File size: 187,419 Bytes
90f531c |
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 |
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9d0165eb-4a50-4600-826f-3277cbd8d84d",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\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[0mNote: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip install pymatgen -q"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4e11d459-5b89-4059-8728-86d06dba35f5",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from fastai import *\n",
"from fastai.vision.all import *\n",
"\n",
"#from torchvision import transforms\n",
"#from PIL import Image\n",
"\n",
"import sys\n",
"sys.path.append('..')\n",
"from src.band_plotters import *\n",
"from src.Tiff32Image import TiffImage, load_tiff_uint16_image\n",
"\n",
"sys.path.append('/notebooks/Beta-VAE/')\n",
"from model import BetaVAE_B, BetaVAE_B_128\n",
"\n",
"latent_length=8"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0e8e7e64-feb0-4e7d-a5ea-b18ee3976611",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8\n"
]
}
],
"source": [
"model = BetaVAE_B_128(z_dim=latent_length, nc=1)\n",
"\n",
"checkpoint = torch.load(\"../../Beta-VAE/checkpoints/run_dpi_none_thickness_3_128x128_B_gamma100_z{0}_validated_random_0.0/last\".format(latent_length))\n",
"model.load_state_dict(checkpoint['model_states']['net'])\n",
"\n",
"model.eval()\n",
"print(model.z_dim)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "b9b89667-0a6d-4d84-af92-61a1e79796b8",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"\u001b[0;31mSignature:\u001b[0m\n",
"\u001b[0mview_prediction_npz\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mmaterial_id\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mnpz_path\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mnpz_filename\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mnpz_key\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'images'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mbool_binarise\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mthreshold\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.8\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m <no docstring>\n",
"\u001b[0;31mFile:\u001b[0m /notebooks/band-fingerprint/src/band_plotters.py\n",
"\u001b[0;31mType:\u001b[0m function\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view_prediction_npz?"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "32b619b6-e5b9-44b0-bad7-c8306debd784",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.9/dist-packages/torch/nn/functional.py:1960: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n",
"/usr/local/lib/python3.9/dist-packages/torch/nn/functional.py:1960: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n",
"/usr/local/lib/python3.9/dist-packages/torch/nn/functional.py:1960: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n",
"/usr/local/lib/python3.9/dist-packages/torch/nn/functional.py:1960: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n",
"/usr/local/lib/python3.9/dist-packages/torch/nn/functional.py:1960: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for i in range(5):\n",
" view_prediction_npz(\"2dm-{0}\".format(1+i*101), model, npz_path=\"../../Beta-VAE/data/dpi_none_thickness_3_128x128_binary\", npz_filename=\"dpi_none_thickness_3_128x128_binary\", bool_binarise=False, threshold=0.9)\n",
" \n",
"#view_prediction_npz(\"2dm-1\", model, npz_path=\"../../Beta-VAE/data/dpi_none_thickness_3_128x128_binary\", npz_filename=\"dpi_none_thickness_3_128x128_binary\", bool_binarise=False, threshold=0.9)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9cc80c03-1f71-4f57-8db5-b47562d49ac0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ls: cannot access 'band-fingerprint/fingerprints': No such file or directory\n"
]
}
],
"source": [
"!ls band-fingerprint/fingerprints"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1f7f2d93-5c33-4022-99bf-2d8dde8007ed",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import visdom\n",
"\n",
"vis = visdom.Visdom()\n",
"\n",
"# Send input and reconstructed images to Visdom\n",
"vis.image(input_image_np.transpose((2, 0, 1)), win='Input Image', opts=dict(title='Input Image'))\n",
"vis.image(reconstructed_image_np.transpose((2, 0, 1)), win='Reconstructed Image', opts=dict(title='Reconstructed Image'))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ae3aea8d-7661-44be-97cf-72933d8415c1",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"mat_id = \"2dm-15\"\n",
"\n",
"# Load and preprocess the input image\n",
"input_image_path = \"../../../storage/2dmatpedia/images/no_dos_bw/low_dpi_bands/{0}.png\".format(mat_id)\n",
"input_image = Image.open(input_image_path).convert('RGB')\n",
"transform = transforms.Compose([\n",
" transforms.Resize((128,128)), # Adjust height and width as needed\n",
" transforms.ToTensor(),\n",
"])\n",
"input_tensor = transform(input_image).unsqueeze(0) # Add batch dimension"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8ebc3af8-9060-404c-a520-33be249a145b",
"metadata": {
"tags": []
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 10,
"id": "70262481-8bd5-42f8-a92d-483a8714d6bc",
"metadata": {
"execution": {
"iopub.execute_input": "2023-11-20T19:49:12.852094Z",
"iopub.status.busy": "2023-11-20T19:49:12.851305Z",
"iopub.status.idle": "2023-11-20T19:49:12.898724Z",
"shell.execute_reply": "2023-11-20T19:49:12.897675Z",
"shell.execute_reply.started": "2023-11-20T19:49:12.852055Z"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'input_tensor' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Input \u001b[0;32mIn [10]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mno_grad():\n\u001b[0;32m----> 2\u001b[0m reconstructed_image \u001b[38;5;241m=\u001b[39m model(\u001b[43minput_tensor\u001b[49m)\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# Convert tensors to NumPy arrays for visualization\u001b[39;00m\n\u001b[1;32m 5\u001b[0m input_image_np \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mtranspose(input_tensor\u001b[38;5;241m.\u001b[39msqueeze()\u001b[38;5;241m.\u001b[39mnumpy(), (\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m0\u001b[39m))\n",
"\u001b[0;31mNameError\u001b[0m: name 'input_tensor' is not defined"
]
}
],
"source": [
"with torch.no_grad():\n",
" reconstructed_image = model(input_tensor)\n",
"\n",
"# Convert tensors to NumPy arrays for visualization\n",
"input_image_np = np.transpose(input_tensor.squeeze().numpy(), (1, 2, 0))\n",
"reconstructed_image_np = np.transpose(reconstructed_image.squeeze().numpy(), (1, 2, 0))\n",
"\n",
"# Display the input and reconstructed images\n",
"plt.subplot(1, 2, 1)\n",
"plt.imshow(input_image_np)\n",
"plt.title('Input Image')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.imshow(reconstructed_image_np)\n",
"plt.title('Reconstructed Image')\n",
"\n",
"plt.show()"
]
}
],
"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": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|