Upload src/App.jsx with huggingface_hub
Browse files- src/App.jsx +643 -375
src/App.jsx
CHANGED
|
@@ -17,13 +17,22 @@ import {
|
|
| 17 |
ChevronDown,
|
| 18 |
ChevronUp,
|
| 19 |
Copy,
|
| 20 |
-
ExternalLink
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 21 |
} from 'lucide-react'
|
| 22 |
|
| 23 |
function App() {
|
| 24 |
const [activePhase, setActivePhase] = useState(0)
|
| 25 |
const [expandedSections, setExpandedSections] = useState({})
|
| 26 |
const [copiedCode, setCopiedCode] = useState(null)
|
|
|
|
| 27 |
|
| 28 |
const toggleSection = (section) => {
|
| 29 |
setExpandedSections(prev => ({
|
|
@@ -41,16 +50,26 @@ function App() {
|
|
| 41 |
const phases = [
|
| 42 |
{
|
| 43 |
id: 0,
|
| 44 |
-
name: '
|
| 45 |
-
|
|
|
|
| 46 |
space: 'mindchain/hf-space-nemo-seed-generator-huggingface-inference',
|
| 47 |
-
description: 'Generates initial seed Q&A pairs from a topic using LLM',
|
| 48 |
-
color: '
|
|
|
|
|
|
|
| 49 |
endpoint: '/generate',
|
| 50 |
method: 'POST',
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 51 |
requestExample: `{
|
| 52 |
"topic": "Python programming basics",
|
| 53 |
-
"num_seeds":
|
| 54 |
"model": "Qwen/Qwen2.5-7B-Instruct",
|
| 55 |
"provider": "together"
|
| 56 |
}`,
|
|
@@ -59,22 +78,34 @@ function App() {
|
|
| 59 |
"seeds": [
|
| 60 |
{
|
| 61 |
"instruction": "What is a variable in Python?",
|
| 62 |
-
"output": "A variable in Python is a named
|
| 63 |
"quality_score": 8
|
| 64 |
}
|
| 65 |
],
|
| 66 |
-
"count":
|
| 67 |
}`
|
| 68 |
},
|
| 69 |
{
|
| 70 |
id: 1,
|
| 71 |
-
name: '
|
| 72 |
-
|
|
|
|
| 73 |
space: 'mindchain/hf-space-distilabel-generator-huggingface-inference',
|
| 74 |
-
description: 'Generates synthetic data with LLM Judge scoring using UltraFeedback criteria',
|
| 75 |
-
color: '
|
|
|
|
|
|
|
| 76 |
endpoint: '/generate',
|
| 77 |
method: 'POST',
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
requestExample: `{
|
| 79 |
"seed_dataset": "mindchain/synthetic-seeds",
|
| 80 |
"num_records": 100,
|
|
@@ -89,8 +120,8 @@ function App() {
|
|
| 89 |
"success": true,
|
| 90 |
"records": [
|
| 91 |
{
|
| 92 |
-
"instruction": "...",
|
| 93 |
-
"output": "...",
|
| 94 |
"quality_score": 8,
|
| 95 |
"distilabel_metadata": {...}
|
| 96 |
}
|
|
@@ -104,13 +135,24 @@ function App() {
|
|
| 104 |
},
|
| 105 |
{
|
| 106 |
id: 2,
|
| 107 |
-
name: '
|
| 108 |
-
|
|
|
|
| 109 |
space: 'mindchain/hf-space-argilla-curator-huggingface-inference',
|
| 110 |
-
description: 'Final curation with quality scoring and filtering for high-quality dataset',
|
| 111 |
-
color: '
|
|
|
|
|
|
|
| 112 |
endpoint: '/curate',
|
| 113 |
method: 'POST',
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 114 |
requestExample: `{
|
| 115 |
"raw_dataset": "mindchain/synthetic-distilabel-raw",
|
| 116 |
"model": "Qwen/Qwen2.5-7B-Instruct",
|
|
@@ -124,425 +166,647 @@ function App() {
|
|
| 124 |
"total_count": 100,
|
| 125 |
"filtered_count": 22,
|
| 126 |
"score_distribution": {
|
| 127 |
-
"7": 25,
|
| 128 |
-
"8": 30,
|
| 129 |
-
"9": 15,
|
| 130 |
-
"10": 8
|
| 131 |
}
|
| 132 |
}`
|
| 133 |
}
|
| 134 |
]
|
| 135 |
|
| 136 |
-
const
|
| 137 |
-H "Content-Type: application/json" \\
|
| 138 |
-
-d '${phase.requestExample.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 139 |
|
| 140 |
return (
|
| 141 |
-
<div className="min-h-screen bg-
|
| 142 |
-
{/*
|
| 143 |
-
<
|
| 144 |
-
<div className="max-w-7xl mx-auto px-4
|
| 145 |
-
<div className="flex items-center
|
| 146 |
-
<div className="
|
| 147 |
-
<
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 148 |
</div>
|
| 149 |
-
|
| 150 |
-
|
| 151 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 152 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 153 |
</div>
|
| 154 |
</div>
|
| 155 |
-
|
| 156 |
-
|
| 157 |
-
|
| 158 |
-
|
| 159 |
-
|
| 160 |
-
|
| 161 |
-
|
| 162 |
-
|
| 163 |
-
|
|
|
|
| 164 |
</div>
|
| 165 |
-
|
| 166 |
-
|
| 167 |
-
|
| 168 |
-
|
| 169 |
-
|
| 170 |
-
|
| 171 |
-
|
| 172 |
-
|
| 173 |
-
|
| 174 |
-
|
| 175 |
-
|
| 176 |
-
|
| 177 |
-
|
| 178 |
-
|
| 179 |
-
|
| 180 |
-
|
| 181 |
-
|
| 182 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 183 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 184 |
</div>
|
|
|
|
| 185 |
</div>
|
| 186 |
-
</section>
|
| 187 |
|
| 188 |
-
|
| 189 |
-
|
| 190 |
-
|
| 191 |
-
|
| 192 |
-
|
| 193 |
-
|
| 194 |
-
|
| 195 |
-
<div className="
|
| 196 |
-
{
|
| 197 |
-
<
|
| 198 |
-
|
| 199 |
-
|
| 200 |
-
|
| 201 |
-
|
| 202 |
-
|
| 203 |
-
|
| 204 |
-
}`}
|
| 205 |
-
|
| 206 |
-
<div className={`inline-flex p-2 rounded-lg bg-gradient-to-r ${phase.color} mb-2`}>
|
| 207 |
-
{phase.icon}
|
| 208 |
</div>
|
| 209 |
-
<h3 className="font-semibold
|
| 210 |
-
|
| 211 |
-
|
| 212 |
-
|
| 213 |
-
)}
|
| 214 |
-
</React.Fragment>
|
| 215 |
))}
|
| 216 |
</div>
|
| 217 |
</div>
|
| 218 |
-
</
|
| 219 |
-
|
| 220 |
-
|
| 221 |
-
|
| 222 |
-
|
| 223 |
-
|
| 224 |
-
|
| 225 |
-
|
| 226 |
-
|
| 227 |
-
</div>
|
| 228 |
-
<p className="mt-2 opacity-90">{phases[activePhase].description}</p>
|
| 229 |
</div>
|
|
|
|
|
|
|
| 230 |
|
| 231 |
-
|
| 232 |
-
|
| 233 |
-
|
| 234 |
-
|
| 235 |
-
|
| 236 |
-
|
| 237 |
-
|
| 238 |
-
|
| 239 |
-
|
| 240 |
-
|
| 241 |
-
|
| 242 |
-
|
| 243 |
>
|
| 244 |
-
|
| 245 |
-
|
| 246 |
-
|
| 247 |
-
|
| 248 |
-
|
| 249 |
-
|
| 250 |
-
|
| 251 |
-
|
| 252 |
-
<
|
| 253 |
-
|
| 254 |
-
|
| 255 |
-
|
| 256 |
-
https://{phases[activePhase].space}.hf.space{phases[activePhase].endpoint}
|
| 257 |
-
</code>
|
| 258 |
-
</div>
|
| 259 |
|
| 260 |
-
|
| 261 |
-
|
| 262 |
-
|
| 263 |
-
|
| 264 |
-
|
| 265 |
-
|
|
|
|
| 266 |
</div>
|
| 267 |
-
<
|
| 268 |
-
onClick={() => copyToClipboard(phases[activePhase].requestExample, `req-${activePhase}`)}
|
| 269 |
-
className="text-gray-400 hover:text-white"
|
| 270 |
-
>
|
| 271 |
-
{copiedCode === `req-${activePhase}` ? (
|
| 272 |
-
<CheckCircle className="w-4 h-4 text-green-400" />
|
| 273 |
-
) : (
|
| 274 |
-
<Copy className="w-4 h-4" />
|
| 275 |
-
)}
|
| 276 |
-
</button>
|
| 277 |
</div>
|
| 278 |
-
<pre className="bg-gray-900 rounded-lg p-4 text-sm font-mono text-gray-300 overflow-x-auto">
|
| 279 |
-
{phases[activePhase].requestExample}
|
| 280 |
-
</pre>
|
| 281 |
-
</div>
|
| 282 |
|
| 283 |
-
|
| 284 |
-
|
| 285 |
-
|
| 286 |
-
|
| 287 |
-
|
| 288 |
-
|
|
|
|
|
|
|
| 289 |
</div>
|
| 290 |
-
<button
|
| 291 |
-
onClick={() => copyToClipboard(phases[activePhase].responseExample, `res-${activePhase}`)}
|
| 292 |
-
className="text-gray-400 hover:text-white"
|
| 293 |
-
>
|
| 294 |
-
{copiedCode === `res-${activePhase}` ? (
|
| 295 |
-
<CheckCircle className="w-4 h-4 text-green-400" />
|
| 296 |
-
) : (
|
| 297 |
-
<Copy className="w-4 h-4" />
|
| 298 |
-
)}
|
| 299 |
-
</button>
|
| 300 |
-
</div>
|
| 301 |
-
<pre className="bg-gray-900 rounded-lg p-4 text-sm font-mono text-gray-300 overflow-x-auto">
|
| 302 |
-
{phases[activePhase].responseExample}
|
| 303 |
-
</pre>
|
| 304 |
-
</div>
|
| 305 |
|
| 306 |
-
|
| 307 |
-
<div>
|
| 308 |
-
<div className="flex items-center justify-between mb-2">
|
| 309 |
<div className="flex items-center gap-2">
|
| 310 |
-
<
|
| 311 |
-
<
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 312 |
</div>
|
| 313 |
-
<button
|
| 314 |
-
onClick={() => copyToClipboard(curlExamples[activePhase], `curl-${activePhase}`)}
|
| 315 |
-
className="text-gray-400 hover:text-white"
|
| 316 |
-
>
|
| 317 |
-
{copiedCode === `curl-${activePhase}` ? (
|
| 318 |
-
<CheckCircle className="w-4 h-4 text-green-400" />
|
| 319 |
-
) : (
|
| 320 |
-
<Copy className="w-4 h-4" />
|
| 321 |
-
)}
|
| 322 |
-
</button>
|
| 323 |
-
</div>
|
| 324 |
-
<pre className="bg-gray-900 rounded-lg p-4 text-sm font-mono text-gray-300 overflow-x-auto">
|
| 325 |
-
{curlExamples[activePhase]}
|
| 326 |
-
</pre>
|
| 327 |
-
</div>
|
| 328 |
-
</div>
|
| 329 |
-
</div>
|
| 330 |
-
</section>
|
| 331 |
|
| 332 |
-
|
| 333 |
-
<section className="mb-12">
|
| 334 |
-
<div className="flex items-center gap-2 mb-4">
|
| 335 |
-
<Settings className="w-5 h-5 text-indigo-400" />
|
| 336 |
-
<h2 className="text-xl font-semibold">Configuration</h2>
|
| 337 |
-
</div>
|
| 338 |
-
<div className="bg-gray-800 rounded-xl border border-gray-700">
|
| 339 |
-
<button
|
| 340 |
-
onClick={() => toggleSection('models')}
|
| 341 |
-
className="w-full p-4 flex items-center justify-between hover:bg-gray-700/50"
|
| 342 |
-
>
|
| 343 |
-
<span className="font-medium">Supported Models</span>
|
| 344 |
-
{expandedSections['models'] ? <ChevronUp /> : <ChevronDown />}
|
| 345 |
-
</button>
|
| 346 |
-
{expandedSections['models'] && (
|
| 347 |
-
<div className="p-4 border-t border-gray-700">
|
| 348 |
-
<div className="grid grid-cols-1 md:grid-cols-2 gap-4">
|
| 349 |
<div>
|
| 350 |
-
<
|
| 351 |
-
|
| 352 |
-
<
|
| 353 |
-
|
| 354 |
-
|
| 355 |
-
</
|
| 356 |
-
|
| 357 |
-
|
| 358 |
-
|
| 359 |
-
|
| 360 |
-
<li className="flex items-center gap-2">
|
| 361 |
-
<CheckCircle className="w-4 h-4 text-green-400" />
|
| 362 |
-
<code>openai/gpt-4o-mini</code>
|
| 363 |
-
</li>
|
| 364 |
-
</ul>
|
| 365 |
</div>
|
|
|
|
|
|
|
| 366 |
<div>
|
| 367 |
-
<h4 className="
|
| 368 |
-
<
|
| 369 |
-
|
| 370 |
-
<
|
| 371 |
-
|
| 372 |
-
|
| 373 |
-
|
|
|
|
|
|
|
|
|
|
| 374 |
</div>
|
| 375 |
</div>
|
| 376 |
</div>
|
| 377 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 378 |
|
| 379 |
-
|
| 380 |
-
|
| 381 |
-
|
| 382 |
-
|
| 383 |
-
|
| 384 |
-
|
| 385 |
-
|
| 386 |
-
|
| 387 |
-
|
| 388 |
-
|
| 389 |
-
|
| 390 |
-
|
| 391 |
-
|
| 392 |
-
|
| 393 |
-
|
| 394 |
-
|
| 395 |
-
|
| 396 |
-
</li>
|
| 397 |
-
<li className="flex items-center gap-2">
|
| 398 |
-
<CheckCircle className="w-4 h-4 text-green-400" />
|
| 399 |
-
<code>hf</code> <span className="text-gray-500">(serverless)</span>
|
| 400 |
-
</li>
|
| 401 |
-
</ul>
|
| 402 |
-
</div>
|
| 403 |
-
)}
|
| 404 |
|
| 405 |
-
|
| 406 |
-
|
| 407 |
-
|
| 408 |
-
|
| 409 |
-
|
| 410 |
-
|
| 411 |
-
|
| 412 |
-
|
| 413 |
-
|
| 414 |
-
|
| 415 |
-
|
| 416 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 417 |
|
| 418 |
-
|
| 419 |
-
|
| 420 |
-
|
| 421 |
-
|
| 422 |
-
<
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 423 |
</div>
|
| 424 |
-
|
|
|
|
|
|
|
|
|
|
| 425 |
</div>
|
| 426 |
-
</section>
|
| 427 |
|
| 428 |
-
|
| 429 |
-
|
| 430 |
-
|
| 431 |
-
|
| 432 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 433 |
</div>
|
| 434 |
-
|
| 435 |
-
|
| 436 |
-
|
| 437 |
-
|
| 438 |
-
|
| 439 |
-
|
| 440 |
-
|
| 441 |
-
|
| 442 |
-
</
|
| 443 |
-
|
| 444 |
-
|
| 445 |
-
|
| 446 |
-
|
| 447 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 448 |
</div>
|
| 449 |
-
|
| 450 |
-
|
| 451 |
-
|
| 452 |
-
|
| 453 |
-
|
| 454 |
-
|
|
|
|
|
|
|
| 455 |
</div>
|
| 456 |
-
</
|
| 457 |
-
|
| 458 |
</div>
|
| 459 |
-
</
|
| 460 |
-
|
| 461 |
-
|
| 462 |
-
|
| 463 |
-
|
| 464 |
-
|
| 465 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 466 |
</div>
|
| 467 |
-
|
| 468 |
-
|
| 469 |
-
|
|
|
|
| 470 |
<button
|
| 471 |
-
onClick={() => copyToClipboard(fullPipelineScript, '
|
| 472 |
-
className="text-
|
| 473 |
>
|
| 474 |
-
{copiedCode === '
|
| 475 |
-
<CheckCircle className="w-4 h-4 text-green-400" />
|
| 476 |
-
) : (
|
| 477 |
-
<Copy className="w-4 h-4" />
|
| 478 |
-
)}
|
| 479 |
</button>
|
| 480 |
</div>
|
| 481 |
-
<pre className="p-4 text-sm font-mono text-
|
| 482 |
{fullPipelineScript}
|
| 483 |
</pre>
|
| 484 |
</div>
|
| 485 |
-
</
|
| 486 |
-
|
| 487 |
-
|
| 488 |
-
|
| 489 |
-
|
| 490 |
-
|
| 491 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 492 |
</div>
|
| 493 |
-
|
| 494 |
-
|
| 495 |
-
|
| 496 |
-
|
| 497 |
-
|
| 498 |
-
|
| 499 |
-
|
| 500 |
-
|
| 501 |
-
|
| 502 |
-
|
| 503 |
-
|
| 504 |
-
<
|
| 505 |
-
<p className="text-sm text-gray-400">Does it avoid hallucination and acknowledge uncertainty?</p>
|
| 506 |
-
</div>
|
| 507 |
-
<div>
|
| 508 |
-
<h4 className="font-medium text-purple-400 mb-2">Helpfulness</h4>
|
| 509 |
-
<p className="text-sm text-gray-400">Is the answer useful for learning?</p>
|
| 510 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 511 |
</div>
|
| 512 |
-
|
| 513 |
-
|
| 514 |
-
|
| 515 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 516 |
</div>
|
|
|
|
| 517 |
</div>
|
| 518 |
-
|
| 519 |
-
|
| 520 |
-
|
| 521 |
-
|
| 522 |
-
|
| 523 |
-
|
| 524 |
-
|
| 525 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 526 |
</div>
|
| 527 |
)
|
| 528 |
}
|
| 529 |
|
| 530 |
const fullPipelineScript = `#!/usr/bin/env python3
|
| 531 |
-
"""
|
| 532 |
-
Full Synthetic Data Pipeline Script
|
| 533 |
-
Runs all three phases sequentially
|
| 534 |
-
"""
|
| 535 |
|
| 536 |
import requests
|
| 537 |
import json
|
| 538 |
|
| 539 |
-
#
|
| 540 |
PHASE0_URL = "https://mindchain-hf-space-nemo-seed-generator-huggingface-inference.hf.space"
|
| 541 |
PHASE1_URL = "https://mindchain-hf-space-distilabel-generator-huggingface-inference.hf.space"
|
| 542 |
PHASE2_URL = "https://mindchain-hf-space-argilla-curator-huggingface-inference.hf.space"
|
| 543 |
|
| 544 |
-
def phase0_generate_seeds(topic, num_seeds=10):
|
| 545 |
"""Phase 0: Generate seed Q&A pairs"""
|
|
|
|
| 546 |
response = requests.post(
|
| 547 |
f"{PHASE0_URL}/generate",
|
| 548 |
json={
|
|
@@ -552,10 +816,13 @@ def phase0_generate_seeds(topic, num_seeds=10):
|
|
| 552 |
"provider": "together"
|
| 553 |
}
|
| 554 |
)
|
| 555 |
-
|
|
|
|
|
|
|
| 556 |
|
| 557 |
-
def phase1_generate_synthetic(seed_dataset, num_records=100):
|
| 558 |
"""Phase 1: Generate synthetic data with Judge scoring"""
|
|
|
|
| 559 |
response = requests.post(
|
| 560 |
f"{PHASE1_URL}/generate",
|
| 561 |
json={
|
|
@@ -569,10 +836,14 @@ def phase1_generate_synthetic(seed_dataset, num_records=100):
|
|
| 569 |
"min_score": 5
|
| 570 |
}
|
| 571 |
)
|
| 572 |
-
|
|
|
|
|
|
|
|
|
|
| 573 |
|
| 574 |
-
def phase2_curate(raw_dataset, min_score=7):
|
| 575 |
"""Phase 2: Curate final high-quality dataset"""
|
|
|
|
| 576 |
response = requests.post(
|
| 577 |
f"{PHASE2_URL}/curate",
|
| 578 |
json={
|
|
@@ -582,20 +853,17 @@ def phase2_curate(raw_dataset, min_score=7):
|
|
| 582 |
"min_score": min_score
|
| 583 |
}
|
| 584 |
)
|
| 585 |
-
|
|
|
|
|
|
|
| 586 |
|
| 587 |
if __name__ == "__main__":
|
| 588 |
-
# Run
|
| 589 |
-
print("=== Phase 0: Generating Seeds ===")
|
| 590 |
seeds = phase0_generate_seeds("Python programming basics", num_seeds=10)
|
| 591 |
-
print(f"Generated {seeds.get('count', 0)} seeds")
|
| 592 |
-
|
| 593 |
-
print("\\n=== Phase 1: Generating Synthetic Data ===")
|
| 594 |
synthetic = phase1_generate_synthetic("mindchain/synthetic-seeds", num_records=100)
|
| 595 |
-
print(f"Generated {synthetic.get('stats', {}).get('total', 0)} records")
|
| 596 |
-
|
| 597 |
-
print("\\n=== Phase 2: Curating Dataset ===")
|
| 598 |
curated = phase2_curate("mindchain/synthetic-distilabel-raw", min_score=7)
|
| 599 |
-
|
|
|
|
|
|
|
| 600 |
|
| 601 |
export default App
|
|
|
|
| 17 |
ChevronDown,
|
| 18 |
ChevronUp,
|
| 19 |
Copy,
|
| 20 |
+
ExternalLink,
|
| 21 |
+
Sparkles,
|
| 22 |
+
Rocket,
|
| 23 |
+
Server,
|
| 24 |
+
Globe,
|
| 25 |
+
Shield,
|
| 26 |
+
Star,
|
| 27 |
+
Menu,
|
| 28 |
+
X
|
| 29 |
} from 'lucide-react'
|
| 30 |
|
| 31 |
function App() {
|
| 32 |
const [activePhase, setActivePhase] = useState(0)
|
| 33 |
const [expandedSections, setExpandedSections] = useState({})
|
| 34 |
const [copiedCode, setCopiedCode] = useState(null)
|
| 35 |
+
const [mobileMenuOpen, setMobileMenuOpen] = useState(false)
|
| 36 |
|
| 37 |
const toggleSection = (section) => {
|
| 38 |
setExpandedSections(prev => ({
|
|
|
|
| 50 |
const phases = [
|
| 51 |
{
|
| 52 |
id: 0,
|
| 53 |
+
name: 'Seed Generator',
|
| 54 |
+
shortName: 'Phase 0',
|
| 55 |
+
icon: <Zap className="w-5 h-5" />,
|
| 56 |
space: 'mindchain/hf-space-nemo-seed-generator-huggingface-inference',
|
| 57 |
+
description: 'Generates initial seed Q&A pairs from a topic using LLM inference.',
|
| 58 |
+
color: 'amber',
|
| 59 |
+
gradient: 'from-amber-500 to-orange-600',
|
| 60 |
+
bgGradient: 'from-amber-500/10 to-orange-500/10',
|
| 61 |
endpoint: '/generate',
|
| 62 |
method: 'POST',
|
| 63 |
+
features: ['Topic-based generation', 'Configurable seed count', 'Quality pre-filtering'],
|
| 64 |
+
requestParams: [
|
| 65 |
+
{ name: 'topic', type: 'string', desc: 'Topic for Q&A generation' },
|
| 66 |
+
{ name: 'num_seeds', type: 'int', desc: 'Number of seeds to generate (default: 10)' },
|
| 67 |
+
{ name: 'model', type: 'string', desc: 'Qwen/Qwen2.5-7B-Instruct' },
|
| 68 |
+
{ name: 'provider', type: 'string', desc: 'together (recommended)' },
|
| 69 |
+
],
|
| 70 |
requestExample: `{
|
| 71 |
"topic": "Python programming basics",
|
| 72 |
+
"num_seeds": 10,
|
| 73 |
"model": "Qwen/Qwen2.5-7B-Instruct",
|
| 74 |
"provider": "together"
|
| 75 |
}`,
|
|
|
|
| 78 |
"seeds": [
|
| 79 |
{
|
| 80 |
"instruction": "What is a variable in Python?",
|
| 81 |
+
"output": "A variable in Python is a named container...",
|
| 82 |
"quality_score": 8
|
| 83 |
}
|
| 84 |
],
|
| 85 |
+
"count": 10
|
| 86 |
}`
|
| 87 |
},
|
| 88 |
{
|
| 89 |
id: 1,
|
| 90 |
+
name: 'Distilabel Generator',
|
| 91 |
+
shortName: 'Phase 1',
|
| 92 |
+
icon: <Cpu className="w-5 h-5" />,
|
| 93 |
space: 'mindchain/hf-space-distilabel-generator-huggingface-inference',
|
| 94 |
+
description: 'Generates synthetic data with LLM Judge scoring using UltraFeedback criteria.',
|
| 95 |
+
color: 'blue',
|
| 96 |
+
gradient: 'from-blue-500 to-cyan-500',
|
| 97 |
+
bgGradient: 'from-blue-500/10 to-cyan-500/10',
|
| 98 |
endpoint: '/generate',
|
| 99 |
method: 'POST',
|
| 100 |
+
features: ['UltraFeedback scoring', 'Multi-model support', 'Configurable thresholds'],
|
| 101 |
+
requestParams: [
|
| 102 |
+
{ name: 'seed_dataset', type: 'string', desc: 'HF dataset ID from Phase 0' },
|
| 103 |
+
{ name: 'num_records', type: 'int', desc: 'Records to generate (default: 100)' },
|
| 104 |
+
{ name: 'model', type: 'string', desc: 'Generator model' },
|
| 105 |
+
{ name: 'judge_model', type: 'string', desc: 'Judge model for scoring' },
|
| 106 |
+
{ name: 'use_judge', type: 'bool', desc: 'Enable LLM Judge (default: true)' },
|
| 107 |
+
{ name: 'min_score', type: 'int', desc: 'Minimum score filter (1-10)' },
|
| 108 |
+
],
|
| 109 |
requestExample: `{
|
| 110 |
"seed_dataset": "mindchain/synthetic-seeds",
|
| 111 |
"num_records": 100,
|
|
|
|
| 120 |
"success": true,
|
| 121 |
"records": [
|
| 122 |
{
|
| 123 |
+
"instruction": "Explain Python loops...",
|
| 124 |
+
"output": "Python loops allow you to...",
|
| 125 |
"quality_score": 8,
|
| 126 |
"distilabel_metadata": {...}
|
| 127 |
}
|
|
|
|
| 135 |
},
|
| 136 |
{
|
| 137 |
id: 2,
|
| 138 |
+
name: 'Argilla Curator',
|
| 139 |
+
shortName: 'Phase 2',
|
| 140 |
+
icon: <Filter className="w-5 h-5" />,
|
| 141 |
space: 'mindchain/hf-space-argilla-curator-huggingface-inference',
|
| 142 |
+
description: 'Final curation with quality scoring and filtering for high-quality dataset.',
|
| 143 |
+
color: 'purple',
|
| 144 |
+
gradient: 'from-purple-500 to-pink-500',
|
| 145 |
+
bgGradient: 'from-purple-500/10 to-pink-500/10',
|
| 146 |
endpoint: '/curate',
|
| 147 |
method: 'POST',
|
| 148 |
+
features: ['Quality filtering', 'Score distribution', 'Hub push'],
|
| 149 |
+
requestParams: [
|
| 150 |
+
{ name: 'raw_dataset', type: 'string', desc: 'Raw dataset ID from Phase 1' },
|
| 151 |
+
{ name: 'model', type: 'string', desc: 'Judge model for re-scoring' },
|
| 152 |
+
{ name: 'provider', type: 'string', desc: 'Inference provider' },
|
| 153 |
+
{ name: 'min_score', type: 'int', desc: 'Minimum score (default: 7)' },
|
| 154 |
+
{ name: 'target_dataset', type: 'string', desc: 'Output dataset ID (optional)' },
|
| 155 |
+
],
|
| 156 |
requestExample: `{
|
| 157 |
"raw_dataset": "mindchain/synthetic-distilabel-raw",
|
| 158 |
"model": "Qwen/Qwen2.5-7B-Instruct",
|
|
|
|
| 166 |
"total_count": 100,
|
| 167 |
"filtered_count": 22,
|
| 168 |
"score_distribution": {
|
| 169 |
+
"7": 25, "8": 30, "9": 15, "10": 8
|
|
|
|
|
|
|
|
|
|
| 170 |
}
|
| 171 |
}`
|
| 172 |
}
|
| 173 |
]
|
| 174 |
|
| 175 |
+
const curlExample = (phase) => `curl -X POST https://${phase.space}.hf.space${phase.endpoint} \\
|
| 176 |
-H "Content-Type: application/json" \\
|
| 177 |
+
-d '${phase.requestExample.replace(/\n/g, ' ')}'`
|
| 178 |
+
|
| 179 |
+
const scrollToSection = (id) => {
|
| 180 |
+
document.getElementById(id)?.scrollIntoView({ behavior: 'smooth' })
|
| 181 |
+
setMobileMenuOpen(false)
|
| 182 |
+
}
|
| 183 |
|
| 184 |
return (
|
| 185 |
+
<div className="min-h-screen bg-slate-950 text-slate-100">
|
| 186 |
+
{/* Navigation */}
|
| 187 |
+
<nav className="fixed top-0 left-0 right-0 z-50 bg-slate-950/80 backdrop-blur-xl border-b border-slate-800/50">
|
| 188 |
+
<div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
|
| 189 |
+
<div className="flex items-center justify-between h-16">
|
| 190 |
+
<div className="flex items-center gap-3">
|
| 191 |
+
<div className="relative">
|
| 192 |
+
<div className="absolute inset-0 bg-gradient-to-r from-indigo-600 to-purple-600 rounded-xl blur-lg opacity-50"></div>
|
| 193 |
+
<div className="relative p-2 bg-gradient-to-r from-indigo-600 to-purple-600 rounded-xl">
|
| 194 |
+
<Database className="w-5 h-5" />
|
| 195 |
+
</div>
|
| 196 |
+
</div>
|
| 197 |
+
<div>
|
| 198 |
+
<h1 className="font-bold text-lg leading-tight">Synthetic Pipeline</h1>
|
| 199 |
+
<p className="text-xs text-slate-500">HF Spaces Documentation</p>
|
| 200 |
+
</div>
|
| 201 |
</div>
|
| 202 |
+
|
| 203 |
+
{/* Desktop Nav */}
|
| 204 |
+
<div className="hidden md:flex items-center gap-6">
|
| 205 |
+
<button onClick={() => scrollToSection('overview')} className="text-sm text-slate-400 hover:text-white transition-colors">Overview</button>
|
| 206 |
+
<button onClick={() => scrollToSection('pipeline')} className="text-sm text-slate-400 hover:text-white transition-colors">Pipeline</button>
|
| 207 |
+
<button onClick={() => scrollToSection('api')} className="text-sm text-slate-400 hover:text-white transition-colors">API</button>
|
| 208 |
+
<button onClick={() => scrollToSection('quickstart')} className="text-sm text-slate-400 hover:text-white transition-colors">Quick Start</button>
|
| 209 |
+
<a
|
| 210 |
+
href="https://huggingface.co/collections/mindchain/synthetic-data-pipeline"
|
| 211 |
+
target="_blank"
|
| 212 |
+
rel="noopener noreferrer"
|
| 213 |
+
className="flex items-center gap-2 px-4 py-2 bg-slate-800 hover:bg-slate-700 rounded-lg text-sm font-medium transition-colors"
|
| 214 |
+
>
|
| 215 |
+
<Globe className="w-4 h-4" />
|
| 216 |
+
HF Collection
|
| 217 |
+
</a>
|
| 218 |
</div>
|
| 219 |
+
|
| 220 |
+
{/* Mobile menu button */}
|
| 221 |
+
<button
|
| 222 |
+
onClick={() => setMobileMenuOpen(!mobileMenuOpen)}
|
| 223 |
+
className="md:hidden p-2 text-slate-400 hover:text-white"
|
| 224 |
+
>
|
| 225 |
+
{mobileMenuOpen ? <X className="w-5 h-5" /> : <Menu className="w-5 h-5" />}
|
| 226 |
+
</button>
|
| 227 |
</div>
|
| 228 |
</div>
|
| 229 |
+
|
| 230 |
+
{/* Mobile Nav */}
|
| 231 |
+
{mobileMenuOpen && (
|
| 232 |
+
<div className="md:hidden bg-slate-900 border-b border-slate-800">
|
| 233 |
+
<div className="px-4 py-3 space-y-2">
|
| 234 |
+
<button onClick={() => scrollToSection('overview')} className="block w-full text-left px-3 py-2 text-slate-400 hover:text-white hover:bg-slate-800 rounded-lg">Overview</button>
|
| 235 |
+
<button onClick={() => scrollToSection('pipeline')} className="block w-full text-left px-3 py-2 text-slate-400 hover:text-white hover:bg-slate-800 rounded-lg">Pipeline</button>
|
| 236 |
+
<button onClick={() => scrollToSection('api')} className="block w-full text-left px-3 py-2 text-slate-400 hover:text-white hover:bg-slate-800 rounded-lg">API</button>
|
| 237 |
+
<button onClick={() => scrollToSection('quickstart')} className="block w-full text-left px-3 py-2 text-slate-400 hover:text-white hover:bg-slate-800 rounded-lg">Quick Start</button>
|
| 238 |
+
</div>
|
| 239 |
</div>
|
| 240 |
+
)}
|
| 241 |
+
</nav>
|
| 242 |
+
|
| 243 |
+
{/* Hero Section */}
|
| 244 |
+
<section className="pt-32 pb-20 px-4 relative overflow-hidden">
|
| 245 |
+
{/* Background Effects */}
|
| 246 |
+
<div className="absolute inset-0 overflow-hidden">
|
| 247 |
+
<div className="absolute top-1/4 -left-1/4 w-96 h-96 bg-indigo-600/20 rounded-full blur-3xl"></div>
|
| 248 |
+
<div className="absolute top-1/3 -right-1/4 w-96 h-96 bg-purple-600/20 rounded-full blur-3xl"></div>
|
| 249 |
+
<div className="absolute bottom-0 left-1/2 -translate-x-1/2 w-full h-1/2 bg-gradient-to-t from-slate-950 to-transparent"></div>
|
| 250 |
+
</div>
|
| 251 |
+
|
| 252 |
+
<div className="max-w-4xl mx-auto text-center relative">
|
| 253 |
+
<div className="inline-flex items-center gap-2 px-4 py-2 bg-slate-800/50 border border-slate-700 rounded-full text-sm text-slate-300 mb-6">
|
| 254 |
+
<Sparkles className="w-4 h-4 text-amber-400" />
|
| 255 |
+
<span>HuggingFace Spaces + HF Inference API</span>
|
| 256 |
+
</div>
|
| 257 |
+
|
| 258 |
+
<h1 className="text-4xl sm:text-5xl lg:text-6xl font-bold mb-6">
|
| 259 |
+
<span className="bg-gradient-to-r from-white via-slate-200 to-slate-400 bg-clip-text text-transparent">
|
| 260 |
+
Synthetic Data Pipeline
|
| 261 |
+
</span>
|
| 262 |
+
</h1>
|
| 263 |
+
|
| 264 |
+
<p className="text-lg sm:text-xl text-slate-400 max-w-2xl mx-auto mb-10">
|
| 265 |
+
Generate high-quality synthetic Q&A datasets with a 3-phase pipeline.
|
| 266 |
+
CPU-only, no GPU required.
|
| 267 |
+
</p>
|
| 268 |
+
|
| 269 |
+
<div className="flex flex-wrap items-center justify-center gap-4">
|
| 270 |
+
<button
|
| 271 |
+
onClick={() => scrollToSection('quickstart')}
|
| 272 |
+
className="btn btn-primary flex items-center gap-2"
|
| 273 |
+
>
|
| 274 |
+
<Rocket className="w-4 h-4" />
|
| 275 |
+
Get Started
|
| 276 |
+
</button>
|
| 277 |
+
<a
|
| 278 |
+
href="https://huggingface.co/collections/mindchain/synthetic-data-pipeline"
|
| 279 |
+
target="_blank"
|
| 280 |
+
rel="noopener noreferrer"
|
| 281 |
+
className="btn btn-secondary flex items-center gap-2"
|
| 282 |
+
>
|
| 283 |
+
<ExternalLink className="w-4 h-4" />
|
| 284 |
+
View Spaces
|
| 285 |
+
</a>
|
| 286 |
+
</div>
|
| 287 |
+
</div>
|
| 288 |
+
</section>
|
| 289 |
+
|
| 290 |
+
{/* Features Grid */}
|
| 291 |
+
<section className="py-12 px-4">
|
| 292 |
+
<div className="max-w-6xl mx-auto">
|
| 293 |
+
<div className="grid grid-cols-2 md:grid-cols-4 gap-4">
|
| 294 |
+
{[
|
| 295 |
+
{ icon: <Server className="w-5 h-5" />, label: 'CPU Only', desc: 'No GPU required' },
|
| 296 |
+
{ icon: <Zap className="w-5 h-5" />, label: 'Always On', desc: 'Docker Spaces' },
|
| 297 |
+
{ icon: <Shield className="w-5 h-5" />, label: 'Quality Scored', desc: 'LLM Judge' },
|
| 298 |
+
{ icon: <Globe className="w-5 h-5" />, label: 'HF Hub', desc: 'Dataset push' },
|
| 299 |
+
].map((feature, i) => (
|
| 300 |
+
<div key={i} className="card card-hover p-4 text-center">
|
| 301 |
+
<div className="inline-flex p-3 bg-slate-800 rounded-xl mb-3 text-indigo-400">
|
| 302 |
+
{feature.icon}
|
| 303 |
+
</div>
|
| 304 |
+
<h3 className="font-semibold text-sm">{feature.label}</h3>
|
| 305 |
+
<p className="text-xs text-slate-500 mt-1">{feature.desc}</p>
|
| 306 |
</div>
|
| 307 |
+
))}
|
| 308 |
+
</div>
|
| 309 |
+
</div>
|
| 310 |
+
</section>
|
| 311 |
+
|
| 312 |
+
{/* Overview Section */}
|
| 313 |
+
<section id="overview" className="py-16 px-4">
|
| 314 |
+
<div className="max-w-6xl mx-auto">
|
| 315 |
+
<div className="flex items-center gap-3 mb-8">
|
| 316 |
+
<div className="p-2 bg-indigo-500/20 rounded-xl">
|
| 317 |
+
<BookOpen className="w-5 h-5 text-indigo-400" />
|
| 318 |
</div>
|
| 319 |
+
<h2 className="text-2xl font-bold">Overview</h2>
|
| 320 |
</div>
|
|
|
|
| 321 |
|
| 322 |
+
<div className="card p-6 lg:p-8">
|
| 323 |
+
<p className="text-slate-300 text-lg leading-relaxed mb-8">
|
| 324 |
+
This pipeline generates high-quality synthetic Q&A datasets using HuggingFace Spaces
|
| 325 |
+
and the HF Inference API. It follows a three-phase approach with LLM Judge scoring
|
| 326 |
+
based on UltraFeedback criteria.
|
| 327 |
+
</p>
|
| 328 |
+
|
| 329 |
+
<div className="grid md:grid-cols-3 gap-6">
|
| 330 |
+
{[
|
| 331 |
+
{ title: 'Seed Generation', desc: 'Create initial Q&A pairs from any topic', icon: <Zap className="w-5 h-5" />, color: 'amber' },
|
| 332 |
+
{ title: 'Distilabel Augmentation', desc: 'Generate with LLM Judge scoring', icon: <Cpu className="w-5 h-5" />, color: 'blue' },
|
| 333 |
+
{ title: 'Quality Curation', desc: 'Filter for high-quality records only', icon: <Filter className="w-5 h-5" />, color: 'purple' },
|
| 334 |
+
].map((item, i) => (
|
| 335 |
+
<div key={i} className="relative group">
|
| 336 |
+
<div className={`absolute inset-0 bg-gradient-to-r from-${item.color}-500/20 to-${item.color}-600/20 rounded-2xl blur-xl opacity-0 group-hover:opacity-100 transition-opacity`}></div>
|
| 337 |
+
<div className="relative bg-slate-800/50 border border-slate-700 rounded-2xl p-5 group-hover:border-slate-600 transition-colors">
|
| 338 |
+
<div className={`inline-flex p-2 rounded-xl bg-${item.color}-500/20 text-${item.color}-400 mb-3`}>
|
| 339 |
+
{item.icon}
|
|
|
|
|
|
|
| 340 |
</div>
|
| 341 |
+
<h3 className="font-semibold mb-1">{item.title}</h3>
|
| 342 |
+
<p className="text-sm text-slate-400">{item.desc}</p>
|
| 343 |
+
</div>
|
| 344 |
+
</div>
|
|
|
|
|
|
|
| 345 |
))}
|
| 346 |
</div>
|
| 347 |
</div>
|
| 348 |
+
</div>
|
| 349 |
+
</section>
|
| 350 |
+
|
| 351 |
+
{/* Pipeline Architecture */}
|
| 352 |
+
<section id="pipeline" className="py-16 px-4 bg-slate-900/50">
|
| 353 |
+
<div className="max-w-6xl mx-auto">
|
| 354 |
+
<div className="flex items-center gap-3 mb-8">
|
| 355 |
+
<div className="p-2 bg-purple-500/20 rounded-xl">
|
| 356 |
+
<Layers className="w-5 h-5 text-purple-400" />
|
|
|
|
|
|
|
| 357 |
</div>
|
| 358 |
+
<h2 className="text-2xl font-bold">Pipeline Architecture</h2>
|
| 359 |
+
</div>
|
| 360 |
|
| 361 |
+
{/* Phase Selector */}
|
| 362 |
+
<div className="flex flex-col lg:flex-row gap-8">
|
| 363 |
+
<div className="lg:w-1/3 space-y-3">
|
| 364 |
+
{phases.map((phase) => (
|
| 365 |
+
<button
|
| 366 |
+
key={phase.id}
|
| 367 |
+
onClick={() => setActivePhase(phase.id)}
|
| 368 |
+
className={`w-full text-left p-4 rounded-xl border-2 transition-all ${
|
| 369 |
+
activePhase === phase.id
|
| 370 |
+
? `border-${phase.color}-500 bg-gradient-to-r ${phase.bgGradient}`
|
| 371 |
+
: 'border-slate-700 hover:border-slate-600 bg-slate-800/30'
|
| 372 |
+
}`}
|
| 373 |
>
|
| 374 |
+
<div className="flex items-center gap-3">
|
| 375 |
+
<div className={`p-2 rounded-lg bg-gradient-to-r ${phase.gradient}`}>
|
| 376 |
+
{phase.icon}
|
| 377 |
+
</div>
|
| 378 |
+
<div>
|
| 379 |
+
<div className="text-xs text-slate-500 mb-0.5">{phase.shortName}</div>
|
| 380 |
+
<div className="font-medium">{phase.name}</div>
|
| 381 |
+
</div>
|
| 382 |
+
</div>
|
| 383 |
+
</button>
|
| 384 |
+
))}
|
| 385 |
+
</div>
|
|
|
|
|
|
|
|
|
|
| 386 |
|
| 387 |
+
{/* Phase Details */}
|
| 388 |
+
<div className="lg:w-2/3">
|
| 389 |
+
<div className="card overflow-hidden">
|
| 390 |
+
<div className={`p-6 bg-gradient-to-r ${phases[activePhase].gradient}`}>
|
| 391 |
+
<div className="flex items-center gap-3 mb-2">
|
| 392 |
+
{phases[activePhase].icon}
|
| 393 |
+
<h3 className="text-xl font-bold">{phases[activePhase].name}</h3>
|
| 394 |
</div>
|
| 395 |
+
<p className="text-white/80">{phases[activePhase].description}</p>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 396 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
| 397 |
|
| 398 |
+
<div className="p-6 space-y-6">
|
| 399 |
+
{/* Features */}
|
| 400 |
+
<div className="flex flex-wrap gap-2">
|
| 401 |
+
{phases[activePhase].features.map((f, i) => (
|
| 402 |
+
<span key={i} className="px-3 py-1 bg-slate-800 border border-slate-700 rounded-full text-xs">
|
| 403 |
+
{f}
|
| 404 |
+
</span>
|
| 405 |
+
))}
|
| 406 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 407 |
|
| 408 |
+
{/* Space Link */}
|
|
|
|
|
|
|
| 409 |
<div className="flex items-center gap-2">
|
| 410 |
+
<ExternalLink className="w-4 h-4 text-slate-500" />
|
| 411 |
+
<a
|
| 412 |
+
href={`https://huggingface.co/spaces/${phases[activePhase].space}`}
|
| 413 |
+
target="_blank"
|
| 414 |
+
rel="noopener noreferrer"
|
| 415 |
+
className="text-sm text-indigo-400 hover:text-indigo-300 font-mono"
|
| 416 |
+
>
|
| 417 |
+
{phases[activePhase].space}
|
| 418 |
+
</a>
|
| 419 |
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 420 |
|
| 421 |
+
{/* Endpoint */}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 422 |
<div>
|
| 423 |
+
<div className="flex items-center gap-2 mb-2">
|
| 424 |
+
<Terminal className="w-4 h-4 text-slate-500" />
|
| 425 |
+
<span className="text-xs text-slate-500 uppercase tracking-wider">Endpoint</span>
|
| 426 |
+
<span className="px-2 py-0.5 bg-emerald-500/20 text-emerald-400 text-xs font-medium rounded">
|
| 427 |
+
{phases[activePhase].method}
|
| 428 |
+
</span>
|
| 429 |
+
</div>
|
| 430 |
+
<code className="code-block text-slate-300 text-xs sm:text-sm">
|
| 431 |
+
https://{phases[activePhase].space}.hf.space{phases[activePhase].endpoint}
|
| 432 |
+
</code>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 433 |
</div>
|
| 434 |
+
|
| 435 |
+
{/* Parameters */}
|
| 436 |
<div>
|
| 437 |
+
<h4 className="text-xs text-slate-500 uppercase tracking-wider mb-3">Parameters</h4>
|
| 438 |
+
<div className="space-y-2">
|
| 439 |
+
{phases[activePhase].requestParams.map((param, i) => (
|
| 440 |
+
<div key={i} className="flex flex-wrap items-center gap-2 text-sm">
|
| 441 |
+
<code className="px-2 py-1 bg-slate-800 rounded text-indigo-300 font-mono">{param.name}</code>
|
| 442 |
+
<span className="text-slate-500 text-xs">{param.type}</span>
|
| 443 |
+
<span className="text-slate-400">{param.desc}</span>
|
| 444 |
+
</div>
|
| 445 |
+
))}
|
| 446 |
+
</div>
|
| 447 |
</div>
|
| 448 |
</div>
|
| 449 |
</div>
|
| 450 |
+
</div>
|
| 451 |
+
</div>
|
| 452 |
+
</div>
|
| 453 |
+
</section>
|
| 454 |
+
|
| 455 |
+
{/* API Examples Section */}
|
| 456 |
+
<section id="api" className="py-16 px-4">
|
| 457 |
+
<div className="max-w-6xl mx-auto">
|
| 458 |
+
<div className="flex items-center gap-3 mb-8">
|
| 459 |
+
<div className="p-2 bg-emerald-500/20 rounded-xl">
|
| 460 |
+
<Code className="w-5 h-5 text-emerald-400" />
|
| 461 |
+
</div>
|
| 462 |
+
<h2 className="text-2xl font-bold">API Examples</h2>
|
| 463 |
+
</div>
|
| 464 |
|
| 465 |
+
{/* Phase Tabs */}
|
| 466 |
+
<div className="flex gap-2 mb-6 overflow-x-auto pb-2">
|
| 467 |
+
{phases.map((phase) => (
|
| 468 |
+
<button
|
| 469 |
+
key={phase.id}
|
| 470 |
+
onClick={() => setActivePhase(phase.id)}
|
| 471 |
+
className={`flex items-center gap-2 px-4 py-2 rounded-lg font-medium text-sm whitespace-nowrap transition-colors ${
|
| 472 |
+
activePhase === phase.id
|
| 473 |
+
? `bg-gradient-to-r ${phase.gradient} text-white`
|
| 474 |
+
: 'bg-slate-800 text-slate-400 hover:text-white'
|
| 475 |
+
}`}
|
| 476 |
+
>
|
| 477 |
+
{phase.icon}
|
| 478 |
+
{phase.shortName}
|
| 479 |
+
</button>
|
| 480 |
+
))}
|
| 481 |
+
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 482 |
|
| 483 |
+
<div className="grid lg:grid-cols-2 gap-6">
|
| 484 |
+
{/* Request */}
|
| 485 |
+
<div className="card overflow-hidden">
|
| 486 |
+
<div className="flex items-center justify-between px-4 py-3 bg-slate-800/50 border-b border-slate-700">
|
| 487 |
+
<span className="text-sm font-medium text-slate-300">Request Body</span>
|
| 488 |
+
<button
|
| 489 |
+
onClick={() => copyToClipboard(phases[activePhase].requestExample, 'req')}
|
| 490 |
+
className="text-slate-400 hover:text-white transition-colors"
|
| 491 |
+
>
|
| 492 |
+
{copiedCode === 'req' ? <CheckCircle className="w-4 h-4 text-emerald-400" /> : <Copy className="w-4 h-4" />}
|
| 493 |
+
</button>
|
| 494 |
+
</div>
|
| 495 |
+
<pre className="p-4 text-sm font-mono text-slate-300 overflow-x-auto scrollbar-thin">
|
| 496 |
+
{phases[activePhase].requestExample}
|
| 497 |
+
</pre>
|
| 498 |
+
</div>
|
| 499 |
|
| 500 |
+
{/* Response */}
|
| 501 |
+
<div className="card overflow-hidden">
|
| 502 |
+
<div className="flex items-center justify-between px-4 py-3 bg-slate-800/50 border-b border-slate-700">
|
| 503 |
+
<span className="text-sm font-medium text-slate-300">Response</span>
|
| 504 |
+
<button
|
| 505 |
+
onClick={() => copyToClipboard(phases[activePhase].responseExample, 'res')}
|
| 506 |
+
className="text-slate-400 hover:text-white transition-colors"
|
| 507 |
+
>
|
| 508 |
+
{copiedCode === 'res' ? <CheckCircle className="w-4 h-4 text-emerald-400" /> : <Copy className="w-4 h-4" />}
|
| 509 |
+
</button>
|
| 510 |
</div>
|
| 511 |
+
<pre className="p-4 text-sm font-mono text-slate-300 overflow-x-auto scrollbar-thin">
|
| 512 |
+
{phases[activePhase].responseExample}
|
| 513 |
+
</pre>
|
| 514 |
+
</div>
|
| 515 |
</div>
|
|
|
|
| 516 |
|
| 517 |
+
{/* cURL */}
|
| 518 |
+
<div className="card overflow-hidden mt-6">
|
| 519 |
+
<div className="flex items-center justify-between px-4 py-3 bg-slate-800/50 border-b border-slate-700">
|
| 520 |
+
<div className="flex items-center gap-2">
|
| 521 |
+
<Terminal className="w-4 h-4 text-slate-500" />
|
| 522 |
+
<span className="text-sm font-medium text-slate-300">cURL Command</span>
|
| 523 |
+
</div>
|
| 524 |
+
<button
|
| 525 |
+
onClick={() => copyToClipboard(curlExample(phases[activePhase]), 'curl')}
|
| 526 |
+
className="text-slate-400 hover:text-white transition-colors"
|
| 527 |
+
>
|
| 528 |
+
{copiedCode === 'curl' ? <CheckCircle className="w-4 h-4 text-emerald-400" /> : <Copy className="w-4 h-4" />}
|
| 529 |
+
</button>
|
| 530 |
+
</div>
|
| 531 |
+
<pre className="p-4 text-sm font-mono text-slate-300 overflow-x-auto scrollbar-thin">
|
| 532 |
+
{curlExample(phases[activePhase])}
|
| 533 |
+
</pre>
|
| 534 |
</div>
|
| 535 |
+
</div>
|
| 536 |
+
</section>
|
| 537 |
+
|
| 538 |
+
{/* Quick Start */}
|
| 539 |
+
<section id="quickstart" className="py-16 px-4 bg-slate-900/50">
|
| 540 |
+
<div className="max-w-6xl mx-auto">
|
| 541 |
+
<div className="flex items-center gap-3 mb-8">
|
| 542 |
+
<div className="p-2 bg-amber-500/20 rounded-xl">
|
| 543 |
+
<Rocket className="w-5 h-5 text-amber-400" />
|
| 544 |
+
</div>
|
| 545 |
+
<h2 className="text-2xl font-bold">Quick Start</h2>
|
| 546 |
+
</div>
|
| 547 |
+
|
| 548 |
+
<div className="grid lg:grid-cols-3 gap-6">
|
| 549 |
+
{[
|
| 550 |
+
{ step: 1, title: 'Generate Seeds', desc: 'Create initial Q&A pairs from your topic', color: 'amber', phase: 'Phase 0' },
|
| 551 |
+
{ step: 2, title: 'Generate Data', desc: 'Augment with LLM Judge quality scoring', color: 'blue', phase: 'Phase 1' },
|
| 552 |
+
{ step: 3, title: 'Curate Dataset', desc: 'Filter high-quality records (score >= 7)', color: 'purple', phase: 'Phase 2' },
|
| 553 |
+
].map((item) => (
|
| 554 |
+
<div key={item.step} className="card card-hover p-6 relative">
|
| 555 |
+
<div className={`absolute -top-3 -left-3 w-8 h-8 rounded-full bg-gradient-to-r ${
|
| 556 |
+
item.color === 'amber' ? 'from-amber-500 to-orange-500' :
|
| 557 |
+
item.color === 'blue' ? 'from-blue-500 to-cyan-500' :
|
| 558 |
+
'from-purple-500 to-pink-500'
|
| 559 |
+
} flex items-center justify-center font-bold text-sm`}>
|
| 560 |
+
{item.step}
|
| 561 |
</div>
|
| 562 |
+
<div className="pt-2">
|
| 563 |
+
<span className={`text-xs font-medium ${
|
| 564 |
+
item.color === 'amber' ? 'text-amber-400' :
|
| 565 |
+
item.color === 'blue' ? 'text-blue-400' :
|
| 566 |
+
'text-purple-400'
|
| 567 |
+
}`}>{item.phase}</span>
|
| 568 |
+
<h3 className="font-semibold text-lg mt-1">{item.title}</h3>
|
| 569 |
+
<p className="text-sm text-slate-400 mt-2">{item.desc}</p>
|
| 570 |
</div>
|
| 571 |
+
</div>
|
| 572 |
+
))}
|
| 573 |
</div>
|
| 574 |
+
</div>
|
| 575 |
+
</section>
|
| 576 |
+
|
| 577 |
+
{/* Full Script */}
|
| 578 |
+
<section className="py-16 px-4">
|
| 579 |
+
<div className="max-w-6xl mx-auto">
|
| 580 |
+
<div className="flex items-center gap-3 mb-8">
|
| 581 |
+
<div className="p-2 bg-indigo-500/20 rounded-xl">
|
| 582 |
+
<GitBranch className="w-5 h-5 text-indigo-400" />
|
| 583 |
+
</div>
|
| 584 |
+
<h2 className="text-2xl font-bold">Full Pipeline Script</h2>
|
| 585 |
</div>
|
| 586 |
+
|
| 587 |
+
<div className="card overflow-hidden">
|
| 588 |
+
<div className="flex items-center justify-between px-4 py-3 bg-slate-800/50 border-b border-slate-700">
|
| 589 |
+
<span className="text-sm font-medium text-slate-300">run_pipeline.py</span>
|
| 590 |
<button
|
| 591 |
+
onClick={() => copyToClipboard(fullPipelineScript, 'script')}
|
| 592 |
+
className="text-slate-400 hover:text-white transition-colors"
|
| 593 |
>
|
| 594 |
+
{copiedCode === 'script' ? <CheckCircle className="w-4 h-4 text-emerald-400" /> : <Copy className="w-4 h-4" />}
|
|
|
|
|
|
|
|
|
|
|
|
|
| 595 |
</button>
|
| 596 |
</div>
|
| 597 |
+
<pre className="p-4 text-sm font-mono text-slate-300 overflow-x-auto scrollbar-thin max-h-96">
|
| 598 |
{fullPipelineScript}
|
| 599 |
</pre>
|
| 600 |
</div>
|
| 601 |
+
</div>
|
| 602 |
+
</section>
|
| 603 |
+
|
| 604 |
+
{/* LLM Judge Criteria */}
|
| 605 |
+
<section className="py-16 px-4 bg-slate-900/50">
|
| 606 |
+
<div className="max-w-6xl mx-auto">
|
| 607 |
+
<div className="flex items-center gap-3 mb-8">
|
| 608 |
+
<div className="p-2 bg-pink-500/20 rounded-xl">
|
| 609 |
+
<Star className="w-5 h-5 text-pink-400" />
|
| 610 |
+
</div>
|
| 611 |
+
<h2 className="text-2xl font-bold">LLM Judge Criteria (UltraFeedback)</h2>
|
| 612 |
</div>
|
| 613 |
+
|
| 614 |
+
<div className="grid sm:grid-cols-2 lg:grid-cols-4 gap-4">
|
| 615 |
+
{[
|
| 616 |
+
{ title: 'Instruction-Following', desc: 'Does the answer directly address the question?', color: 'blue' },
|
| 617 |
+
{ title: 'Truthfulness', desc: 'Is the information accurate and factually correct?', color: 'green' },
|
| 618 |
+
{ title: 'Honesty', desc: 'Does it avoid hallucination and acknowledge uncertainty?', color: 'yellow' },
|
| 619 |
+
{ title: 'Helpfulness', desc: 'Is the answer useful for learning?', color: 'purple' },
|
| 620 |
+
].map((item, i) => (
|
| 621 |
+
<div key={i} className="card card-hover p-5">
|
| 622 |
+
<div className={`w-10 h-1 rounded-full mb-4 bg-${item.color}-500`}></div>
|
| 623 |
+
<h3 className="font-semibold mb-2">{item.title}</h3>
|
| 624 |
+
<p className="text-sm text-slate-400">{item.desc}</p>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 625 |
</div>
|
| 626 |
+
))}
|
| 627 |
+
</div>
|
| 628 |
+
|
| 629 |
+
<div className="card mt-8 p-6 flex flex-col sm:flex-row items-center justify-between gap-4">
|
| 630 |
+
<div>
|
| 631 |
+
<h3 className="font-semibold">Score Range</h3>
|
| 632 |
+
<p className="text-sm text-slate-400">1-10 scale, recommended minimum: 7 for curated datasets</p>
|
| 633 |
+
</div>
|
| 634 |
+
<div className="flex gap-2">
|
| 635 |
+
{[1, 2, 3, 4, 5, 6, 7, 8, 9, 10].map((n) => (
|
| 636 |
+
<div
|
| 637 |
+
key={n}
|
| 638 |
+
className={`w-8 h-8 rounded-lg flex items-center justify-center text-xs font-bold ${
|
| 639 |
+
n >= 7 ? 'bg-emerald-500/20 text-emerald-400 border border-emerald-500/30' : 'bg-slate-800 text-slate-500'
|
| 640 |
+
}`}
|
| 641 |
+
>
|
| 642 |
+
{n}
|
| 643 |
+
</div>
|
| 644 |
+
))}
|
| 645 |
</div>
|
| 646 |
+
</div>
|
| 647 |
+
</div>
|
| 648 |
+
</section>
|
| 649 |
+
|
| 650 |
+
{/* Configuration */}
|
| 651 |
+
<section className="py-16 px-4">
|
| 652 |
+
<div className="max-w-6xl mx-auto">
|
| 653 |
+
<div className="flex items-center gap-3 mb-8">
|
| 654 |
+
<div className="p-2 bg-slate-500/20 rounded-xl">
|
| 655 |
+
<Settings className="w-5 h-5 text-slate-400" />
|
| 656 |
</div>
|
| 657 |
+
<h2 className="text-2xl font-bold">Configuration</h2>
|
| 658 |
</div>
|
| 659 |
+
|
| 660 |
+
<div className="card divide-y divide-slate-800">
|
| 661 |
+
{/* Models */}
|
| 662 |
+
<div>
|
| 663 |
+
<button
|
| 664 |
+
onClick={() => toggleSection('models')}
|
| 665 |
+
className="w-full flex items-center justify-between p-5 hover:bg-slate-800/30 transition-colors"
|
| 666 |
+
>
|
| 667 |
+
<span className="font-medium">Supported Models</span>
|
| 668 |
+
{expandedSections['models'] ? <ChevronUp className="w-5 h-5 text-slate-400" /> : <ChevronDown className="w-5 h-5 text-slate-400" />}
|
| 669 |
+
</button>
|
| 670 |
+
{expandedSections['models'] && (
|
| 671 |
+
<div className="px-5 pb-5">
|
| 672 |
+
<div className="grid sm:grid-cols-2 gap-6">
|
| 673 |
+
<div>
|
| 674 |
+
<h4 className="text-sm font-medium text-indigo-400 mb-3">Generator Models</h4>
|
| 675 |
+
<div className="space-y-2">
|
| 676 |
+
{[
|
| 677 |
+
{ name: 'Qwen/Qwen2.5-7B-Instruct', default: true },
|
| 678 |
+
{ name: 'Qwen/Qwen2.5-72B-Instruct', default: false },
|
| 679 |
+
{ name: 'openai/gpt-4o-mini', default: false },
|
| 680 |
+
].map((m, i) => (
|
| 681 |
+
<div key={i} className="flex items-center gap-2 text-sm">
|
| 682 |
+
<CheckCircle className="w-4 h-4 text-emerald-400 flex-shrink-0" />
|
| 683 |
+
<code className="font-mono text-slate-300">{m.name}</code>
|
| 684 |
+
{m.default && <span className="text-xs text-slate-500">(default)</span>}
|
| 685 |
+
</div>
|
| 686 |
+
))}
|
| 687 |
+
</div>
|
| 688 |
+
</div>
|
| 689 |
+
<div>
|
| 690 |
+
<h4 className="text-sm font-medium text-purple-400 mb-3">Judge Models</h4>
|
| 691 |
+
<div className="space-y-2">
|
| 692 |
+
<div className="flex items-center gap-2 text-sm">
|
| 693 |
+
<CheckCircle className="w-4 h-4 text-emerald-400" />
|
| 694 |
+
<code className="font-mono text-slate-300">Qwen/Qwen2.5-7B-Instruct</code>
|
| 695 |
+
<span className="text-xs text-slate-500">(default)</span>
|
| 696 |
+
</div>
|
| 697 |
+
</div>
|
| 698 |
+
</div>
|
| 699 |
+
</div>
|
| 700 |
+
</div>
|
| 701 |
+
)}
|
| 702 |
+
</div>
|
| 703 |
+
|
| 704 |
+
{/* Providers */}
|
| 705 |
+
<div>
|
| 706 |
+
<button
|
| 707 |
+
onClick={() => toggleSection('providers')}
|
| 708 |
+
className="w-full flex items-center justify-between p-5 hover:bg-slate-800/30 transition-colors"
|
| 709 |
+
>
|
| 710 |
+
<span className="font-medium">Providers</span>
|
| 711 |
+
{expandedSections['providers'] ? <ChevronUp className="w-5 h-5 text-slate-400" /> : <ChevronDown className="w-5 h-5 text-slate-400" />}
|
| 712 |
+
</button>
|
| 713 |
+
{expandedSections['providers'] && (
|
| 714 |
+
<div className="px-5 pb-5">
|
| 715 |
+
<div className="space-y-2">
|
| 716 |
+
{[
|
| 717 |
+
{ name: 'together', desc: '(default, recommended)' },
|
| 718 |
+
{ name: 'cerebras', desc: '' },
|
| 719 |
+
{ name: 'hf', desc: '(serverless)' },
|
| 720 |
+
].map((p, i) => (
|
| 721 |
+
<div key={i} className="flex items-center gap-2 text-sm">
|
| 722 |
+
<CheckCircle className="w-4 h-4 text-emerald-400" />
|
| 723 |
+
<code className="font-mono text-slate-300">{p.name}</code>
|
| 724 |
+
{p.desc && <span className="text-xs text-slate-500">{p.desc}</span>}
|
| 725 |
+
</div>
|
| 726 |
+
))}
|
| 727 |
+
</div>
|
| 728 |
+
</div>
|
| 729 |
+
)}
|
| 730 |
+
</div>
|
| 731 |
+
|
| 732 |
+
{/* Environment */}
|
| 733 |
+
<div>
|
| 734 |
+
<button
|
| 735 |
+
onClick={() => toggleSection('env')}
|
| 736 |
+
className="w-full flex items-center justify-between p-5 hover:bg-slate-800/30 transition-colors"
|
| 737 |
+
>
|
| 738 |
+
<span className="font-medium">Environment Variables</span>
|
| 739 |
+
{expandedSections['env'] ? <ChevronUp className="w-5 h-5 text-slate-400" /> : <ChevronDown className="w-5 h-5 text-slate-400" />}
|
| 740 |
+
</button>
|
| 741 |
+
{expandedSections['env'] && (
|
| 742 |
+
<div className="px-5 pb-5">
|
| 743 |
+
<pre className="code-block text-sm">
|
| 744 |
+
{`# Required for all spaces
|
| 745 |
+
HF_TOKEN=your_huggingface_token_here
|
| 746 |
+
|
| 747 |
+
# Optional
|
| 748 |
+
MAX_RECORDS=1000
|
| 749 |
+
DEFAULT_MODEL=Qwen/Qwen2.5-7B-Instruct
|
| 750 |
+
DEFAULT_PROVIDER=together`}
|
| 751 |
+
</pre>
|
| 752 |
+
</div>
|
| 753 |
+
)}
|
| 754 |
+
</div>
|
| 755 |
+
</div>
|
| 756 |
+
</div>
|
| 757 |
+
</section>
|
| 758 |
+
|
| 759 |
+
{/* Footer */}
|
| 760 |
+
<footer className="py-12 px-4 border-t border-slate-800">
|
| 761 |
+
<div className="max-w-6xl mx-auto text-center">
|
| 762 |
+
<div className="flex items-center justify-center gap-2 mb-4">
|
| 763 |
+
<div className="p-2 bg-gradient-to-r from-indigo-600 to-purple-600 rounded-xl">
|
| 764 |
+
<Database className="w-4 h-4" />
|
| 765 |
+
</div>
|
| 766 |
+
<span className="font-semibold">Synthetic Data Pipeline</span>
|
| 767 |
+
</div>
|
| 768 |
+
<p className="text-sm text-slate-500 mb-4">
|
| 769 |
+
Powered by HuggingFace Spaces + HF Inference API
|
| 770 |
+
</p>
|
| 771 |
+
<div className="flex items-center justify-center gap-4">
|
| 772 |
+
<a
|
| 773 |
+
href="https://huggingface.co/mindchain"
|
| 774 |
+
target="_blank"
|
| 775 |
+
rel="noopener noreferrer"
|
| 776 |
+
className="text-sm text-slate-400 hover:text-white transition-colors"
|
| 777 |
+
>
|
| 778 |
+
HuggingFace
|
| 779 |
+
</a>
|
| 780 |
+
<span className="text-slate-700">|</span>
|
| 781 |
+
<a
|
| 782 |
+
href="https://huggingface.co/collections/mindchain/synthetic-data-pipeline"
|
| 783 |
+
target="_blank"
|
| 784 |
+
rel="noopener noreferrer"
|
| 785 |
+
className="text-sm text-slate-400 hover:text-white transition-colors"
|
| 786 |
+
>
|
| 787 |
+
Collection
|
| 788 |
+
</a>
|
| 789 |
+
</div>
|
| 790 |
+
</div>
|
| 791 |
+
</footer>
|
| 792 |
</div>
|
| 793 |
)
|
| 794 |
}
|
| 795 |
|
| 796 |
const fullPipelineScript = `#!/usr/bin/env python3
|
| 797 |
+
"""Full Synthetic Data Pipeline - Run all three phases"""
|
|
|
|
|
|
|
|
|
|
| 798 |
|
| 799 |
import requests
|
| 800 |
import json
|
| 801 |
|
| 802 |
+
# HF Spaces URLs
|
| 803 |
PHASE0_URL = "https://mindchain-hf-space-nemo-seed-generator-huggingface-inference.hf.space"
|
| 804 |
PHASE1_URL = "https://mindchain-hf-space-distilabel-generator-huggingface-inference.hf.space"
|
| 805 |
PHASE2_URL = "https://mindchain-hf-space-argilla-curator-huggingface-inference.hf.space"
|
| 806 |
|
| 807 |
+
def phase0_generate_seeds(topic: str, num_seeds: int = 10):
|
| 808 |
"""Phase 0: Generate seed Q&A pairs"""
|
| 809 |
+
print(f"\\n=== Phase 0: Generating {num_seeds} seeds for '{topic}' ===")
|
| 810 |
response = requests.post(
|
| 811 |
f"{PHASE0_URL}/generate",
|
| 812 |
json={
|
|
|
|
| 816 |
"provider": "together"
|
| 817 |
}
|
| 818 |
)
|
| 819 |
+
result = response.json()
|
| 820 |
+
print(f"Generated {result.get('count', 0)} seeds")
|
| 821 |
+
return result
|
| 822 |
|
| 823 |
+
def phase1_generate_synthetic(seed_dataset: str, num_records: int = 100):
|
| 824 |
"""Phase 1: Generate synthetic data with Judge scoring"""
|
| 825 |
+
print(f"\\n=== Phase 1: Generating {num_records} records ===")
|
| 826 |
response = requests.post(
|
| 827 |
f"{PHASE1_URL}/generate",
|
| 828 |
json={
|
|
|
|
| 836 |
"min_score": 5
|
| 837 |
}
|
| 838 |
)
|
| 839 |
+
result = response.json()
|
| 840 |
+
stats = result.get('stats', {})
|
| 841 |
+
print(f"Generated {stats.get('total', 0)} records, avg score: {stats.get('avg_score', 0):.1f}")
|
| 842 |
+
return result
|
| 843 |
|
| 844 |
+
def phase2_curate(raw_dataset: str, min_score: int = 7):
|
| 845 |
"""Phase 2: Curate final high-quality dataset"""
|
| 846 |
+
print(f"\\n=== Phase 2: Curating with min_score={min_score} ===")
|
| 847 |
response = requests.post(
|
| 848 |
f"{PHASE2_URL}/curate",
|
| 849 |
json={
|
|
|
|
| 853 |
"min_score": min_score
|
| 854 |
}
|
| 855 |
)
|
| 856 |
+
result = response.json()
|
| 857 |
+
print(f"Curated {result.get('curated_count', 0)}/{result.get('total_count', 0)} records")
|
| 858 |
+
return result
|
| 859 |
|
| 860 |
if __name__ == "__main__":
|
| 861 |
+
# Run complete pipeline
|
|
|
|
| 862 |
seeds = phase0_generate_seeds("Python programming basics", num_seeds=10)
|
|
|
|
|
|
|
|
|
|
| 863 |
synthetic = phase1_generate_synthetic("mindchain/synthetic-seeds", num_records=100)
|
|
|
|
|
|
|
|
|
|
| 864 |
curated = phase2_curate("mindchain/synthetic-distilabel-raw", min_score=7)
|
| 865 |
+
|
| 866 |
+
print("\\n=== Pipeline Complete! ===")
|
| 867 |
+
print(f"Final curated dataset: {curated.get('curated_count', 0)} high-quality records")`
|
| 868 |
|
| 869 |
export default App
|