 |
+
}
|
| 165 |
+
.panel-hdr-title {
|
| 166 |
+
font-family: var(--mono); font-size: 10px; font-weight: 600;
|
| 167 |
+
text-transform: uppercase; letter-spacing: .1em; color: var(--text2);
|
| 168 |
+
}
|
| 169 |
+
.panel-hdr-badge {
|
| 170 |
+
font-family: var(--mono); font-size: 9px; color: var(--text3);
|
| 171 |
+
padding: 2px 6px; border-radius: 4px; background: var(--surface2);
|
| 172 |
+
}
|
| 173 |
+
|
| 174 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 175 |
+
/* CHAT PANEL */
|
| 176 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 177 |
+
#chat-messages {
|
| 178 |
+
flex: 1; overflow-y: auto; padding: 10px;
|
| 179 |
+
display: flex; flex-direction: column; gap: 8px;
|
| 180 |
+
min-height: 0;
|
| 181 |
+
}
|
| 182 |
+
.msg { display: flex; flex-direction: column; gap: 3px; }
|
| 183 |
+
.msg.user { align-items: flex-end; }
|
| 184 |
+
.msg.assistant { align-items: flex-start; }
|
| 185 |
+
.msg-bubble {
|
| 186 |
+
max-width: 88%; padding: 8px 11px; border-radius: 8px;
|
| 187 |
+
font-size: 12px; line-height: 1.55; white-space: pre-wrap;
|
| 188 |
+
}
|
| 189 |
+
.msg.user .msg-bubble {
|
| 190 |
+
background: linear-gradient(135deg, var(--purple), #7c3aed);
|
| 191 |
+
color: #fff; border-radius: 8px 8px 2px 8px;
|
| 192 |
+
}
|
| 193 |
+
.msg.assistant .msg-bubble {
|
| 194 |
+
background: var(--surface2); border: 1px solid var(--border);
|
| 195 |
+
color: var(--text); border-radius: 8px 8px 8px 2px;
|
| 196 |
+
}
|
| 197 |
+
.msg-time {
|
| 198 |
+
font-family: var(--mono); font-size: 9px; color: var(--text3);
|
| 199 |
+
padding: 0 4px;
|
| 200 |
+
}
|
| 201 |
+
.ctx-chips { display: flex; flex-wrap: wrap; gap: 3px; margin-top: 3px; }
|
| 202 |
+
.ctx-chip {
|
| 203 |
+
font-family: var(--mono); font-size: 9px;
|
| 204 |
+
padding: 1px 6px; border-radius: 10px;
|
| 205 |
+
background: var(--cyan-dim); border: 1px solid var(--cyan);
|
| 206 |
+
color: var(--cyan);
|
| 207 |
+
}
|
| 208 |
+
/* typing dots */
|
| 209 |
+
.typing { display: flex; gap: 4px; align-items: center; padding: 4px 2px; }
|
| 210 |
+
.typing i {
|
| 211 |
+
width: 5px; height: 5px; border-radius: 50%;
|
| 212 |
+
background: var(--purple); display: block;
|
| 213 |
+
animation: tdot 1s infinite;
|
| 214 |
+
}
|
| 215 |
+
.typing i:nth-child(2){animation-delay:.15s}
|
| 216 |
+
.typing i:nth-child(3){animation-delay:.3s}
|
| 217 |
+
@keyframes tdot{0%,100%{transform:translateY(0);opacity:.5}50%{transform:translateY(-5px);opacity:1}}
|
| 218 |
+
|
| 219 |
+
/* chat input */
|
| 220 |
+
#chat-input-wrap {
|
| 221 |
+
flex-shrink: 0; display: flex; gap: 6px; padding: 9px 10px;
|
| 222 |
+
border-top: 1px solid var(--border); background: var(--surface);
|
| 223 |
+
}
|
| 224 |
+
#chat-input {
|
| 225 |
+
flex: 1; background: var(--surface3); border: 1px solid var(--border);
|
| 226 |
+
color: var(--text); padding: 7px 11px; border-radius: 6px;
|
| 227 |
+
font-family: var(--sans); font-size: 12px; outline: none;
|
| 228 |
+
transition: border-color .2s;
|
| 229 |
+
}
|
| 230 |
+
#chat-input:focus { border-color: var(--purple); }
|
| 231 |
+
#chat-input::placeholder { color: var(--text3); }
|
| 232 |
+
#chat-input:disabled { opacity: .4; cursor: not-allowed; }
|
| 233 |
+
|
| 234 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 235 |
+
/* BUTTONS */
|
| 236 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 237 |
+
.btn {
|
| 238 |
+
padding: 7px 13px; border-radius: 6px; border: none; cursor: pointer;
|
| 239 |
+
font-family: var(--mono); font-size: 11px; font-weight: 600;
|
| 240 |
+
transition: all .18s; letter-spacing: .03em;
|
| 241 |
+
}
|
| 242 |
+
.btn-cyan {
|
| 243 |
+
background: var(--cyan); color: var(--bg);
|
| 244 |
+
}
|
| 245 |
+
.btn-cyan:hover { filter: brightness(1.15); transform: translateY(-1px); }
|
| 246 |
+
.btn-cyan:active { transform: translateY(0); }
|
| 247 |
+
.btn-cyan:disabled { opacity: .35; cursor: not-allowed; transform: none; filter: none; }
|
| 248 |
+
.btn-ghost {
|
| 249 |
+
background: var(--surface3); color: var(--text2);
|
| 250 |
+
border: 1px solid var(--border);
|
| 251 |
+
}
|
| 252 |
+
.btn-ghost:hover { border-color: var(--border2); color: var(--text); }
|
| 253 |
+
.btn-ghost:disabled { opacity: .35; cursor: not-allowed; }
|
| 254 |
+
.btn-green {
|
| 255 |
+
background: var(--green); color: var(--bg);
|
| 256 |
+
}
|
| 257 |
+
.btn-green:hover { filter: brightness(1.1); }
|
| 258 |
+
.btn-green:disabled { opacity: .35; cursor: not-allowed; filter: none; }
|
| 259 |
+
|
| 260 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 261 |
+
/* RETRIEVAL PANEL */
|
| 262 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 263 |
+
#retrieval-panel { display: flex; flex-direction: column; min-height: 0; }
|
| 264 |
+
.ret-section { flex: 1; display: flex; flex-direction: column; min-height: 0; overflow: hidden; }
|
| 265 |
+
.ret-section + .ret-section { border-top: 1px solid var(--border); }
|
| 266 |
+
.ret-section-hdr {
|
| 267 |
+
flex-shrink: 0; padding: 5px 10px;
|
| 268 |
+
font-family: var(--mono); font-size: 9px; font-weight: 600;
|
| 269 |
+
text-transform: uppercase; letter-spacing: .1em;
|
| 270 |
+
color: var(--text3); background: var(--surface2);
|
| 271 |
+
border-bottom: 1px solid var(--border);
|
| 272 |
+
display: flex; justify-content: space-between; align-items: center;
|
| 273 |
+
}
|
| 274 |
+
.ret-list { flex: 1; overflow-y: auto; padding: 6px; display: flex; flex-direction: column; gap: 5px; min-height: 0; }
|
| 275 |
+
.ret-item {
|
| 276 |
+
padding: 8px 10px; background: var(--surface2);
|
| 277 |
+
border: 1px solid var(--border); border-radius: 5px;
|
| 278 |
+
font-size: 11px; transition: all .35s; position: relative;
|
| 279 |
+
cursor: default;
|
| 280 |
+
}
|
| 281 |
+
.ret-item.lit {
|
| 282 |
+
border-color: var(--cyan);
|
| 283 |
+
box-shadow: 0 0 0 1px var(--cyan-dim), inset 0 0 20px var(--cyan-dim);
|
| 284 |
+
background: rgba(0,229,255,.05);
|
| 285 |
+
animation: ret-pop .35s ease;
|
| 286 |
+
}
|
| 287 |
+
.ret-item.selected {
|
| 288 |
+
border-color: var(--green);
|
| 289 |
+
box-shadow: 0 0 0 1px var(--green-dim), inset 0 0 20px var(--green-dim);
|
| 290 |
+
background: rgba(0,255,136,.04);
|
| 291 |
+
animation: ret-pop .35s ease;
|
| 292 |
+
}
|
| 293 |
+
@keyframes ret-pop{0%{transform:scale(.96);opacity:.5}100%{transform:scale(1);opacity:1}}
|
| 294 |
+
.ret-rank {
|
| 295 |
+
position: absolute; top: -8px; left: 8px;
|
| 296 |
+
font-family: var(--mono); font-size: 9px; font-weight: 700;
|
| 297 |
+
padding: 1px 5px; border-radius: 4px;
|
| 298 |
+
background: var(--amber); color: var(--bg);
|
| 299 |
+
}
|
| 300 |
+
.ret-item.selected .ret-rank { background: var(--green); }
|
| 301 |
+
.ret-text {
|
| 302 |
+
color: var(--text); font-size: 11px; line-height: 1.45;
|
| 303 |
+
display: -webkit-box; -webkit-line-clamp: 2; -webkit-box-orient: vertical; overflow: hidden;
|
| 304 |
+
margin-bottom: 5px;
|
| 305 |
+
}
|
| 306 |
+
.ret-foot { display: flex; justify-content: space-between; align-items: center; gap: 6px; }
|
| 307 |
+
.ret-meta { font-family: var(--mono); font-size: 9px; color: var(--text3); }
|
| 308 |
+
.score-bar { flex: 1; height: 2px; background: var(--border); border-radius: 1px; overflow: hidden; }
|
| 309 |
+
.score-fill {
|
| 310 |
+
height: 100%; border-radius: 1px;
|
| 311 |
+
transition: width .6s ease;
|
| 312 |
+
background: linear-gradient(90deg, var(--purple), var(--cyan));
|
| 313 |
+
}
|
| 314 |
+
.ret-item.selected .score-fill {
|
| 315 |
+
background: linear-gradient(90deg, var(--green), var(--cyan));
|
| 316 |
+
}
|
| 317 |
+
.score-pct { font-family: var(--mono); font-size: 9px; color: var(--text2); white-space: nowrap; }
|
| 318 |
+
|
| 319 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 320 |
+
/* VECTOR DB PANEL */
|
| 321 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 322 |
+
#add-form {
|
| 323 |
+
flex-shrink: 0; padding: 9px; background: var(--surface2);
|
| 324 |
+
border-bottom: 1px solid var(--border);
|
| 325 |
+
display: flex; flex-direction: column; gap: 6px;
|
| 326 |
+
}
|
| 327 |
+
#add-form textarea {
|
| 328 |
+
background: var(--surface3); border: 1px solid var(--border);
|
| 329 |
+
color: var(--text); padding: 7px 9px; border-radius: 5px;
|
| 330 |
+
font-family: var(--sans); font-size: 11px; resize: none; height: 54px;
|
| 331 |
+
outline: none; width: 100%; line-height: 1.45; transition: border-color .2s;
|
| 332 |
+
}
|
| 333 |
+
#add-form textarea:focus { border-color: var(--green); }
|
| 334 |
+
#add-form textarea::placeholder { color: var(--text3); }
|
| 335 |
+
.form-row { display: grid; grid-template-columns: 1fr 1fr; gap: 5px; }
|
| 336 |
+
.form-row input {
|
| 337 |
+
background: var(--surface3); border: 1px solid var(--border);
|
| 338 |
+
color: var(--text); padding: 5px 8px; border-radius: 4px;
|
| 339 |
+
font-family: var(--mono); font-size: 10px; outline: none; width: 100%;
|
| 340 |
+
transition: border-color .2s;
|
| 341 |
+
}
|
| 342 |
+
.form-row input:focus { border-color: var(--green); }
|
| 343 |
+
.form-row input::placeholder { color: var(--text3); }
|
| 344 |
+
.embed-progress { display: none; }
|
| 345 |
+
.embed-progress.show { display: block; }
|
| 346 |
+
.embed-progress-bar {
|
| 347 |
+
height: 2px; background: var(--border); border-radius: 1px; overflow: hidden; margin-top: 2px;
|
| 348 |
+
}
|
| 349 |
+
.embed-progress-fill {
|
| 350 |
+
height: 100%; background: linear-gradient(90deg, var(--green), var(--cyan));
|
| 351 |
+
border-radius: 1px; width: 0; transition: width .3s;
|
| 352 |
+
}
|
| 353 |
+
.embed-progress-txt {
|
| 354 |
+
font-family: var(--mono); font-size: 9px; color: var(--green);
|
| 355 |
+
}
|
| 356 |
+
|
| 357 |
+
/* table */
|
| 358 |
+
#vdb-table-wrap { flex: 1; overflow: auto; min-height: 0; }
|
| 359 |
+
#vdb-table {
|
| 360 |
+
width: 100%; border-collapse: collapse;
|
| 361 |
+
font-family: var(--mono); font-size: 10px;
|
| 362 |
+
}
|
| 363 |
+
#vdb-table th {
|
| 364 |
+
padding: 5px 8px; background: var(--surface3);
|
| 365 |
+
border-bottom: 1px solid var(--border);
|
| 366 |
+
text-align: left; font-weight: 600; color: var(--text3);
|
| 367 |
+
text-transform: uppercase; letter-spacing: .06em;
|
| 368 |
+
position: sticky; top: 0; z-index: 1;
|
| 369 |
+
}
|
| 370 |
+
#vdb-table td {
|
| 371 |
+
padding: 5px 8px; border-bottom: 1px solid rgba(29,50,84,.4);
|
| 372 |
+
color: var(--text); vertical-align: top;
|
| 373 |
+
}
|
| 374 |
+
#vdb-table tr { transition: background .3s; }
|
| 375 |
+
#vdb-table tr:hover td { background: var(--surface2); }
|
| 376 |
+
#vdb-table tr.lit td { background: rgba(0,229,255,.05); }
|
| 377 |
+
#vdb-table tr.lit { outline: 1px solid var(--cyan); }
|
| 378 |
+
.vec-chip {
|
| 379 |
+
display: inline-block;
|
| 380 |
+
font-size: 9px; color: var(--cyan); white-space: nowrap;
|
| 381 |
+
overflow: hidden; text-overflow: ellipsis; max-width: 80px;
|
| 382 |
+
}
|
| 383 |
+
.tag {
|
| 384 |
+
display: inline-block; padding: 1px 5px; border-radius: 3px;
|
| 385 |
+
font-size: 9px; font-weight: 600;
|
| 386 |
+
background: var(--surface3); border: 1px solid var(--border); color: var(--text3);
|
| 387 |
+
}
|
| 388 |
+
.tag.new-tag { border-color: var(--green); color: var(--green); animation: tag-glow 2s ease; }
|
| 389 |
+
@keyframes tag-glow{0%{box-shadow:0 0 10px var(--green)}100%{box-shadow:none}}
|
| 390 |
+
.tag.selected-tag { border-color: var(--cyan); color: var(--cyan); }
|
| 391 |
+
|
| 392 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 393 |
+
/* EMPTY STATE */
|
| 394 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 395 |
+
.empty {
|
| 396 |
+
flex: 1; display: flex; flex-direction: column; align-items: center; justify-content: center;
|
| 397 |
+
color: var(--text3); font-size: 11px; gap: 7px; padding: 20px; text-align: center;
|
| 398 |
+
}
|
| 399 |
+
.empty-icon { font-size: 28px; opacity: .5; }
|
| 400 |
+
|
| 401 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 402 |
+
/* TOAST */
|
| 403 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 404 |
+
#toast {
|
| 405 |
+
position: fixed; bottom: 16px; left: 50%; transform: translateX(-50%) translateY(60px);
|
| 406 |
+
padding: 8px 16px; background: var(--surface3); border: 1px solid var(--border2);
|
| 407 |
+
border-radius: 8px; font-family: var(--mono); font-size: 11px; color: var(--text);
|
| 408 |
+
transition: transform .3s; z-index: 999; pointer-events: none; white-space: nowrap;
|
| 409 |
+
}
|
| 410 |
+
#toast.show { transform: translateX(-50%) translateY(0); }
|
| 411 |
+
|
| 412 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 413 |
+
/* LOADING OVERLAY */
|
| 414 |
+
/* ═══════════════════════════════════════════════════════════ */
|
| 415 |
+
#loading-overlay {
|
| 416 |
+
position: fixed; inset: 0; background: var(--bg);
|
| 417 |
+
display: flex; flex-direction: column; align-items: center; justify-content: center;
|
| 418 |
+
gap: 20px; z-index: 200; transition: opacity .5s;
|
| 419 |
+
}
|
| 420 |
+
#loading-overlay.fade { opacity: 0; pointer-events: none; }
|
| 421 |
+
.lo-title {
|
| 422 |
+
font-family: var(--mono); font-size: 20px; font-weight: 700; letter-spacing: .08em;
|
| 423 |
+
background: linear-gradient(90deg, var(--cyan), var(--purple));
|
| 424 |
+
-webkit-background-clip: text; -webkit-text-fill-color: transparent;
|
| 425 |
+
}
|
| 426 |
+
.lo-sub {
|
| 427 |
+
font-family: var(--sans); font-size: 12px; color: var(--text2); text-align: center;
|
| 428 |
+
max-width: 340px; line-height: 1.6;
|
| 429 |
+
}
|
| 430 |
+
.lo-steps { display: flex; flex-direction: column; gap: 8px; width: 320px; }
|
| 431 |
+
.lo-step {
|
| 432 |
+
display: flex; align-items: center; gap: 10px;
|
| 433 |
+
font-family: var(--mono); font-size: 11px; color: var(--text3);
|
| 434 |
+
transition: color .3s;
|
| 435 |
+
}
|
| 436 |
+
.lo-step.active { color: var(--cyan); }
|
| 437 |
+
.lo-step.done { color: var(--green); }
|
| 438 |
+
.lo-step-icon { font-size: 14px; width: 20px; text-align: center; }
|
| 439 |
+
.lo-bar-wrap { width: 320px; height: 2px; background: var(--border); border-radius: 1px; overflow: hidden; }
|
| 440 |
+
.lo-bar-fill {
|
| 441 |
+
height: 100%; background: linear-gradient(90deg, var(--cyan), var(--purple));
|
| 442 |
+
border-radius: 1px; width: 0%; transition: width .5s;
|
| 443 |
+
}
|
| 444 |
+
</style>
|
| 445 |
</head>
|
| 446 |
<body>
|
| 447 |
|
| 448 |
+
<!-- LOADING OVERLAY -->
|
| 449 |
+
<div id="loading-overlay">
|
| 450 |
+
<div class="lo-title">⬡ RAG PIPELINE VISUALIZER</div>
|
| 451 |
+
<div class="lo-sub">Loading AI models into your browser. Models are cached after first download.</div>
|
| 452 |
+
<div class="lo-steps">
|
| 453 |
+
<div class="lo-step" id="lo-embed">
|
| 454 |
+
<span class="lo-step-icon">🔢</span>
|
| 455 |
+
<span>Embedding model — all-MiniLM-L6-v2 (22 MB)</span>
|
| 456 |
+
</div>
|
| 457 |
+
<div class="lo-step" id="lo-rerank">
|
| 458 |
+
<span class="lo-step-icon">🔄</span>
|
| 459 |
+
<span>Reranker — ms-marco-MiniLM-L-6 (~80 MB)</span>
|
| 460 |
+
</div>
|
| 461 |
+
<div class="lo-step" id="lo-llm">
|
| 462 |
+
<span class="lo-step-icon">🤖</span>
|
| 463 |
+
<span>LLM — LaMini-Flan-T5-248M (~900 MB)</span>
|
| 464 |
+
</div>
|
| 465 |
+
</div>
|
| 466 |
+
<div class="lo-bar-wrap"><div class="lo-bar-fill" id="lo-bar"></div></div>
|
| 467 |
+
<div class="lo-sub" id="lo-status">Initializing…</div>
|
| 468 |
+
</div>
|
| 469 |
|
| 470 |
+
<!-- HEADER -->
|
| 471 |
+
<div id="header">
|
| 472 |
+
<div class="header-title">⬡ RAG<span>/</span>VISUALIZER <span>· in-browser · powered by transformers.js</span></div>
|
| 473 |
+
<div class="model-badges">
|
| 474 |
+
<div class="badge" id="bd-embed"><div class="badge-dot"></div> Embed</div>
|
| 475 |
+
<div class="badge" id="bd-rerank"><div class="badge-dot"></div> Rerank</div>
|
| 476 |
+
<div class="badge" id="bd-llm"><div class="badge-dot"></div> LLM</div>
|
| 477 |
+
</div>
|
| 478 |
+
</div>
|
| 479 |
+
|
| 480 |
+
<!-- NODE FLOW EDITOR -->
|
| 481 |
+
<div id="node-editor">
|
| 482 |
+
<canvas id="flow-canvas"></canvas>
|
| 483 |
+
<div id="node-settings">
|
| 484 |
+
<div style="display:flex;justify-content:space-between;align-items:center;margin-bottom:12px">
|
| 485 |
+
<div class="ns-title" id="ns-title">Node Settings</div>
|
| 486 |
+
<button class="ns-close" onclick="closeSettings()">✕</button>
|
| 487 |
</div>
|
| 488 |
+
<div id="ns-body"></div>
|
| 489 |
+
</div>
|
| 490 |
+
</div>
|
| 491 |
|
| 492 |
+
<!-- MAIN PANELS -->
|
| 493 |
+
<div id="main">
|
| 494 |
+
<!-- CHAT -->
|
| 495 |
+
<div class="panel" id="chat-panel">
|
| 496 |
+
<div class="panel-hdr">
|
| 497 |
+
<span class="panel-hdr-title">💬 Chat</span>
|
| 498 |
+
<span class="panel-hdr-badge" id="chat-status">idle</span>
|
| 499 |
+
</div>
|
| 500 |
+
<div id="chat-messages">
|
| 501 |
+
<div class="empty" id="chat-empty">
|
| 502 |
+
<div class="empty-icon">🤖</div>
|
| 503 |
+
<span>Ask anything. Every step of the<br>RAG pipeline will be visualized live.</span>
|
| 504 |
+
</div>
|
| 505 |
</div>
|
| 506 |
+
<div id="chat-input-wrap">
|
| 507 |
+
<input id="chat-input" placeholder="Ask a question…" disabled />
|
| 508 |
+
<button class="btn btn-cyan" id="send-btn" disabled>Send</button>
|
| 509 |
+
</div>
|
| 510 |
+
</div>
|
| 511 |
|
| 512 |
+
<!-- RETRIEVAL + RERANKING -->
|
| 513 |
+
<div class="panel" id="retrieval-panel">
|
| 514 |
+
<div class="panel-hdr">
|
| 515 |
+
<span class="panel-hdr-title">🔍 Retrieval & Reranking</span>
|
| 516 |
+
<span class="panel-hdr-badge" id="ret-status">idle</span>
|
| 517 |
+
</div>
|
| 518 |
+
<div class="ret-section">
|
| 519 |
+
<div class="ret-section-hdr">
|
| 520 |
+
<span>Retrieved (Top-K)</span>
|
| 521 |
+
<span id="ret-k-badge" style="color:var(--cyan);font-size:9px"></span>
|
| 522 |
+
</div>
|
| 523 |
+
<div class="ret-list" id="ret-list">
|
| 524 |
+
<div class="empty" id="ret-empty">
|
| 525 |
+
<div class="empty-icon">📚</div>
|
| 526 |
+
<span>Retrieved chunks appear here</span>
|
| 527 |
</div>
|
| 528 |
+
</div>
|
| 529 |
+
</div>
|
| 530 |
+
<div class="ret-section">
|
| 531 |
+
<div class="ret-section-hdr">
|
| 532 |
+
<span>After Reranking</span>
|
| 533 |
+
<span id="rerank-k-badge" style="color:var(--green);font-size:9px"></span>
|
| 534 |
+
</div>
|
| 535 |
+
<div class="ret-list" id="rerank-list">
|
| 536 |
+
<div class="empty" id="rerank-empty">
|
| 537 |
+
<div class="empty-icon">🔄</div>
|
| 538 |
+
<span>Reranked context appears here</span>
|
| 539 |
</div>
|
| 540 |
+
</div>
|
| 541 |
+
</div>
|
| 542 |
+
</div>
|
| 543 |
|
| 544 |
+
<!-- VECTOR DB -->
|
| 545 |
+
<div class="panel" id="vectordb-panel">
|
| 546 |
+
<div class="panel-hdr">
|
| 547 |
+
<span class="panel-hdr-title">🗄️ Vector DB (LanceDB-style)</span>
|
| 548 |
+
<span class="panel-hdr-badge" id="db-count">0 vectors</span>
|
| 549 |
+
</div>
|
| 550 |
+
<div id="add-form">
|
| 551 |
+
<textarea id="add-text" placeholder="Type or paste text to embed and store in the vector DB…"></textarea>
|
| 552 |
+
<div class="form-row">
|
| 553 |
+
<input id="add-source" placeholder="Source (e.g. doc1.pdf)" />
|
| 554 |
+
<input id="add-category" placeholder="Category (e.g. science)" />
|
| 555 |
+
</div>
|
| 556 |
+
<div class="embed-progress" id="embed-prog">
|
| 557 |
+
<div class="embed-progress-txt" id="embed-prog-txt">Embedding…</div>
|
| 558 |
+
<div class="embed-progress-bar"><div class="embed-progress-fill" id="embed-prog-fill"></div></div>
|
| 559 |
+
</div>
|
| 560 |
+
<button class="btn btn-green" id="add-btn" style="width:100%" disabled>+ Embed & Add to Vector DB</button>
|
|
|
|
|
|
|
|
|
|
|
|
|
| 561 |
</div>
|
| 562 |
+
<div id="vdb-table-wrap">
|
| 563 |
+
<table id="vdb-table">
|
| 564 |
+
<thead>
|
| 565 |
+
<tr>
|
| 566 |
+
<th>#</th>
|
| 567 |
+
<th style="min-width:110px">Text Preview</th>
|
| 568 |
+
<th>Vector Preview</th>
|
| 569 |
+
<th>Source</th>
|
| 570 |
+
<th>Category</th>
|
| 571 |
+
<th>Date Added</th>
|
| 572 |
+
</tr>
|
| 573 |
+
</thead>
|
| 574 |
+
<tbody id="vdb-tbody"></tbody>
|
| 575 |
+
</table>
|
| 576 |
+
</div>
|
| 577 |
+
</div>
|
| 578 |
</div>
|
| 579 |
|
| 580 |
+
<!-- TOAST -->
|
| 581 |
+
<div id="toast"></div>
|
| 582 |
+
|
| 583 |
+
<!-- ═══════════════════════════════════════════════════════════
|
| 584 |
+
SCRIPT
|
| 585 |
+
═══════════════════════════════════════════════════════════ -->
|
| 586 |
<script type="module">
|
| 587 |
+
import { pipeline, env }
|
| 588 |
+
from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.17.2';
|
| 589 |
+
|
| 590 |
+
env.allowLocalModels = false;
|
| 591 |
+
env.useBrowserCache = true; // cache models in browser
|
| 592 |
+
|
| 593 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 594 |
+
/* CONFIG */
|
| 595 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 596 |
+
const CFG = {
|
| 597 |
+
embedModel: 'Xenova/all-MiniLM-L6-v2',
|
| 598 |
+
rerankModel: 'Xenova/ms-marco-MiniLM-L-6-v2',
|
| 599 |
+
llmModel: 'Xenova/LaMini-Flan-T5-248M',
|
| 600 |
+
topK: 5,
|
| 601 |
+
topKRerank: 3,
|
| 602 |
+
maxTokens: 180,
|
| 603 |
+
};
|
| 604 |
+
|
| 605 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 606 |
+
/* STATE */
|
| 607 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 608 |
+
const ST = {
|
| 609 |
+
embedder: null, reranker: null, generator: null,
|
| 610 |
+
db: [], // {id,text,vec,source,category,date}
|
| 611 |
+
busy: false,
|
| 612 |
+
};
|
| 613 |
+
|
| 614 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 615 |
+
/* IndexedDB persistence (LanceDB-style in-browser) */
|
| 616 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 617 |
+
let idb = null;
|
| 618 |
+
async function openIDB() {
|
| 619 |
+
return new Promise((res, rej) => {
|
| 620 |
+
const req = indexedDB.open('rag-viz-db', 1);
|
| 621 |
+
req.onupgradeneeded = e => {
|
| 622 |
+
e.target.result.createObjectStore('vectors', { keyPath: 'id' });
|
| 623 |
+
};
|
| 624 |
+
req.onsuccess = e => { idb = e.target.result; res(); };
|
| 625 |
+
req.onerror = e => rej(e);
|
| 626 |
+
});
|
| 627 |
+
}
|
| 628 |
+
async function idbGetAll() {
|
| 629 |
+
return new Promise((res, rej) => {
|
| 630 |
+
const tx = idb.transaction('vectors','readonly');
|
| 631 |
+
const req = tx.objectStore('vectors').getAll();
|
| 632 |
+
req.onsuccess = e => res(e.target.result || []);
|
| 633 |
+
req.onerror = e => rej(e);
|
| 634 |
+
});
|
| 635 |
+
}
|
| 636 |
+
async function idbPut(entry) {
|
| 637 |
+
return new Promise((res, rej) => {
|
| 638 |
+
const tx = idb.transaction('vectors','readwrite');
|
| 639 |
+
tx.objectStore('vectors').put(entry);
|
| 640 |
+
tx.oncomplete = res; tx.onerror = rej;
|
| 641 |
+
});
|
| 642 |
+
}
|
| 643 |
+
|
| 644 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 645 |
+
/* VECTOR MATH */
|
| 646 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 647 |
+
function cosine(a, b) {
|
| 648 |
+
let dot = 0, na = 0, nb = 0;
|
| 649 |
+
for (let i = 0; i < a.length; i++) {
|
| 650 |
+
dot += a[i]*b[i]; na += a[i]*a[i]; nb += b[i]*b[i];
|
| 651 |
+
}
|
| 652 |
+
return dot / (Math.sqrt(na)*Math.sqrt(nb) + 1e-9);
|
| 653 |
+
}
|
| 654 |
+
|
| 655 |
+
function vecSearch(queryVec, topK) {
|
| 656 |
+
const scored = ST.db.map(e => ({
|
| 657 |
+
...e, score: cosine(queryVec, e.vec)
|
| 658 |
+
}));
|
| 659 |
+
scored.sort((a,b) => b.score - a.score);
|
| 660 |
+
return scored.slice(0, topK);
|
| 661 |
+
}
|
| 662 |
+
|
| 663 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 664 |
+
/* TOAST */
|
| 665 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 666 |
+
let toastTimer;
|
| 667 |
+
function toast(msg, dur = 3200) {
|
| 668 |
+
const el = document.getElementById('toast');
|
| 669 |
+
el.textContent = msg;
|
| 670 |
+
el.classList.add('show');
|
| 671 |
+
clearTimeout(toastTimer);
|
| 672 |
+
toastTimer = setTimeout(() => el.classList.remove('show'), dur);
|
| 673 |
+
}
|
| 674 |
+
|
| 675 |
+
const sleep = ms => new Promise(r => setTimeout(r, ms));
|
| 676 |
+
const $ = id => document.getElementById(id);
|
| 677 |
+
|
| 678 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 679 |
+
/* BADGE helpers */
|
| 680 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 681 |
+
function badge(id, state) {
|
| 682 |
+
const el = $(`bd-${id}`);
|
| 683 |
+
el.className = `badge ${state}`;
|
| 684 |
+
}
|
| 685 |
+
function loStep(id, state) {
|
| 686 |
+
const el = $(`lo-${id}`);
|
| 687 |
+
if (state === 'active') { el.className = 'lo-step active'; el.querySelector('.lo-step-icon').textContent = '⏳'; }
|
| 688 |
+
if (state === 'done') { el.className = 'lo-step done'; el.querySelector('.lo-step-icon').textContent = '✅'; }
|
| 689 |
+
if (state === 'error') { el.className = 'lo-step'; el.querySelector('.lo-step-icon').textContent = '⚠️'; }
|
| 690 |
+
}
|
| 691 |
+
function loBar(pct) { $('lo-bar').style.width = pct + '%'; }
|
| 692 |
+
|
| 693 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 694 |
+
/* MODEL LOADING */
|
| 695 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 696 |
+
async function loadModels() {
|
| 697 |
+
$('lo-status').textContent = 'Loading embedding model…';
|
| 698 |
+
loStep('embed','active'); loBar(5); badge('embed','loading');
|
| 699 |
+
|
| 700 |
+
try {
|
| 701 |
+
ST.embedder = await pipeline('feature-extraction', CFG.embedModel, {
|
| 702 |
+
progress_callback: p => {
|
| 703 |
+
if (p.status === 'progress') {
|
| 704 |
+
const pct = 5 + (p.progress || 0) * .2;
|
| 705 |
+
loBar(Math.min(25, pct));
|
| 706 |
+
}
|
| 707 |
+
}
|
| 708 |
});
|
| 709 |
+
badge('embed','ready'); loStep('embed','done');
|
| 710 |
+
toast('✅ Embedding model ready');
|
| 711 |
+
} catch(e) {
|
| 712 |
+
badge('embed','error'); loStep('embed','error');
|
| 713 |
+
console.error(e); toast('⚠️ Embedding model failed: '+e.message, 5000);
|
| 714 |
+
}
|
| 715 |
|
| 716 |
+
loBar(25); $('lo-status').textContent = 'Loading reranking model…';
|
| 717 |
+
loStep('rerank','active'); badge('rerank','loading');
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 718 |
|
| 719 |
+
try {
|
| 720 |
+
ST.reranker = await pipeline('text-classification', CFG.rerankModel, {
|
| 721 |
+
progress_callback: p => {
|
| 722 |
+
if (p.status === 'progress') loBar(25 + (p.progress||0)*.2);
|
| 723 |
+
}
|
| 724 |
+
});
|
| 725 |
+
badge('rerank','ready'); loStep('rerank','done');
|
| 726 |
+
toast('✅ Reranking model ready');
|
| 727 |
+
} catch(e) {
|
| 728 |
+
badge('rerank','error'); loStep('rerank','error');
|
| 729 |
+
ST.reranker = null;
|
| 730 |
+
console.warn('Reranker unavailable, fallback to cosine:', e.message);
|
| 731 |
+
toast('⚠️ Reranker unavailable — cosine fallback active', 5000);
|
| 732 |
+
}
|
| 733 |
+
|
| 734 |
+
loBar(45); $('lo-status').textContent = 'Loading LLM (large — may take a minute)…';
|
| 735 |
+
loStep('llm','active'); badge('llm','loading');
|
| 736 |
+
|
| 737 |
+
try {
|
| 738 |
+
ST.generator = await pipeline('text2text-generation', CFG.llmModel, {
|
| 739 |
+
progress_callback: p => {
|
| 740 |
+
if (p.status === 'progress') loBar(45 + (p.progress||0)*.5);
|
| 741 |
+
}
|
| 742 |
+
});
|
| 743 |
+
badge('llm','ready'); loStep('llm','done');
|
| 744 |
+
toast('✅ LLM ready!');
|
| 745 |
+
} catch(e) {
|
| 746 |
+
badge('llm','error'); loStep('llm','error');
|
| 747 |
+
ST.generator = null;
|
| 748 |
+
console.warn('LLM unavailable:', e.message);
|
| 749 |
+
toast('⚠️ LLM not loaded — answers will be template-based', 5000);
|
| 750 |
+
}
|
| 751 |
+
|
| 752 |
+
loBar(100);
|
| 753 |
+
$('lo-status').textContent = ST.embedder ? 'Ready! All models loaded.' : '⚠️ Some models failed.';
|
| 754 |
+
await sleep(800);
|
| 755 |
+
$('loading-overlay').classList.add('fade');
|
| 756 |
+
setTimeout(() => { $('loading-overlay').style.display='none'; }, 500);
|
| 757 |
+
|
| 758 |
+
if (ST.embedder) {
|
| 759 |
+
$('chat-input').disabled = false;
|
| 760 |
+
$('send-btn').disabled = false;
|
| 761 |
+
$('add-btn').disabled = false;
|
| 762 |
+
// Load sample data if DB empty
|
| 763 |
+
if (ST.db.length === 0) await insertSamples();
|
| 764 |
+
}
|
| 765 |
+
FE.setAllIdle();
|
| 766 |
+
}
|
| 767 |
+
|
| 768 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 769 |
+
/* EMBEDDING & RERANKING & GENERATION */
|
| 770 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 771 |
+
async function embed(text) {
|
| 772 |
+
const out = await ST.embedder(text, { pooling: 'mean', normalize: true });
|
| 773 |
+
return Array.from(out.data);
|
| 774 |
+
}
|
| 775 |
+
|
| 776 |
+
async function rerank(query, results) {
|
| 777 |
+
const topK = CFG.topKRerank;
|
| 778 |
+
if (!ST.reranker) {
|
| 779 |
+
return [...results].sort((a,b)=>b.score-a.score).slice(0,topK)
|
| 780 |
+
.map(r=>({...r, rerankScore: r.score}));
|
| 781 |
+
}
|
| 782 |
+
try {
|
| 783 |
+
const pairs = results.map(r => [query, r.text]);
|
| 784 |
+
const scores = await ST.reranker(pairs, { topk: 1 });
|
| 785 |
+
const withScores = results.map((r, i) => ({
|
| 786 |
+
...r,
|
| 787 |
+
rerankScore: Array.isArray(scores[i]) ? scores[i][0].score : (scores[i]?.score ?? r.score)
|
| 788 |
+
}));
|
| 789 |
+
withScores.sort((a,b) => b.rerankScore - a.rerankScore);
|
| 790 |
+
return withScores.slice(0, topK);
|
| 791 |
+
} catch(e) {
|
| 792 |
+
console.warn('Rerank error, cosine fallback:', e.message);
|
| 793 |
+
return [...results].sort((a,b)=>b.score-a.score).slice(0,topK)
|
| 794 |
+
.map(r=>({...r, rerankScore: r.score}));
|
| 795 |
+
}
|
| 796 |
+
}
|
| 797 |
+
|
| 798 |
+
async function generate(query, context) {
|
| 799 |
+
const ctxTxt = context.map((c,i) => `[${i+1}] ${c.text}`).join('\n');
|
| 800 |
+
const prompt = `Answer the question using the context.\n\nContext:\n${ctxTxt}\n\nQuestion: ${query}\nAnswer:`;
|
| 801 |
+
if (!ST.generator) {
|
| 802 |
+
return `Context summary:\n${context.slice(0,2).map(c=>'• '+c.text.slice(0,100)).join('\n')}`;
|
| 803 |
+
}
|
| 804 |
+
try {
|
| 805 |
+
const out = await ST.generator(prompt, { max_new_tokens: CFG.maxTokens, do_sample: false });
|
| 806 |
+
return (out[0]?.generated_text || '').trim() || 'No answer generated.';
|
| 807 |
+
} catch(e) {
|
| 808 |
+
console.error('Generate error:', e);
|
| 809 |
+
return context[0]?.text || 'No context found.';
|
| 810 |
+
}
|
| 811 |
+
}
|
| 812 |
+
|
| 813 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 814 |
+
/* VECTOR DB UI */
|
| 815 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 816 |
+
function fmtDate(iso) {
|
| 817 |
+
const d = new Date(iso);
|
| 818 |
+
return `${d.getMonth()+1}/${d.getDate()} ${String(d.getHours()).padStart(2,'0')}:${String(d.getMinutes()).padStart(2,'0')}`;
|
| 819 |
+
}
|
| 820 |
+
function vecPreview(v) {
|
| 821 |
+
return `[${v.slice(0,3).map(x=>x.toFixed(2)).join(', ')},…]`;
|
| 822 |
+
}
|
| 823 |
+
function addTableRow(entry, isNew=false) {
|
| 824 |
+
const tbody = $('vdb-tbody');
|
| 825 |
+
const rowNum = tbody.children.length + 1;
|
| 826 |
+
const tr = document.createElement('tr');
|
| 827 |
+
tr.dataset.id = entry.id;
|
| 828 |
+
const textPrev = entry.text.length > 40 ? entry.text.slice(0,40)+'…' : entry.text;
|
| 829 |
+
tr.innerHTML = `
|
| 830 |
+
<td style="color:var(--text3)">${rowNum}</td>
|
| 831 |
+
<td title="${entry.text}" style="font-family:var(--sans);font-size:11px">${textPrev}</td>
|
| 832 |
+
<td><span class="vec-chip">${vecPreview(entry.vec)}</span></td>
|
| 833 |
+
<td><span class="tag ${isNew?'new-tag':''}">${entry.source||'—'}</span></td>
|
| 834 |
+
<td style="color:var(--text2)">${entry.category||'—'}</td>
|
| 835 |
+
<td style="color:var(--text3)">${fmtDate(entry.date)}</td>
|
| 836 |
+
`;
|
| 837 |
+
tbody.appendChild(tr);
|
| 838 |
+
if (isNew) tr.scrollIntoView({behavior:'smooth',block:'nearest'});
|
| 839 |
+
$('db-count').textContent = `${tbody.children.length} vectors`;
|
| 840 |
+
}
|
| 841 |
+
function rebuildTable() {
|
| 842 |
+
$('vdb-tbody').innerHTML = '';
|
| 843 |
+
ST.db.forEach(e => addTableRow(e, false));
|
| 844 |
+
$('db-count').textContent = `${ST.db.length} vectors`;
|
| 845 |
+
}
|
| 846 |
+
function highlightRows(ids) {
|
| 847 |
+
document.querySelectorAll('#vdb-tbody tr').forEach(tr => {
|
| 848 |
+
tr.classList.toggle('lit', ids.includes(tr.dataset.id));
|
| 849 |
+
});
|
| 850 |
+
}
|
| 851 |
+
function clearHighlightRows() {
|
| 852 |
+
document.querySelectorAll('#vdb-tbody tr').forEach(tr => tr.classList.remove('lit'));
|
| 853 |
+
}
|
| 854 |
+
|
| 855 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 856 |
+
/* ADD ENTRY */
|
| 857 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 858 |
+
async function addEntry() {
|
| 859 |
+
const text = $('add-text').value.trim();
|
| 860 |
+
if (!text) { toast('Enter some text first'); return; }
|
| 861 |
+
if (!ST.embedder) { toast('Embedding model not ready'); return; }
|
| 862 |
+
|
| 863 |
+
$('add-btn').disabled = true;
|
| 864 |
+
$('add-btn').textContent = 'Embedding…';
|
| 865 |
+
$('embed-prog').classList.add('show');
|
| 866 |
+
$('embed-prog-txt').textContent = 'Computing embedding…';
|
| 867 |
+
|
| 868 |
+
// Animate embed node active
|
| 869 |
+
FE.setStatus('embed', 'active');
|
| 870 |
+
|
| 871 |
+
// Fake progress
|
| 872 |
+
let pct = 0;
|
| 873 |
+
const progTimer = setInterval(() => {
|
| 874 |
+
pct = Math.min(pct + 8, 90);
|
| 875 |
+
$('embed-prog-fill').style.width = pct + '%';
|
| 876 |
+
}, 120);
|
| 877 |
|
| 878 |
+
try {
|
| 879 |
+
const vec = await embed(text);
|
| 880 |
+
clearInterval(progTimer);
|
| 881 |
+
$('embed-prog-fill').style.width = '100%';
|
| 882 |
+
|
| 883 |
+
FE.setStatus('embed', 'done');
|
| 884 |
+
FE.setStatus('search', 'active');
|
| 885 |
+
|
| 886 |
+
const entry = {
|
| 887 |
+
id: Date.now().toString(36) + Math.random().toString(36).slice(2,6),
|
| 888 |
+
text, vec,
|
| 889 |
+
source: $('add-source').value.trim() || 'manual',
|
| 890 |
+
category: $('add-category').value.trim() || 'general',
|
| 891 |
+
date: new Date().toISOString(),
|
| 892 |
+
};
|
| 893 |
+
ST.db.push(entry);
|
| 894 |
+
await idbPut(entry);
|
| 895 |
+
addTableRow(entry, true);
|
| 896 |
+
|
| 897 |
+
// Animate edge
|
| 898 |
+
await FE.animEdgePromise('embed','search');
|
| 899 |
+
FE.setStatus('search','done');
|
| 900 |
+
setTimeout(() => FE.setAllIdle(), 800);
|
| 901 |
+
|
| 902 |
+
toast(`✅ Stored "${text.slice(0,35)}…" in vector DB`);
|
| 903 |
+
$('add-text').value = '';
|
| 904 |
+
|
| 905 |
+
} catch(e) {
|
| 906 |
+
clearInterval(progTimer);
|
| 907 |
+
toast('❌ Error: '+e.message, 5000);
|
| 908 |
+
console.error(e);
|
| 909 |
+
FE.setAllIdle();
|
| 910 |
+
}
|
| 911 |
+
|
| 912 |
+
$('embed-prog').classList.remove('show');
|
| 913 |
+
$('embed-prog-fill').style.width = '0';
|
| 914 |
+
$('add-btn').disabled = false;
|
| 915 |
+
$('add-btn').textContent = '+ Embed & Add to Vector DB';
|
| 916 |
+
}
|
| 917 |
+
|
| 918 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 919 |
+
/* RETRIEVAL UI */
|
| 920 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 921 |
+
function renderRetList(items, listId, isReranked=false) {
|
| 922 |
+
const el = $(listId);
|
| 923 |
+
el.innerHTML = '';
|
| 924 |
+
if (!items || items.length === 0) {
|
| 925 |
+
el.innerHTML = `<div class="empty"><div class="empty-icon">${isReranked?'🔄':'📚'}</div><span>No results</span></div>`;
|
| 926 |
+
return;
|
| 927 |
+
}
|
| 928 |
+
items.forEach((item, i) => {
|
| 929 |
+
const div = document.createElement('div');
|
| 930 |
+
div.className = `ret-item${isReranked?' selected':''}`;
|
| 931 |
+
div.dataset.id = item.id;
|
| 932 |
+
const score = isReranked ? (item.rerankScore ?? item.score) : item.score;
|
| 933 |
+
const scorePct = Math.min(100, Math.abs(score) * 100);
|
| 934 |
+
div.innerHTML = `
|
| 935 |
+
<div class="ret-rank">#${i+1}</div>
|
| 936 |
+
<div class="ret-text">${item.text}</div>
|
| 937 |
+
<div class="ret-foot">
|
| 938 |
+
<span class="ret-meta">${item.source||'?'} · ${item.category||'?'}</span>
|
| 939 |
+
<div class="score-bar"><div class="score-fill" style="width:0%"></div></div>
|
| 940 |
+
<span class="score-pct">${(score*100).toFixed(1)}%</span>
|
| 941 |
+
</div>
|
| 942 |
+
`;
|
| 943 |
+
setTimeout(() => {
|
| 944 |
+
div.classList.add(isReranked ? 'selected' : 'lit');
|
| 945 |
+
div.querySelector('.score-fill').style.width = scorePct + '%';
|
| 946 |
+
}, i * 90);
|
| 947 |
+
el.appendChild(div);
|
| 948 |
+
});
|
| 949 |
+
}
|
| 950 |
+
|
| 951 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 952 |
+
/* CHAT UI */
|
| 953 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 954 |
+
function chatMsg(role, text, ctxItems=[]) {
|
| 955 |
+
const c = $('chat-messages');
|
| 956 |
+
$('chat-empty')?.remove();
|
| 957 |
+
|
| 958 |
+
const div = document.createElement('div');
|
| 959 |
+
div.className = `msg ${role}`;
|
| 960 |
+
|
| 961 |
+
let chips = '';
|
| 962 |
+
if (ctxItems.length > 0) {
|
| 963 |
+
chips = `<div class="ctx-chips">${ctxItems.map(c=>`<span class="ctx-chip">📄 ${c.source||'chunk'}</span>`).join('')}</div>`;
|
| 964 |
+
}
|
| 965 |
+
|
| 966 |
+
div.innerHTML = `
|
| 967 |
+
<div class="msg-bubble">${text.replace(/</g,'<').replace(/\n/g,'<br>')}</div>
|
| 968 |
+
${chips}
|
| 969 |
+
<div class="msg-time">${new Date().toLocaleTimeString()}</div>
|
| 970 |
+
`;
|
| 971 |
+
c.appendChild(div);
|
| 972 |
+
c.scrollTop = c.scrollHeight;
|
| 973 |
+
return div;
|
| 974 |
+
}
|
| 975 |
+
|
| 976 |
+
let typingEl = null;
|
| 977 |
+
function showTyping() {
|
| 978 |
+
const c = $('chat-messages');
|
| 979 |
+
typingEl = document.createElement('div');
|
| 980 |
+
typingEl.className = 'msg assistant';
|
| 981 |
+
typingEl.id = '__typing';
|
| 982 |
+
typingEl.innerHTML = `<div class="msg-bubble"><div class="typing"><i></i><i></i><i></i></div></div>`;
|
| 983 |
+
c.appendChild(typingEl);
|
| 984 |
+
c.scrollTop = c.scrollHeight;
|
| 985 |
+
}
|
| 986 |
+
function removeTyping() { $('__typing')?.remove(); typingEl = null; }
|
| 987 |
+
|
| 988 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 989 |
+
/* RAG PIPELINE */
|
| 990 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 991 |
+
async function runRAG(query) {
|
| 992 |
+
if (ST.busy) return;
|
| 993 |
+
if (!ST.embedder) { toast('Embedding model not loaded yet'); return; }
|
| 994 |
+
ST.busy = true;
|
| 995 |
+
|
| 996 |
+
$('send-btn').disabled = true;
|
| 997 |
+
$('chat-status').textContent = 'processing…';
|
| 998 |
+
$('ret-status').textContent = 'searching…';
|
| 999 |
+
|
| 1000 |
+
chatMsg('user', query);
|
| 1001 |
+
showTyping();
|
| 1002 |
+
|
| 1003 |
+
// Clear retrieval panels
|
| 1004 |
+
$('ret-list').innerHTML = `<div class="empty"><div class="empty-icon">⏳</div><span>Searching…</span></div>`;
|
| 1005 |
+
$('rerank-list').innerHTML = `<div class="empty"><div class="empty-icon">⏳</div><span>Waiting…</span></div>`;
|
| 1006 |
+
clearHighlightRows();
|
| 1007 |
+
|
| 1008 |
+
FE.setAllIdle();
|
| 1009 |
+
|
| 1010 |
+
try {
|
| 1011 |
+
/* ── 1. Query node ── */
|
| 1012 |
+
FE.setStatus('query','active');
|
| 1013 |
+
await sleep(200);
|
| 1014 |
+
FE.setStatus('query','done');
|
| 1015 |
+
await FE.animEdgePromise('query','embed');
|
| 1016 |
+
|
| 1017 |
+
/* ── 2. Embed query ── */
|
| 1018 |
+
FE.setStatus('embed','active');
|
| 1019 |
+
$('chat-status').textContent = 'embedding query…';
|
| 1020 |
+
const qVec = await embed(query);
|
| 1021 |
+
FE.setStatus('embed','done');
|
| 1022 |
+
await FE.animEdgePromise('embed','search');
|
| 1023 |
+
|
| 1024 |
+
/* ── 3. Vector search ── */
|
| 1025 |
+
FE.setStatus('search','active');
|
| 1026 |
+
$('chat-status').textContent = 'vector search…';
|
| 1027 |
+
await sleep(150);
|
| 1028 |
+
const retrieved = vecSearch(qVec, CFG.topK);
|
| 1029 |
+
FE.setStatus('search','done');
|
| 1030 |
+
await FE.animEdgePromise('search','topk');
|
| 1031 |
+
|
| 1032 |
+
/* ── 4. Top-K ── */
|
| 1033 |
+
FE.setStatus('topk','active');
|
| 1034 |
+
$('ret-k-badge').textContent = `k=${retrieved.length}`;
|
| 1035 |
+
renderRetList(retrieved,'ret-list',false);
|
| 1036 |
+
highlightRows(retrieved.map(r=>r.id));
|
| 1037 |
+
await sleep(400);
|
| 1038 |
+
FE.setStatus('topk','done');
|
| 1039 |
+
await FE.animEdgePromise('topk','rerank');
|
| 1040 |
+
|
| 1041 |
+
/* ── 5. Rerank ── */
|
| 1042 |
+
FE.setStatus('rerank','active');
|
| 1043 |
+
$('ret-status').textContent = 'reranking…';
|
| 1044 |
+
$('chat-status').textContent = 'reranking…';
|
| 1045 |
+
const reranked = await rerank(query, retrieved);
|
| 1046 |
+
$('rerank-k-badge').textContent = `k=${reranked.length}`;
|
| 1047 |
+
renderRetList(reranked,'rerank-list',true);
|
| 1048 |
+
FE.setStatus('rerank','done');
|
| 1049 |
+
await FE.animEdgePromise('rerank','llm');
|
| 1050 |
+
|
| 1051 |
+
/* ── 6. LLM ── */
|
| 1052 |
+
FE.setStatus('llm','active');
|
| 1053 |
+
$('chat-status').textContent = 'generating…';
|
| 1054 |
+
const context = reranked.length > 0 ? reranked : retrieved.slice(0, CFG.topKRerank);
|
| 1055 |
+
const answer = await generate(query, context);
|
| 1056 |
+
FE.setStatus('llm','done');
|
| 1057 |
+
await FE.animEdgePromise('llm','answer');
|
| 1058 |
+
|
| 1059 |
+
/* ── 7. Answer ── */
|
| 1060 |
+
FE.setStatus('answer','active');
|
| 1061 |
+
removeTyping();
|
| 1062 |
+
chatMsg('assistant', answer, context);
|
| 1063 |
+
FE.setStatus('answer','done');
|
| 1064 |
+
|
| 1065 |
+
} catch(e) {
|
| 1066 |
+
removeTyping();
|
| 1067 |
+
chatMsg('assistant', '❌ Pipeline error: '+e.message);
|
| 1068 |
+
console.error(e);
|
| 1069 |
+
FE.setAllIdle();
|
| 1070 |
+
}
|
| 1071 |
+
|
| 1072 |
+
$('send-btn').disabled = false;
|
| 1073 |
+
$('chat-status').textContent = 'idle';
|
| 1074 |
+
$('ret-status').textContent = 'idle';
|
| 1075 |
+
ST.busy = false;
|
| 1076 |
+
clearHighlightRows();
|
| 1077 |
+
}
|
| 1078 |
+
|
| 1079 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1080 |
+
/* SAMPLE DATA */
|
| 1081 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1082 |
+
async function insertSamples() {
|
| 1083 |
+
toast('Adding sample documents…', 5000);
|
| 1084 |
+
const samples = [
|
| 1085 |
+
{ text:'The Eiffel Tower in Paris was built in 1889 by Gustave Eiffel for the World Fair. It stands 330 metres tall.', source:'wiki.txt', category:'history' },
|
| 1086 |
+
{ text:'Machine learning is a branch of AI that enables systems to learn from data without being explicitly programmed.', source:'ml-intro.md', category:'tech' },
|
| 1087 |
+
{ text:'The Amazon River carries more water than any other river on Earth and drains into the Atlantic Ocean.', source:'geo.txt', category:'geography' },
|
| 1088 |
+
{ text:'Python is a high-level interpreted language prized for readability, used widely in data science and web development.', source:'prog.md', category:'tech' },
|
| 1089 |
+
{ text:'The speed of light in a vacuum is exactly 299,792,458 metres per second, a fundamental constant of nature.', source:'physics.txt', category:'science' },
|
| 1090 |
+
{ text:'Transformers are a neural network architecture introduced in "Attention is All You Need" (2017). Self-attention is core.', source:'dl-paper.txt', category:'AI' },
|
| 1091 |
+
{ text:'Retrieval-Augmented Generation (RAG) combines a retriever to find relevant passages with a language model to generate answers.', source:'rag-overview.md', category:'AI' },
|
| 1092 |
+
];
|
| 1093 |
+
for (const s of samples) {
|
| 1094 |
+
FE.setStatus('embed','active');
|
| 1095 |
+
const vec = await embed(s.text);
|
| 1096 |
+
FE.setStatus('embed','done');
|
| 1097 |
+
const entry = {
|
| 1098 |
+
id: Date.now().toString(36)+Math.random().toString(36).slice(2,5),
|
| 1099 |
+
text: s.text, vec, source: s.source, category: s.category,
|
| 1100 |
+
date: new Date().toISOString()
|
| 1101 |
+
};
|
| 1102 |
+
ST.db.push(entry);
|
| 1103 |
+
await idbPut(entry);
|
| 1104 |
+
addTableRow(entry, true);
|
| 1105 |
+
await sleep(80);
|
| 1106 |
+
}
|
| 1107 |
+
FE.setAllIdle();
|
| 1108 |
+
toast('✅ Sample documents loaded. Try asking a question!', 4000);
|
| 1109 |
+
}
|
| 1110 |
+
|
| 1111 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1112 |
+
/* NODE FLOW EDITOR */
|
| 1113 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1114 |
+
class FlowEditor {
|
| 1115 |
+
constructor() {
|
| 1116 |
+
this.canvas = $('flow-canvas');
|
| 1117 |
+
this.ctx = this.canvas.getContext('2d');
|
| 1118 |
+
this.dpr = Math.min(window.devicePixelRatio || 1, 2);
|
| 1119 |
+
this.W = 0; this.H = 0;
|
| 1120 |
+
this.selectedId = null;
|
| 1121 |
+
this.particles = [];
|
| 1122 |
+
|
| 1123 |
+
this.nodes = [
|
| 1124 |
+
{ id:'query', label:'Query', icon:'📝', color:'#a855f7',
|
| 1125 |
+
settings:{ Type:'User Input', Description:'Raw text question from user' }},
|
| 1126 |
+
{ id:'embed', label:'Embed Query', icon:'🔢', color:'#00e5ff',
|
| 1127 |
+
settings:{ Model:CFG.embedModel, Dims:384, Pooling:'mean', Normalize:true }},
|
| 1128 |
+
{ id:'search', label:'Vector Search', icon:'🗄️', color:'#ffaa00',
|
| 1129 |
+
settings:{ Metric:'Cosine', 'Top-K':CFG.topK, Index:'Flat (in-memory)' }},
|
| 1130 |
+
{ id:'topk', label:'Top-K Select', icon:'📊', color:'#f472b6',
|
| 1131 |
+
settings:{ K:CFG.topK, Threshold:'0.0', Dedup:'false' }},
|
| 1132 |
+
{ id:'rerank', label:'Rerank', icon:'🔄', color:'#00ff88',
|
| 1133 |
+
settings:{ Model:CFG.rerankModel, Type:'Cross-Encoder', 'Keep':CFG.topKRerank }},
|
| 1134 |
+
{ id:'llm', label:'LLM', icon:'🤖', color:'#fb923c',
|
| 1135 |
+
settings:{ Model:CFG.llmModel, MaxTokens:CFG.maxTokens, Sample:false }},
|
| 1136 |
+
{ id:'answer', label:'Answer', icon:'💬', color:'#34d399',
|
| 1137 |
+
settings:{ Format:'Text', Grounded:true, Sources:'Top reranked chunks' }},
|
| 1138 |
+
];
|
| 1139 |
+
this.edges = [
|
| 1140 |
+
['query','embed'],['embed','search'],['search','topk'],
|
| 1141 |
+
['topk','rerank'],['rerank','llm'],['llm','answer']
|
| 1142 |
+
];
|
| 1143 |
+
this.statuses = {};
|
| 1144 |
+
this.nodes.forEach(n => this.statuses[n.id] = 'idle');
|
| 1145 |
+
|
| 1146 |
+
this.resize();
|
| 1147 |
+
window.addEventListener('resize', () => this.resize());
|
| 1148 |
+
this.canvas.addEventListener('click', e => this.onClick(e));
|
| 1149 |
+
this.raf();
|
| 1150 |
+
}
|
| 1151 |
+
|
| 1152 |
+
resize() {
|
| 1153 |
+
const wrap = this.canvas.parentElement;
|
| 1154 |
+
const rect = wrap.getBoundingClientRect();
|
| 1155 |
+
this.W = rect.width; this.H = rect.height;
|
| 1156 |
+
this.canvas.width = this.W * this.dpr;
|
| 1157 |
+
this.canvas.height = this.H * this.dpr;
|
| 1158 |
+
this.canvas.style.cssText = `width:${this.W}px;height:${this.H}px;`;
|
| 1159 |
+
this.ctx.scale(this.dpr, this.dpr);
|
| 1160 |
+
this.layout();
|
| 1161 |
+
}
|
| 1162 |
+
|
| 1163 |
+
layout() {
|
| 1164 |
+
const n = this.nodes.length;
|
| 1165 |
+
const nW = 110, nH = 68;
|
| 1166 |
+
const pad = 28;
|
| 1167 |
+
const gap = (this.W - pad*2 - n*nW) / (n - 1);
|
| 1168 |
+
this.nodes.forEach((node, i) => {
|
| 1169 |
+
node.x = pad + i*(nW+gap);
|
| 1170 |
+
node.y = (this.H - nH) / 2;
|
| 1171 |
+
node.w = nW; node.h = nH;
|
| 1172 |
+
});
|
| 1173 |
+
}
|
| 1174 |
+
|
| 1175 |
+
draw() {
|
| 1176 |
+
const { ctx, W, H } = this;
|
| 1177 |
+
ctx.clearRect(0, 0, W, H);
|
| 1178 |
+
|
| 1179 |
+
// Grid
|
| 1180 |
+
ctx.save();
|
| 1181 |
+
ctx.strokeStyle = 'rgba(29,50,84,0.35)';
|
| 1182 |
+
ctx.lineWidth = 1;
|
| 1183 |
+
for (let x = 0; x < W; x += 28) { ctx.beginPath(); ctx.moveTo(x,0); ctx.lineTo(x,H); ctx.stroke(); }
|
| 1184 |
+
for (let y = 0; y < H; y += 28) { ctx.beginPath(); ctx.moveTo(0,y); ctx.lineTo(W,y); ctx.stroke(); }
|
| 1185 |
+
ctx.restore();
|
| 1186 |
+
|
| 1187 |
+
// Edges
|
| 1188 |
+
this.edges.forEach(([fId,tId]) => {
|
| 1189 |
+
const fn = this.nodeById(fId), tn = this.nodeById(tId);
|
| 1190 |
+
const fx = fn.x+fn.w, fy = fn.y+fn.h/2;
|
| 1191 |
+
const tx = tn.x, ty = tn.y+tn.h/2;
|
| 1192 |
+
const cx = (fx+tx)/2;
|
| 1193 |
+
ctx.beginPath();
|
| 1194 |
+
ctx.moveTo(fx,fy);
|
| 1195 |
+
ctx.bezierCurveTo(cx,fy,cx,ty,tx,ty);
|
| 1196 |
+
ctx.strokeStyle = 'rgba(29,50,84,0.9)';
|
| 1197 |
+
ctx.lineWidth = 2;
|
| 1198 |
+
ctx.stroke();
|
| 1199 |
+
});
|
| 1200 |
+
|
| 1201 |
+
// Particles
|
| 1202 |
+
this.particles.forEach(p => {
|
| 1203 |
+
const fn = this.nodeById(p.from), tn = this.nodeById(p.to);
|
| 1204 |
+
const fx = fn.x+fn.w, fy = fn.y+fn.h/2;
|
| 1205 |
+
const tx = tn.x, ty = tn.y+tn.h/2;
|
| 1206 |
+
const cx = (fx+tx)/2;
|
| 1207 |
+
const pt = this.bezPt(fx,fy,cx,fy,cx,ty,tx,ty,p.t);
|
| 1208 |
+
const grd = ctx.createRadialGradient(pt.x,pt.y,0,pt.x,pt.y,10);
|
| 1209 |
+
grd.addColorStop(0, fn.color+'cc');
|
| 1210 |
+
grd.addColorStop(1, 'transparent');
|
| 1211 |
+
ctx.beginPath(); ctx.arc(pt.x,pt.y,10,0,Math.PI*2);
|
| 1212 |
+
ctx.fillStyle = grd; ctx.fill();
|
| 1213 |
+
ctx.beginPath(); ctx.arc(pt.x,pt.y,3,0,Math.PI*2);
|
| 1214 |
+
ctx.fillStyle = fn.color; ctx.fill();
|
| 1215 |
+
});
|
| 1216 |
+
|
| 1217 |
+
// Nodes
|
| 1218 |
+
this.nodes.forEach(n => this.drawNode(n));
|
| 1219 |
+
}
|
| 1220 |
+
|
| 1221 |
+
drawNode(n) {
|
| 1222 |
+
const { ctx } = this;
|
| 1223 |
+
const { x, y, w, h, color } = n;
|
| 1224 |
+
const st = this.statuses[n.id];
|
| 1225 |
+
const sel = this.selectedId === n.id;
|
| 1226 |
+
|
| 1227 |
+
// Glow
|
| 1228 |
+
if (st === 'active') { ctx.shadowColor = color; ctx.shadowBlur = 18; }
|
| 1229 |
+
else if (sel) { ctx.shadowColor = color; ctx.shadowBlur = 10; }
|
| 1230 |
+
|
| 1231 |
+
// BG
|
| 1232 |
+
ctx.beginPath();
|
| 1233 |
+
ctx.roundRect(x, y, w, h, 7);
|
| 1234 |
+
ctx.fillStyle = st==='active' ? color+'1a' : st==='done' ? '#001f14' : '#0b1a2e';
|
| 1235 |
+
ctx.fill();
|
| 1236 |
+
ctx.shadowBlur = 0;
|
| 1237 |
+
|
| 1238 |
+
// Border
|
| 1239 |
+
ctx.beginPath();
|
| 1240 |
+
ctx.roundRect(x, y, w, h, 7);
|
| 1241 |
+
ctx.strokeStyle = st==='idle' ? '#1d3254' :
|
| 1242 |
+
st==='active'? color :
|
| 1243 |
+
st==='done' ? '#00ff88' : color;
|
| 1244 |
+
ctx.lineWidth = sel ? 2.5 : (st==='active' ? 2 : 1.5);
|
| 1245 |
+
ctx.stroke();
|
| 1246 |
+
|
| 1247 |
+
// Status dot
|
| 1248 |
+
const dotColor = { idle:'#1d3254', loading:CFG.amber, active:color, done:'#00ff88' }[st] || '#1d3254';
|
| 1249 |
+
ctx.beginPath(); ctx.arc(x+w-9, y+9, 4, 0, Math.PI*2);
|
| 1250 |
+
ctx.fillStyle = dotColor; ctx.fill();
|
| 1251 |
+
if (st==='active') {
|
| 1252 |
+
ctx.beginPath(); ctx.arc(x+w-9, y+9, 7, 0, Math.PI*2);
|
| 1253 |
+
ctx.strokeStyle = dotColor+'55'; ctx.lineWidth=2; ctx.stroke();
|
| 1254 |
}
|
| 1255 |
+
|
| 1256 |
+
// Icon
|
| 1257 |
+
ctx.font = '18px serif';
|
| 1258 |
+
ctx.textAlign = 'center';
|
| 1259 |
+
ctx.fillText(n.icon, x+w/2, y+h/2-3);
|
| 1260 |
+
|
| 1261 |
+
// Label
|
| 1262 |
+
ctx.font = `500 10px 'JetBrains Mono', monospace`;
|
| 1263 |
+
ctx.fillStyle = st==='active' ? color : '#3d5a7a';
|
| 1264 |
+
ctx.fillText(n.label, x+w/2, y+h-11);
|
| 1265 |
+
|
| 1266 |
+
// Mini status
|
| 1267 |
+
if (st !== 'idle') {
|
| 1268 |
+
const lbl = { loading:'loading…', active:'processing', done:'done ✓' }[st] || '';
|
| 1269 |
+
ctx.font = `8px 'JetBrains Mono', monospace`;
|
| 1270 |
+
ctx.fillStyle = dotColor;
|
| 1271 |
+
ctx.fillText(lbl, x+w/2, y+h-2);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1272 |
}
|
| 1273 |
+
}
|
| 1274 |
|
| 1275 |
+
bezPt(x0,y0,cx1,cy1,cx2,cy2,x1,y1,t) {
|
| 1276 |
+
const m=1-t;
|
| 1277 |
+
return {
|
| 1278 |
+
x: m*m*m*x0+3*m*m*t*cx1+3*m*t*t*cx2+t*t*t*x1,
|
| 1279 |
+
y: m*m*m*y0+3*m*m*t*cy1+3*m*t*t*cy2+t*t*t*y1
|
| 1280 |
+
};
|
| 1281 |
+
}
|
| 1282 |
+
|
| 1283 |
+
onClick(e) {
|
| 1284 |
+
const r = this.canvas.getBoundingClientRect();
|
| 1285 |
+
const mx = e.clientX-r.left, my = e.clientY-r.top;
|
| 1286 |
+
const hit = this.nodes.find(n => mx>=n.x&&mx<=n.x+n.w&&my>=n.y&&my<=n.y+n.h);
|
| 1287 |
+
if (hit) {
|
| 1288 |
+
this.selectedId = hit.id;
|
| 1289 |
+
this.openSettings(hit);
|
| 1290 |
+
} else {
|
| 1291 |
+
this.selectedId = null;
|
| 1292 |
+
$('node-settings').classList.remove('open');
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1293 |
}
|
| 1294 |
+
}
|
| 1295 |
+
|
| 1296 |
+
openSettings(node) {
|
| 1297 |
+
const panel = $('node-settings');
|
| 1298 |
+
$('ns-title').textContent = `${node.icon} ${node.label}`;
|
| 1299 |
+
$('ns-title').style.color = node.color;
|
| 1300 |
+
$('ns-body').innerHTML = Object.entries(node.settings).map(([k,v]) => `
|
| 1301 |
+
<div class="ns-row">
|
| 1302 |
+
<div class="ns-label">${k}</div>
|
| 1303 |
+
<input class="ns-input" value="${v}" data-node="${node.id}" data-key="${k}"
|
| 1304 |
+
onchange="window.FE.onSettingChange(this)">
|
| 1305 |
+
</div>
|
| 1306 |
+
`).join('');
|
| 1307 |
+
panel.classList.add('open');
|
| 1308 |
+
}
|
| 1309 |
+
|
| 1310 |
+
onSettingChange(input) {
|
| 1311 |
+
const nodeId = input.dataset.node, key = input.dataset.key, val = input.value;
|
| 1312 |
+
const node = this.nodeById(nodeId);
|
| 1313 |
+
if (node) node.settings[key] = val;
|
| 1314 |
+
// Apply live
|
| 1315 |
+
if (nodeId==='search' && key==='Top-K') CFG.topK = parseInt(val)||5;
|
| 1316 |
+
if (nodeId==='rerank' && key==='Keep') CFG.topKRerank = parseInt(val)||3;
|
| 1317 |
+
if (nodeId==='llm' && key==='MaxTokens') CFG.maxTokens = parseInt(val)||180;
|
| 1318 |
+
}
|
| 1319 |
+
|
| 1320 |
+
setStatus(id, st) { this.statuses[id] = st; }
|
| 1321 |
+
|
| 1322 |
+
setAllIdle() {
|
| 1323 |
+
this.nodes.forEach(n => this.statuses[n.id] = 'idle');
|
| 1324 |
+
this.particles = [];
|
| 1325 |
+
}
|
| 1326 |
|
| 1327 |
+
animEdgePromise(from, to) {
|
| 1328 |
+
return new Promise(resolve => {
|
| 1329 |
+
const p = { from, to, t: 0, speed: 0.03, done: resolve };
|
| 1330 |
+
this.particles.push(p);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1331 |
});
|
| 1332 |
+
}
|
| 1333 |
|
| 1334 |
+
nodeById(id) { return this.nodes.find(n=>n.id===id); }
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1335 |
|
| 1336 |
+
raf() {
|
| 1337 |
+
// Advance particles
|
| 1338 |
+
this.particles = this.particles.filter(p => {
|
| 1339 |
+
p.t += p.speed;
|
| 1340 |
+
if (p.t >= 1) { p.done?.(); return false; }
|
| 1341 |
+
return true;
|
| 1342 |
+
});
|
| 1343 |
+
this.draw();
|
| 1344 |
+
requestAnimationFrame(() => this.raf());
|
| 1345 |
+
}
|
| 1346 |
+
}
|
|
|
|
| 1347 |
|
| 1348 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1349 |
+
/* EXPOSE & WIRE UP */
|
| 1350 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1351 |
+
window.FE = null;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1352 |
|
| 1353 |
+
function closeSettings() {
|
| 1354 |
+
$('node-settings').classList.remove('open');
|
| 1355 |
+
if (window.FE) window.FE.selectedId = null;
|
| 1356 |
+
}
|
| 1357 |
+
window.closeSettings = closeSettings;
|
|
|
|
| 1358 |
|
| 1359 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1360 |
+
/* MAIN INIT */
|
| 1361 |
+
/* ─────────────────────────────────────────────────────────── */
|
| 1362 |
+
async function main() {
|
| 1363 |
+
// Node editor
|
| 1364 |
+
window.FE = new FlowEditor();
|
| 1365 |
+
|
| 1366 |
+
// IndexedDB
|
| 1367 |
+
try {
|
| 1368 |
+
await openIDB();
|
| 1369 |
+
const saved = await idbGetAll();
|
| 1370 |
+
ST.db = saved;
|
| 1371 |
+
rebuildTable();
|
| 1372 |
+
} catch(e) {
|
| 1373 |
+
console.warn('IndexedDB unavailable:', e.message);
|
| 1374 |
+
}
|
| 1375 |
+
|
| 1376 |
+
// Send button
|
| 1377 |
+
$('send-btn').addEventListener('click', () => {
|
| 1378 |
+
const q = $('chat-input').value.trim();
|
| 1379 |
+
if (q) { $('chat-input').value=''; runRAG(q); }
|
| 1380 |
+
});
|
| 1381 |
+
$('chat-input').addEventListener('keydown', e => {
|
| 1382 |
+
if (e.key==='Enter' && !e.shiftKey && !ST.busy) {
|
| 1383 |
+
const q = $('chat-input').value.trim();
|
| 1384 |
+
if (q) { $('chat-input').value=''; runRAG(q); }
|
| 1385 |
+
}
|
| 1386 |
+
});
|
| 1387 |
+
|
| 1388 |
+
// Add entry
|
| 1389 |
+
$('add-btn').addEventListener('click', addEntry);
|
| 1390 |
+
|
| 1391 |
+
// Load models
|
| 1392 |
+
await loadModels();
|
| 1393 |
+
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1394 |
|
| 1395 |
+
main();
|
| 1396 |
+
</script>
|
| 1397 |
+
</body>
|
| 1398 |
+
</html>
|