File size: 33,069 Bytes
a1763fe |
1 2 3 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 41 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 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 |
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "zlD1ysQ7Tckp"
},
"outputs": [],
"source": [
"import torch\n",
"from torch import nn\n",
"from pathlib import Path"
]
},
{
"cell_type": "code",
"source": [
"!pip3 install gradio"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "YJQBJHP1Tym5",
"outputId": "46afdd2e-b5fc-4eef-93e3-1f3bc9b7f1ce"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting gradio\n",
" Downloading gradio-3.38.0-py3-none-any.whl (19.8 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m19.8/19.8 MB\u001b[0m \u001b[31m72.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting aiofiles<24.0,>=22.0 (from gradio)\n",
" Downloading aiofiles-23.1.0-py3-none-any.whl (14 kB)\n",
"Requirement already satisfied: aiohttp~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.8.4)\n",
"Requirement already satisfied: altair<6.0,>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (4.2.2)\n",
"Collecting fastapi (from gradio)\n",
" Downloading fastapi-0.100.0-py3-none-any.whl (65 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m65.7/65.7 kB\u001b[0m \u001b[31m7.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting ffmpy (from gradio)\n",
" Downloading ffmpy-0.3.1.tar.gz (5.5 kB)\n",
" Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting gradio-client>=0.2.10 (from gradio)\n",
" Downloading gradio_client-0.2.10-py3-none-any.whl (288 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m289.0/289.0 kB\u001b[0m \u001b[31m31.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting httpx (from gradio)\n",
" Downloading httpx-0.24.1-py3-none-any.whl (75 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m75.4/75.4 kB\u001b[0m \u001b[31m10.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting huggingface-hub>=0.14.0 (from gradio)\n",
" Downloading huggingface_hub-0.16.4-py3-none-any.whl (268 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m28.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.1.2)\n",
"Requirement already satisfied: markdown-it-py[linkify]>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.0.0)\n",
"Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.1.3)\n",
"Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.7.1)\n",
"Collecting mdit-py-plugins<=0.3.3 (from gradio)\n",
" Downloading mdit_py_plugins-0.3.3-py3-none-any.whl (50 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.5/50.5 kB\u001b[0m \u001b[31m2.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: numpy~=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.22.4)\n",
"Collecting orjson~=3.0 (from gradio)\n",
" Downloading orjson-3.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (138 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m138.7/138.7 kB\u001b[0m \u001b[31m17.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio) (23.1)\n",
"Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.5.3)\n",
"Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (8.4.0)\n",
"Requirement already satisfied: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,<3.0.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.10.11)\n",
"Collecting pydub (from gradio)\n",
" Downloading pydub-0.25.1-py2.py3-none-any.whl (32 kB)\n",
"Collecting python-multipart (from gradio)\n",
" Downloading python_multipart-0.0.6-py3-none-any.whl (45 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m45.7/45.7 kB\u001b[0m \u001b[31m5.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: pyyaml<7.0,>=5.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.0.1)\n",
"Requirement already satisfied: requests~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.27.1)\n",
"Collecting semantic-version~=2.0 (from gradio)\n",
" Downloading semantic_version-2.10.0-py2.py3-none-any.whl (15 kB)\n",
"Requirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (4.7.1)\n",
"Collecting uvicorn>=0.14.0 (from gradio)\n",
" Downloading uvicorn-0.23.1-py3-none-any.whl (59 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.5/59.5 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting websockets<12.0,>=10.0 (from gradio)\n",
" Downloading websockets-11.0.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (129 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m129.9/129.9 kB\u001b[0m \u001b[31m16.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (23.1.0)\n",
"Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (2.0.12)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (6.0.4)\n",
"Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (4.0.2)\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (1.9.2)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (1.4.0)\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp~=3.0->gradio) (1.3.1)\n",
"Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (0.4)\n",
"Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (4.3.3)\n",
"Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (0.12.0)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio-client>=0.2.10->gradio) (2023.6.0)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.14.0->gradio) (3.12.2)\n",
"Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.14.0->gradio) (4.65.0)\n",
"Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify]>=2.0.0->gradio) (0.1.2)\n",
"Collecting linkify-it-py<3,>=1 (from markdown-it-py[linkify]>=2.0.0->gradio)\n",
" Downloading linkify_it_py-2.0.2-py3-none-any.whl (19 kB)\n",
"Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (1.1.0)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (0.11.0)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (4.41.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (1.4.4)\n",
"Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (3.1.0)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (2.8.2)\n",
"INFO: pip is looking at multiple versions of mdit-py-plugins to determine which version is compatible with other requirements. This could take a while.\n",
"Collecting mdit-py-plugins<=0.3.3 (from gradio)\n",
" Downloading mdit_py_plugins-0.3.2-py3-none-any.whl (50 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.4/50.4 kB\u001b[0m \u001b[31m6.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Downloading mdit_py_plugins-0.3.1-py3-none-any.whl (46 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.5/46.5 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Downloading mdit_py_plugins-0.3.0-py3-none-any.whl (43 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.7/43.7 kB\u001b[0m \u001b[31m5.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Downloading mdit_py_plugins-0.2.8-py3-none-any.whl (41 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.0/41.0 kB\u001b[0m \u001b[31m5.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Downloading mdit_py_plugins-0.2.7-py3-none-any.whl (41 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.0/41.0 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Downloading mdit_py_plugins-0.2.6-py3-none-any.whl (39 kB)\n",
" Downloading mdit_py_plugins-0.2.5-py3-none-any.whl (39 kB)\n",
"INFO: pip is looking at multiple versions of mdit-py-plugins to determine which version is compatible with other requirements. This could take a while.\n",
" Downloading mdit_py_plugins-0.2.4-py3-none-any.whl (39 kB)\n",
" Downloading mdit_py_plugins-0.2.3-py3-none-any.whl (39 kB)\n",
" Downloading mdit_py_plugins-0.2.2-py3-none-any.whl (39 kB)\n",
" Downloading mdit_py_plugins-0.2.1-py3-none-any.whl (38 kB)\n",
" Downloading mdit_py_plugins-0.2.0-py3-none-any.whl (38 kB)\n",
"INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C.\n",
" Downloading mdit_py_plugins-0.1.0-py3-none-any.whl (37 kB)\n",
"Collecting markdown-it-py[linkify]>=2.0.0 (from gradio)\n",
" Downloading markdown_it_py-3.0.0-py3-none-any.whl (87 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m87.5/87.5 kB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Downloading markdown_it_py-2.2.0-py3-none-any.whl (84 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.5/84.5 kB\u001b[0m \u001b[31m9.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio) (2022.7.1)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio) (1.26.16)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio) (2023.5.7)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio) (3.4)\n",
"Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio) (8.1.6)\n",
"Collecting h11>=0.8 (from uvicorn>=0.14.0->gradio)\n",
" Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m7.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting starlette<0.28.0,>=0.27.0 (from fastapi->gradio)\n",
" Downloading starlette-0.27.0-py3-none-any.whl (66 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.0/67.0 kB\u001b[0m \u001b[31m7.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting httpcore<0.18.0,>=0.15.0 (from httpx->gradio)\n",
" Downloading httpcore-0.17.3-py3-none-any.whl (74 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m74.5/74.5 kB\u001b[0m \u001b[31m8.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx->gradio) (1.3.0)\n",
"Requirement already satisfied: anyio<5.0,>=3.0 in /usr/local/lib/python3.10/dist-packages (from httpcore<0.18.0,>=0.15.0->httpx->gradio) (3.7.1)\n",
"Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.19.3)\n",
"Collecting uc-micro-py (from linkify-it-py<3,>=1->markdown-it-py[linkify]>=2.0.0->gradio)\n",
" Downloading uc_micro_py-1.0.2-py3-none-any.whl (6.2 kB)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
"Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5.0,>=3.0->httpcore<0.18.0,>=0.15.0->httpx->gradio) (1.1.2)\n",
"Building wheels for collected packages: ffmpy\n",
" Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=1f000f2f7853794c5857deb6ffb3305dbe3ceedf8e546a42ffd49709d11a0496\n",
" Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
"Successfully built ffmpy\n",
"Installing collected packages: pydub, ffmpy, websockets, uc-micro-py, semantic-version, python-multipart, orjson, markdown-it-py, h11, aiofiles, uvicorn, starlette, mdit-py-plugins, linkify-it-py, huggingface-hub, httpcore, httpx, fastapi, gradio-client, gradio\n",
" Attempting uninstall: markdown-it-py\n",
" Found existing installation: markdown-it-py 3.0.0\n",
" Uninstalling markdown-it-py-3.0.0:\n",
" Successfully uninstalled markdown-it-py-3.0.0\n",
"Successfully installed aiofiles-23.1.0 fastapi-0.100.0 ffmpy-0.3.1 gradio-3.38.0 gradio-client-0.2.10 h11-0.14.0 httpcore-0.17.3 httpx-0.24.1 huggingface-hub-0.16.4 linkify-it-py-2.0.2 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 orjson-3.9.2 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uc-micro-py-1.0.2 uvicorn-0.23.1 websockets-11.0.3\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"LABELS=Path('class_names.txt').read_text().splitlines()"
],
"metadata": {
"id": "PGdL4zXMT8Bn"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [
"model = nn.Sequential(\n",
" nn.Conv2d(1, 32, 3, padding='same'),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2),\n",
" nn.Conv2d(32, 64, 3, padding='same'),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2),\n",
" nn.Conv2d(64, 128, 3, padding='same'),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2),\n",
" nn.Flatten(),\n",
" nn.Linear(1152, 256),\n",
" nn.ReLU(),\n",
" nn.Linear(256, len(LABELS)),\n",
")"
],
"metadata": {
"id": "XZ1AM4BxUMnH"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"state_dict=torch.load('pytorch_model.bin',map_location='cpu')"
],
"metadata": {
"id": "lDJZ7Vo9Ui0Y"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import gradio as gr"
],
"metadata": {
"id": "LzwKoPfTUq5x"
},
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"source": [
"model.load_state_dict(state_dict, strict=False)\n",
"model.eval()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "e_6paL_qU4YB",
"outputId": "e018df13-6ac1-47a0-d634-cb8084d05d5a"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Sequential(\n",
" (0): Conv2d(1, 32, kernel_size=(3, 3), stride=(1, 1), padding=same)\n",
" (1): ReLU()\n",
" (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (3): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=same)\n",
" (4): ReLU()\n",
" (5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (6): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=same)\n",
" (7): ReLU()\n",
" (8): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (9): Flatten(start_dim=1, end_dim=-1)\n",
" (10): Linear(in_features=1152, out_features=256, bias=True)\n",
" (11): ReLU()\n",
" (12): Linear(in_features=256, out_features=100, bias=True)\n",
")"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"def predict(im):\n",
" x = torch.tensor(im, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.\n",
"\n",
" with torch.no_grad():\n",
" out = model(x)\n",
"\n",
" probabilities = torch.nn.functional.softmax(out[0], dim=0)\n",
"\n",
" values, indices = torch.topk(probabilities, 5)\n",
"\n",
" return {LABELS[i]: v.item() for i, v in zip(indices, values)}"
],
"metadata": {
"id": "baptDAiGVCvF"
},
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"source": [
"interface=gr.Interface(\n",
" predict,\n",
" inputs=\"sketchpad\",\n",
" outputs='label',\n",
" theme=\"huggingface\",\n",
" title=\"Sketch Recognition\",\n",
" description=\"Sketch something for the model to guess in realtime\",\n",
" article = \"<p style='text-align: center'>Sketch Recognition | Demo Model</p>\",\n",
" live=True)\n",
"interface.launch(share=True)\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "4sZiRCv-VI9O",
"outputId": "476b68b7-397e-4465-fb83-fb9b6dff499d"
},
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py:694: UserWarning: Cannot load huggingface. Caught Exception: The space huggingface does not exist\n",
" warnings.warn(f\"Cannot load {theme}. Caught Exception: {str(e)}\")\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Colab notebook detected. This cell will run indefinitely so that you can see errors and logs. To turn off, set debug=False in launch().\n",
"Running on public URL: https://033d7a67112f637955.gradio.live\n",
"\n",
"This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"<div><iframe src=\"https://033d7a67112f637955.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Traceback (most recent call last):\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/routes.py\", line 442, in run_predict\n",
" output = await app.get_blocks().process_api(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1389, in process_api\n",
" result = await self.call_function(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1094, in call_function\n",
" prediction = await anyio.to_thread.run_sync(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/to_thread.py\", line 33, in run_sync\n",
" return await get_asynclib().run_sync_in_worker_thread(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 877, in run_sync_in_worker_thread\n",
" return await future\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 807, in run\n",
" result = context.run(func, *args)\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/utils.py\", line 703, in wrapper\n",
" response = f(*args, **kwargs)\n",
" File \"<ipython-input-11-83491c3d48b5>\", line 2, in predict\n",
" x = torch.tensor(im, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.\n",
"TypeError: must be real number, not NoneType\n",
"Traceback (most recent call last):\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/routes.py\", line 442, in run_predict\n",
" output = await app.get_blocks().process_api(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1389, in process_api\n",
" result = await self.call_function(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1094, in call_function\n",
" prediction = await anyio.to_thread.run_sync(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/to_thread.py\", line 33, in run_sync\n",
" return await get_asynclib().run_sync_in_worker_thread(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 877, in run_sync_in_worker_thread\n",
" return await future\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 807, in run\n",
" result = context.run(func, *args)\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/utils.py\", line 703, in wrapper\n",
" response = f(*args, **kwargs)\n",
" File \"<ipython-input-11-83491c3d48b5>\", line 2, in predict\n",
" x = torch.tensor(im, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.\n",
"TypeError: must be real number, not NoneType\n",
"Traceback (most recent call last):\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/routes.py\", line 442, in run_predict\n",
" output = await app.get_blocks().process_api(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1389, in process_api\n",
" result = await self.call_function(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1094, in call_function\n",
" prediction = await anyio.to_thread.run_sync(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/to_thread.py\", line 33, in run_sync\n",
" return await get_asynclib().run_sync_in_worker_thread(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 877, in run_sync_in_worker_thread\n",
" return await future\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 807, in run\n",
" result = context.run(func, *args)\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/utils.py\", line 703, in wrapper\n",
" response = f(*args, **kwargs)\n",
" File \"<ipython-input-11-83491c3d48b5>\", line 2, in predict\n",
" x = torch.tensor(im, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.\n",
"TypeError: must be real number, not NoneType\n",
"Traceback (most recent call last):\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/routes.py\", line 442, in run_predict\n",
" output = await app.get_blocks().process_api(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1389, in process_api\n",
" result = await self.call_function(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1094, in call_function\n",
" prediction = await anyio.to_thread.run_sync(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/to_thread.py\", line 33, in run_sync\n",
" return await get_asynclib().run_sync_in_worker_thread(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 877, in run_sync_in_worker_thread\n",
" return await future\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 807, in run\n",
" result = context.run(func, *args)\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/utils.py\", line 703, in wrapper\n",
" response = f(*args, **kwargs)\n",
" File \"<ipython-input-11-83491c3d48b5>\", line 2, in predict\n",
" x = torch.tensor(im, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.\n",
"TypeError: must be real number, not NoneType\n",
"Traceback (most recent call last):\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/routes.py\", line 442, in run_predict\n",
" output = await app.get_blocks().process_api(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1389, in process_api\n",
" result = await self.call_function(\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1094, in call_function\n",
" prediction = await anyio.to_thread.run_sync(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/to_thread.py\", line 33, in run_sync\n",
" return await get_asynclib().run_sync_in_worker_thread(\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 877, in run_sync_in_worker_thread\n",
" return await future\n",
" File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 807, in run\n",
" result = context.run(func, *args)\n",
" File \"/usr/local/lib/python3.10/dist-packages/gradio/utils.py\", line 703, in wrapper\n",
" response = f(*args, **kwargs)\n",
" File \"<ipython-input-11-83491c3d48b5>\", line 2, in predict\n",
" x = torch.tensor(im, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.\n",
"TypeError: must be real number, not NoneType\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Keyboard interruption in main thread... closing server.\n",
"Killing tunnel 127.0.0.1:7860 <> https://033d7a67112f637955.gradio.live\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": []
},
"metadata": {},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "30uwS_0zVhT3"
},
"execution_count": null,
"outputs": []
}
]
} |