Spaces:
Sleeping
Sleeping
File size: 246,036 Bytes
f128aa8 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 | {
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "56fd7acd",
"metadata": {},
"outputs": [],
"source": [
"import argparse\n",
"import json\n",
"import logging\n",
"import os\n",
"import shutil\n",
"import sys\n",
"from pathlib import Path\n",
"from tqdm import tqdm\n",
"import torch\n",
"import yaml\n",
"from monai.utils import set_determinism\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"from src.data.data_loader import get_dataloader\n",
"from src.model.cspca_model import CSPCAModel\n",
"from src.model.mil import MILModel3D\n",
"from src.train.train_cspca import train_epoch, val_epoch\n",
"from src.utils import get_metrics, save_cspca_checkpoint, setup_logging\n",
"import nrrd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "629ec930",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"with open('/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/PICAI_cspca_updated_with_psa.json', 'r') as f:\n",
" train_data = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6e640edf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"624"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(train_data['train'])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c6153d9c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"152"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(train_data['test'])"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a541be26",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import os\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b490674d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6011\n",
"671\n"
]
}
],
"source": [
"with open('/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/PI-RADS_data_updated.json', 'r') as f:\n",
" data = json.load(f)\n",
" \n",
"print(len(data['train']))\n",
"print(len(data['test']))\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7275e28c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"379\n"
]
}
],
"source": [
"with open('/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/cspca_train_tcia_updated_vol.json', 'r') as f:\n",
" data = json.load(f)\n",
" \n",
"print(len(data['train']))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fe121b7c",
"metadata": {},
"outputs": [],
"source": [
"/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/PICAI_cspca_updated_with_psa_updated_vol.json"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "0b61271e",
"metadata": {},
"outputs": [],
"source": [
"dir = '/sc-projects/sc-proj-cc06-ag-ki-radiologie/pirad_model_test_PICAI/processed'\n",
"files = os.listdir(os.path.join(dir, 't2_registered'))\n",
"file = files[1]\n",
"t2, _ = nrrd.read(os.path.join(dir, 't2_registered', file))\n",
"adc, _ = nrrd.read(os.path.join(dir, 'ADC_registered', file))\n",
"dwi, _ = nrrd.read(os.path.join(dir, 'DWI_registered', file))\n",
"heats, _ = nrrd.read(os.path.join(dir, 'heatmaps', file))\n",
"seg, _ = nrrd.read(os.path.join(dir, 'prostate_mask', file))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "7bb6df14",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3fc49c2790>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(t2[:,:,12], cmap='grey')\n",
"\n",
"plt.imshow(seg[:,:,12], cmap='viridis', alpha=0.3)\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d5b17cc5",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a4daf882",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>patient_id</th>\n",
" <th>study_id</th>\n",
" <th>mri_date</th>\n",
" <th>patient_age</th>\n",
" <th>psa</th>\n",
" <th>psad</th>\n",
" <th>prostate_volume</th>\n",
" <th>histopath_type</th>\n",
" <th>lesion_GS</th>\n",
" <th>lesion_ISUP</th>\n",
" <th>case_ISUP</th>\n",
" <th>case_csPCa</th>\n",
" <th>center</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10000</td>\n",
" <td>1000000</td>\n",
" <td>2019-07-02</td>\n",
" <td>73</td>\n",
" <td>7.7</td>\n",
" <td>NaN</td>\n",
" <td>55.0</td>\n",
" <td>MRBx</td>\n",
" <td>0+0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NO</td>\n",
" <td>PCNN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10001</td>\n",
" <td>1000001</td>\n",
" <td>2016-05-27</td>\n",
" <td>64</td>\n",
" <td>8.7</td>\n",
" <td>0.09</td>\n",
" <td>102.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NO</td>\n",
" <td>RUMC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10002</td>\n",
" <td>1000002</td>\n",
" <td>2021-04-18</td>\n",
" <td>58</td>\n",
" <td>4.2</td>\n",
" <td>0.06</td>\n",
" <td>74.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NO</td>\n",
" <td>ZGT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10003</td>\n",
" <td>1000003</td>\n",
" <td>2019-04-05</td>\n",
" <td>72</td>\n",
" <td>13.0</td>\n",
" <td>NaN</td>\n",
" <td>71.5</td>\n",
" <td>SysBx</td>\n",
" <td>0+0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NO</td>\n",
" <td>ZGT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10004</td>\n",
" <td>1000004</td>\n",
" <td>2020-10-21</td>\n",
" <td>67</td>\n",
" <td>8.0</td>\n",
" <td>0.10</td>\n",
" <td>78.0</td>\n",
" <td>SysBx+MRBx</td>\n",
" <td>0+0,0+0</td>\n",
" <td>0,0</td>\n",
" <td>0</td>\n",
" <td>NO</td>\n",
" <td>RUMC</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" patient_id study_id mri_date patient_age psa psad prostate_volume \\\n",
"0 10000 1000000 2019-07-02 73 7.7 NaN 55.0 \n",
"1 10001 1000001 2016-05-27 64 8.7 0.09 102.0 \n",
"2 10002 1000002 2021-04-18 58 4.2 0.06 74.0 \n",
"3 10003 1000003 2019-04-05 72 13.0 NaN 71.5 \n",
"4 10004 1000004 2020-10-21 67 8.0 0.10 78.0 \n",
"\n",
" histopath_type lesion_GS lesion_ISUP case_ISUP case_csPCa center \n",
"0 MRBx 0+0 0 0 NO PCNN \n",
"1 NaN NaN NaN 0 NO RUMC \n",
"2 NaN NaN NaN 0 NO ZGT \n",
"3 SysBx 0+0 0 0 NO ZGT \n",
"4 SysBx+MRBx 0+0,0+0 0,0 0 NO RUMC "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"df = pd.read_csv('/sc-projects/sc-proj-cc06-ag-ki-radiologie/pirad_model_test_PICAI/marksheet.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b902e81d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1460"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['psa'].count()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "be4b6e8d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1500\n",
"1075\n",
"425\n"
]
}
],
"source": [
"print(len(df))\n",
"print(len(df[df['case_csPCa'] == 'NO']))\n",
"print(len(df[df['case_csPCa'] == 'YES']))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c1a785ce",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "113f054a",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "6e1baf92",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 1,
"id": "66484115",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import json\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4369152d",
"metadata": {},
"outputs": [],
"source": [
"with open('/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/PICAI_cspca_updated_test_with_psa.json', 'r') as f:\n",
" picai_data = json.load(f)\n",
"with open('/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/cspca_train_tcia.json', 'r') as f:\n",
" tcia_data = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0f7c30f1",
"metadata": {},
"outputs": [],
"source": [
"data_new = {}\n",
"data_new['train'] = picai_data['test']\n",
"data_new['test'] = tcia_data['test']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1384426c",
"metadata": {},
"outputs": [],
"source": [
"for i,j in enumerate(data_new['train']):\n",
" data_new['train'][i]['image'] = os.path.join('/sc-projects/sc-proj-cc06-ag-ki-radiologie/pirad_model_test_PICAI/processed/t2_registered', j['image']) "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "da10aa20",
"metadata": {},
"outputs": [],
"source": [
"with open('/sc-scratch/sc-scratch-cc06-ag-ki-radiologie/prostate_foundation/WSAttention-Prostate/dataset/godknows.json', 'w') as f:\n",
" json.dump(data_new, f, indent=4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e781b752",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "foundation",
"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": "3.9.21"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|