File size: 33,227 Bytes
5f8babc |
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 |
{
"cells": [
{
"cell_type": "markdown",
"id": "4895d41a",
"metadata": {},
"source": [
"## Setup\n",
"\n",
"First, run the cell below to get everything we need for this Notebook to run."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a5998853",
"metadata": {
"execution": {
"iopub.execute_input": "2023-10-31T21:06:54.843875Z",
"iopub.status.busy": "2023-10-31T21:06:54.843639Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting git+https://github.com/huggingface/diffusers.git\n",
" Cloning https://github.com/huggingface/diffusers.git to /tmp/pip-req-build-kp4w5usb\n",
" Running command git clone --filter=blob:none --quiet https://github.com/huggingface/diffusers.git /tmp/pip-req-build-kp4w5usb\n",
" Resolved https://github.com/huggingface/diffusers.git to commit 442017ccc877279bcf24fbe92f92d3d0def191b6\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25hCollecting safetensors>=0.3.1\n",
" Downloading safetensors-0.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m75.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from diffusers==0.22.0.dev0) (1.23.4)\n",
"Collecting huggingface-hub>=0.13.2\n",
" Downloading huggingface_hub-0.18.0-py3-none-any.whl (301 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.0/302.0 kB\u001b[0m \u001b[31m78.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: Pillow in /usr/local/lib/python3.9/dist-packages (from diffusers==0.22.0.dev0) (9.2.0)\n",
"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.9/dist-packages (from diffusers==0.22.0.dev0) (2022.10.31)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from diffusers==0.22.0.dev0) (3.9.0)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from diffusers==0.22.0.dev0) (2.28.2)\n",
"Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.9/dist-packages (from diffusers==0.22.0.dev0) (6.0.0)\n",
"Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers==0.22.0.dev0) (23.0)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers==0.22.0.dev0) (4.4.0)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers==0.22.0.dev0) (5.4.1)\n",
"Collecting fsspec>=2023.5.0\n",
" Downloading fsspec-2023.10.0-py3-none-any.whl (166 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m166.4/166.4 kB\u001b[0m \u001b[31m53.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers==0.22.0.dev0) (4.64.1)\n",
"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.9/dist-packages (from importlib-metadata->diffusers==0.22.0.dev0) (3.11.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3/dist-packages (from requests->diffusers==0.22.0.dev0) (2019.11.28)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->diffusers==0.22.0.dev0) (1.26.14)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests->diffusers==0.22.0.dev0) (2.8)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.9/dist-packages (from requests->diffusers==0.22.0.dev0) (2.1.1)\n",
"Building wheels for collected packages: diffusers\n",
" Building wheel for diffusers (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for diffusers: filename=diffusers-0.22.0.dev0-py3-none-any.whl size=1603029 sha256=ef7a6cac279b5f12220eb5e7f0dcee3ab35df8aac954085a9c063e115dbf1a39\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-1qzk8ysu/wheels/3a/75/ac/2724a3c688984d6b999006bb9f6b10275f59cf50377b74c585\n",
"Successfully built diffusers\n",
"Installing collected packages: safetensors, fsspec, huggingface-hub, diffusers\n",
" Attempting uninstall: fsspec\n",
" Found existing installation: fsspec 2023.1.0\n",
" Uninstalling fsspec-2023.1.0:\n",
" Successfully uninstalled fsspec-2023.1.0\n",
" Attempting uninstall: huggingface-hub\n",
" Found existing installation: huggingface-hub 0.12.0\n",
" Uninstalling huggingface-hub-0.12.0:\n",
" Successfully uninstalled huggingface-hub-0.12.0\n",
"Successfully installed diffusers-0.22.0.dev0 fsspec-2023.10.0 huggingface-hub-0.18.0 safetensors-0.4.0\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mRequirement already satisfied: transformers in /usr/local/lib/python3.9/dist-packages (4.21.3)\n",
"Collecting transformers\n",
" Downloading transformers-4.34.1-py3-none-any.whl (7.7 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.7/7.7 MB\u001b[0m \u001b[31m55.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0mm\n",
"\u001b[?25hCollecting accelerate\n",
" Downloading accelerate-0.24.1-py3-none-any.whl (261 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m261.4/261.4 kB\u001b[0m \u001b[31m69.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: scipy in /usr/local/lib/python3.9/dist-packages (1.9.2)\n",
"Collecting scipy\n",
" Downloading scipy-1.11.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (36.6 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m36.6/36.6 MB\u001b[0m \u001b[31m45.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.9/dist-packages (from transformers) (2022.10.31)\n",
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.9/dist-packages (from transformers) (1.23.4)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from transformers) (3.9.0)\n",
"Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.9/dist-packages (from transformers) (0.4.0)\n",
"Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in /usr/local/lib/python3.9/dist-packages (from transformers) (0.18.0)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.9/dist-packages (from transformers) (5.4.1)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from transformers) (2.28.2)\n",
"Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.9/dist-packages (from transformers) (4.64.1)\n",
"Collecting tokenizers<0.15,>=0.14\n",
" Downloading tokenizers-0.14.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m121.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.9/dist-packages (from transformers) (23.0)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.9/dist-packages (from accelerate) (5.9.4)\n",
"Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.9/dist-packages (from accelerate) (1.12.1+cu116)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub<1.0,>=0.16.4->transformers) (4.4.0)\n",
"Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub<1.0,>=0.16.4->transformers) (2023.10.0)\n",
"Collecting huggingface-hub<1.0,>=0.16.4\n",
" Downloading huggingface_hub-0.17.3-py3-none-any.whl (295 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m69.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->transformers) (1.26.14)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests->transformers) (2.8)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.9/dist-packages (from requests->transformers) (2.1.1)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3/dist-packages (from requests->transformers) (2019.11.28)\n",
"Installing collected packages: scipy, huggingface-hub, tokenizers, accelerate, transformers\n",
" Attempting uninstall: scipy\n",
" Found existing installation: scipy 1.9.2\n",
" Uninstalling scipy-1.9.2:\n",
" Successfully uninstalled scipy-1.9.2\n",
" Attempting uninstall: huggingface-hub\n",
" Found existing installation: huggingface-hub 0.18.0\n",
" Uninstalling huggingface-hub-0.18.0:\n",
" Successfully uninstalled huggingface-hub-0.18.0\n",
" Attempting uninstall: tokenizers\n",
" Found existing installation: tokenizers 0.12.1\n",
" Uninstalling tokenizers-0.12.1:\n",
" Successfully uninstalled tokenizers-0.12.1\n",
" Attempting uninstall: transformers\n",
" Found existing installation: transformers 4.21.3\n",
" Uninstalling transformers-4.21.3:\n",
" Successfully uninstalled transformers-4.21.3\n",
"Successfully installed accelerate-0.24.1 huggingface-hub-0.17.3 scipy-1.11.3 tokenizers-0.14.1 transformers-4.34.1\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mCollecting flax==0.5.0\n",
" Downloading flax-0.5.0-py3-none-any.whl (190 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m190.2/190.2 kB\u001b[0m \u001b[31m24.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: flax\n",
" Attempting uninstall: flax\n",
" Found existing installation: flax 0.6.3\n",
" Uninstalling flax-0.6.3:\n",
" Successfully uninstalled flax-0.6.3\n",
"Successfully installed flax-0.5.0\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mRequirement already satisfied: msgpack in /usr/local/lib/python3.9/dist-packages (1.0.4)\n",
"Requirement already satisfied: rich in /usr/local/lib/python3.9/dist-packages (13.2.0)\n",
"Requirement already satisfied: optax in /usr/local/lib/python3.9/dist-packages (0.1.4)\n",
"Requirement already satisfied: accelerate in /usr/local/lib/python3.9/dist-packages (0.24.1)\n",
"Collecting ftfy\n",
" Downloading ftfy-6.1.1-py3-none-any.whl (53 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.1/53.1 kB\u001b[0m \u001b[31m12.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: scipy in /usr/local/lib/python3.9/dist-packages (1.11.3)\n",
"Requirement already satisfied: markdown-it-py<3.0.0,>=2.1.0 in /usr/local/lib/python3.9/dist-packages (from rich) (2.1.0)\n",
"Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.9/dist-packages (from rich) (2.14.0)\n",
"Requirement already satisfied: absl-py>=0.7.1 in /usr/local/lib/python3.9/dist-packages (from optax) (1.4.0)\n",
"Requirement already satisfied: typing-extensions>=3.10.0 in /usr/local/lib/python3.9/dist-packages (from optax) (4.4.0)\n",
"Requirement already satisfied: jax>=0.1.55 in /usr/local/lib/python3.9/dist-packages (from optax) (0.4.1)\n",
"Requirement already satisfied: jaxlib>=0.1.37 in /usr/local/lib/python3.9/dist-packages (from optax) (0.4.1+cuda11.cudnn82)\n",
"Requirement already satisfied: numpy>=1.18.0 in /usr/local/lib/python3.9/dist-packages (from optax) (1.23.4)\n",
"Requirement already satisfied: chex>=0.1.5 in /usr/local/lib/python3.9/dist-packages (from optax) (0.1.5)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.9/dist-packages (from accelerate) (23.0)\n",
"Requirement already satisfied: pyyaml in /usr/local/lib/python3.9/dist-packages (from accelerate) (5.4.1)\n",
"Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.9/dist-packages (from accelerate) (0.17.3)\n",
"Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.9/dist-packages (from accelerate) (1.12.1+cu116)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.9/dist-packages (from accelerate) (5.9.4)\n",
"Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.9/dist-packages (from ftfy) (0.2.6)\n",
"Requirement already satisfied: dm-tree>=0.1.5 in /usr/local/lib/python3.9/dist-packages (from chex>=0.1.5->optax) (0.1.8)\n",
"Requirement already satisfied: toolz>=0.9.0 in /usr/local/lib/python3.9/dist-packages (from chex>=0.1.5->optax) (0.12.0)\n",
"Requirement already satisfied: opt-einsum in /usr/local/lib/python3.9/dist-packages (from jax>=0.1.55->optax) (3.3.0)\n",
"Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.9/dist-packages (from markdown-it-py<3.0.0,>=2.1.0->rich) (0.1.2)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.9/dist-packages (from huggingface-hub->accelerate) (2023.10.0)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from huggingface-hub->accelerate) (2.28.2)\n",
"Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub->accelerate) (4.64.1)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from huggingface-hub->accelerate) (3.9.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.9/dist-packages (from requests->huggingface-hub->accelerate) (2.1.1)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3/dist-packages (from requests->huggingface-hub->accelerate) (2019.11.28)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->huggingface-hub->accelerate) (1.26.14)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests->huggingface-hub->accelerate) (2.8)\n",
"Installing collected packages: ftfy\n",
"Successfully installed ftfy-6.1.1\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mRequirement already satisfied: ipywidgets in /usr/local/lib/python3.9/dist-packages (8.0.2)\n",
"Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.9/dist-packages (from ipywidgets) (6.16.0)\n",
"Requirement already satisfied: jupyterlab-widgets~=3.0 in /usr/local/lib/python3.9/dist-packages (from ipywidgets) (3.0.5)\n",
"Requirement already satisfied: widgetsnbextension~=4.0 in /usr/local/lib/python3.9/dist-packages (from ipywidgets) (4.0.5)\n",
"Requirement already satisfied: traitlets>=4.3.1 in /usr/local/lib/python3.9/dist-packages (from ipywidgets) (5.8.1)\n",
"Requirement already satisfied: ipython>=6.1.0 in /usr/local/lib/python3.9/dist-packages (from ipywidgets) (8.5.0)\n",
"Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (1.5.6)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (5.9.4)\n",
"Requirement already satisfied: jupyter-client>=6.1.12 in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (7.3.4)\n",
"Requirement already satisfied: pyzmq>=17 in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (25.0.0)\n",
"Requirement already satisfied: tornado>=6.1 in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (6.1)\n",
"Requirement already satisfied: debugpy>=1.0 in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (1.6.6)\n",
"Requirement already satisfied: matplotlib-inline>=0.1 in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (0.1.6)\n",
"Requirement already satisfied: packaging in /usr/local/lib/python3.9/dist-packages (from ipykernel>=4.5.1->ipywidgets) (23.0)\n",
"Requirement already satisfied: stack-data in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (0.6.2)\n",
"Requirement already satisfied: pickleshare in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (0.7.5)\n",
"Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (0.18.2)\n",
"Requirement already satisfied: prompt-toolkit<3.1.0,>3.0.1 in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (3.0.36)\n",
"Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (4.8.0)\n",
"Requirement already satisfied: backcall in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (0.2.0)\n",
"Requirement already satisfied: pygments>=2.4.0 in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (2.14.0)\n",
"Requirement already satisfied: decorator in /usr/local/lib/python3.9/dist-packages (from ipython>=6.1.0->ipywidgets) (5.1.1)\n",
"Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.9/dist-packages (from jedi>=0.16->ipython>=6.1.0->ipywidgets) (0.8.3)\n",
"Requirement already satisfied: jupyter-core>=4.9.2 in /usr/local/lib/python3.9/dist-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (5.1.5)\n",
"Requirement already satisfied: entrypoints in /usr/local/lib/python3.9/dist-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (0.4)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.9/dist-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (2.8.2)\n",
"Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.9/dist-packages (from pexpect>4.3->ipython>=6.1.0->ipywidgets) (0.7.0)\n",
"Requirement already satisfied: wcwidth in /usr/local/lib/python3.9/dist-packages (from prompt-toolkit<3.1.0,>3.0.1->ipython>=6.1.0->ipywidgets) (0.2.6)\n",
"Requirement already satisfied: asttokens>=2.1.0 in /usr/local/lib/python3.9/dist-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.2.1)\n",
"Requirement already satisfied: pure-eval in /usr/local/lib/python3.9/dist-packages (from stack-data->ipython>=6.1.0->ipywidgets) (0.2.2)\n",
"Requirement already satisfied: executing>=1.2.0 in /usr/local/lib/python3.9/dist-packages (from stack-data->ipython>=6.1.0->ipywidgets) (1.2.0)\n",
"Requirement already satisfied: six in /usr/lib/python3/dist-packages (from asttokens>=2.1.0->stack-data->ipython>=6.1.0->ipywidgets) (1.14.0)\n",
"Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.9/dist-packages (from jupyter-core>=4.9.2->jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (2.6.2)\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mEnabling notebook extension jupyter-js-widgets/extension...\n",
" - Validating: \u001b[32mOK\u001b[0m\n",
"Cloning into 'stable-diffusion-webui'...\n",
"remote: Enumerating objects: 27902, done.\u001b[K\n",
"remote: Counting objects: 100% (45/45), done.\u001b[K\n",
"remote: Compressing objects: 100% (27/27), done.\u001b[K\n",
"remote: Total 27902 (delta 25), reused 31 (delta 18), pack-reused 27857\u001b[K\n",
"Receiving objects: 100% (27902/27902), 32.48 MiB | 61.13 MiB/s, done.\n",
"Resolving deltas: 100% (19545/19545), done.\n",
"Found existing installation: torch 1.12.1+cu116\n",
"Uninstalling torch-1.12.1+cu116:\n",
" Successfully uninstalled torch-1.12.1+cu116\n",
"Found existing installation: torchvision 0.13.1+cu116\n",
"Uninstalling torchvision-0.13.1+cu116:\n",
" Successfully uninstalled torchvision-0.13.1+cu116\n",
"Found existing installation: torchaudio 0.12.1+cu116\n",
"Uninstalling torchaudio-0.12.1+cu116:\n",
" Successfully uninstalled torchaudio-0.12.1+cu116\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mLooking in indexes: https://download.pytorch.org/whl/cu118\n",
"Collecting torch\n",
" Downloading https://download.pytorch.org/whl/cu118/torch-2.1.0%2Bcu118-cp39-cp39-linux_x86_64.whl (2325.9 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.3/2.3 GB\u001b[0m \u001b[31m346.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
"\u001b[?25hCollecting torchvision\n",
" Downloading https://download.pytorch.org/whl/cu118/torchvision-0.16.0%2Bcu118-cp39-cp39-linux_x86_64.whl (6.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.2/6.2 MB\u001b[0m \u001b[31m335.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting torchaudio\n",
" Downloading https://download.pytorch.org/whl/cu118/torchaudio-2.1.0%2Bcu118-cp39-cp39-linux_x86_64.whl (3.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.2/3.2 MB\u001b[0m \u001b[31m356.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.9/dist-packages (from torch) (4.4.0)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from torch) (3.9.0)\n",
"Collecting sympy\n",
" Downloading https://download.pytorch.org/whl/sympy-1.12-py3-none-any.whl (5.7 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.7/5.7 MB\u001b[0m \u001b[31m347.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: networkx in /usr/local/lib/python3.9/dist-packages (from torch) (3.0)\n",
"Collecting triton==2.1.0\n",
" Downloading https://download.pytorch.org/whl/triton-2.1.0-0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (89.3 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m89.3/89.3 MB\u001b[0m \u001b[31m355.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: jinja2 in /usr/local/lib/python3.9/dist-packages (from torch) (3.1.2)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.9/dist-packages (from torch) (2023.10.0)\n",
"Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.9/dist-packages (from torchvision) (9.2.0)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from torchvision) (2.28.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from torchvision) (1.23.4)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.9/dist-packages (from jinja2->torch) (2.1.2)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3/dist-packages (from requests->torchvision) (2019.11.28)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests->torchvision) (2.8)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision) (2.1.1)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision) (1.26.14)\n",
"Collecting mpmath>=0.19\n",
" Downloading https://download.pytorch.org/whl/mpmath-1.3.0-py3-none-any.whl (536 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m536.2/536.2 kB\u001b[0m \u001b[31m373.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: mpmath, triton, sympy, torch, torchvision, torchaudio\n"
]
}
],
"source": [
"!pip install --upgrade git+https://github.com/huggingface/diffusers.git \n",
"!pip install -U transformers accelerate scipy\n",
"!pip install flax==0.5.0 --no-deps\n",
"!pip install msgpack rich optax accelerate ftfy scipy\n",
"!pip install ipywidgets\n",
"!jupyter nbextension enable --py widgetsnbextension\n",
"!git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui\n",
"!mkdir outputs\n",
"!pip uninstall -y torch torchvision torchaudio\n",
"!pip3 install torch torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/cu118"
]
},
{
"cell_type": "markdown",
"id": "64d04bee",
"metadata": {},
"source": [
"# More setting up\n",
"\n",
"Now run this cell just once and then immediately after stop the cell."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f9150709",
"metadata": {},
"outputs": [],
"source": [
"# Launch the Stable Diffusion Web UI. \n",
"# Be sure to hash out whichever you are not using.\n",
"%cd stable-diffusion-webui\n",
"\n",
"## Launch Web UI for Stable Diffusion v2 models. Note: this prevents users from using checkpoints and embeddings trained on v1-X models.\n",
"!python launch.py --share --config ~/../datasets/stable-diffusion-classic-v2/768-v-ema.yaml --ckpt ~/../datasets/stable-diffusion-classic-v2/768-v-ema.ckpt\n",
"\n",
"## Launch Web UI for Stable Diffusion v1-x models.\n",
"!python launch.py --share --ckpt ../../datasets/stable-diffusion-classic/SDv1.5.ckpt"
]
},
{
"cell_type": "markdown",
"id": "4781cef9-11e8-4c12-bc4a-8971676a59d0",
"metadata": {},
"source": [
"# Launching the WebUI\n",
"\n",
"Once you run and then stopped the above cell u can run this other cell below normally to launch the WebUI"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "98434ed6-d6a2-478f-8210-22c80169a866",
"metadata": {},
"outputs": [],
"source": [
"!python launch.py --share --opt-sdp-attention --enable-insecure-extension-access"
]
},
{
"cell_type": "markdown",
"id": "e074f7b9-f9ba-4394-86d5-4fcd03454d82",
"metadata": {},
"source": [
"# Download a model (will probably add more)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8af1b6b1-1f0a-4087-b753-a0b3ad94b3a8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-10-31T19:14:49.722818Z",
"iopub.status.busy": "2023-10-31T19:14:49.722061Z",
"iopub.status.idle": "2023-10-31T19:25:16.111437Z",
"shell.execute_reply": "2023-10-31T19:25:16.110802Z",
"shell.execute_reply.started": "2023-10-31T19:14:49.722777Z"
}
},
"outputs": [
{
"name": "stdin",
"output_type": "stream",
"text": [
"Enter the model URL: https://civitai.com/api/download/models/128713?type=Model&format=SafeTensor&size=pruned&fp=fp16\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 2.13G/2.13G [10:21<00:00, 3.43MB/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model downloaded successfully to Paperspace /notebooks/ directory: /notebooks/your_model_file.pth\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"import requests\n",
"from tqdm import tqdm\n",
"\n",
"model_url = input(\"Enter the model URL: \")\n",
"model_destination = \"/notebooks/your_model_file.pth\" # Set the desired local file name and path\n",
"\n",
"response = requests.get(model_url, stream=True)\n",
"\n",
"if response.status_code == 200:\n",
" total_size = int(response.headers.get('content-length', 0))\n",
" block_size = 1024 \n",
" progress_bar = tqdm(total=total_size, unit='B', unit_scale=True)\n",
"\n",
" with open(model_destination, \"wb\") as model_file:\n",
" for data in response.iter_content(block_size):\n",
" progress_bar.update(len(data))\n",
" model_file.write(data)\n",
" \n",
" progress_bar.close()\n",
"\n",
" print(f\"Model downloaded successfully to Paperspace /notebooks/ directory: {model_destination}\")\n",
"else:\n",
" print(f\"Failed to download the model. Status code: {response.status_code}\")\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|