GeladaCLI.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "727b8390",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/torch/functional.py:581: UserWarning: stft will soon require the return_complex parameter be given for real inputs, and will further require that return_complex=True in a future PyTorch release. (Triggered internally at  /pytorch/aten/src/ATen/native/SpectralOps.cpp:639.)\n",
      "  normalized, onesided, return_complex)\n",
      "  0%|                                                   | 0/529 [00:00<?, ?it/s]/opt/conda/lib/python3.7/site-packages/torch/functional.py:655: UserWarning: istft will require a complex-valued input tensor in a future PyTorch release. Matching the output from stft with return_complex=True.  (Triggered internally at  /pytorch/aten/src/ATen/native/SpectralOps.cpp:787.)\n",
      "  normalized, onesided, length, return_complex)\n",
      "100%|█████████████████████████████████████████| 529/529 [00:18<00:00, 28.66it/s]\n",
      "Epoch: 1 \n",
      "     >>>>> Train Perceptual_Loss: 0.14746 --- Train L2_reg: 0.02175 --- Train Total Loss: 0.16921 \n",
      "     >>>>> Val Perceptual_Loss: 0.14237 --- Val L2_reg: 0.0124 --- Val Total Loss: 0.15477\n",
      "     >>>>> Train SI_SDR: -2.50847 --- Val SI_SDR: 0.96979 \n",
      "     >>>>> 20s: 26.45it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.68it/s]\n",
      "Epoch: 2 \n",
      "     >>>>> Train Perceptual_Loss: 0.14055 --- Train L2_reg: 0.00939 --- Train Total Loss: 0.14994 \n",
      "     >>>>> Val Perceptual_Loss: 0.13533 --- Val L2_reg: 0.00751 --- Val Total Loss: 0.14284\n",
      "     >>>>> Train SI_SDR: 0.66265 --- Val SI_SDR: 2.68693 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.50it/s]\n",
      "Epoch: 3 \n",
      "     >>>>> Train Perceptual_Loss: 0.13577 --- Train L2_reg: 0.00696 --- Train Total Loss: 0.14272 \n",
      "     >>>>> Val Perceptual_Loss: 0.132 --- Val L2_reg: 0.00675 --- Val Total Loss: 0.13875\n",
      "     >>>>> Train SI_SDR: 1.99491 --- Val SI_SDR: 3.42803 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.58it/s]\n",
      "Epoch: 4 \n",
      "     >>>>> Train Perceptual_Loss: 0.13174 --- Train L2_reg: 0.00691 --- Train Total Loss: 0.13865 \n",
      "     >>>>> Val Perceptual_Loss: 0.12431 --- Val L2_reg: 0.00717 --- Val Total Loss: 0.13148\n",
      "     >>>>> Train SI_SDR: 2.93166 --- Val SI_SDR: 4.39294 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.59it/s]\n",
      "Epoch: 5 \n",
      "     >>>>> Train Perceptual_Loss: 0.1283 --- Train L2_reg: 0.0075 --- Train Total Loss: 0.13581 \n",
      "     >>>>> Val Perceptual_Loss: 0.12281 --- Val L2_reg: 0.00792 --- Val Total Loss: 0.13073\n",
      "     >>>>> Train SI_SDR: 3.59732 --- Val SI_SDR: 4.5985 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.55it/s]\n",
      "Epoch: 6 \n",
      "     >>>>> Train Perceptual_Loss: 0.12546 --- Train L2_reg: 0.00834 --- Train Total Loss: 0.1338 \n",
      "     >>>>> Val Perceptual_Loss: 0.12086 --- Val L2_reg: 0.00873 --- Val Total Loss: 0.12958\n",
      "     >>>>> Train SI_SDR: 4.12476 --- Val SI_SDR: 5.82264 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.57it/s]\n",
      "Epoch: 7 \n",
      "     >>>>> Train Perceptual_Loss: 0.12294 --- Train L2_reg: 0.00921 --- Train Total Loss: 0.13215 \n",
      "     >>>>> Val Perceptual_Loss: 0.11782 --- Val L2_reg: 0.00961 --- Val Total Loss: 0.12744\n",
      "     >>>>> Train SI_SDR: 4.58424 --- Val SI_SDR: 6.66979 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.36it/s]\n",
      "Epoch: 8 \n",
      "     >>>>> Train Perceptual_Loss: 0.12063 --- Train L2_reg: 0.01008 --- Train Total Loss: 0.13071 \n",
      "     >>>>> Val Perceptual_Loss: 0.11706 --- Val L2_reg: 0.01053 --- Val Total Loss: 0.12759\n",
      "     >>>>> Train SI_SDR: 4.99222 --- Val SI_SDR: 6.20769 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.50it/s]\n",
      "Epoch: 9 \n",
      "     >>>>> Train Perceptual_Loss: 0.11867 --- Train L2_reg: 0.01093 --- Train Total Loss: 0.1296 \n",
      "     >>>>> Val Perceptual_Loss: 0.1162 --- Val L2_reg: 0.01135 --- Val Total Loss: 0.12754\n",
      "     >>>>> Train SI_SDR: 5.35918 --- Val SI_SDR: 6.55115 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.51it/s]\n",
      "Epoch: 10 \n",
      "     >>>>> Train Perceptual_Loss: 0.11681 --- Train L2_reg: 0.01177 --- Train Total Loss: 0.12859 \n",
      "     >>>>> Val Perceptual_Loss: 0.11332 --- Val L2_reg: 0.01213 --- Val Total Loss: 0.12546\n",
      "     >>>>> Train SI_SDR: 5.67548 --- Val SI_SDR: 7.09054 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.56it/s]\n",
      "Epoch: 11 \n",
      "     >>>>> Train Perceptual_Loss: 0.11518 --- Train L2_reg: 0.01252 --- Train Total Loss: 0.1277 \n",
      "     >>>>> Val Perceptual_Loss: 0.11268 --- Val L2_reg: 0.01293 --- Val Total Loss: 0.12561\n",
      "     >>>>> Train SI_SDR: 6.00586 --- Val SI_SDR: 7.36537 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.39it/s]\n",
      "Epoch: 12 \n",
      "     >>>>> Train Perceptual_Loss: 0.11364 --- Train L2_reg: 0.01329 --- Train Total Loss: 0.12693 \n",
      "     >>>>> Val Perceptual_Loss: 0.10524 --- Val L2_reg: 0.01364 --- Val Total Loss: 0.11888\n",
      "     >>>>> Train SI_SDR: 6.25485 --- Val SI_SDR: 7.35194 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.75it/s]\n",
      "Epoch: 13 \n",
      "     >>>>> Train Perceptual_Loss: 0.11208 --- Train L2_reg: 0.01397 --- Train Total Loss: 0.12605 \n",
      "     >>>>> Val Perceptual_Loss: 0.10727 --- Val L2_reg: 0.01436 --- Val Total Loss: 0.12162\n",
      "     >>>>> Train SI_SDR: 6.55841 --- Val SI_SDR: 7.2073 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.76it/s]\n",
      "Epoch: 14 \n",
      "     >>>>> Train Perceptual_Loss: 0.11105 --- Train L2_reg: 0.01467 --- Train Total Loss: 0.12572 \n",
      "     >>>>> Val Perceptual_Loss: 0.10432 --- Val L2_reg: 0.01501 --- Val Total Loss: 0.11933\n",
      "     >>>>> Train SI_SDR: 6.73367 --- Val SI_SDR: 7.5375 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.82it/s]\n",
      "Epoch: 15 \n",
      "     >>>>> Train Perceptual_Loss: 0.10983 --- Train L2_reg: 0.01526 --- Train Total Loss: 0.12509 \n",
      "     >>>>> Val Perceptual_Loss: 0.10432 --- Val L2_reg: 0.0156 --- Val Total Loss: 0.11991\n",
      "     >>>>> Train SI_SDR: 7.00785 --- Val SI_SDR: 8.67 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.81it/s]\n",
      "Epoch: 16 \n",
      "     >>>>> Train Perceptual_Loss: 0.10865 --- Train L2_reg: 0.01589 --- Train Total Loss: 0.12454 \n",
      "     >>>>> Val Perceptual_Loss: 0.10449 --- Val L2_reg: 0.01614 --- Val Total Loss: 0.12063\n",
      "     >>>>> Train SI_SDR: 7.22426 --- Val SI_SDR: 8.32512 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.84it/s]\n",
      "Epoch: 17 \n",
      "     >>>>> Train Perceptual_Loss: 0.10776 --- Train L2_reg: 0.01641 --- Train Total Loss: 0.12417 \n",
      "     >>>>> Val Perceptual_Loss: 0.10244 --- Val L2_reg: 0.01666 --- Val Total Loss: 0.11911\n",
      "     >>>>> Train SI_SDR: 7.40493 --- Val SI_SDR: 8.2305 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.98it/s]\n",
      "Epoch: 18 \n",
      "     >>>>> Train Perceptual_Loss: 0.10674 --- Train L2_reg: 0.01693 --- Train Total Loss: 0.12366 \n",
      "     >>>>> Val Perceptual_Loss: 0.10063 --- Val L2_reg: 0.0172 --- Val Total Loss: 0.11783\n",
      "     >>>>> Train SI_SDR: 7.59323 --- Val SI_SDR: 8.69318 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.83it/s]\n",
      "Epoch: 19 \n",
      "     >>>>> Train Perceptual_Loss: 0.10605 --- Train L2_reg: 0.01746 --- Train Total Loss: 0.12351 \n",
      "     >>>>> Val Perceptual_Loss: 0.10199 --- Val L2_reg: 0.01761 --- Val Total Loss: 0.1196\n",
      "     >>>>> Train SI_SDR: 7.75434 --- Val SI_SDR: 8.74382 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.76it/s]\n",
      "Epoch: 20 \n",
      "     >>>>> Train Perceptual_Loss: 0.1051 --- Train L2_reg: 0.01785 --- Train Total Loss: 0.12295 \n",
      "     >>>>> Val Perceptual_Loss: 0.0983 --- Val L2_reg: 0.01805 --- Val Total Loss: 0.11635\n",
      "     >>>>> Train SI_SDR: 7.93171 --- Val SI_SDR: 9.30336 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.75it/s]\n",
      "Epoch: 21 \n",
      "     >>>>> Train Perceptual_Loss: 0.1047 --- Train L2_reg: 0.01825 --- Train Total Loss: 0.12295 \n",
      "     >>>>> Val Perceptual_Loss: 0.10076 --- Val L2_reg: 0.01848 --- Val Total Loss: 0.11924\n",
      "     >>>>> Train SI_SDR: 8.05816 --- Val SI_SDR: 9.42019 \n",
      "     >>>>> 19s: 27.84it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.73it/s]\n",
      "Epoch: 22 \n",
      "     >>>>> Train Perceptual_Loss: 0.10376 --- Train L2_reg: 0.01864 --- Train Total Loss: 0.1224 \n",
      "     >>>>> Val Perceptual_Loss: 0.0977 --- Val L2_reg: 0.01888 --- Val Total Loss: 0.11658\n",
      "     >>>>> Train SI_SDR: 8.23116 --- Val SI_SDR: 9.66106 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.81it/s]\n",
      "Epoch: 23 \n",
      "     >>>>> Train Perceptual_Loss: 0.10324 --- Train L2_reg: 0.01906 --- Train Total Loss: 0.1223 \n",
      "     >>>>> Val Perceptual_Loss: 0.09953 --- Val L2_reg: 0.01922 --- Val Total Loss: 0.11875\n",
      "     >>>>> Train SI_SDR: 8.32555 --- Val SI_SDR: 9.75151 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.72it/s]\n",
      "Epoch: 24 \n",
      "     >>>>> Train Perceptual_Loss: 0.10259 --- Train L2_reg: 0.01941 --- Train Total Loss: 0.122 \n",
      "     >>>>> Val Perceptual_Loss: 0.09682 --- Val L2_reg: 0.01955 --- Val Total Loss: 0.11638\n",
      "     >>>>> Train SI_SDR: 8.44765 --- Val SI_SDR: 9.39533 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.89it/s]\n",
      "Epoch: 25 \n",
      "     >>>>> Train Perceptual_Loss: 0.10213 --- Train L2_reg: 0.01973 --- Train Total Loss: 0.12186 \n",
      "     >>>>> Val Perceptual_Loss: 0.09502 --- Val L2_reg: 0.0199 --- Val Total Loss: 0.11492\n",
      "     >>>>> Train SI_SDR: 8.54305 --- Val SI_SDR: 9.19076 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.80it/s]\n",
      "Epoch: 26 \n",
      "     >>>>> Train Perceptual_Loss: 0.10165 --- Train L2_reg: 0.02005 --- Train Total Loss: 0.1217 \n",
      "     >>>>> Val Perceptual_Loss: 0.09922 --- Val L2_reg: 0.02021 --- Val Total Loss: 0.11942\n",
      "     >>>>> Train SI_SDR: 8.68072 --- Val SI_SDR: 9.54802 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.97it/s]\n",
      "Epoch: 27 \n",
      "     >>>>> Train Perceptual_Loss: 0.10102 --- Train L2_reg: 0.02041 --- Train Total Loss: 0.12143 \n",
      "     >>>>> Val Perceptual_Loss: 0.09279 --- Val L2_reg: 0.02054 --- Val Total Loss: 0.11333\n",
      "     >>>>> Train SI_SDR: 8.76441 --- Val SI_SDR: 9.84425 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.86it/s]\n",
      "Epoch: 28 \n",
      "     >>>>> Train Perceptual_Loss: 0.10061 --- Train L2_reg: 0.0207 --- Train Total Loss: 0.12131 \n",
      "     >>>>> Val Perceptual_Loss: 0.09221 --- Val L2_reg: 0.02083 --- Val Total Loss: 0.11304\n",
      "     >>>>> Train SI_SDR: 8.87687 --- Val SI_SDR: 10.58435 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.89it/s]\n",
      "Epoch: 29 \n",
      "     >>>>> Train Perceptual_Loss: 0.10031 --- Train L2_reg: 0.02094 --- Train Total Loss: 0.12126 \n",
      "     >>>>> Val Perceptual_Loss: 0.09642 --- Val L2_reg: 0.02113 --- Val Total Loss: 0.11755\n",
      "     >>>>> Train SI_SDR: 8.97489 --- Val SI_SDR: 10.06445 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.73it/s]\n",
      "Epoch: 30 \n",
      "     >>>>> Train Perceptual_Loss: 0.0997 --- Train L2_reg: 0.02129 --- Train Total Loss: 0.12099 \n",
      "     >>>>> Val Perceptual_Loss: 0.09458 --- Val L2_reg: 0.02141 --- Val Total Loss: 0.11599\n",
      "     >>>>> Train SI_SDR: 9.02642 --- Val SI_SDR: 10.53219 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.79it/s]\n",
      "Epoch: 31 \n",
      "     >>>>> Train Perceptual_Loss: 0.09917 --- Train L2_reg: 0.02158 --- Train Total Loss: 0.12075 \n",
      "     >>>>> Val Perceptual_Loss: 0.09538 --- Val L2_reg: 0.02171 --- Val Total Loss: 0.11708\n",
      "     >>>>> Train SI_SDR: 9.13292 --- Val SI_SDR: 10.53143 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.93it/s]\n",
      "Epoch: 32 \n",
      "     >>>>> Train Perceptual_Loss: 0.09884 --- Train L2_reg: 0.02187 --- Train Total Loss: 0.1207 \n",
      "     >>>>> Val Perceptual_Loss: 0.0943 --- Val L2_reg: 0.02198 --- Val Total Loss: 0.11628\n",
      "     >>>>> Train SI_SDR: 9.20679 --- Val SI_SDR: 10.61189 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.84it/s]\n",
      "Epoch: 33 \n",
      "     >>>>> Train Perceptual_Loss: 0.09859 --- Train L2_reg: 0.02208 --- Train Total Loss: 0.12067 \n",
      "     >>>>> Val Perceptual_Loss: 0.08832 --- Val L2_reg: 0.02224 --- Val Total Loss: 0.11056\n",
      "     >>>>> Train SI_SDR: 9.23789 --- Val SI_SDR: 11.25814 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.79it/s]\n",
      "Epoch: 34 \n",
      "     >>>>> Train Perceptual_Loss: 0.09808 --- Train L2_reg: 0.02233 --- Train Total Loss: 0.12041 \n",
      "     >>>>> Val Perceptual_Loss: 0.09123 --- Val L2_reg: 0.02254 --- Val Total Loss: 0.11377\n",
      "     >>>>> Train SI_SDR: 9.37545 --- Val SI_SDR: 10.77772 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.72it/s]\n",
      "Epoch: 35 \n",
      "     >>>>> Train Perceptual_Loss: 0.09795 --- Train L2_reg: 0.02264 --- Train Total Loss: 0.12059 \n",
      "     >>>>> Val Perceptual_Loss: 0.09009 --- Val L2_reg: 0.02274 --- Val Total Loss: 0.11283\n",
      "     >>>>> Train SI_SDR: 9.37332 --- Val SI_SDR: 10.47409 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.61it/s]\n",
      "Epoch: 36 \n",
      "     >>>>> Train Perceptual_Loss: 0.09766 --- Train L2_reg: 0.02283 --- Train Total Loss: 0.12049 \n",
      "     >>>>> Val Perceptual_Loss: 0.09458 --- Val L2_reg: 0.02294 --- Val Total Loss: 0.11752\n",
      "     >>>>> Train SI_SDR: 9.46562 --- Val SI_SDR: 10.77383 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.62it/s]\n",
      "Epoch: 37 \n",
      "     >>>>> Train Perceptual_Loss: 0.09727 --- Train L2_reg: 0.02305 --- Train Total Loss: 0.12032 \n",
      "     >>>>> Val Perceptual_Loss: 0.09446 --- Val L2_reg: 0.02314 --- Val Total Loss: 0.11761\n",
      "     >>>>> Train SI_SDR: 9.50685 --- Val SI_SDR: 10.88194 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.80it/s]\n",
      "Epoch: 38 \n",
      "     >>>>> Train Perceptual_Loss: 0.09698 --- Train L2_reg: 0.02327 --- Train Total Loss: 0.12025 \n",
      "     >>>>> Val Perceptual_Loss: 0.09205 --- Val L2_reg: 0.02338 --- Val Total Loss: 0.11543\n",
      "     >>>>> Train SI_SDR: 9.56401 --- Val SI_SDR: 11.50327 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.65it/s]\n",
      "Epoch: 39 \n",
      "     >>>>> Train Perceptual_Loss: 0.09687 --- Train L2_reg: 0.02346 --- Train Total Loss: 0.12033 \n",
      "     >>>>> Val Perceptual_Loss: 0.09018 --- Val L2_reg: 0.02357 --- Val Total Loss: 0.11375\n",
      "     >>>>> Train SI_SDR: 9.5791 --- Val SI_SDR: 11.24759 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.63it/s]\n",
      "Epoch: 40 \n",
      "     >>>>> Train Perceptual_Loss: 0.09652 --- Train L2_reg: 0.02368 --- Train Total Loss: 0.1202 \n",
      "     >>>>> Val Perceptual_Loss: 0.09153 --- Val L2_reg: 0.0237 --- Val Total Loss: 0.11523\n",
      "     >>>>> Train SI_SDR: 9.60571 --- Val SI_SDR: 11.46432 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.71it/s]\n",
      "Epoch: 41 \n",
      "     >>>>> Train Perceptual_Loss: 0.09615 --- Train L2_reg: 0.0238 --- Train Total Loss: 0.11996 \n",
      "     >>>>> Val Perceptual_Loss: 0.09073 --- Val L2_reg: 0.02393 --- Val Total Loss: 0.11465\n",
      "     >>>>> Train SI_SDR: 9.70198 --- Val SI_SDR: 11.59745 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.75it/s]\n",
      "Epoch: 42 \n",
      "     >>>>> Train Perceptual_Loss: 0.09595 --- Train L2_reg: 0.02401 --- Train Total Loss: 0.11996 \n",
      "     >>>>> Val Perceptual_Loss: 0.08986 --- Val L2_reg: 0.02411 --- Val Total Loss: 0.11397\n",
      "     >>>>> Train SI_SDR: 9.73347 --- Val SI_SDR: 11.42414 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.77it/s]\n",
      "Epoch: 43 \n",
      "     >>>>> Train Perceptual_Loss: 0.09578 --- Train L2_reg: 0.02422 --- Train Total Loss: 0.12001 \n",
      "     >>>>> Val Perceptual_Loss: 0.09422 --- Val L2_reg: 0.02432 --- Val Total Loss: 0.11854\n",
      "     >>>>> Train SI_SDR: 9.73577 --- Val SI_SDR: 11.37515 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.70it/s]\n",
      "Epoch: 44 \n",
      "     >>>>> Train Perceptual_Loss: 0.09572 --- Train L2_reg: 0.02438 --- Train Total Loss: 0.1201 \n",
      "     >>>>> Val Perceptual_Loss: 0.09207 --- Val L2_reg: 0.02438 --- Val Total Loss: 0.11645\n",
      "     >>>>> Train SI_SDR: 9.75018 --- Val SI_SDR: 11.11967 \n",
      "     >>>>> 19s: 27.84it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.51it/s]\n",
      "Epoch: 45 \n",
      "     >>>>> Train Perceptual_Loss: 0.09547 --- Train L2_reg: 0.02444 --- Train Total Loss: 0.11991 \n",
      "     >>>>> Val Perceptual_Loss: 0.09229 --- Val L2_reg: 0.02456 --- Val Total Loss: 0.11686\n",
      "     >>>>> Train SI_SDR: 9.81614 --- Val SI_SDR: 11.58334 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.78it/s]\n",
      "Epoch: 46 \n",
      "     >>>>> Train Perceptual_Loss: 0.09533 --- Train L2_reg: 0.02462 --- Train Total Loss: 0.11994 \n",
      "     >>>>> Val Perceptual_Loss: 0.08931 --- Val L2_reg: 0.02469 --- Val Total Loss: 0.114\n",
      "     >>>>> Train SI_SDR: 9.78054 --- Val SI_SDR: 11.11059 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.75it/s]\n",
      "Epoch: 47 \n",
      "     >>>>> Train Perceptual_Loss: 0.09524 --- Train L2_reg: 0.02477 --- Train Total Loss: 0.12001 \n",
      "     >>>>> Val Perceptual_Loss: 0.09233 --- Val L2_reg: 0.02479 --- Val Total Loss: 0.11712\n",
      "     >>>>> Train SI_SDR: 9.83908 --- Val SI_SDR: 11.18069 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.84it/s]\n",
      "Epoch: 48 \n",
      "     >>>>> Train Perceptual_Loss: 0.09503 --- Train L2_reg: 0.02485 --- Train Total Loss: 0.11988 \n",
      "     >>>>> Val Perceptual_Loss: 0.09006 --- Val L2_reg: 0.02488 --- Val Total Loss: 0.11493\n",
      "     >>>>> Train SI_SDR: 9.91882 --- Val SI_SDR: 11.6216 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.94it/s]\n",
      "Epoch: 49 \n",
      "     >>>>> Train Perceptual_Loss: 0.09484 --- Train L2_reg: 0.02495 --- Train Total Loss: 0.11979 \n",
      "     >>>>> Val Perceptual_Loss: 0.09599 --- Val L2_reg: 0.025 --- Val Total Loss: 0.12099\n",
      "     >>>>> Train SI_SDR: 9.90351 --- Val SI_SDR: 11.33903 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.63it/s]\n",
      "Epoch: 50 \n",
      "     >>>>> Train Perceptual_Loss: 0.09462 --- Train L2_reg: 0.02506 --- Train Total Loss: 0.11967 \n",
      "     >>>>> Val Perceptual_Loss: 0.08929 --- Val L2_reg: 0.02511 --- Val Total Loss: 0.1144\n",
      "     >>>>> Train SI_SDR: 9.96436 --- Val SI_SDR: 11.02452 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.80it/s]\n",
      "Epoch: 51 \n",
      "     >>>>> Train Perceptual_Loss: 0.09459 --- Train L2_reg: 0.02515 --- Train Total Loss: 0.11974 \n",
      "     >>>>> Val Perceptual_Loss: 0.08529 --- Val L2_reg: 0.02522 --- Val Total Loss: 0.11051\n",
      "     >>>>> Train SI_SDR: 9.92658 --- Val SI_SDR: 11.33908 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 31.02it/s]\n",
      "Epoch: 52 \n",
      "     >>>>> Train Perceptual_Loss: 0.09466 --- Train L2_reg: 0.02521 --- Train Total Loss: 0.11987 \n",
      "     >>>>> Val Perceptual_Loss: 0.09034 --- Val L2_reg: 0.02528 --- Val Total Loss: 0.11562\n",
      "     >>>>> Train SI_SDR: 9.92197 --- Val SI_SDR: 11.69012 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.59it/s]\n",
      "Epoch: 53 \n",
      "     >>>>> Train Perceptual_Loss: 0.09442 --- Train L2_reg: 0.02532 --- Train Total Loss: 0.11974 \n",
      "     >>>>> Val Perceptual_Loss: 0.08949 --- Val L2_reg: 0.02535 --- Val Total Loss: 0.11484\n",
      "     >>>>> Train SI_SDR: 9.95082 --- Val SI_SDR: 12.02085 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.63it/s]\n",
      "Epoch: 54 \n",
      "     >>>>> Train Perceptual_Loss: 0.09444 --- Train L2_reg: 0.02536 --- Train Total Loss: 0.1198 \n",
      "     >>>>> Val Perceptual_Loss: 0.09319 --- Val L2_reg: 0.02537 --- Val Total Loss: 0.11856\n",
      "     >>>>> Train SI_SDR: 9.95826 --- Val SI_SDR: 11.60634 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.54it/s]\n",
      "Epoch: 55 \n",
      "     >>>>> Train Perceptual_Loss: 0.09433 --- Train L2_reg: 0.02538 --- Train Total Loss: 0.11971 \n",
      "     >>>>> Val Perceptual_Loss: 0.08848 --- Val L2_reg: 0.02545 --- Val Total Loss: 0.11393\n",
      "     >>>>> Train SI_SDR: 9.97381 --- Val SI_SDR: 11.28665 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.53it/s]\n",
      "Epoch: 56 \n",
      "     >>>>> Train Perceptual_Loss: 0.09435 --- Train L2_reg: 0.02547 --- Train Total Loss: 0.11982 \n",
      "     >>>>> Val Perceptual_Loss: 0.08846 --- Val L2_reg: 0.02547 --- Val Total Loss: 0.11393\n",
      "     >>>>> Train SI_SDR: 9.95712 --- Val SI_SDR: 11.69452 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.60it/s]\n",
      "Epoch: 57 \n",
      "     >>>>> Train Perceptual_Loss: 0.09418 --- Train L2_reg: 0.02553 --- Train Total Loss: 0.11971 \n",
      "     >>>>> Val Perceptual_Loss: 0.0883 --- Val L2_reg: 0.0255 --- Val Total Loss: 0.1138\n",
      "     >>>>> Train SI_SDR: 9.96524 --- Val SI_SDR: 11.78892 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.56it/s]\n",
      "Epoch: 58 \n",
      "     >>>>> Train Perceptual_Loss: 0.09433 --- Train L2_reg: 0.0255 --- Train Total Loss: 0.11983 \n",
      "     >>>>> Val Perceptual_Loss: 0.089 --- Val L2_reg: 0.02552 --- Val Total Loss: 0.11452\n",
      "     >>>>> Train SI_SDR: 9.98505 --- Val SI_SDR: 11.79218 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.60it/s]\n",
      "Epoch: 59 \n",
      "     >>>>> Train Perceptual_Loss: 0.09405 --- Train L2_reg: 0.02555 --- Train Total Loss: 0.11961 \n",
      "     >>>>> Val Perceptual_Loss: 0.08605 --- Val L2_reg: 0.02563 --- Val Total Loss: 0.11167\n",
      "     >>>>> Train SI_SDR: 10.03416 --- Val SI_SDR: 11.43988 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.62it/s]\n",
      "Epoch: 60 \n",
      "     >>>>> Train Perceptual_Loss: 0.09408 --- Train L2_reg: 0.02563 --- Train Total Loss: 0.11972 \n",
      "     >>>>> Val Perceptual_Loss: 0.08719 --- Val L2_reg: 0.02558 --- Val Total Loss: 0.11277\n",
      "     >>>>> Train SI_SDR: 10.03959 --- Val SI_SDR: 12.11683 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.58it/s]\n",
      "Epoch: 61 \n",
      "     >>>>> Train Perceptual_Loss: 0.09409 --- Train L2_reg: 0.02565 --- Train Total Loss: 0.11974 \n",
      "     >>>>> Val Perceptual_Loss: 0.08873 --- Val L2_reg: 0.02562 --- Val Total Loss: 0.11435\n",
      "     >>>>> Train SI_SDR: 10.06782 --- Val SI_SDR: 11.14006 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.57it/s]\n",
      "Epoch: 62 \n",
      "     >>>>> Train Perceptual_Loss: 0.09409 --- Train L2_reg: 0.02562 --- Train Total Loss: 0.1197 \n",
      "     >>>>> Val Perceptual_Loss: 0.09506 --- Val L2_reg: 0.02565 --- Val Total Loss: 0.1207\n",
      "     >>>>> Train SI_SDR: 10.05447 --- Val SI_SDR: 11.46345 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.67it/s]\n",
      "Epoch: 63 \n",
      "     >>>>> Train Perceptual_Loss: 0.09412 --- Train L2_reg: 0.02566 --- Train Total Loss: 0.11979 \n",
      "     >>>>> Val Perceptual_Loss: 0.09353 --- Val L2_reg: 0.02563 --- Val Total Loss: 0.11916\n",
      "     >>>>> Train SI_SDR: 10.02269 --- Val SI_SDR: 10.82614 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.74it/s]\n",
      "Epoch: 64 \n",
      "     >>>>> Train Perceptual_Loss: 0.09414 --- Train L2_reg: 0.02571 --- Train Total Loss: 0.11985 \n",
      "     >>>>> Val Perceptual_Loss: 0.08485 --- Val L2_reg: 0.02566 --- Val Total Loss: 0.11052\n",
      "     >>>>> Train SI_SDR: 10.00626 --- Val SI_SDR: 11.48035 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.84it/s]\n",
      "Epoch: 65 \n",
      "     >>>>> Train Perceptual_Loss: 0.09388 --- Train L2_reg: 0.02571 --- Train Total Loss: 0.11959 \n",
      "     >>>>> Val Perceptual_Loss: 0.08497 --- Val L2_reg: 0.02577 --- Val Total Loss: 0.11074\n",
      "     >>>>> Train SI_SDR: 10.0694 --- Val SI_SDR: 11.28659 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 31.01it/s]\n",
      "Epoch: 66 \n",
      "     >>>>> Train Perceptual_Loss: 0.09399 --- Train L2_reg: 0.02578 --- Train Total Loss: 0.11977 \n",
      "     >>>>> Val Perceptual_Loss: 0.09093 --- Val L2_reg: 0.02576 --- Val Total Loss: 0.1167\n",
      "     >>>>> Train SI_SDR: 10.02475 --- Val SI_SDR: 11.23363 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 31.03it/s]\n",
      "Epoch: 67 \n",
      "     >>>>> Train Perceptual_Loss: 0.09372 --- Train L2_reg: 0.0258 --- Train Total Loss: 0.11952 \n",
      "     >>>>> Val Perceptual_Loss: 0.0919 --- Val L2_reg: 0.02582 --- Val Total Loss: 0.11771\n",
      "     >>>>> Train SI_SDR: 10.13152 --- Val SI_SDR: 11.57055 \n",
      "     >>>>> 19s: 27.84it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.99it/s]\n",
      "Epoch: 68 \n",
      "     >>>>> Train Perceptual_Loss: 0.09367 --- Train L2_reg: 0.02588 --- Train Total Loss: 0.11956 \n",
      "     >>>>> Val Perceptual_Loss: 0.08696 --- Val L2_reg: 0.02586 --- Val Total Loss: 0.11282\n",
      "     >>>>> Train SI_SDR: 10.0732 --- Val SI_SDR: 11.6912 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.82it/s]\n",
      "Epoch: 69 \n",
      "     >>>>> Train Perceptual_Loss: 0.09356 --- Train L2_reg: 0.02588 --- Train Total Loss: 0.11944 \n",
      "     >>>>> Val Perceptual_Loss: 0.08813 --- Val L2_reg: 0.02593 --- Val Total Loss: 0.11405\n",
      "     >>>>> Train SI_SDR: 10.11701 --- Val SI_SDR: 11.51026 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.82it/s]\n",
      "Epoch: 70 \n",
      "     >>>>> Train Perceptual_Loss: 0.09365 --- Train L2_reg: 0.02588 --- Train Total Loss: 0.11954 \n",
      "     >>>>> Val Perceptual_Loss: 0.09128 --- Val L2_reg: 0.0259 --- Val Total Loss: 0.11718\n",
      "     >>>>> Train SI_SDR: 10.08349 --- Val SI_SDR: 11.08291 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.92it/s]\n",
      "Epoch: 71 \n",
      "     >>>>> Train Perceptual_Loss: 0.0936 --- Train L2_reg: 0.0259 --- Train Total Loss: 0.1195 \n",
      "     >>>>> Val Perceptual_Loss: 0.09238 --- Val L2_reg: 0.02591 --- Val Total Loss: 0.11828\n",
      "     >>>>> Train SI_SDR: 10.12755 --- Val SI_SDR: 11.85569 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.95it/s]\n",
      "Epoch: 72 \n",
      "     >>>>> Train Perceptual_Loss: 0.09362 --- Train L2_reg: 0.02594 --- Train Total Loss: 0.11956 \n",
      "     >>>>> Val Perceptual_Loss: 0.08777 --- Val L2_reg: 0.02591 --- Val Total Loss: 0.11368\n",
      "     >>>>> Train SI_SDR: 10.10003 --- Val SI_SDR: 11.32121 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.92it/s]\n",
      "Epoch: 73 \n",
      "     >>>>> Train Perceptual_Loss: 0.09369 --- Train L2_reg: 0.02592 --- Train Total Loss: 0.11961 \n",
      "     >>>>> Val Perceptual_Loss: 0.08794 --- Val L2_reg: 0.02591 --- Val Total Loss: 0.11385\n",
      "     >>>>> Train SI_SDR: 10.11299 --- Val SI_SDR: 11.84335 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.84it/s]\n",
      "Epoch: 74 \n",
      "     >>>>> Train Perceptual_Loss: 0.09348 --- Train L2_reg: 0.02597 --- Train Total Loss: 0.11946 \n",
      "     >>>>> Val Perceptual_Loss: 0.08819 --- Val L2_reg: 0.02595 --- Val Total Loss: 0.11414\n",
      "     >>>>> Train SI_SDR: 10.11524 --- Val SI_SDR: 11.12005 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "100%|█████████████████████████████████████████| 529/529 [00:17<00:00, 30.90it/s]\n",
      "Epoch: 75 \n",
      "     >>>>> Train Perceptual_Loss: 0.09348 --- Train L2_reg: 0.02599 --- Train Total Loss: 0.11947 \n",
      "     >>>>> Val Perceptual_Loss: 0.0867 --- Val L2_reg: 0.02591 --- Val Total Loss: 0.11261\n",
      "     >>>>> Train SI_SDR: 10.08602 --- Val SI_SDR: 11.35127 \n",
      "     >>>>> 19s: 27.84it/s\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!python Train.py -c geladasae_stft_istft_phase_unaware.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1bfb9b31",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0%|                                                  | 0/1058 [00:00<?, ?it/s]/opt/conda/lib/python3.7/site-packages/torch/functional.py:546: UserWarning: istft will require a complex-valued input tensor in a future PyTorch release. Matching the output from stft with return_complex=True.  (Triggered internally at  /opt/conda/conda-bld/pytorch_1623448265233/work/aten/src/ATen/native/SpectralOps.cpp:817.)\n",
      "  normalized, onesided, length, return_complex)\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.85it/s]\n",
      "Epoch: 1 \n",
      "     >>>>> Train Perceptual_Loss: 0.15649 --- Train kld_loss: 0.01311 --- Train Total Loss: 0.1696 \n",
      "     >>>>> Val Perceptual_Loss: 0.15318 --- Val kld_loss: 0.0035 --- Val Total Loss: 0.15668\n",
      "     >>>>> Train SI_SDR: -30.67442 --- Val SI_SDR: -28.64384 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.18it/s]\n",
      "Epoch: 2 \n",
      "     >>>>> Train Perceptual_Loss: 0.15445 --- Train kld_loss: 0.00225 --- Train Total Loss: 0.1567 \n",
      "     >>>>> Val Perceptual_Loss: 0.15296 --- Val kld_loss: 0.00151 --- Val Total Loss: 0.15447\n",
      "     >>>>> Train SI_SDR: -26.66508 --- Val SI_SDR: -25.69566 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.07it/s]\n",
      "Epoch: 3 \n",
      "     >>>>> Train Perceptual_Loss: 0.15347 --- Train kld_loss: 0.0015 --- Train Total Loss: 0.15497 \n",
      "     >>>>> Val Perceptual_Loss: 0.15129 --- Val kld_loss: 0.00137 --- Val Total Loss: 0.15266\n",
      "     >>>>> Train SI_SDR: -24.78524 --- Val SI_SDR: -23.35731 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.78it/s]\n",
      "Epoch: 4 \n",
      "     >>>>> Train Perceptual_Loss: 0.15266 --- Train kld_loss: 0.00126 --- Train Total Loss: 0.15392 \n",
      "     >>>>> Val Perceptual_Loss: 0.15142 --- Val kld_loss: 0.00114 --- Val Total Loss: 0.15256\n",
      "     >>>>> Train SI_SDR: -23.13619 --- Val SI_SDR: -21.90429 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.89it/s]\n",
      "Epoch: 5 \n",
      "     >>>>> Train Perceptual_Loss: 0.15167 --- Train kld_loss: 0.00115 --- Train Total Loss: 0.15282 \n",
      "     >>>>> Val Perceptual_Loss: 0.14932 --- Val kld_loss: 0.00123 --- Val Total Loss: 0.15055\n",
      "     >>>>> Train SI_SDR: -21.39976 --- Val SI_SDR: -20.03715 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.36it/s]\n",
      "Epoch: 6 \n",
      "     >>>>> Train Perceptual_Loss: 0.15087 --- Train kld_loss: 0.00114 --- Train Total Loss: 0.15201 \n",
      "     >>>>> Val Perceptual_Loss: 0.14917 --- Val kld_loss: 0.00111 --- Val Total Loss: 0.15028\n",
      "     >>>>> Train SI_SDR: -20.11231 --- Val SI_SDR: -19.52755 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.32it/s]\n",
      "Epoch: 7 \n",
      "     >>>>> Train Perceptual_Loss: 0.14992 --- Train kld_loss: 0.00116 --- Train Total Loss: 0.15108 \n",
      "     >>>>> Val Perceptual_Loss: 0.14848 --- Val kld_loss: 0.00114 --- Val Total Loss: 0.14962\n",
      "     >>>>> Train SI_SDR: -18.97296 --- Val SI_SDR: -18.23951 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.22it/s]\n",
      "Epoch: 8 \n",
      "     >>>>> Train Perceptual_Loss: 0.14919 --- Train kld_loss: 0.0012 --- Train Total Loss: 0.15038 \n",
      "     >>>>> Val Perceptual_Loss: 0.14857 --- Val kld_loss: 0.00114 --- Val Total Loss: 0.14972\n",
      "     >>>>> Train SI_SDR: -17.56307 --- Val SI_SDR: -16.47534 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.29it/s]\n",
      "Epoch: 9 \n",
      "     >>>>> Train Perceptual_Loss: 0.14836 --- Train kld_loss: 0.00124 --- Train Total Loss: 0.1496 \n",
      "     >>>>> Val Perceptual_Loss: 0.14675 --- Val kld_loss: 0.00128 --- Val Total Loss: 0.14803\n",
      "     >>>>> Train SI_SDR: -15.76389 --- Val SI_SDR: -15.48394 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.33it/s]\n",
      "Epoch: 10 \n",
      "     >>>>> Train Perceptual_Loss: 0.14751 --- Train kld_loss: 0.00128 --- Train Total Loss: 0.14879 \n",
      "     >>>>> Val Perceptual_Loss: 0.14703 --- Val kld_loss: 0.00133 --- Val Total Loss: 0.14837\n",
      "     >>>>> Train SI_SDR: -14.68663 --- Val SI_SDR: -13.39018 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.61it/s]\n",
      "Epoch: 11 \n",
      "     >>>>> Train Perceptual_Loss: 0.14692 --- Train kld_loss: 0.00133 --- Train Total Loss: 0.14825 \n",
      "     >>>>> Val Perceptual_Loss: 0.14592 --- Val kld_loss: 0.00138 --- Val Total Loss: 0.1473\n",
      "     >>>>> Train SI_SDR: -13.88434 --- Val SI_SDR: -13.14001 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.31it/s]\n",
      "Epoch: 12 \n",
      "     >>>>> Train Perceptual_Loss: 0.14611 --- Train kld_loss: 0.00139 --- Train Total Loss: 0.1475 \n",
      "     >>>>> Val Perceptual_Loss: 0.14583 --- Val kld_loss: 0.00141 --- Val Total Loss: 0.14724\n",
      "     >>>>> Train SI_SDR: -13.06215 --- Val SI_SDR: -12.46707 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.71it/s]\n",
      "Epoch: 13 \n",
      "     >>>>> Train Perceptual_Loss: 0.14534 --- Train kld_loss: 0.00145 --- Train Total Loss: 0.14679 \n",
      "     >>>>> Val Perceptual_Loss: 0.14524 --- Val kld_loss: 0.00147 --- Val Total Loss: 0.14671\n",
      "     >>>>> Train SI_SDR: -12.16311 --- Val SI_SDR: -10.76638 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.96it/s]\n",
      "Epoch: 14 \n",
      "     >>>>> Train Perceptual_Loss: 0.14452 --- Train kld_loss: 0.00152 --- Train Total Loss: 0.14605 \n",
      "     >>>>> Val Perceptual_Loss: 0.1435 --- Val kld_loss: 0.00155 --- Val Total Loss: 0.14505\n",
      "     >>>>> Train SI_SDR: -11.51521 --- Val SI_SDR: -10.89256 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.40it/s]\n",
      "Epoch: 15 \n",
      "     >>>>> Train Perceptual_Loss: 0.14372 --- Train kld_loss: 0.0016 --- Train Total Loss: 0.14532 \n",
      "     >>>>> Val Perceptual_Loss: 0.14321 --- Val kld_loss: 0.00161 --- Val Total Loss: 0.14482\n",
      "     >>>>> Train SI_SDR: -10.79355 --- Val SI_SDR: -9.99815 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.98it/s]\n",
      "Epoch: 16 \n",
      "     >>>>> Train Perceptual_Loss: 0.14281 --- Train kld_loss: 0.00169 --- Train Total Loss: 0.14449 \n",
      "     >>>>> Val Perceptual_Loss: 0.14128 --- Val kld_loss: 0.0018 --- Val Total Loss: 0.14308\n",
      "     >>>>> Train SI_SDR: -10.07483 --- Val SI_SDR: -9.88589 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.92it/s]\n",
      "Epoch: 17 \n",
      "     >>>>> Train Perceptual_Loss: 0.14196 --- Train kld_loss: 0.00175 --- Train Total Loss: 0.14372 \n",
      "     >>>>> Val Perceptual_Loss: 0.13981 --- Val kld_loss: 0.00185 --- Val Total Loss: 0.14166\n",
      "     >>>>> Train SI_SDR: -9.51259 --- Val SI_SDR: -8.27619 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.63it/s]\n",
      "Epoch: 18 \n",
      "     >>>>> Train Perceptual_Loss: 0.14097 --- Train kld_loss: 0.00186 --- Train Total Loss: 0.14282 \n",
      "     >>>>> Val Perceptual_Loss: 0.13916 --- Val kld_loss: 0.00216 --- Val Total Loss: 0.14132\n",
      "     >>>>> Train SI_SDR: -8.85482 --- Val SI_SDR: -7.7097 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.09it/s]\n",
      "Epoch: 19 \n",
      "     >>>>> Train Perceptual_Loss: 0.14 --- Train kld_loss: 0.00196 --- Train Total Loss: 0.14195 \n",
      "     >>>>> Val Perceptual_Loss: 0.13698 --- Val kld_loss: 0.00209 --- Val Total Loss: 0.13907\n",
      "     >>>>> Train SI_SDR: -8.24612 --- Val SI_SDR: -7.37095 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.13it/s]\n",
      "Epoch: 20 \n",
      "     >>>>> Train Perceptual_Loss: 0.13906 --- Train kld_loss: 0.00202 --- Train Total Loss: 0.14108 \n",
      "     >>>>> Val Perceptual_Loss: 0.13695 --- Val kld_loss: 0.00217 --- Val Total Loss: 0.13912\n",
      "     >>>>> Train SI_SDR: -7.66028 --- Val SI_SDR: -6.6526 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 21 \n",
      "     >>>>> Train Perceptual_Loss: 0.13812 --- Train kld_loss: 0.00208 --- Train Total Loss: 0.1402 \n",
      "     >>>>> Val Perceptual_Loss: 0.13582 --- Val kld_loss: 0.00213 --- Val Total Loss: 0.13795\n",
      "     >>>>> Train SI_SDR: -7.29235 --- Val SI_SDR: -6.03631 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.13it/s]\n",
      "Epoch: 22 \n",
      "     >>>>> Train Perceptual_Loss: 0.1374 --- Train kld_loss: 0.00215 --- Train Total Loss: 0.13955 \n",
      "     >>>>> Val Perceptual_Loss: 0.1345 --- Val kld_loss: 0.00217 --- Val Total Loss: 0.13668\n",
      "     >>>>> Train SI_SDR: -6.89932 --- Val SI_SDR: -6.02061 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.00it/s]\n",
      "Epoch: 23 \n",
      "     >>>>> Train Perceptual_Loss: 0.13664 --- Train kld_loss: 0.00224 --- Train Total Loss: 0.13888 \n",
      "     >>>>> Val Perceptual_Loss: 0.13402 --- Val kld_loss: 0.00233 --- Val Total Loss: 0.13635\n",
      "     >>>>> Train SI_SDR: -6.54402 --- Val SI_SDR: -5.17227 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.59it/s]\n",
      "Epoch: 24 \n",
      "     >>>>> Train Perceptual_Loss: 0.13569 --- Train kld_loss: 0.00231 --- Train Total Loss: 0.13801 \n",
      "     >>>>> Val Perceptual_Loss: 0.13389 --- Val kld_loss: 0.00228 --- Val Total Loss: 0.13616\n",
      "     >>>>> Train SI_SDR: -6.16888 --- Val SI_SDR: -5.28242 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.32it/s]\n",
      "Epoch: 25 \n",
      "     >>>>> Train Perceptual_Loss: 0.13488 --- Train kld_loss: 0.00238 --- Train Total Loss: 0.13726 \n",
      "     >>>>> Val Perceptual_Loss: 0.1321 --- Val kld_loss: 0.00243 --- Val Total Loss: 0.13453\n",
      "     >>>>> Train SI_SDR: -5.84902 --- Val SI_SDR: -4.75614 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.32it/s]\n",
      "Epoch: 26 \n",
      "     >>>>> Train Perceptual_Loss: 0.13416 --- Train kld_loss: 0.00246 --- Train Total Loss: 0.13662 \n",
      "     >>>>> Val Perceptual_Loss: 0.12981 --- Val kld_loss: 0.00261 --- Val Total Loss: 0.13243\n",
      "     >>>>> Train SI_SDR: -5.61147 --- Val SI_SDR: -4.85639 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.38it/s]\n",
      "Epoch: 27 \n",
      "     >>>>> Train Perceptual_Loss: 0.13341 --- Train kld_loss: 0.00251 --- Train Total Loss: 0.13592 \n",
      "     >>>>> Val Perceptual_Loss: 0.13071 --- Val kld_loss: 0.0026 --- Val Total Loss: 0.13331\n",
      "     >>>>> Train SI_SDR: -5.28466 --- Val SI_SDR: -4.61139 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.50it/s]\n",
      "Epoch: 28 \n",
      "     >>>>> Train Perceptual_Loss: 0.13253 --- Train kld_loss: 0.00258 --- Train Total Loss: 0.13512 \n",
      "     >>>>> Val Perceptual_Loss: 0.12746 --- Val kld_loss: 0.00275 --- Val Total Loss: 0.13021\n",
      "     >>>>> Train SI_SDR: -4.95426 --- Val SI_SDR: -4.24577 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.21it/s]\n",
      "Epoch: 29 \n",
      "     >>>>> Train Perceptual_Loss: 0.13175 --- Train kld_loss: 0.00264 --- Train Total Loss: 0.13438 \n",
      "     >>>>> Val Perceptual_Loss: 0.12898 --- Val kld_loss: 0.00276 --- Val Total Loss: 0.13174\n",
      "     >>>>> Train SI_SDR: -4.72226 --- Val SI_SDR: -3.72472 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.75it/s]\n",
      "Epoch: 30 \n",
      "     >>>>> Train Perceptual_Loss: 0.131 --- Train kld_loss: 0.0027 --- Train Total Loss: 0.13371 \n",
      "     >>>>> Val Perceptual_Loss: 0.1257 --- Val kld_loss: 0.00286 --- Val Total Loss: 0.12856\n",
      "     >>>>> Train SI_SDR: -4.45887 --- Val SI_SDR: -3.61366 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.95it/s]\n",
      "Epoch: 31 \n",
      "     >>>>> Train Perceptual_Loss: 0.13028 --- Train kld_loss: 0.00276 --- Train Total Loss: 0.13304 \n",
      "     >>>>> Val Perceptual_Loss: 0.12952 --- Val kld_loss: 0.00282 --- Val Total Loss: 0.13234\n",
      "     >>>>> Train SI_SDR: -4.25158 --- Val SI_SDR: -3.42603 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.84it/s]\n",
      "Epoch: 32 \n",
      "     >>>>> Train Perceptual_Loss: 0.12944 --- Train kld_loss: 0.00282 --- Train Total Loss: 0.13226 \n",
      "     >>>>> Val Perceptual_Loss: 0.12628 --- Val kld_loss: 0.00292 --- Val Total Loss: 0.1292\n",
      "     >>>>> Train SI_SDR: -4.01145 --- Val SI_SDR: -3.52199 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.38it/s]\n",
      "Epoch: 33 \n",
      "     >>>>> Train Perceptual_Loss: 0.12875 --- Train kld_loss: 0.00291 --- Train Total Loss: 0.13166 \n",
      "     >>>>> Val Perceptual_Loss: 0.12565 --- Val kld_loss: 0.00299 --- Val Total Loss: 0.12864\n",
      "     >>>>> Train SI_SDR: -3.82082 --- Val SI_SDR: -3.28674 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.08it/s]\n",
      "Epoch: 34 \n",
      "     >>>>> Train Perceptual_Loss: 0.12799 --- Train kld_loss: 0.00297 --- Train Total Loss: 0.13097 \n",
      "     >>>>> Val Perceptual_Loss: 0.12758 --- Val kld_loss: 0.00289 --- Val Total Loss: 0.13047\n",
      "     >>>>> Train SI_SDR: -3.59352 --- Val SI_SDR: -3.16413 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.66it/s]\n",
      "Epoch: 35 \n",
      "     >>>>> Train Perceptual_Loss: 0.12729 --- Train kld_loss: 0.00304 --- Train Total Loss: 0.13033 \n",
      "     >>>>> Val Perceptual_Loss: 0.12315 --- Val kld_loss: 0.00316 --- Val Total Loss: 0.12631\n",
      "     >>>>> Train SI_SDR: -3.39322 --- Val SI_SDR: -2.68585 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.14it/s]\n",
      "Epoch: 36 \n",
      "     >>>>> Train Perceptual_Loss: 0.12665 --- Train kld_loss: 0.0031 --- Train Total Loss: 0.12975 \n",
      "     >>>>> Val Perceptual_Loss: 0.12562 --- Val kld_loss: 0.00308 --- Val Total Loss: 0.1287\n",
      "     >>>>> Train SI_SDR: -3.1773 --- Val SI_SDR: -2.6908 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.18it/s]\n",
      "Epoch: 37 \n",
      "     >>>>> Train Perceptual_Loss: 0.12596 --- Train kld_loss: 0.00315 --- Train Total Loss: 0.12911 \n",
      "     >>>>> Val Perceptual_Loss: 0.12478 --- Val kld_loss: 0.00306 --- Val Total Loss: 0.12784\n",
      "     >>>>> Train SI_SDR: -3.03537 --- Val SI_SDR: -2.54967 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.38it/s]\n",
      "Epoch: 38 \n",
      "     >>>>> Train Perceptual_Loss: 0.12525 --- Train kld_loss: 0.0032 --- Train Total Loss: 0.12845 \n",
      "     >>>>> Val Perceptual_Loss: 0.12125 --- Val kld_loss: 0.00331 --- Val Total Loss: 0.12456\n",
      "     >>>>> Train SI_SDR: -2.89323 --- Val SI_SDR: -2.294 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 39 \n",
      "     >>>>> Train Perceptual_Loss: 0.12448 --- Train kld_loss: 0.00326 --- Train Total Loss: 0.12774 \n",
      "     >>>>> Val Perceptual_Loss: 0.12079 --- Val kld_loss: 0.00337 --- Val Total Loss: 0.12416\n",
      "     >>>>> Train SI_SDR: -2.7017 --- Val SI_SDR: -2.31029 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.99it/s]\n",
      "Epoch: 40 \n",
      "     >>>>> Train Perceptual_Loss: 0.124 --- Train kld_loss: 0.00332 --- Train Total Loss: 0.12732 \n",
      "     >>>>> Val Perceptual_Loss: 0.11756 --- Val kld_loss: 0.00364 --- Val Total Loss: 0.1212\n",
      "     >>>>> Train SI_SDR: -2.56205 --- Val SI_SDR: -1.66968 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.60it/s]\n",
      "Epoch: 41 \n",
      "     >>>>> Train Perceptual_Loss: 0.12333 --- Train kld_loss: 0.00336 --- Train Total Loss: 0.12669 \n",
      "     >>>>> Val Perceptual_Loss: 0.12031 --- Val kld_loss: 0.00335 --- Val Total Loss: 0.12366\n",
      "     >>>>> Train SI_SDR: -2.38711 --- Val SI_SDR: -1.85709 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 42 \n",
      "     >>>>> Train Perceptual_Loss: 0.12263 --- Train kld_loss: 0.00341 --- Train Total Loss: 0.12604 \n",
      "     >>>>> Val Perceptual_Loss: 0.12012 --- Val kld_loss: 0.00343 --- Val Total Loss: 0.12354\n",
      "     >>>>> Train SI_SDR: -2.23027 --- Val SI_SDR: -1.76047 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.57it/s]\n",
      "Epoch: 43 \n",
      "     >>>>> Train Perceptual_Loss: 0.12195 --- Train kld_loss: 0.00347 --- Train Total Loss: 0.12541 \n",
      "     >>>>> Val Perceptual_Loss: 0.1163 --- Val kld_loss: 0.00361 --- Val Total Loss: 0.11992\n",
      "     >>>>> Train SI_SDR: -2.07592 --- Val SI_SDR: -1.28487 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.98it/s]\n",
      "Epoch: 44 \n",
      "     >>>>> Train Perceptual_Loss: 0.12121 --- Train kld_loss: 0.00352 --- Train Total Loss: 0.12473 \n",
      "     >>>>> Val Perceptual_Loss: 0.11655 --- Val kld_loss: 0.0036 --- Val Total Loss: 0.12015\n",
      "     >>>>> Train SI_SDR: -1.89712 --- Val SI_SDR: -1.51724 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.90it/s]\n",
      "Epoch: 45 \n",
      "     >>>>> Train Perceptual_Loss: 0.12079 --- Train kld_loss: 0.00356 --- Train Total Loss: 0.12436 \n",
      "     >>>>> Val Perceptual_Loss: 0.11786 --- Val kld_loss: 0.00348 --- Val Total Loss: 0.12134\n",
      "     >>>>> Train SI_SDR: -1.77947 --- Val SI_SDR: -1.09186 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.41it/s]\n",
      "Epoch: 46 \n",
      "     >>>>> Train Perceptual_Loss: 0.12003 --- Train kld_loss: 0.0036 --- Train Total Loss: 0.12363 \n",
      "     >>>>> Val Perceptual_Loss: 0.11861 --- Val kld_loss: 0.00358 --- Val Total Loss: 0.12219\n",
      "     >>>>> Train SI_SDR: -1.64108 --- Val SI_SDR: -1.51976 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.16it/s]\n",
      "Epoch: 47 \n",
      "     >>>>> Train Perceptual_Loss: 0.11944 --- Train kld_loss: 0.00364 --- Train Total Loss: 0.12307 \n",
      "     >>>>> Val Perceptual_Loss: 0.11725 --- Val kld_loss: 0.00358 --- Val Total Loss: 0.12083\n",
      "     >>>>> Train SI_SDR: -1.52467 --- Val SI_SDR: -0.95551 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.25it/s]\n",
      "Epoch: 48 \n",
      "     >>>>> Train Perceptual_Loss: 0.11868 --- Train kld_loss: 0.00368 --- Train Total Loss: 0.12236 \n",
      "     >>>>> Val Perceptual_Loss: 0.11641 --- Val kld_loss: 0.00376 --- Val Total Loss: 0.12017\n",
      "     >>>>> Train SI_SDR: -1.37516 --- Val SI_SDR: -0.75939 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.28it/s]\n",
      "Epoch: 49 \n",
      "     >>>>> Train Perceptual_Loss: 0.11829 --- Train kld_loss: 0.00372 --- Train Total Loss: 0.12201 \n",
      "     >>>>> Val Perceptual_Loss: 0.11461 --- Val kld_loss: 0.00374 --- Val Total Loss: 0.11835\n",
      "     >>>>> Train SI_SDR: -1.28968 --- Val SI_SDR: -0.5905 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.58it/s]\n",
      "Epoch: 50 \n",
      "     >>>>> Train Perceptual_Loss: 0.1178 --- Train kld_loss: 0.00374 --- Train Total Loss: 0.12154 \n",
      "     >>>>> Val Perceptual_Loss: 0.11169 --- Val kld_loss: 0.00389 --- Val Total Loss: 0.11558\n",
      "     >>>>> Train SI_SDR: -1.18972 --- Val SI_SDR: -0.33965 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.47it/s]\n",
      "Epoch: 51 \n",
      "     >>>>> Train Perceptual_Loss: 0.11727 --- Train kld_loss: 0.00378 --- Train Total Loss: 0.12105 \n",
      "     >>>>> Val Perceptual_Loss: 0.11403 --- Val kld_loss: 0.00389 --- Val Total Loss: 0.11793\n",
      "     >>>>> Train SI_SDR: -1.11477 --- Val SI_SDR: -0.65553 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.41it/s]\n",
      "Epoch: 52 \n",
      "     >>>>> Train Perceptual_Loss: 0.1166 --- Train kld_loss: 0.00381 --- Train Total Loss: 0.12042 \n",
      "     >>>>> Val Perceptual_Loss: 0.10953 --- Val kld_loss: 0.00412 --- Val Total Loss: 0.11365\n",
      "     >>>>> Train SI_SDR: -1.00461 --- Val SI_SDR: -0.50816 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.60it/s]\n",
      "Epoch: 53 \n",
      "     >>>>> Train Perceptual_Loss: 0.1161 --- Train kld_loss: 0.00386 --- Train Total Loss: 0.11996 \n",
      "     >>>>> Val Perceptual_Loss: 0.11295 --- Val kld_loss: 0.00392 --- Val Total Loss: 0.11687\n",
      "     >>>>> Train SI_SDR: -0.88972 --- Val SI_SDR: -0.65146 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.74it/s]\n",
      "Epoch: 54 \n",
      "     >>>>> Train Perceptual_Loss: 0.11565 --- Train kld_loss: 0.00388 --- Train Total Loss: 0.11953 \n",
      "     >>>>> Val Perceptual_Loss: 0.11365 --- Val kld_loss: 0.00372 --- Val Total Loss: 0.11737\n",
      "     >>>>> Train SI_SDR: -0.80974 --- Val SI_SDR: -0.61226 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 55 \n",
      "     >>>>> Train Perceptual_Loss: 0.11512 --- Train kld_loss: 0.00391 --- Train Total Loss: 0.11903 \n",
      "     >>>>> Val Perceptual_Loss: 0.11263 --- Val kld_loss: 0.00383 --- Val Total Loss: 0.11646\n",
      "     >>>>> Train SI_SDR: -0.7487 --- Val SI_SDR: -0.30937 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.56it/s]\n",
      "Epoch: 56 \n",
      "     >>>>> Train Perceptual_Loss: 0.11468 --- Train kld_loss: 0.00394 --- Train Total Loss: 0.11862 \n",
      "     >>>>> Val Perceptual_Loss: 0.10862 --- Val kld_loss: 0.00401 --- Val Total Loss: 0.11264\n",
      "     >>>>> Train SI_SDR: -0.70479 --- Val SI_SDR: 0.03738 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.83it/s]\n",
      "Epoch: 57 \n",
      "     >>>>> Train Perceptual_Loss: 0.11407 --- Train kld_loss: 0.00396 --- Train Total Loss: 0.11803 \n",
      "     >>>>> Val Perceptual_Loss: 0.11082 --- Val kld_loss: 0.00391 --- Val Total Loss: 0.11473\n",
      "     >>>>> Train SI_SDR: -0.57785 --- Val SI_SDR: -0.18122 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.77it/s]\n",
      "Epoch: 58 \n",
      "     >>>>> Train Perceptual_Loss: 0.11376 --- Train kld_loss: 0.00399 --- Train Total Loss: 0.11774 \n",
      "     >>>>> Val Perceptual_Loss: 0.11007 --- Val kld_loss: 0.00409 --- Val Total Loss: 0.11417\n",
      "     >>>>> Train SI_SDR: -0.51494 --- Val SI_SDR: 0.05366 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.42it/s]\n",
      "Epoch: 59 \n",
      "     >>>>> Train Perceptual_Loss: 0.1132 --- Train kld_loss: 0.00402 --- Train Total Loss: 0.11722 \n",
      "     >>>>> Val Perceptual_Loss: 0.10766 --- Val kld_loss: 0.00415 --- Val Total Loss: 0.11182\n",
      "     >>>>> Train SI_SDR: -0.43868 --- Val SI_SDR: -0.20258 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.43it/s]\n",
      "Epoch: 60 \n",
      "     >>>>> Train Perceptual_Loss: 0.11301 --- Train kld_loss: 0.00405 --- Train Total Loss: 0.11706 \n",
      "     >>>>> Val Perceptual_Loss: 0.10941 --- Val kld_loss: 0.00402 --- Val Total Loss: 0.11343\n",
      "     >>>>> Train SI_SDR: -0.36981 --- Val SI_SDR: 0.31068 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.13it/s]\n",
      "Epoch: 61 \n",
      "     >>>>> Train Perceptual_Loss: 0.11241 --- Train kld_loss: 0.00406 --- Train Total Loss: 0.11647 \n",
      "     >>>>> Val Perceptual_Loss: 0.10582 --- Val kld_loss: 0.00421 --- Val Total Loss: 0.11003\n",
      "     >>>>> Train SI_SDR: -0.28601 --- Val SI_SDR: 0.33684 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.65it/s]\n",
      "Epoch: 62 \n",
      "     >>>>> Train Perceptual_Loss: 0.11215 --- Train kld_loss: 0.00409 --- Train Total Loss: 0.11624 \n",
      "     >>>>> Val Perceptual_Loss: 0.1091 --- Val kld_loss: 0.00404 --- Val Total Loss: 0.11315\n",
      "     >>>>> Train SI_SDR: -0.26055 --- Val SI_SDR: 0.21806 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.15it/s]\n",
      "Epoch: 63 \n",
      "     >>>>> Train Perceptual_Loss: 0.11151 --- Train kld_loss: 0.0041 --- Train Total Loss: 0.11562 \n",
      "     >>>>> Val Perceptual_Loss: 0.1073 --- Val kld_loss: 0.00423 --- Val Total Loss: 0.11153\n",
      "     >>>>> Train SI_SDR: -0.17527 --- Val SI_SDR: 0.15678 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.44it/s]\n",
      "Epoch: 64 \n",
      "     >>>>> Train Perceptual_Loss: 0.11119 --- Train kld_loss: 0.00414 --- Train Total Loss: 0.11532 \n",
      "     >>>>> Val Perceptual_Loss: 0.10712 --- Val kld_loss: 0.00419 --- Val Total Loss: 0.11131\n",
      "     >>>>> Train SI_SDR: -0.13086 --- Val SI_SDR: 0.15464 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.73it/s]\n",
      "Epoch: 65 \n",
      "     >>>>> Train Perceptual_Loss: 0.11077 --- Train kld_loss: 0.00416 --- Train Total Loss: 0.11492 \n",
      "     >>>>> Val Perceptual_Loss: 0.10695 --- Val kld_loss: 0.00426 --- Val Total Loss: 0.11121\n",
      "     >>>>> Train SI_SDR: -0.08035 --- Val SI_SDR: 0.16671 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.58it/s]\n",
      "Epoch: 66 \n",
      "     >>>>> Train Perceptual_Loss: 0.11041 --- Train kld_loss: 0.00417 --- Train Total Loss: 0.11457 \n",
      "     >>>>> Val Perceptual_Loss: 0.10814 --- Val kld_loss: 0.0042 --- Val Total Loss: 0.11234\n",
      "     >>>>> Train SI_SDR: 0.00523 --- Val SI_SDR: 0.40434 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.99it/s]\n",
      "Epoch: 67 \n",
      "     >>>>> Train Perceptual_Loss: 0.11024 --- Train kld_loss: 0.0042 --- Train Total Loss: 0.11444 \n",
      "     >>>>> Val Perceptual_Loss: 0.10549 --- Val kld_loss: 0.00421 --- Val Total Loss: 0.1097\n",
      "     >>>>> Train SI_SDR: 0.03341 --- Val SI_SDR: 0.29803 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.83it/s]\n",
      "Epoch: 68 \n",
      "     >>>>> Train Perceptual_Loss: 0.10965 --- Train kld_loss: 0.00422 --- Train Total Loss: 0.11388 \n",
      "     >>>>> Val Perceptual_Loss: 0.1018 --- Val kld_loss: 0.00444 --- Val Total Loss: 0.10623\n",
      "     >>>>> Train SI_SDR: 0.08085 --- Val SI_SDR: 0.61347 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.87it/s]\n",
      "Epoch: 69 \n",
      "     >>>>> Train Perceptual_Loss: 0.10944 --- Train kld_loss: 0.00423 --- Train Total Loss: 0.11367 \n",
      "     >>>>> Val Perceptual_Loss: 0.10603 --- Val kld_loss: 0.00433 --- Val Total Loss: 0.11036\n",
      "     >>>>> Train SI_SDR: 0.13322 --- Val SI_SDR: 0.5379 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.86it/s]\n",
      "Epoch: 70 \n",
      "     >>>>> Train Perceptual_Loss: 0.10901 --- Train kld_loss: 0.00425 --- Train Total Loss: 0.11326 \n",
      "     >>>>> Val Perceptual_Loss: 0.10789 --- Val kld_loss: 0.00403 --- Val Total Loss: 0.11193\n",
      "     >>>>> Train SI_SDR: 0.17869 --- Val SI_SDR: 0.60675 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.72it/s]\n",
      "Epoch: 71 \n",
      "     >>>>> Train Perceptual_Loss: 0.10842 --- Train kld_loss: 0.00427 --- Train Total Loss: 0.11268 \n",
      "     >>>>> Val Perceptual_Loss: 0.10335 --- Val kld_loss: 0.00433 --- Val Total Loss: 0.10768\n",
      "     >>>>> Train SI_SDR: 0.24292 --- Val SI_SDR: 0.68985 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.72it/s]\n",
      "Epoch: 72 \n",
      "     >>>>> Train Perceptual_Loss: 0.10829 --- Train kld_loss: 0.00429 --- Train Total Loss: 0.11258 \n",
      "     >>>>> Val Perceptual_Loss: 0.10613 --- Val kld_loss: 0.0043 --- Val Total Loss: 0.11043\n",
      "     >>>>> Train SI_SDR: 0.25698 --- Val SI_SDR: 0.55707 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.25it/s]\n",
      "Epoch: 73 \n",
      "     >>>>> Train Perceptual_Loss: 0.10787 --- Train kld_loss: 0.00429 --- Train Total Loss: 0.11216 \n",
      "     >>>>> Val Perceptual_Loss: 0.10507 --- Val kld_loss: 0.0044 --- Val Total Loss: 0.10947\n",
      "     >>>>> Train SI_SDR: 0.3458 --- Val SI_SDR: 0.63077 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.48it/s]\n",
      "Epoch: 74 \n",
      "     >>>>> Train Perceptual_Loss: 0.10765 --- Train kld_loss: 0.00432 --- Train Total Loss: 0.11197 \n",
      "     >>>>> Val Perceptual_Loss: 0.10337 --- Val kld_loss: 0.00441 --- Val Total Loss: 0.10778\n",
      "     >>>>> Train SI_SDR: 0.39347 --- Val SI_SDR: 0.64172 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.83it/s]\n",
      "Epoch: 75 \n",
      "     >>>>> Train Perceptual_Loss: 0.10739 --- Train kld_loss: 0.00433 --- Train Total Loss: 0.11172 \n",
      "     >>>>> Val Perceptual_Loss: 0.10454 --- Val kld_loss: 0.00456 --- Val Total Loss: 0.1091\n",
      "     >>>>> Train SI_SDR: 0.40131 --- Val SI_SDR: 0.67435 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.81it/s]\n",
      "Epoch: 76 \n",
      "     >>>>> Train Perceptual_Loss: 0.10707 --- Train kld_loss: 0.00434 --- Train Total Loss: 0.11141 \n",
      "     >>>>> Val Perceptual_Loss: 0.10797 --- Val kld_loss: 0.00415 --- Val Total Loss: 0.11212\n",
      "     >>>>> Train SI_SDR: 0.44883 --- Val SI_SDR: 0.58382 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.59it/s]\n",
      "Epoch: 77 \n",
      "     >>>>> Train Perceptual_Loss: 0.10669 --- Train kld_loss: 0.00435 --- Train Total Loss: 0.11105 \n",
      "     >>>>> Val Perceptual_Loss: 0.10338 --- Val kld_loss: 0.00432 --- Val Total Loss: 0.1077\n",
      "     >>>>> Train SI_SDR: 0.48794 --- Val SI_SDR: 0.93298 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.49it/s]\n",
      "Epoch: 78 \n",
      "     >>>>> Train Perceptual_Loss: 0.10625 --- Train kld_loss: 0.00437 --- Train Total Loss: 0.11062 \n",
      "     >>>>> Val Perceptual_Loss: 0.1013 --- Val kld_loss: 0.00449 --- Val Total Loss: 0.10579\n",
      "     >>>>> Train SI_SDR: 0.54474 --- Val SI_SDR: 0.8724 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.08it/s]\n",
      "Epoch: 79 \n",
      "     >>>>> Train Perceptual_Loss: 0.10595 --- Train kld_loss: 0.00439 --- Train Total Loss: 0.11035 \n",
      "     >>>>> Val Perceptual_Loss: 0.09954 --- Val kld_loss: 0.00457 --- Val Total Loss: 0.10411\n",
      "     >>>>> Train SI_SDR: 0.55989 --- Val SI_SDR: 0.83823 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.55it/s]\n",
      "Epoch: 80 \n",
      "     >>>>> Train Perceptual_Loss: 0.10554 --- Train kld_loss: 0.00441 --- Train Total Loss: 0.10994 \n",
      "     >>>>> Val Perceptual_Loss: 0.1017 --- Val kld_loss: 0.0045 --- Val Total Loss: 0.1062\n",
      "     >>>>> Train SI_SDR: 0.63733 --- Val SI_SDR: 0.8785 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.67it/s]\n",
      "Epoch: 81 \n",
      "     >>>>> Train Perceptual_Loss: 0.10554 --- Train kld_loss: 0.00443 --- Train Total Loss: 0.10997 \n",
      "     >>>>> Val Perceptual_Loss: 0.10078 --- Val kld_loss: 0.00442 --- Val Total Loss: 0.1052\n",
      "     >>>>> Train SI_SDR: 0.66444 --- Val SI_SDR: 1.14854 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.45it/s]\n",
      "Epoch: 82 \n",
      "     >>>>> Train Perceptual_Loss: 0.10499 --- Train kld_loss: 0.00444 --- Train Total Loss: 0.10943 \n",
      "     >>>>> Val Perceptual_Loss: 0.10345 --- Val kld_loss: 0.0044 --- Val Total Loss: 0.10784\n",
      "     >>>>> Train SI_SDR: 0.71786 --- Val SI_SDR: 1.01256 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.48it/s]\n",
      "Epoch: 83 \n",
      "     >>>>> Train Perceptual_Loss: 0.10491 --- Train kld_loss: 0.00446 --- Train Total Loss: 0.10937 \n",
      "     >>>>> Val Perceptual_Loss: 0.10187 --- Val kld_loss: 0.00447 --- Val Total Loss: 0.10634\n",
      "     >>>>> Train SI_SDR: 0.73213 --- Val SI_SDR: 1.10251 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.48it/s]\n",
      "Epoch: 84 \n",
      "     >>>>> Train Perceptual_Loss: 0.10438 --- Train kld_loss: 0.00447 --- Train Total Loss: 0.10885 \n",
      "     >>>>> Val Perceptual_Loss: 0.09944 --- Val kld_loss: 0.00472 --- Val Total Loss: 0.10416\n",
      "     >>>>> Train SI_SDR: 0.7856 --- Val SI_SDR: 1.12666 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.62it/s]\n",
      "Epoch: 85 \n",
      "     >>>>> Train Perceptual_Loss: 0.1042 --- Train kld_loss: 0.00449 --- Train Total Loss: 0.10869 \n",
      "     >>>>> Val Perceptual_Loss: 0.10191 --- Val kld_loss: 0.00435 --- Val Total Loss: 0.10626\n",
      "     >>>>> Train SI_SDR: 0.81022 --- Val SI_SDR: 0.73768 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.72it/s]\n",
      "Epoch: 86 \n",
      "     >>>>> Train Perceptual_Loss: 0.10385 --- Train kld_loss: 0.00451 --- Train Total Loss: 0.10836 \n",
      "     >>>>> Val Perceptual_Loss: 0.101 --- Val kld_loss: 0.00451 --- Val Total Loss: 0.10551\n",
      "     >>>>> Train SI_SDR: 0.84841 --- Val SI_SDR: 1.15411 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.42it/s]\n",
      "Epoch: 87 \n",
      "     >>>>> Train Perceptual_Loss: 0.10338 --- Train kld_loss: 0.00452 --- Train Total Loss: 0.1079 \n",
      "     >>>>> Val Perceptual_Loss: 0.10091 --- Val kld_loss: 0.00466 --- Val Total Loss: 0.10557\n",
      "     >>>>> Train SI_SDR: 0.91172 --- Val SI_SDR: 1.07365 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.44it/s]\n",
      "Epoch: 88 \n",
      "     >>>>> Train Perceptual_Loss: 0.10331 --- Train kld_loss: 0.00454 --- Train Total Loss: 0.10786 \n",
      "     >>>>> Val Perceptual_Loss: 0.10045 --- Val kld_loss: 0.00455 --- Val Total Loss: 0.105\n",
      "     >>>>> Train SI_SDR: 0.90947 --- Val SI_SDR: 1.10239 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.74it/s]\n",
      "Epoch: 89 \n",
      "     >>>>> Train Perceptual_Loss: 0.1031 --- Train kld_loss: 0.00455 --- Train Total Loss: 0.10765 \n",
      "     >>>>> Val Perceptual_Loss: 0.10118 --- Val kld_loss: 0.00447 --- Val Total Loss: 0.10565\n",
      "     >>>>> Train SI_SDR: 0.96649 --- Val SI_SDR: 1.25396 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.44it/s]\n",
      "Epoch: 90 \n",
      "     >>>>> Train Perceptual_Loss: 0.10279 --- Train kld_loss: 0.00458 --- Train Total Loss: 0.10737 \n",
      "     >>>>> Val Perceptual_Loss: 0.09866 --- Val kld_loss: 0.00457 --- Val Total Loss: 0.10323\n",
      "     >>>>> Train SI_SDR: 0.99539 --- Val SI_SDR: 1.40213 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.41it/s]\n",
      "Epoch: 91 \n",
      "     >>>>> Train Perceptual_Loss: 0.10253 --- Train kld_loss: 0.00459 --- Train Total Loss: 0.10713 \n",
      "     >>>>> Val Perceptual_Loss: 0.09769 --- Val kld_loss: 0.00463 --- Val Total Loss: 0.10232\n",
      "     >>>>> Train SI_SDR: 1.05128 --- Val SI_SDR: 1.4091 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.74it/s]\n",
      "Epoch: 92 \n",
      "     >>>>> Train Perceptual_Loss: 0.1021 --- Train kld_loss: 0.00459 --- Train Total Loss: 0.1067 \n",
      "     >>>>> Val Perceptual_Loss: 0.09853 --- Val kld_loss: 0.00481 --- Val Total Loss: 0.10334\n",
      "     >>>>> Train SI_SDR: 1.08675 --- Val SI_SDR: 1.42641 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.69it/s]\n",
      "Epoch: 93 \n",
      "     >>>>> Train Perceptual_Loss: 0.10192 --- Train kld_loss: 0.00462 --- Train Total Loss: 0.10655 \n",
      "     >>>>> Val Perceptual_Loss: 0.09933 --- Val kld_loss: 0.00462 --- Val Total Loss: 0.10394\n",
      "     >>>>> Train SI_SDR: 1.1109 --- Val SI_SDR: 1.14044 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.50it/s]\n",
      "Epoch: 94 \n",
      "     >>>>> Train Perceptual_Loss: 0.10175 --- Train kld_loss: 0.00463 --- Train Total Loss: 0.10638 \n",
      "     >>>>> Val Perceptual_Loss: 0.0977 --- Val kld_loss: 0.00474 --- Val Total Loss: 0.10245\n",
      "     >>>>> Train SI_SDR: 1.1424 --- Val SI_SDR: 1.51052 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.64it/s]\n",
      "Epoch: 95 \n",
      "     >>>>> Train Perceptual_Loss: 0.10146 --- Train kld_loss: 0.00464 --- Train Total Loss: 0.1061 \n",
      "     >>>>> Val Perceptual_Loss: 0.09797 --- Val kld_loss: 0.00473 --- Val Total Loss: 0.1027\n",
      "     >>>>> Train SI_SDR: 1.16429 --- Val SI_SDR: 1.57605 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.39it/s]\n",
      "Epoch: 96 \n",
      "     >>>>> Train Perceptual_Loss: 0.10111 --- Train kld_loss: 0.00465 --- Train Total Loss: 0.10576 \n",
      "     >>>>> Val Perceptual_Loss: 0.09985 --- Val kld_loss: 0.00462 --- Val Total Loss: 0.10446\n",
      "     >>>>> Train SI_SDR: 1.2063 --- Val SI_SDR: 1.28378 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.25it/s]\n",
      "Epoch: 97 \n",
      "     >>>>> Train Perceptual_Loss: 0.10088 --- Train kld_loss: 0.00467 --- Train Total Loss: 0.10555 \n",
      "     >>>>> Val Perceptual_Loss: 0.09996 --- Val kld_loss: 0.00446 --- Val Total Loss: 0.10442\n",
      "     >>>>> Train SI_SDR: 1.21854 --- Val SI_SDR: 1.29567 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.18it/s]\n",
      "Epoch: 98 \n",
      "     >>>>> Train Perceptual_Loss: 0.10063 --- Train kld_loss: 0.0047 --- Train Total Loss: 0.10532 \n",
      "     >>>>> Val Perceptual_Loss: 0.09621 --- Val kld_loss: 0.00487 --- Val Total Loss: 0.10108\n",
      "     >>>>> Train SI_SDR: 1.26349 --- Val SI_SDR: 1.61207 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.12it/s]\n",
      "Epoch: 99 \n",
      "     >>>>> Train Perceptual_Loss: 0.10063 --- Train kld_loss: 0.00469 --- Train Total Loss: 0.10532 \n",
      "     >>>>> Val Perceptual_Loss: 0.09634 --- Val kld_loss: 0.0047 --- Val Total Loss: 0.10104\n",
      "     >>>>> Train SI_SDR: 1.27851 --- Val SI_SDR: 1.41234 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.17it/s]\n",
      "Epoch: 100 \n",
      "     >>>>> Train Perceptual_Loss: 0.1004 --- Train kld_loss: 0.00471 --- Train Total Loss: 0.10511 \n",
      "     >>>>> Val Perceptual_Loss: 0.10011 --- Val kld_loss: 0.00464 --- Val Total Loss: 0.10474\n",
      "     >>>>> Train SI_SDR: 1.27932 --- Val SI_SDR: 1.39147 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.31it/s]\n",
      "Epoch: 101 \n",
      "     >>>>> Train Perceptual_Loss: 0.09967 --- Train kld_loss: 0.00471 --- Train Total Loss: 0.10438 \n",
      "     >>>>> Val Perceptual_Loss: 0.09636 --- Val kld_loss: 0.00468 --- Val Total Loss: 0.10104\n",
      "     >>>>> Train SI_SDR: 1.41343 --- Val SI_SDR: 1.61952 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.97it/s]\n",
      "Epoch: 102 \n",
      "     >>>>> Train Perceptual_Loss: 0.09931 --- Train kld_loss: 0.00472 --- Train Total Loss: 0.10402 \n",
      "     >>>>> Val Perceptual_Loss: 0.09521 --- Val kld_loss: 0.00483 --- Val Total Loss: 0.10004\n",
      "     >>>>> Train SI_SDR: 1.43995 --- Val SI_SDR: 1.70186 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 103 \n",
      "     >>>>> Train Perceptual_Loss: 0.09918 --- Train kld_loss: 0.00474 --- Train Total Loss: 0.10391 \n",
      "     >>>>> Val Perceptual_Loss: 0.09726 --- Val kld_loss: 0.00467 --- Val Total Loss: 0.10193\n",
      "     >>>>> Train SI_SDR: 1.46815 --- Val SI_SDR: 1.60683 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.28it/s]\n",
      "Epoch: 104 \n",
      "     >>>>> Train Perceptual_Loss: 0.09905 --- Train kld_loss: 0.00474 --- Train Total Loss: 0.10378 \n",
      "     >>>>> Val Perceptual_Loss: 0.09569 --- Val kld_loss: 0.00476 --- Val Total Loss: 0.10046\n",
      "     >>>>> Train SI_SDR: 1.4696 --- Val SI_SDR: 1.62366 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.42it/s]\n",
      "Epoch: 105 \n",
      "     >>>>> Train Perceptual_Loss: 0.09894 --- Train kld_loss: 0.00475 --- Train Total Loss: 0.10369 \n",
      "     >>>>> Val Perceptual_Loss: 0.09275 --- Val kld_loss: 0.0049 --- Val Total Loss: 0.09765\n",
      "     >>>>> Train SI_SDR: 1.48518 --- Val SI_SDR: 1.87147 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.81it/s]\n",
      "Epoch: 106 \n",
      "     >>>>> Train Perceptual_Loss: 0.09886 --- Train kld_loss: 0.00474 --- Train Total Loss: 0.1036 \n",
      "     >>>>> Val Perceptual_Loss: 0.1024 --- Val kld_loss: 0.00443 --- Val Total Loss: 0.10683\n",
      "     >>>>> Train SI_SDR: 1.49234 --- Val SI_SDR: 1.45515 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.32it/s]\n",
      "Epoch: 107 \n",
      "     >>>>> Train Perceptual_Loss: 0.09855 --- Train kld_loss: 0.00475 --- Train Total Loss: 0.1033 \n",
      "     >>>>> Val Perceptual_Loss: 0.0969 --- Val kld_loss: 0.00482 --- Val Total Loss: 0.10172\n",
      "     >>>>> Train SI_SDR: 1.51997 --- Val SI_SDR: 1.68062 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.69it/s]\n",
      "Epoch: 108 \n",
      "     >>>>> Train Perceptual_Loss: 0.09843 --- Train kld_loss: 0.00476 --- Train Total Loss: 0.10318 \n",
      "     >>>>> Val Perceptual_Loss: 0.09349 --- Val kld_loss: 0.0049 --- Val Total Loss: 0.09839\n",
      "     >>>>> Train SI_SDR: 1.52555 --- Val SI_SDR: 1.70031 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.28it/s]\n",
      "Epoch: 109 \n",
      "     >>>>> Train Perceptual_Loss: 0.09826 --- Train kld_loss: 0.00477 --- Train Total Loss: 0.10303 \n",
      "     >>>>> Val Perceptual_Loss: 0.09615 --- Val kld_loss: 0.00469 --- Val Total Loss: 0.10083\n",
      "     >>>>> Train SI_SDR: 1.5576 --- Val SI_SDR: 1.69699 \n",
      "     >>>>> 20s: 52.9it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.46it/s]\n",
      "Epoch: 110 \n",
      "     >>>>> Train Perceptual_Loss: 0.09837 --- Train kld_loss: 0.00477 --- Train Total Loss: 0.10314 \n",
      "     >>>>> Val Perceptual_Loss: 0.09567 --- Val kld_loss: 0.00486 --- Val Total Loss: 0.10053\n",
      "     >>>>> Train SI_SDR: 1.56692 --- Val SI_SDR: 1.69567 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.95it/s]\n",
      "Epoch: 111 \n",
      "     >>>>> Train Perceptual_Loss: 0.09792 --- Train kld_loss: 0.00477 --- Train Total Loss: 0.10268 \n",
      "     >>>>> Val Perceptual_Loss: 0.09516 --- Val kld_loss: 0.00487 --- Val Total Loss: 0.10003\n",
      "     >>>>> Train SI_SDR: 1.59385 --- Val SI_SDR: 1.80591 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.02it/s]\n",
      "Epoch: 112 \n",
      "     >>>>> Train Perceptual_Loss: 0.0981 --- Train kld_loss: 0.00478 --- Train Total Loss: 0.10288 \n",
      "     >>>>> Val Perceptual_Loss: 0.09398 --- Val kld_loss: 0.00493 --- Val Total Loss: 0.09891\n",
      "     >>>>> Train SI_SDR: 1.59634 --- Val SI_SDR: 1.89865 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.21it/s]\n",
      "Epoch: 113 \n",
      "     >>>>> Train Perceptual_Loss: 0.09799 --- Train kld_loss: 0.0048 --- Train Total Loss: 0.10279 \n",
      "     >>>>> Val Perceptual_Loss: 0.09718 --- Val kld_loss: 0.00463 --- Val Total Loss: 0.10181\n",
      "     >>>>> Train SI_SDR: 1.61361 --- Val SI_SDR: 1.85993 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.94it/s]\n",
      "Epoch: 114 \n",
      "     >>>>> Train Perceptual_Loss: 0.09778 --- Train kld_loss: 0.0048 --- Train Total Loss: 0.10259 \n",
      "     >>>>> Val Perceptual_Loss: 0.09487 --- Val kld_loss: 0.00473 --- Val Total Loss: 0.0996\n",
      "     >>>>> Train SI_SDR: 1.62182 --- Val SI_SDR: 1.82443 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.17it/s]\n",
      "Epoch: 115 \n",
      "     >>>>> Train Perceptual_Loss: 0.09776 --- Train kld_loss: 0.0048 --- Train Total Loss: 0.10256 \n",
      "     >>>>> Val Perceptual_Loss: 0.09374 --- Val kld_loss: 0.00489 --- Val Total Loss: 0.09862\n",
      "     >>>>> Train SI_SDR: 1.63927 --- Val SI_SDR: 1.74306 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.73it/s]\n",
      "Epoch: 116 \n",
      "     >>>>> Train Perceptual_Loss: 0.09765 --- Train kld_loss: 0.0048 --- Train Total Loss: 0.10245 \n",
      "     >>>>> Val Perceptual_Loss: 0.09792 --- Val kld_loss: 0.00466 --- Val Total Loss: 0.10258\n",
      "     >>>>> Train SI_SDR: 1.6579 --- Val SI_SDR: 1.77086 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.66it/s]\n",
      "Epoch: 117 \n",
      "     >>>>> Train Perceptual_Loss: 0.09741 --- Train kld_loss: 0.00481 --- Train Total Loss: 0.10221 \n",
      "     >>>>> Val Perceptual_Loss: 0.09469 --- Val kld_loss: 0.00484 --- Val Total Loss: 0.09953\n",
      "     >>>>> Train SI_SDR: 1.65774 --- Val SI_SDR: 1.82844 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.44it/s]\n",
      "Epoch: 118 \n",
      "     >>>>> Train Perceptual_Loss: 0.09731 --- Train kld_loss: 0.00481 --- Train Total Loss: 0.10213 \n",
      "     >>>>> Val Perceptual_Loss: 0.09857 --- Val kld_loss: 0.00476 --- Val Total Loss: 0.10333\n",
      "     >>>>> Train SI_SDR: 1.68382 --- Val SI_SDR: 1.78898 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.29it/s]\n",
      "Epoch: 119 \n",
      "     >>>>> Train Perceptual_Loss: 0.0974 --- Train kld_loss: 0.00483 --- Train Total Loss: 0.10224 \n",
      "     >>>>> Val Perceptual_Loss: 0.09816 --- Val kld_loss: 0.00472 --- Val Total Loss: 0.10288\n",
      "     >>>>> Train SI_SDR: 1.68195 --- Val SI_SDR: 1.77661 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.92it/s]\n",
      "Epoch: 120 \n",
      "     >>>>> Train Perceptual_Loss: 0.09721 --- Train kld_loss: 0.00483 --- Train Total Loss: 0.10204 \n",
      "     >>>>> Val Perceptual_Loss: 0.09559 --- Val kld_loss: 0.00486 --- Val Total Loss: 0.10045\n",
      "     >>>>> Train SI_SDR: 1.67936 --- Val SI_SDR: 1.8135 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.62it/s]\n",
      "Epoch: 121 \n",
      "     >>>>> Train Perceptual_Loss: 0.0968 --- Train kld_loss: 0.00483 --- Train Total Loss: 0.10164 \n",
      "     >>>>> Val Perceptual_Loss: 0.096 --- Val kld_loss: 0.00476 --- Val Total Loss: 0.10076\n",
      "     >>>>> Train SI_SDR: 1.72179 --- Val SI_SDR: 1.75774 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.33it/s]\n",
      "Epoch: 122 \n",
      "     >>>>> Train Perceptual_Loss: 0.09683 --- Train kld_loss: 0.00485 --- Train Total Loss: 0.10167 \n",
      "     >>>>> Val Perceptual_Loss: 0.09366 --- Val kld_loss: 0.00493 --- Val Total Loss: 0.09859\n",
      "     >>>>> Train SI_SDR: 1.74757 --- Val SI_SDR: 1.76988 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.79it/s]\n",
      "Epoch: 123 \n",
      "     >>>>> Train Perceptual_Loss: 0.09672 --- Train kld_loss: 0.00485 --- Train Total Loss: 0.10157 \n",
      "     >>>>> Val Perceptual_Loss: 0.09605 --- Val kld_loss: 0.00477 --- Val Total Loss: 0.10082\n",
      "     >>>>> Train SI_SDR: 1.73582 --- Val SI_SDR: 1.87602 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.74it/s]\n",
      "Epoch: 124 \n",
      "     >>>>> Train Perceptual_Loss: 0.09659 --- Train kld_loss: 0.00485 --- Train Total Loss: 0.10145 \n",
      "     >>>>> Val Perceptual_Loss: 0.09428 --- Val kld_loss: 0.00478 --- Val Total Loss: 0.09906\n",
      "     >>>>> Train SI_SDR: 1.76735 --- Val SI_SDR: 1.79935 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.92it/s]\n",
      "Epoch: 125 \n",
      "     >>>>> Train Perceptual_Loss: 0.09671 --- Train kld_loss: 0.00485 --- Train Total Loss: 0.10156 \n",
      "     >>>>> Val Perceptual_Loss: 0.09824 --- Val kld_loss: 0.0048 --- Val Total Loss: 0.10303\n",
      "     >>>>> Train SI_SDR: 1.75483 --- Val SI_SDR: 1.81343 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.40it/s]\n",
      "Epoch: 126 \n",
      "     >>>>> Train Perceptual_Loss: 0.09656 --- Train kld_loss: 0.00486 --- Train Total Loss: 0.10142 \n",
      "     >>>>> Val Perceptual_Loss: 0.09533 --- Val kld_loss: 0.00471 --- Val Total Loss: 0.10004\n",
      "     >>>>> Train SI_SDR: 1.75999 --- Val SI_SDR: 1.73327 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.38it/s]\n",
      "Epoch: 127 \n",
      "     >>>>> Train Perceptual_Loss: 0.09647 --- Train kld_loss: 0.00487 --- Train Total Loss: 0.10133 \n",
      "     >>>>> Val Perceptual_Loss: 0.09495 --- Val kld_loss: 0.00489 --- Val Total Loss: 0.09983\n",
      "     >>>>> Train SI_SDR: 1.79692 --- Val SI_SDR: 1.88549 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.89it/s]\n",
      "Epoch: 128 \n",
      "     >>>>> Train Perceptual_Loss: 0.09642 --- Train kld_loss: 0.00486 --- Train Total Loss: 0.10129 \n",
      "     >>>>> Val Perceptual_Loss: 0.09208 --- Val kld_loss: 0.00509 --- Val Total Loss: 0.09716\n",
      "     >>>>> Train SI_SDR: 1.80906 --- Val SI_SDR: 2.02374 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 129 \n",
      "     >>>>> Train Perceptual_Loss: 0.09614 --- Train kld_loss: 0.00488 --- Train Total Loss: 0.10102 \n",
      "     >>>>> Val Perceptual_Loss: 0.09625 --- Val kld_loss: 0.00476 --- Val Total Loss: 0.101\n",
      "     >>>>> Train SI_SDR: 1.80072 --- Val SI_SDR: 1.8875 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.61it/s]\n",
      "Epoch: 130 \n",
      "     >>>>> Train Perceptual_Loss: 0.09602 --- Train kld_loss: 0.00488 --- Train Total Loss: 0.1009 \n",
      "     >>>>> Val Perceptual_Loss: 0.09319 --- Val kld_loss: 0.00495 --- Val Total Loss: 0.09814\n",
      "     >>>>> Train SI_SDR: 1.82479 --- Val SI_SDR: 1.96122 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.11it/s]\n",
      "Epoch: 131 \n",
      "     >>>>> Train Perceptual_Loss: 0.09612 --- Train kld_loss: 0.00489 --- Train Total Loss: 0.10101 \n",
      "     >>>>> Val Perceptual_Loss: 0.09232 --- Val kld_loss: 0.00497 --- Val Total Loss: 0.09728\n",
      "     >>>>> Train SI_SDR: 1.82322 --- Val SI_SDR: 1.97401 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.09it/s]\n",
      "Epoch: 132 \n",
      "     >>>>> Train Perceptual_Loss: 0.0959 --- Train kld_loss: 0.00489 --- Train Total Loss: 0.10079 \n",
      "     >>>>> Val Perceptual_Loss: 0.09515 --- Val kld_loss: 0.00483 --- Val Total Loss: 0.09997\n",
      "     >>>>> Train SI_SDR: 1.83109 --- Val SI_SDR: 1.99656 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.85it/s]\n",
      "Epoch: 133 \n",
      "     >>>>> Train Perceptual_Loss: 0.09596 --- Train kld_loss: 0.00488 --- Train Total Loss: 0.10085 \n",
      "     >>>>> Val Perceptual_Loss: 0.09644 --- Val kld_loss: 0.00481 --- Val Total Loss: 0.10125\n",
      "     >>>>> Train SI_SDR: 1.82545 --- Val SI_SDR: 1.80923 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.18it/s]\n",
      "Epoch: 134 \n",
      "     >>>>> Train Perceptual_Loss: 0.09557 --- Train kld_loss: 0.0049 --- Train Total Loss: 0.10047 \n",
      "     >>>>> Val Perceptual_Loss: 0.09252 --- Val kld_loss: 0.00487 --- Val Total Loss: 0.09739\n",
      "     >>>>> Train SI_SDR: 1.86482 --- Val SI_SDR: 1.96019 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.00it/s]\n",
      "Epoch: 135 \n",
      "     >>>>> Train Perceptual_Loss: 0.09563 --- Train kld_loss: 0.0049 --- Train Total Loss: 0.10053 \n",
      "     >>>>> Val Perceptual_Loss: 0.09634 --- Val kld_loss: 0.00465 --- Val Total Loss: 0.10099\n",
      "     >>>>> Train SI_SDR: 1.89254 --- Val SI_SDR: 1.85653 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.71it/s]\n",
      "Epoch: 136 \n",
      "     >>>>> Train Perceptual_Loss: 0.09555 --- Train kld_loss: 0.0049 --- Train Total Loss: 0.10045 \n",
      "     >>>>> Val Perceptual_Loss: 0.09515 --- Val kld_loss: 0.00476 --- Val Total Loss: 0.09991\n",
      "     >>>>> Train SI_SDR: 1.90603 --- Val SI_SDR: 1.84894 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 137 \n",
      "     >>>>> Train Perceptual_Loss: 0.09543 --- Train kld_loss: 0.00491 --- Train Total Loss: 0.10034 \n",
      "     >>>>> Val Perceptual_Loss: 0.09189 --- Val kld_loss: 0.00499 --- Val Total Loss: 0.09689\n",
      "     >>>>> Train SI_SDR: 1.89496 --- Val SI_SDR: 2.00147 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.85it/s]\n",
      "Epoch: 138 \n",
      "     >>>>> Train Perceptual_Loss: 0.09526 --- Train kld_loss: 0.00492 --- Train Total Loss: 0.10017 \n",
      "     >>>>> Val Perceptual_Loss: 0.09647 --- Val kld_loss: 0.00483 --- Val Total Loss: 0.10131\n",
      "     >>>>> Train SI_SDR: 1.90823 --- Val SI_SDR: 1.90532 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.15it/s]\n",
      "Epoch: 139 \n",
      "     >>>>> Train Perceptual_Loss: 0.0953 --- Train kld_loss: 0.00492 --- Train Total Loss: 0.10022 \n",
      "     >>>>> Val Perceptual_Loss: 0.09649 --- Val kld_loss: 0.00486 --- Val Total Loss: 0.10136\n",
      "     >>>>> Train SI_SDR: 1.91213 --- Val SI_SDR: 1.99677 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.43it/s]\n",
      "Epoch: 140 \n",
      "     >>>>> Train Perceptual_Loss: 0.09494 --- Train kld_loss: 0.00493 --- Train Total Loss: 0.09988 \n",
      "     >>>>> Val Perceptual_Loss: 0.09601 --- Val kld_loss: 0.00482 --- Val Total Loss: 0.10083\n",
      "     >>>>> Train SI_SDR: 1.9512 --- Val SI_SDR: 1.9518 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.97it/s]\n",
      "Epoch: 141 \n",
      "     >>>>> Train Perceptual_Loss: 0.09493 --- Train kld_loss: 0.00494 --- Train Total Loss: 0.09987 \n",
      "     >>>>> Val Perceptual_Loss: 0.09134 --- Val kld_loss: 0.00497 --- Val Total Loss: 0.09631\n",
      "     >>>>> Train SI_SDR: 1.94978 --- Val SI_SDR: 2.06484 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.44it/s]\n",
      "Epoch: 142 \n",
      "     >>>>> Train Perceptual_Loss: 0.0951 --- Train kld_loss: 0.00492 --- Train Total Loss: 0.10002 \n",
      "     >>>>> Val Perceptual_Loss: 0.09114 --- Val kld_loss: 0.00503 --- Val Total Loss: 0.09617\n",
      "     >>>>> Train SI_SDR: 1.94194 --- Val SI_SDR: 2.02296 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.99it/s]\n",
      "Epoch: 143 \n",
      "     >>>>> Train Perceptual_Loss: 0.09491 --- Train kld_loss: 0.00494 --- Train Total Loss: 0.09985 \n",
      "     >>>>> Val Perceptual_Loss: 0.09301 --- Val kld_loss: 0.00496 --- Val Total Loss: 0.09797\n",
      "     >>>>> Train SI_SDR: 1.95492 --- Val SI_SDR: 2.00885 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.57it/s]\n",
      "Epoch: 144 \n",
      "     >>>>> Train Perceptual_Loss: 0.09467 --- Train kld_loss: 0.00494 --- Train Total Loss: 0.09962 \n",
      "     >>>>> Val Perceptual_Loss: 0.09311 --- Val kld_loss: 0.00492 --- Val Total Loss: 0.09803\n",
      "     >>>>> Train SI_SDR: 1.97316 --- Val SI_SDR: 1.97518 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.02it/s]\n",
      "Epoch: 145 \n",
      "     >>>>> Train Perceptual_Loss: 0.09458 --- Train kld_loss: 0.00495 --- Train Total Loss: 0.09953 \n",
      "     >>>>> Val Perceptual_Loss: 0.09309 --- Val kld_loss: 0.00487 --- Val Total Loss: 0.09796\n",
      "     >>>>> Train SI_SDR: 1.99646 --- Val SI_SDR: 1.95994 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.15it/s]\n",
      "Epoch: 146 \n",
      "     >>>>> Train Perceptual_Loss: 0.0945 --- Train kld_loss: 0.00494 --- Train Total Loss: 0.09944 \n",
      "     >>>>> Val Perceptual_Loss: 0.09377 --- Val kld_loss: 0.00483 --- Val Total Loss: 0.0986\n",
      "     >>>>> Train SI_SDR: 1.99226 --- Val SI_SDR: 1.90175 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.64it/s]\n",
      "Epoch: 147 \n",
      "     >>>>> Train Perceptual_Loss: 0.09443 --- Train kld_loss: 0.00496 --- Train Total Loss: 0.09939 \n",
      "     >>>>> Val Perceptual_Loss: 0.0963 --- Val kld_loss: 0.00478 --- Val Total Loss: 0.10108\n",
      "     >>>>> Train SI_SDR: 2.01582 --- Val SI_SDR: 1.74929 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.48it/s]\n",
      "Epoch: 148 \n",
      "     >>>>> Train Perceptual_Loss: 0.09441 --- Train kld_loss: 0.00497 --- Train Total Loss: 0.09938 \n",
      "     >>>>> Val Perceptual_Loss: 0.09296 --- Val kld_loss: 0.00506 --- Val Total Loss: 0.09802\n",
      "     >>>>> Train SI_SDR: 1.99975 --- Val SI_SDR: 2.11763 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.83it/s]\n",
      "Epoch: 149 \n",
      "     >>>>> Train Perceptual_Loss: 0.09405 --- Train kld_loss: 0.00497 --- Train Total Loss: 0.09902 \n",
      "     >>>>> Val Perceptual_Loss: 0.09166 --- Val kld_loss: 0.00502 --- Val Total Loss: 0.09667\n",
      "     >>>>> Train SI_SDR: 2.05775 --- Val SI_SDR: 2.05665 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.81it/s]\n",
      "Epoch: 150 \n",
      "     >>>>> Train Perceptual_Loss: 0.09407 --- Train kld_loss: 0.00496 --- Train Total Loss: 0.09903 \n",
      "     >>>>> Val Perceptual_Loss: 0.09263 --- Val kld_loss: 0.00496 --- Val Total Loss: 0.09759\n",
      "     >>>>> Train SI_SDR: 2.04718 --- Val SI_SDR: 1.89625 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.74it/s]\n",
      "Epoch: 151 \n",
      "     >>>>> Train Perceptual_Loss: 0.09393 --- Train kld_loss: 0.00498 --- Train Total Loss: 0.0989 \n",
      "     >>>>> Val Perceptual_Loss: 0.09469 --- Val kld_loss: 0.00482 --- Val Total Loss: 0.09951\n",
      "     >>>>> Train SI_SDR: 2.04387 --- Val SI_SDR: 1.87429 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.83it/s]\n",
      "Epoch: 152 \n",
      "     >>>>> Train Perceptual_Loss: 0.09415 --- Train kld_loss: 0.00498 --- Train Total Loss: 0.09913 \n",
      "     >>>>> Val Perceptual_Loss: 0.09165 --- Val kld_loss: 0.00495 --- Val Total Loss: 0.09661\n",
      "     >>>>> Train SI_SDR: 2.05543 --- Val SI_SDR: 2.11189 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.03it/s]\n",
      "Epoch: 153 \n",
      "     >>>>> Train Perceptual_Loss: 0.09403 --- Train kld_loss: 0.00498 --- Train Total Loss: 0.09901 \n",
      "     >>>>> Val Perceptual_Loss: 0.09015 --- Val kld_loss: 0.00509 --- Val Total Loss: 0.09524\n",
      "     >>>>> Train SI_SDR: 2.05533 --- Val SI_SDR: 2.17425 \n",
      "     >>>>> 21s: 50.38it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.42it/s]\n",
      "Epoch: 154 \n",
      "     >>>>> Train Perceptual_Loss: 0.09385 --- Train kld_loss: 0.00499 --- Train Total Loss: 0.09884 \n",
      "     >>>>> Val Perceptual_Loss: 0.09225 --- Val kld_loss: 0.005 --- Val Total Loss: 0.09725\n",
      "     >>>>> Train SI_SDR: 2.07624 --- Val SI_SDR: 2.17649 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.91it/s]\n",
      "Epoch: 155 \n",
      "     >>>>> Train Perceptual_Loss: 0.09374 --- Train kld_loss: 0.005 --- Train Total Loss: 0.09874 \n",
      "     >>>>> Val Perceptual_Loss: 0.09119 --- Val kld_loss: 0.00511 --- Val Total Loss: 0.0963\n",
      "     >>>>> Train SI_SDR: 2.09207 --- Val SI_SDR: 2.11178 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 53.37it/s]\n",
      "Epoch: 156 \n",
      "     >>>>> Train Perceptual_Loss: 0.09369 --- Train kld_loss: 0.00499 --- Train Total Loss: 0.09868 \n",
      "     >>>>> Val Perceptual_Loss: 0.09322 --- Val kld_loss: 0.00505 --- Val Total Loss: 0.09826\n",
      "     >>>>> Train SI_SDR: 2.08612 --- Val SI_SDR: 2.12616 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.83it/s]\n",
      "Epoch: 157 \n",
      "     >>>>> Train Perceptual_Loss: 0.0935 --- Train kld_loss: 0.00501 --- Train Total Loss: 0.09851 \n",
      "     >>>>> Val Perceptual_Loss: 0.09067 --- Val kld_loss: 0.0051 --- Val Total Loss: 0.09578\n",
      "     >>>>> Train SI_SDR: 2.115 --- Val SI_SDR: 2.14176 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.37it/s]\n",
      "Epoch: 158 \n",
      "     >>>>> Train Perceptual_Loss: 0.09362 --- Train kld_loss: 0.005 --- Train Total Loss: 0.09862 \n",
      "     >>>>> Val Perceptual_Loss: 0.09013 --- Val kld_loss: 0.0051 --- Val Total Loss: 0.09523\n",
      "     >>>>> Train SI_SDR: 2.1056 --- Val SI_SDR: 2.16766 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.31it/s]\n",
      "Epoch: 159 \n",
      "     >>>>> Train Perceptual_Loss: 0.09354 --- Train kld_loss: 0.005 --- Train Total Loss: 0.09854 \n",
      "     >>>>> Val Perceptual_Loss: 0.09246 --- Val kld_loss: 0.00503 --- Val Total Loss: 0.09749\n",
      "     >>>>> Train SI_SDR: 2.11569 --- Val SI_SDR: 2.14442 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.79it/s]\n",
      "Epoch: 160 \n",
      "     >>>>> Train Perceptual_Loss: 0.09342 --- Train kld_loss: 0.00501 --- Train Total Loss: 0.09843 \n",
      "     >>>>> Val Perceptual_Loss: 0.0911 --- Val kld_loss: 0.00507 --- Val Total Loss: 0.09617\n",
      "     >>>>> Train SI_SDR: 2.13555 --- Val SI_SDR: 2.1192 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.74it/s]\n",
      "Epoch: 161 \n",
      "     >>>>> Train Perceptual_Loss: 0.0933 --- Train kld_loss: 0.00501 --- Train Total Loss: 0.09832 \n",
      "     >>>>> Val Perceptual_Loss: 0.09115 --- Val kld_loss: 0.00498 --- Val Total Loss: 0.09614\n",
      "     >>>>> Train SI_SDR: 2.12043 --- Val SI_SDR: 2.16762 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.28it/s]\n",
      "Epoch: 162 \n",
      "     >>>>> Train Perceptual_Loss: 0.09326 --- Train kld_loss: 0.00502 --- Train Total Loss: 0.09828 \n",
      "     >>>>> Val Perceptual_Loss: 0.09307 --- Val kld_loss: 0.00502 --- Val Total Loss: 0.09808\n",
      "     >>>>> Train SI_SDR: 2.13027 --- Val SI_SDR: 2.08881 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.12it/s]\n",
      "Epoch: 163 \n",
      "     >>>>> Train Perceptual_Loss: 0.09329 --- Train kld_loss: 0.00502 --- Train Total Loss: 0.09831 \n",
      "     >>>>> Val Perceptual_Loss: 0.09458 --- Val kld_loss: 0.00488 --- Val Total Loss: 0.09947\n",
      "     >>>>> Train SI_SDR: 2.14162 --- Val SI_SDR: 1.9797 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.80it/s]\n",
      "Epoch: 164 \n",
      "     >>>>> Train Perceptual_Loss: 0.09321 --- Train kld_loss: 0.00502 --- Train Total Loss: 0.09823 \n",
      "     >>>>> Val Perceptual_Loss: 0.09148 --- Val kld_loss: 0.005 --- Val Total Loss: 0.09648\n",
      "     >>>>> Train SI_SDR: 2.14872 --- Val SI_SDR: 2.07381 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 165 \n",
      "     >>>>> Train Perceptual_Loss: 0.0927 --- Train kld_loss: 0.00502 --- Train Total Loss: 0.09772 \n",
      "     >>>>> Val Perceptual_Loss: 0.09128 --- Val kld_loss: 0.00497 --- Val Total Loss: 0.09625\n",
      "     >>>>> Train SI_SDR: 2.19105 --- Val SI_SDR: 2.14723 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.38it/s]\n",
      "Epoch: 166 \n",
      "     >>>>> Train Perceptual_Loss: 0.09297 --- Train kld_loss: 0.00504 --- Train Total Loss: 0.09801 \n",
      "     >>>>> Val Perceptual_Loss: 0.09279 --- Val kld_loss: 0.00493 --- Val Total Loss: 0.09772\n",
      "     >>>>> Train SI_SDR: 2.17965 --- Val SI_SDR: 2.05333 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 167 \n",
      "     >>>>> Train Perceptual_Loss: 0.09276 --- Train kld_loss: 0.00503 --- Train Total Loss: 0.09779 \n",
      "     >>>>> Val Perceptual_Loss: 0.09451 --- Val kld_loss: 0.00486 --- Val Total Loss: 0.09937\n",
      "     >>>>> Train SI_SDR: 2.21088 --- Val SI_SDR: 2.04724 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.16it/s]\n",
      "Epoch: 168 \n",
      "     >>>>> Train Perceptual_Loss: 0.09277 --- Train kld_loss: 0.00504 --- Train Total Loss: 0.09781 \n",
      "     >>>>> Val Perceptual_Loss: 0.0909 --- Val kld_loss: 0.00509 --- Val Total Loss: 0.09599\n",
      "     >>>>> Train SI_SDR: 2.18435 --- Val SI_SDR: 2.17213 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.68it/s]\n",
      "Epoch: 169 \n",
      "     >>>>> Train Perceptual_Loss: 0.09268 --- Train kld_loss: 0.00504 --- Train Total Loss: 0.09772 \n",
      "     >>>>> Val Perceptual_Loss: 0.09079 --- Val kld_loss: 0.00509 --- Val Total Loss: 0.09588\n",
      "     >>>>> Train SI_SDR: 2.1954 --- Val SI_SDR: 2.2275 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.95it/s]\n",
      "Epoch: 170 \n",
      "     >>>>> Train Perceptual_Loss: 0.09249 --- Train kld_loss: 0.00504 --- Train Total Loss: 0.09753 \n",
      "     >>>>> Val Perceptual_Loss: 0.08949 --- Val kld_loss: 0.00511 --- Val Total Loss: 0.0946\n",
      "     >>>>> Train SI_SDR: 2.22543 --- Val SI_SDR: 2.137 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.34it/s]\n",
      "Epoch: 171 \n",
      "     >>>>> Train Perceptual_Loss: 0.09238 --- Train kld_loss: 0.00505 --- Train Total Loss: 0.09743 \n",
      "     >>>>> Val Perceptual_Loss: 0.09248 --- Val kld_loss: 0.00503 --- Val Total Loss: 0.09751\n",
      "     >>>>> Train SI_SDR: 2.22479 --- Val SI_SDR: 2.13107 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.82it/s]\n",
      "Epoch: 172 \n",
      "     >>>>> Train Perceptual_Loss: 0.09242 --- Train kld_loss: 0.00506 --- Train Total Loss: 0.09747 \n",
      "     >>>>> Val Perceptual_Loss: 0.09536 --- Val kld_loss: 0.00489 --- Val Total Loss: 0.10025\n",
      "     >>>>> Train SI_SDR: 2.22926 --- Val SI_SDR: 2.01389 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.54it/s]\n",
      "Epoch: 173 \n",
      "     >>>>> Train Perceptual_Loss: 0.0925 --- Train kld_loss: 0.00505 --- Train Total Loss: 0.09755 \n",
      "     >>>>> Val Perceptual_Loss: 0.09669 --- Val kld_loss: 0.0047 --- Val Total Loss: 0.10139\n",
      "     >>>>> Train SI_SDR: 2.22575 --- Val SI_SDR: 1.82124 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.04it/s]\n",
      "Epoch: 174 \n",
      "     >>>>> Train Perceptual_Loss: 0.09233 --- Train kld_loss: 0.00506 --- Train Total Loss: 0.09739 \n",
      "     >>>>> Val Perceptual_Loss: 0.08913 --- Val kld_loss: 0.00513 --- Val Total Loss: 0.09426\n",
      "     >>>>> Train SI_SDR: 2.23696 --- Val SI_SDR: 2.1756 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.81it/s]\n",
      "Epoch: 175 \n",
      "     >>>>> Train Perceptual_Loss: 0.09224 --- Train kld_loss: 0.00506 --- Train Total Loss: 0.0973 \n",
      "     >>>>> Val Perceptual_Loss: 0.09328 --- Val kld_loss: 0.00496 --- Val Total Loss: 0.09823\n",
      "     >>>>> Train SI_SDR: 2.26318 --- Val SI_SDR: 2.13366 \n",
      "     >>>>> 21s: 50.38it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.96it/s]\n",
      "Epoch: 176 \n",
      "     >>>>> Train Perceptual_Loss: 0.09216 --- Train kld_loss: 0.00507 --- Train Total Loss: 0.09723 \n",
      "     >>>>> Val Perceptual_Loss: 0.09183 --- Val kld_loss: 0.00503 --- Val Total Loss: 0.09685\n",
      "     >>>>> Train SI_SDR: 2.25419 --- Val SI_SDR: 2.05025 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.20it/s]\n",
      "Epoch: 177 \n",
      "     >>>>> Train Perceptual_Loss: 0.09202 --- Train kld_loss: 0.00507 --- Train Total Loss: 0.09709 \n",
      "     >>>>> Val Perceptual_Loss: 0.08938 --- Val kld_loss: 0.00526 --- Val Total Loss: 0.09464\n",
      "     >>>>> Train SI_SDR: 2.25533 --- Val SI_SDR: 2.25916 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.13it/s]\n",
      "Epoch: 178 \n",
      "     >>>>> Train Perceptual_Loss: 0.09217 --- Train kld_loss: 0.00507 --- Train Total Loss: 0.09723 \n",
      "     >>>>> Val Perceptual_Loss: 0.09187 --- Val kld_loss: 0.00501 --- Val Total Loss: 0.09688\n",
      "     >>>>> Train SI_SDR: 2.27106 --- Val SI_SDR: 2.12922 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.96it/s]\n",
      "Epoch: 179 \n",
      "     >>>>> Train Perceptual_Loss: 0.09189 --- Train kld_loss: 0.00508 --- Train Total Loss: 0.09697 \n",
      "     >>>>> Val Perceptual_Loss: 0.09292 --- Val kld_loss: 0.00494 --- Val Total Loss: 0.09787\n",
      "     >>>>> Train SI_SDR: 2.25102 --- Val SI_SDR: 2.09557 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.71it/s]\n",
      "Epoch: 180 \n",
      "     >>>>> Train Perceptual_Loss: 0.09192 --- Train kld_loss: 0.00507 --- Train Total Loss: 0.09698 \n",
      "     >>>>> Val Perceptual_Loss: 0.09378 --- Val kld_loss: 0.00498 --- Val Total Loss: 0.09876\n",
      "     >>>>> Train SI_SDR: 2.28357 --- Val SI_SDR: 2.21726 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.92it/s]\n",
      "Epoch: 181 \n",
      "     >>>>> Train Perceptual_Loss: 0.09179 --- Train kld_loss: 0.00509 --- Train Total Loss: 0.09689 \n",
      "     >>>>> Val Perceptual_Loss: 0.09335 --- Val kld_loss: 0.00491 --- Val Total Loss: 0.09826\n",
      "     >>>>> Train SI_SDR: 2.30096 --- Val SI_SDR: 2.17758 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.40it/s]\n",
      "Epoch: 182 \n",
      "     >>>>> Train Perceptual_Loss: 0.09162 --- Train kld_loss: 0.00508 --- Train Total Loss: 0.09669 \n",
      "     >>>>> Val Perceptual_Loss: 0.08989 --- Val kld_loss: 0.00511 --- Val Total Loss: 0.095\n",
      "     >>>>> Train SI_SDR: 2.30802 --- Val SI_SDR: 2.2351 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.60it/s]\n",
      "Epoch: 183 \n",
      "     >>>>> Train Perceptual_Loss: 0.09158 --- Train kld_loss: 0.00509 --- Train Total Loss: 0.09667 \n",
      "     >>>>> Val Perceptual_Loss: 0.09166 --- Val kld_loss: 0.00505 --- Val Total Loss: 0.09671\n",
      "     >>>>> Train SI_SDR: 2.31085 --- Val SI_SDR: 2.1473 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.30it/s]\n",
      "Epoch: 184 \n",
      "     >>>>> Train Perceptual_Loss: 0.09147 --- Train kld_loss: 0.0051 --- Train Total Loss: 0.09656 \n",
      "     >>>>> Val Perceptual_Loss: 0.09117 --- Val kld_loss: 0.00514 --- Val Total Loss: 0.09631\n",
      "     >>>>> Train SI_SDR: 2.3236 --- Val SI_SDR: 2.21509 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.11it/s]\n",
      "Epoch: 185 \n",
      "     >>>>> Train Perceptual_Loss: 0.09137 --- Train kld_loss: 0.0051 --- Train Total Loss: 0.09647 \n",
      "     >>>>> Val Perceptual_Loss: 0.09209 --- Val kld_loss: 0.00501 --- Val Total Loss: 0.0971\n",
      "     >>>>> Train SI_SDR: 2.33056 --- Val SI_SDR: 2.11795 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.23it/s]\n",
      "Epoch: 186 \n",
      "     >>>>> Train Perceptual_Loss: 0.09143 --- Train kld_loss: 0.0051 --- Train Total Loss: 0.09653 \n",
      "     >>>>> Val Perceptual_Loss: 0.09018 --- Val kld_loss: 0.00507 --- Val Total Loss: 0.09525\n",
      "     >>>>> Train SI_SDR: 2.3349 --- Val SI_SDR: 2.29457 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.62it/s]\n",
      "Epoch: 187 \n",
      "     >>>>> Train Perceptual_Loss: 0.09139 --- Train kld_loss: 0.00511 --- Train Total Loss: 0.0965 \n",
      "     >>>>> Val Perceptual_Loss: 0.0935 --- Val kld_loss: 0.0049 --- Val Total Loss: 0.0984\n",
      "     >>>>> Train SI_SDR: 2.35049 --- Val SI_SDR: 2.12722 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.77it/s]\n",
      "Epoch: 188 \n",
      "     >>>>> Train Perceptual_Loss: 0.09118 --- Train kld_loss: 0.00511 --- Train Total Loss: 0.09629 \n",
      "     >>>>> Val Perceptual_Loss: 0.09004 --- Val kld_loss: 0.00511 --- Val Total Loss: 0.09516\n",
      "     >>>>> Train SI_SDR: 2.36119 --- Val SI_SDR: 2.18235 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.40it/s]\n",
      "Epoch: 189 \n",
      "     >>>>> Train Perceptual_Loss: 0.09116 --- Train kld_loss: 0.00511 --- Train Total Loss: 0.09627 \n",
      "     >>>>> Val Perceptual_Loss: 0.09476 --- Val kld_loss: 0.00499 --- Val Total Loss: 0.09976\n",
      "     >>>>> Train SI_SDR: 2.35491 --- Val SI_SDR: 2.19061 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.72it/s]\n",
      "Epoch: 190 \n",
      "     >>>>> Train Perceptual_Loss: 0.09117 --- Train kld_loss: 0.00511 --- Train Total Loss: 0.09628 \n",
      "     >>>>> Val Perceptual_Loss: 0.0881 --- Val kld_loss: 0.00505 --- Val Total Loss: 0.09315\n",
      "     >>>>> Train SI_SDR: 2.35428 --- Val SI_SDR: 2.21238 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.13it/s]\n",
      "Epoch: 191 \n",
      "     >>>>> Train Perceptual_Loss: 0.09084 --- Train kld_loss: 0.00513 --- Train Total Loss: 0.09597 \n",
      "     >>>>> Val Perceptual_Loss: 0.09125 --- Val kld_loss: 0.00507 --- Val Total Loss: 0.09632\n",
      "     >>>>> Train SI_SDR: 2.37898 --- Val SI_SDR: 2.21507 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.10it/s]\n",
      "Epoch: 192 \n",
      "     >>>>> Train Perceptual_Loss: 0.09115 --- Train kld_loss: 0.00512 --- Train Total Loss: 0.09628 \n",
      "     >>>>> Val Perceptual_Loss: 0.08842 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09378\n",
      "     >>>>> Train SI_SDR: 2.36827 --- Val SI_SDR: 2.37197 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.42it/s]\n",
      "Epoch: 193 \n",
      "     >>>>> Train Perceptual_Loss: 0.09088 --- Train kld_loss: 0.00513 --- Train Total Loss: 0.09602 \n",
      "     >>>>> Val Perceptual_Loss: 0.08991 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.0951\n",
      "     >>>>> Train SI_SDR: 2.39029 --- Val SI_SDR: 2.32516 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.56it/s]\n",
      "Epoch: 194 \n",
      "     >>>>> Train Perceptual_Loss: 0.09075 --- Train kld_loss: 0.00513 --- Train Total Loss: 0.09588 \n",
      "     >>>>> Val Perceptual_Loss: 0.08753 --- Val kld_loss: 0.00524 --- Val Total Loss: 0.09277\n",
      "     >>>>> Train SI_SDR: 2.39082 --- Val SI_SDR: 2.38736 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.38it/s]\n",
      "Epoch: 195 \n",
      "     >>>>> Train Perceptual_Loss: 0.09068 --- Train kld_loss: 0.00513 --- Train Total Loss: 0.09581 \n",
      "     >>>>> Val Perceptual_Loss: 0.08935 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09455\n",
      "     >>>>> Train SI_SDR: 2.40502 --- Val SI_SDR: 2.33616 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.67it/s]\n",
      "Epoch: 196 \n",
      "     >>>>> Train Perceptual_Loss: 0.09074 --- Train kld_loss: 0.00512 --- Train Total Loss: 0.09587 \n",
      "     >>>>> Val Perceptual_Loss: 0.09014 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09542\n",
      "     >>>>> Train SI_SDR: 2.4309 --- Val SI_SDR: 2.32149 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.99it/s]\n",
      "Epoch: 197 \n",
      "     >>>>> Train Perceptual_Loss: 0.09056 --- Train kld_loss: 0.00514 --- Train Total Loss: 0.09571 \n",
      "     >>>>> Val Perceptual_Loss: 0.08955 --- Val kld_loss: 0.00509 --- Val Total Loss: 0.09465\n",
      "     >>>>> Train SI_SDR: 2.41996 --- Val SI_SDR: 2.32236 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.23it/s]\n",
      "Epoch: 198 \n",
      "     >>>>> Train Perceptual_Loss: 0.09048 --- Train kld_loss: 0.00514 --- Train Total Loss: 0.09562 \n",
      "     >>>>> Val Perceptual_Loss: 0.08991 --- Val kld_loss: 0.00514 --- Val Total Loss: 0.09505\n",
      "     >>>>> Train SI_SDR: 2.41496 --- Val SI_SDR: 2.17839 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.02it/s]\n",
      "Epoch: 199 \n",
      "     >>>>> Train Perceptual_Loss: 0.0906 --- Train kld_loss: 0.00514 --- Train Total Loss: 0.09573 \n",
      "     >>>>> Val Perceptual_Loss: 0.09295 --- Val kld_loss: 0.00499 --- Val Total Loss: 0.09794\n",
      "     >>>>> Train SI_SDR: 2.45669 --- Val SI_SDR: 2.22759 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.11it/s]\n",
      "Epoch: 200 \n",
      "     >>>>> Train Perceptual_Loss: 0.0904 --- Train kld_loss: 0.00515 --- Train Total Loss: 0.09555 \n",
      "     >>>>> Val Perceptual_Loss: 0.09053 --- Val kld_loss: 0.00499 --- Val Total Loss: 0.09552\n",
      "     >>>>> Train SI_SDR: 2.42801 --- Val SI_SDR: 2.19319 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.37it/s]\n",
      "Epoch: 201 \n",
      "     >>>>> Train Perceptual_Loss: 0.09031 --- Train kld_loss: 0.00514 --- Train Total Loss: 0.09546 \n",
      "     >>>>> Val Perceptual_Loss: 0.09223 --- Val kld_loss: 0.005 --- Val Total Loss: 0.09724\n",
      "     >>>>> Train SI_SDR: 2.45064 --- Val SI_SDR: 2.25201 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 202 \n",
      "     >>>>> Train Perceptual_Loss: 0.09051 --- Train kld_loss: 0.00514 --- Train Total Loss: 0.09565 \n",
      "     >>>>> Val Perceptual_Loss: 0.08918 --- Val kld_loss: 0.00504 --- Val Total Loss: 0.09423\n",
      "     >>>>> Train SI_SDR: 2.43789 --- Val SI_SDR: 2.21102 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.94it/s]\n",
      "Epoch: 203 \n",
      "     >>>>> Train Perceptual_Loss: 0.09006 --- Train kld_loss: 0.00516 --- Train Total Loss: 0.09522 \n",
      "     >>>>> Val Perceptual_Loss: 0.08995 --- Val kld_loss: 0.00519 --- Val Total Loss: 0.09514\n",
      "     >>>>> Train SI_SDR: 2.47549 --- Val SI_SDR: 2.31285 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 204 \n",
      "     >>>>> Train Perceptual_Loss: 0.09058 --- Train kld_loss: 0.00516 --- Train Total Loss: 0.09574 \n",
      "     >>>>> Val Perceptual_Loss: 0.09189 --- Val kld_loss: 0.00508 --- Val Total Loss: 0.09697\n",
      "     >>>>> Train SI_SDR: 2.44438 --- Val SI_SDR: 2.29715 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.56it/s]\n",
      "Epoch: 205 \n",
      "     >>>>> Train Perceptual_Loss: 0.09013 --- Train kld_loss: 0.00515 --- Train Total Loss: 0.09528 \n",
      "     >>>>> Val Perceptual_Loss: 0.08874 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09396\n",
      "     >>>>> Train SI_SDR: 2.45973 --- Val SI_SDR: 2.37624 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.02it/s]\n",
      "Epoch: 206 \n",
      "     >>>>> Train Perceptual_Loss: 0.0904 --- Train kld_loss: 0.00516 --- Train Total Loss: 0.09556 \n",
      "     >>>>> Val Perceptual_Loss: 0.09447 --- Val kld_loss: 0.00492 --- Val Total Loss: 0.0994\n",
      "     >>>>> Train SI_SDR: 2.44251 --- Val SI_SDR: 2.21275 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.98it/s]\n",
      "Epoch: 207 \n",
      "     >>>>> Train Perceptual_Loss: 0.08975 --- Train kld_loss: 0.00517 --- Train Total Loss: 0.09492 \n",
      "     >>>>> Val Perceptual_Loss: 0.09165 --- Val kld_loss: 0.00503 --- Val Total Loss: 0.09668\n",
      "     >>>>> Train SI_SDR: 2.50106 --- Val SI_SDR: 2.25298 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.66it/s]\n",
      "Epoch: 208 \n",
      "     >>>>> Train Perceptual_Loss: 0.0897 --- Train kld_loss: 0.00518 --- Train Total Loss: 0.09488 \n",
      "     >>>>> Val Perceptual_Loss: 0.09018 --- Val kld_loss: 0.00516 --- Val Total Loss: 0.09534\n",
      "     >>>>> Train SI_SDR: 2.50021 --- Val SI_SDR: 2.30375 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.20it/s]\n",
      "Epoch: 209 \n",
      "     >>>>> Train Perceptual_Loss: 0.08995 --- Train kld_loss: 0.00517 --- Train Total Loss: 0.09513 \n",
      "     >>>>> Val Perceptual_Loss: 0.08875 --- Val kld_loss: 0.00533 --- Val Total Loss: 0.09409\n",
      "     >>>>> Train SI_SDR: 2.49044 --- Val SI_SDR: 2.34652 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.52it/s]\n",
      "Epoch: 210 \n",
      "     >>>>> Train Perceptual_Loss: 0.08994 --- Train kld_loss: 0.00518 --- Train Total Loss: 0.09512 \n",
      "     >>>>> Val Perceptual_Loss: 0.08926 --- Val kld_loss: 0.00518 --- Val Total Loss: 0.09444\n",
      "     >>>>> Train SI_SDR: 2.49389 --- Val SI_SDR: 2.37336 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.93it/s]\n",
      "Epoch: 211 \n",
      "     >>>>> Train Perceptual_Loss: 0.08964 --- Train kld_loss: 0.00518 --- Train Total Loss: 0.09482 \n",
      "     >>>>> Val Perceptual_Loss: 0.09113 --- Val kld_loss: 0.00517 --- Val Total Loss: 0.0963\n",
      "     >>>>> Train SI_SDR: 2.51244 --- Val SI_SDR: 2.33917 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 212 \n",
      "     >>>>> Train Perceptual_Loss: 0.08953 --- Train kld_loss: 0.00518 --- Train Total Loss: 0.09472 \n",
      "     >>>>> Val Perceptual_Loss: 0.09043 --- Val kld_loss: 0.00512 --- Val Total Loss: 0.09554\n",
      "     >>>>> Train SI_SDR: 2.51392 --- Val SI_SDR: 2.30106 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 213 \n",
      "     >>>>> Train Perceptual_Loss: 0.0897 --- Train kld_loss: 0.00518 --- Train Total Loss: 0.09487 \n",
      "     >>>>> Val Perceptual_Loss: 0.09485 --- Val kld_loss: 0.00478 --- Val Total Loss: 0.09963\n",
      "     >>>>> Train SI_SDR: 2.52564 --- Val SI_SDR: 2.15766 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.33it/s]\n",
      "Epoch: 214 \n",
      "     >>>>> Train Perceptual_Loss: 0.08965 --- Train kld_loss: 0.00519 --- Train Total Loss: 0.09485 \n",
      "     >>>>> Val Perceptual_Loss: 0.08978 --- Val kld_loss: 0.00505 --- Val Total Loss: 0.09483\n",
      "     >>>>> Train SI_SDR: 2.52378 --- Val SI_SDR: 2.2286 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.70it/s]\n",
      "Epoch: 215 \n",
      "     >>>>> Train Perceptual_Loss: 0.08962 --- Train kld_loss: 0.0052 --- Train Total Loss: 0.09482 \n",
      "     >>>>> Val Perceptual_Loss: 0.09177 --- Val kld_loss: 0.00498 --- Val Total Loss: 0.09675\n",
      "     >>>>> Train SI_SDR: 2.52509 --- Val SI_SDR: 2.18218 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.71it/s]\n",
      "Epoch: 216 \n",
      "     >>>>> Train Perceptual_Loss: 0.08938 --- Train kld_loss: 0.0052 --- Train Total Loss: 0.09458 \n",
      "     >>>>> Val Perceptual_Loss: 0.08683 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.0921\n",
      "     >>>>> Train SI_SDR: 2.55274 --- Val SI_SDR: 2.39022 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.96it/s]\n",
      "Epoch: 217 \n",
      "     >>>>> Train Perceptual_Loss: 0.08938 --- Train kld_loss: 0.00519 --- Train Total Loss: 0.09457 \n",
      "     >>>>> Val Perceptual_Loss: 0.09041 --- Val kld_loss: 0.00508 --- Val Total Loss: 0.09549\n",
      "     >>>>> Train SI_SDR: 2.54558 --- Val SI_SDR: 2.26066 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 218 \n",
      "     >>>>> Train Perceptual_Loss: 0.08956 --- Train kld_loss: 0.0052 --- Train Total Loss: 0.09476 \n",
      "     >>>>> Val Perceptual_Loss: 0.09014 --- Val kld_loss: 0.00516 --- Val Total Loss: 0.0953\n",
      "     >>>>> Train SI_SDR: 2.53709 --- Val SI_SDR: 2.31811 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 219 \n",
      "     >>>>> Train Perceptual_Loss: 0.08935 --- Train kld_loss: 0.0052 --- Train Total Loss: 0.09455 \n",
      "     >>>>> Val Perceptual_Loss: 0.09097 --- Val kld_loss: 0.00519 --- Val Total Loss: 0.09617\n",
      "     >>>>> Train SI_SDR: 2.56256 --- Val SI_SDR: 2.36583 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.51it/s]\n",
      "Epoch: 220 \n",
      "     >>>>> Train Perceptual_Loss: 0.08901 --- Train kld_loss: 0.0052 --- Train Total Loss: 0.09421 \n",
      "     >>>>> Val Perceptual_Loss: 0.08965 --- Val kld_loss: 0.0051 --- Val Total Loss: 0.09475\n",
      "     >>>>> Train SI_SDR: 2.57195 --- Val SI_SDR: 2.30041 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.66it/s]\n",
      "Epoch: 221 \n",
      "     >>>>> Train Perceptual_Loss: 0.08901 --- Train kld_loss: 0.0052 --- Train Total Loss: 0.09421 \n",
      "     >>>>> Val Perceptual_Loss: 0.09095 --- Val kld_loss: 0.00513 --- Val Total Loss: 0.09609\n",
      "     >>>>> Train SI_SDR: 2.57239 --- Val SI_SDR: 2.37061 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.70it/s]\n",
      "Epoch: 222 \n",
      "     >>>>> Train Perceptual_Loss: 0.08903 --- Train kld_loss: 0.00521 --- Train Total Loss: 0.09424 \n",
      "     >>>>> Val Perceptual_Loss: 0.08925 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09453\n",
      "     >>>>> Train SI_SDR: 2.58609 --- Val SI_SDR: 2.32072 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.34it/s]\n",
      "Epoch: 223 \n",
      "     >>>>> Train Perceptual_Loss: 0.08905 --- Train kld_loss: 0.00522 --- Train Total Loss: 0.09427 \n",
      "     >>>>> Val Perceptual_Loss: 0.08655 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09187\n",
      "     >>>>> Train SI_SDR: 2.56902 --- Val SI_SDR: 2.42152 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.54it/s]\n",
      "Epoch: 224 \n",
      "     >>>>> Train Perceptual_Loss: 0.08904 --- Train kld_loss: 0.00521 --- Train Total Loss: 0.09426 \n",
      "     >>>>> Val Perceptual_Loss: 0.08913 --- Val kld_loss: 0.00517 --- Val Total Loss: 0.09429\n",
      "     >>>>> Train SI_SDR: 2.58909 --- Val SI_SDR: 2.36529 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.77it/s]\n",
      "Epoch: 225 \n",
      "     >>>>> Train Perceptual_Loss: 0.08889 --- Train kld_loss: 0.00522 --- Train Total Loss: 0.0941 \n",
      "     >>>>> Val Perceptual_Loss: 0.08972 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09508\n",
      "     >>>>> Train SI_SDR: 2.61067 --- Val SI_SDR: 2.46795 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.59it/s]\n",
      "Epoch: 226 \n",
      "     >>>>> Train Perceptual_Loss: 0.08892 --- Train kld_loss: 0.00522 --- Train Total Loss: 0.09414 \n",
      "     >>>>> Val Perceptual_Loss: 0.09011 --- Val kld_loss: 0.00514 --- Val Total Loss: 0.09525\n",
      "     >>>>> Train SI_SDR: 2.59727 --- Val SI_SDR: 2.42531 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.28it/s]\n",
      "Epoch: 227 \n",
      "     >>>>> Train Perceptual_Loss: 0.08872 --- Train kld_loss: 0.00524 --- Train Total Loss: 0.09396 \n",
      "     >>>>> Val Perceptual_Loss: 0.09205 --- Val kld_loss: 0.00503 --- Val Total Loss: 0.09708\n",
      "     >>>>> Train SI_SDR: 2.61936 --- Val SI_SDR: 2.2881 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.23it/s]\n",
      "Epoch: 228 \n",
      "     >>>>> Train Perceptual_Loss: 0.08857 --- Train kld_loss: 0.00523 --- Train Total Loss: 0.0938 \n",
      "     >>>>> Val Perceptual_Loss: 0.08993 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09525\n",
      "     >>>>> Train SI_SDR: 2.6171 --- Val SI_SDR: 2.33945 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.58it/s]\n",
      "Epoch: 229 \n",
      "     >>>>> Train Perceptual_Loss: 0.08861 --- Train kld_loss: 0.00522 --- Train Total Loss: 0.09383 \n",
      "     >>>>> Val Perceptual_Loss: 0.0907 --- Val kld_loss: 0.00504 --- Val Total Loss: 0.09574\n",
      "     >>>>> Train SI_SDR: 2.62221 --- Val SI_SDR: 2.37874 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.12it/s]\n",
      "Epoch: 230 \n",
      "     >>>>> Train Perceptual_Loss: 0.08879 --- Train kld_loss: 0.00523 --- Train Total Loss: 0.09402 \n",
      "     >>>>> Val Perceptual_Loss: 0.0898 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.095\n",
      "     >>>>> Train SI_SDR: 2.61767 --- Val SI_SDR: 2.31969 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.60it/s]\n",
      "Epoch: 231 \n",
      "     >>>>> Train Perceptual_Loss: 0.08844 --- Train kld_loss: 0.00524 --- Train Total Loss: 0.09367 \n",
      "     >>>>> Val Perceptual_Loss: 0.08876 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.09418\n",
      "     >>>>> Train SI_SDR: 2.62793 --- Val SI_SDR: 2.41685 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 232 \n",
      "     >>>>> Train Perceptual_Loss: 0.08847 --- Train kld_loss: 0.00524 --- Train Total Loss: 0.09371 \n",
      "     >>>>> Val Perceptual_Loss: 0.08807 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09342\n",
      "     >>>>> Train SI_SDR: 2.61938 --- Val SI_SDR: 2.38329 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.78it/s]\n",
      "Epoch: 233 \n",
      "     >>>>> Train Perceptual_Loss: 0.08856 --- Train kld_loss: 0.00523 --- Train Total Loss: 0.09379 \n",
      "     >>>>> Val Perceptual_Loss: 0.0922 --- Val kld_loss: 0.00515 --- Val Total Loss: 0.09735\n",
      "     >>>>> Train SI_SDR: 2.63563 --- Val SI_SDR: 2.34539 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.86it/s]\n",
      "Epoch: 234 \n",
      "     >>>>> Train Perceptual_Loss: 0.0883 --- Train kld_loss: 0.00523 --- Train Total Loss: 0.09354 \n",
      "     >>>>> Val Perceptual_Loss: 0.08875 --- Val kld_loss: 0.00523 --- Val Total Loss: 0.09398\n",
      "     >>>>> Train SI_SDR: 2.64805 --- Val SI_SDR: 2.43628 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.70it/s]\n",
      "Epoch: 235 \n",
      "     >>>>> Train Perceptual_Loss: 0.0885 --- Train kld_loss: 0.00525 --- Train Total Loss: 0.09374 \n",
      "     >>>>> Val Perceptual_Loss: 0.08857 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09376\n",
      "     >>>>> Train SI_SDR: 2.64578 --- Val SI_SDR: 2.36106 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 236 \n",
      "     >>>>> Train Perceptual_Loss: 0.08814 --- Train kld_loss: 0.00524 --- Train Total Loss: 0.09338 \n",
      "     >>>>> Val Perceptual_Loss: 0.0898 --- Val kld_loss: 0.00512 --- Val Total Loss: 0.09493\n",
      "     >>>>> Train SI_SDR: 2.67177 --- Val SI_SDR: 2.34862 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.89it/s]\n",
      "Epoch: 237 \n",
      "     >>>>> Train Perceptual_Loss: 0.08825 --- Train kld_loss: 0.00526 --- Train Total Loss: 0.09351 \n",
      "     >>>>> Val Perceptual_Loss: 0.08708 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.09263\n",
      "     >>>>> Train SI_SDR: 2.66023 --- Val SI_SDR: 2.49967 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.58it/s]\n",
      "Epoch: 238 \n",
      "     >>>>> Train Perceptual_Loss: 0.08843 --- Train kld_loss: 0.00525 --- Train Total Loss: 0.09368 \n",
      "     >>>>> Val Perceptual_Loss: 0.08791 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09323\n",
      "     >>>>> Train SI_SDR: 2.67057 --- Val SI_SDR: 2.38954 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.92it/s]\n",
      "Epoch: 239 \n",
      "     >>>>> Train Perceptual_Loss: 0.08833 --- Train kld_loss: 0.00526 --- Train Total Loss: 0.09359 \n",
      "     >>>>> Val Perceptual_Loss: 0.09065 --- Val kld_loss: 0.00517 --- Val Total Loss: 0.09581\n",
      "     >>>>> Train SI_SDR: 2.66134 --- Val SI_SDR: 2.38082 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.58it/s]\n",
      "Epoch: 240 \n",
      "     >>>>> Train Perceptual_Loss: 0.08831 --- Train kld_loss: 0.00525 --- Train Total Loss: 0.09356 \n",
      "     >>>>> Val Perceptual_Loss: 0.08862 --- Val kld_loss: 0.00533 --- Val Total Loss: 0.09396\n",
      "     >>>>> Train SI_SDR: 2.67568 --- Val SI_SDR: 2.43131 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.57it/s]\n",
      "Epoch: 241 \n",
      "     >>>>> Train Perceptual_Loss: 0.08798 --- Train kld_loss: 0.00526 --- Train Total Loss: 0.09323 \n",
      "     >>>>> Val Perceptual_Loss: 0.08599 --- Val kld_loss: 0.0053 --- Val Total Loss: 0.09129\n",
      "     >>>>> Train SI_SDR: 2.70429 --- Val SI_SDR: 2.40593 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.18it/s]\n",
      "Epoch: 242 \n",
      "     >>>>> Train Perceptual_Loss: 0.08806 --- Train kld_loss: 0.00526 --- Train Total Loss: 0.09332 \n",
      "     >>>>> Val Perceptual_Loss: 0.09218 --- Val kld_loss: 0.00514 --- Val Total Loss: 0.09732\n",
      "     >>>>> Train SI_SDR: 2.69526 --- Val SI_SDR: 2.37646 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.34it/s]\n",
      "Epoch: 243 \n",
      "     >>>>> Train Perceptual_Loss: 0.08801 --- Train kld_loss: 0.00526 --- Train Total Loss: 0.09327 \n",
      "     >>>>> Val Perceptual_Loss: 0.08998 --- Val kld_loss: 0.00524 --- Val Total Loss: 0.09522\n",
      "     >>>>> Train SI_SDR: 2.69742 --- Val SI_SDR: 2.25988 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.51it/s]\n",
      "Epoch: 244 \n",
      "     >>>>> Train Perceptual_Loss: 0.08791 --- Train kld_loss: 0.00527 --- Train Total Loss: 0.09317 \n",
      "     >>>>> Val Perceptual_Loss: 0.09017 --- Val kld_loss: 0.00519 --- Val Total Loss: 0.09536\n",
      "     >>>>> Train SI_SDR: 2.71794 --- Val SI_SDR: 2.38075 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.25it/s]\n",
      "Epoch: 245 \n",
      "     >>>>> Train Perceptual_Loss: 0.08803 --- Train kld_loss: 0.00527 --- Train Total Loss: 0.0933 \n",
      "     >>>>> Val Perceptual_Loss: 0.08814 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09345\n",
      "     >>>>> Train SI_SDR: 2.70477 --- Val SI_SDR: 2.43356 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.67it/s]\n",
      "Epoch: 246 \n",
      "     >>>>> Train Perceptual_Loss: 0.0878 --- Train kld_loss: 0.00527 --- Train Total Loss: 0.09308 \n",
      "     >>>>> Val Perceptual_Loss: 0.09027 --- Val kld_loss: 0.00516 --- Val Total Loss: 0.09543\n",
      "     >>>>> Train SI_SDR: 2.70733 --- Val SI_SDR: 2.29007 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.55it/s]\n",
      "Epoch: 247 \n",
      "     >>>>> Train Perceptual_Loss: 0.08774 --- Train kld_loss: 0.00528 --- Train Total Loss: 0.09302 \n",
      "     >>>>> Val Perceptual_Loss: 0.08667 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09203\n",
      "     >>>>> Train SI_SDR: 2.7177 --- Val SI_SDR: 2.4341 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.49it/s]\n",
      "Epoch: 248 \n",
      "     >>>>> Train Perceptual_Loss: 0.08778 --- Train kld_loss: 0.00527 --- Train Total Loss: 0.09305 \n",
      "     >>>>> Val Perceptual_Loss: 0.08788 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09319\n",
      "     >>>>> Train SI_SDR: 2.70256 --- Val SI_SDR: 2.38749 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.25it/s]\n",
      "Epoch: 249 \n",
      "     >>>>> Train Perceptual_Loss: 0.08786 --- Train kld_loss: 0.00526 --- Train Total Loss: 0.09312 \n",
      "     >>>>> Val Perceptual_Loss: 0.08874 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.0941\n",
      "     >>>>> Train SI_SDR: 2.70492 --- Val SI_SDR: 2.42751 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.58it/s]\n",
      "Epoch: 250 \n",
      "     >>>>> Train Perceptual_Loss: 0.08776 --- Train kld_loss: 0.00527 --- Train Total Loss: 0.09303 \n",
      "     >>>>> Val Perceptual_Loss: 0.0863 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09171\n",
      "     >>>>> Train SI_SDR: 2.71444 --- Val SI_SDR: 2.44174 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.39it/s]\n",
      "Epoch: 251 \n",
      "     >>>>> Train Perceptual_Loss: 0.08717 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09246 \n",
      "     >>>>> Val Perceptual_Loss: 0.08694 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09221\n",
      "     >>>>> Train SI_SDR: 2.78702 --- Val SI_SDR: 2.44434 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.67it/s]\n",
      "Epoch: 252 \n",
      "     >>>>> Train Perceptual_Loss: 0.08711 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09241 \n",
      "     >>>>> Val Perceptual_Loss: 0.08998 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09518\n",
      "     >>>>> Train SI_SDR: 2.7957 --- Val SI_SDR: 2.45033 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.39it/s]\n",
      "Epoch: 253 \n",
      "     >>>>> Train Perceptual_Loss: 0.0873 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.0926 \n",
      "     >>>>> Val Perceptual_Loss: 0.08911 --- Val kld_loss: 0.00521 --- Val Total Loss: 0.09432\n",
      "     >>>>> Train SI_SDR: 2.80754 --- Val SI_SDR: 2.35718 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 254 \n",
      "     >>>>> Train Perceptual_Loss: 0.08717 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09247 \n",
      "     >>>>> Val Perceptual_Loss: 0.09022 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09542\n",
      "     >>>>> Train SI_SDR: 2.79998 --- Val SI_SDR: 2.348 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.35it/s]\n",
      "Epoch: 255 \n",
      "     >>>>> Train Perceptual_Loss: 0.08706 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09236 \n",
      "     >>>>> Val Perceptual_Loss: 0.08626 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09157\n",
      "     >>>>> Train SI_SDR: 2.82163 --- Val SI_SDR: 2.48785 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.71it/s]\n",
      "Epoch: 256 \n",
      "     >>>>> Train Perceptual_Loss: 0.08699 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09229 \n",
      "     >>>>> Val Perceptual_Loss: 0.08879 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09414\n",
      "     >>>>> Train SI_SDR: 2.8165 --- Val SI_SDR: 2.54193 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.61it/s]\n",
      "Epoch: 257 \n",
      "     >>>>> Train Perceptual_Loss: 0.08716 --- Train kld_loss: 0.00529 --- Train Total Loss: 0.09245 \n",
      "     >>>>> Val Perceptual_Loss: 0.08807 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09345\n",
      "     >>>>> Train SI_SDR: 2.80567 --- Val SI_SDR: 2.48612 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.16it/s]\n",
      "Epoch: 258 \n",
      "     >>>>> Train Perceptual_Loss: 0.08693 --- Train kld_loss: 0.00531 --- Train Total Loss: 0.09224 \n",
      "     >>>>> Val Perceptual_Loss: 0.09364 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09886\n",
      "     >>>>> Train SI_SDR: 2.82594 --- Val SI_SDR: 2.4075 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.58it/s]\n",
      "Epoch: 259 \n",
      "     >>>>> Train Perceptual_Loss: 0.08709 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09238 \n",
      "     >>>>> Val Perceptual_Loss: 0.08906 --- Val kld_loss: 0.00511 --- Val Total Loss: 0.09417\n",
      "     >>>>> Train SI_SDR: 2.81908 --- Val SI_SDR: 2.43668 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.17it/s]\n",
      "Epoch: 260 \n",
      "     >>>>> Train Perceptual_Loss: 0.08684 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09214 \n",
      "     >>>>> Val Perceptual_Loss: 0.09117 --- Val kld_loss: 0.00521 --- Val Total Loss: 0.09638\n",
      "     >>>>> Train SI_SDR: 2.8115 --- Val SI_SDR: 2.41948 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.33it/s]\n",
      "Epoch: 261 \n",
      "     >>>>> Train Perceptual_Loss: 0.08706 --- Train kld_loss: 0.00531 --- Train Total Loss: 0.09236 \n",
      "     >>>>> Val Perceptual_Loss: 0.08788 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.0932\n",
      "     >>>>> Train SI_SDR: 2.81713 --- Val SI_SDR: 2.45689 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.89it/s]\n",
      "Epoch: 262 \n",
      "     >>>>> Train Perceptual_Loss: 0.08692 --- Train kld_loss: 0.0053 --- Train Total Loss: 0.09222 \n",
      "     >>>>> Val Perceptual_Loss: 0.08911 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09438\n",
      "     >>>>> Train SI_SDR: 2.82968 --- Val SI_SDR: 2.3811 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.13it/s]\n",
      "Epoch: 263 \n",
      "     >>>>> Train Perceptual_Loss: 0.08685 --- Train kld_loss: 0.00531 --- Train Total Loss: 0.09216 \n",
      "     >>>>> Val Perceptual_Loss: 0.09097 --- Val kld_loss: 0.00512 --- Val Total Loss: 0.09609\n",
      "     >>>>> Train SI_SDR: 2.82624 --- Val SI_SDR: 2.31935 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.48it/s]\n",
      "Epoch: 264 \n",
      "     >>>>> Train Perceptual_Loss: 0.08675 --- Train kld_loss: 0.00532 --- Train Total Loss: 0.09207 \n",
      "     >>>>> Val Perceptual_Loss: 0.08841 --- Val kld_loss: 0.00524 --- Val Total Loss: 0.09364\n",
      "     >>>>> Train SI_SDR: 2.83323 --- Val SI_SDR: 2.42919 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.93it/s]\n",
      "Epoch: 265 \n",
      "     >>>>> Train Perceptual_Loss: 0.08686 --- Train kld_loss: 0.00531 --- Train Total Loss: 0.09217 \n",
      "     >>>>> Val Perceptual_Loss: 0.08959 --- Val kld_loss: 0.00521 --- Val Total Loss: 0.0948\n",
      "     >>>>> Train SI_SDR: 2.84953 --- Val SI_SDR: 2.52234 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.28it/s]\n",
      "Epoch: 266 \n",
      "     >>>>> Train Perceptual_Loss: 0.08696 --- Train kld_loss: 0.00532 --- Train Total Loss: 0.09228 \n",
      "     >>>>> Val Perceptual_Loss: 0.08945 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09472\n",
      "     >>>>> Train SI_SDR: 2.83623 --- Val SI_SDR: 2.44736 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.85it/s]\n",
      "Epoch: 267 \n",
      "     >>>>> Train Perceptual_Loss: 0.08685 --- Train kld_loss: 0.00531 --- Train Total Loss: 0.09216 \n",
      "     >>>>> Val Perceptual_Loss: 0.09113 --- Val kld_loss: 0.00515 --- Val Total Loss: 0.09629\n",
      "     >>>>> Train SI_SDR: 2.84868 --- Val SI_SDR: 2.45844 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.18it/s]\n",
      "Epoch: 268 \n",
      "     >>>>> Train Perceptual_Loss: 0.08677 --- Train kld_loss: 0.00532 --- Train Total Loss: 0.09208 \n",
      "     >>>>> Val Perceptual_Loss: 0.09296 --- Val kld_loss: 0.0051 --- Val Total Loss: 0.09806\n",
      "     >>>>> Train SI_SDR: 2.85078 --- Val SI_SDR: 2.32351 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.86it/s]\n",
      "Epoch: 269 \n",
      "     >>>>> Train Perceptual_Loss: 0.08684 --- Train kld_loss: 0.00532 --- Train Total Loss: 0.09216 \n",
      "     >>>>> Val Perceptual_Loss: 0.08676 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09213\n",
      "     >>>>> Train SI_SDR: 2.83589 --- Val SI_SDR: 2.50394 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.52it/s]\n",
      "Epoch: 270 \n",
      "     >>>>> Train Perceptual_Loss: 0.08667 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09199 \n",
      "     >>>>> Val Perceptual_Loss: 0.08719 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09255\n",
      "     >>>>> Train SI_SDR: 2.85069 --- Val SI_SDR: 2.52362 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.48it/s]\n",
      "Epoch: 271 \n",
      "     >>>>> Train Perceptual_Loss: 0.08651 --- Train kld_loss: 0.00532 --- Train Total Loss: 0.09183 \n",
      "     >>>>> Val Perceptual_Loss: 0.0892 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09447\n",
      "     >>>>> Train SI_SDR: 2.85657 --- Val SI_SDR: 2.54649 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.68it/s]\n",
      "Epoch: 272 \n",
      "     >>>>> Train Perceptual_Loss: 0.08669 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09201 \n",
      "     >>>>> Val Perceptual_Loss: 0.08769 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09297\n",
      "     >>>>> Train SI_SDR: 2.84176 --- Val SI_SDR: 2.45959 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.62it/s]\n",
      "Epoch: 273 \n",
      "     >>>>> Train Perceptual_Loss: 0.08658 --- Train kld_loss: 0.00532 --- Train Total Loss: 0.0919 \n",
      "     >>>>> Val Perceptual_Loss: 0.08813 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.0934\n",
      "     >>>>> Train SI_SDR: 2.85594 --- Val SI_SDR: 2.4813 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.30it/s]\n",
      "Epoch: 274 \n",
      "     >>>>> Train Perceptual_Loss: 0.08654 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09187 \n",
      "     >>>>> Val Perceptual_Loss: 0.08706 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.0924\n",
      "     >>>>> Train SI_SDR: 2.85367 --- Val SI_SDR: 2.52446 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.46it/s]\n",
      "Epoch: 275 \n",
      "     >>>>> Train Perceptual_Loss: 0.08628 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09161 \n",
      "     >>>>> Val Perceptual_Loss: 0.08902 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09424\n",
      "     >>>>> Train SI_SDR: 2.87693 --- Val SI_SDR: 2.48494 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.09it/s]\n",
      "Epoch: 276 \n",
      "     >>>>> Train Perceptual_Loss: 0.08645 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09178 \n",
      "     >>>>> Val Perceptual_Loss: 0.08933 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.0947\n",
      "     >>>>> Train SI_SDR: 2.86431 --- Val SI_SDR: 2.48104 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.85it/s]\n",
      "Epoch: 277 \n",
      "     >>>>> Train Perceptual_Loss: 0.08662 --- Train kld_loss: 0.00534 --- Train Total Loss: 0.09195 \n",
      "     >>>>> Val Perceptual_Loss: 0.08866 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09386\n",
      "     >>>>> Train SI_SDR: 2.86458 --- Val SI_SDR: 2.41417 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 278 \n",
      "     >>>>> Train Perceptual_Loss: 0.08647 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.0918 \n",
      "     >>>>> Val Perceptual_Loss: 0.09198 --- Val kld_loss: 0.00524 --- Val Total Loss: 0.09722\n",
      "     >>>>> Train SI_SDR: 2.87352 --- Val SI_SDR: 2.47574 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.98it/s]\n",
      "Epoch: 279 \n",
      "     >>>>> Train Perceptual_Loss: 0.0864 --- Train kld_loss: 0.00534 --- Train Total Loss: 0.09174 \n",
      "     >>>>> Val Perceptual_Loss: 0.08977 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09505\n",
      "     >>>>> Train SI_SDR: 2.87094 --- Val SI_SDR: 2.46186 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.34it/s]\n",
      "Epoch: 280 \n",
      "     >>>>> Train Perceptual_Loss: 0.08642 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09175 \n",
      "     >>>>> Val Perceptual_Loss: 0.08588 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09123\n",
      "     >>>>> Train SI_SDR: 2.87486 --- Val SI_SDR: 2.49513 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 281 \n",
      "     >>>>> Train Perceptual_Loss: 0.08625 --- Train kld_loss: 0.00534 --- Train Total Loss: 0.09159 \n",
      "     >>>>> Val Perceptual_Loss: 0.08631 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09171\n",
      "     >>>>> Train SI_SDR: 2.89738 --- Val SI_SDR: 2.47605 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.78it/s]\n",
      "Epoch: 282 \n",
      "     >>>>> Train Perceptual_Loss: 0.08636 --- Train kld_loss: 0.00534 --- Train Total Loss: 0.0917 \n",
      "     >>>>> Val Perceptual_Loss: 0.09029 --- Val kld_loss: 0.00517 --- Val Total Loss: 0.09546\n",
      "     >>>>> Train SI_SDR: 2.90575 --- Val SI_SDR: 2.47368 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.68it/s]\n",
      "Epoch: 283 \n",
      "     >>>>> Train Perceptual_Loss: 0.08629 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09162 \n",
      "     >>>>> Val Perceptual_Loss: 0.09259 --- Val kld_loss: 0.00523 --- Val Total Loss: 0.09782\n",
      "     >>>>> Train SI_SDR: 2.88557 --- Val SI_SDR: 2.47325 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.98it/s]\n",
      "Epoch: 284 \n",
      "     >>>>> Train Perceptual_Loss: 0.08637 --- Train kld_loss: 0.00534 --- Train Total Loss: 0.09171 \n",
      "     >>>>> Val Perceptual_Loss: 0.0878 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09314\n",
      "     >>>>> Train SI_SDR: 2.88236 --- Val SI_SDR: 2.48626 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.51it/s]\n",
      "Epoch: 285 \n",
      "     >>>>> Train Perceptual_Loss: 0.08622 --- Train kld_loss: 0.00533 --- Train Total Loss: 0.09156 \n",
      "     >>>>> Val Perceptual_Loss: 0.0902 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09552\n",
      "     >>>>> Train SI_SDR: 2.90287 --- Val SI_SDR: 2.5184 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.05it/s]\n",
      "Epoch: 286 \n",
      "     >>>>> Train Perceptual_Loss: 0.08622 --- Train kld_loss: 0.00534 --- Train Total Loss: 0.09156 \n",
      "     >>>>> Val Perceptual_Loss: 0.08942 --- Val kld_loss: 0.00521 --- Val Total Loss: 0.09463\n",
      "     >>>>> Train SI_SDR: 2.88825 --- Val SI_SDR: 2.45314 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.66it/s]\n",
      "Epoch: 287 \n",
      "     >>>>> Train Perceptual_Loss: 0.08626 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09161 \n",
      "     >>>>> Val Perceptual_Loss: 0.08869 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09398\n",
      "     >>>>> Train SI_SDR: 2.89862 --- Val SI_SDR: 2.44869 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.35it/s]\n",
      "Epoch: 288 \n",
      "     >>>>> Train Perceptual_Loss: 0.0861 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09145 \n",
      "     >>>>> Val Perceptual_Loss: 0.09271 --- Val kld_loss: 0.00516 --- Val Total Loss: 0.09787\n",
      "     >>>>> Train SI_SDR: 2.9173 --- Val SI_SDR: 2.48151 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.77it/s]\n",
      "Epoch: 289 \n",
      "     >>>>> Train Perceptual_Loss: 0.0861 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09145 \n",
      "     >>>>> Val Perceptual_Loss: 0.08772 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09303\n",
      "     >>>>> Train SI_SDR: 2.90282 --- Val SI_SDR: 2.4984 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.87it/s]\n",
      "Epoch: 290 \n",
      "     >>>>> Train Perceptual_Loss: 0.08611 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09147 \n",
      "     >>>>> Val Perceptual_Loss: 0.08817 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09346\n",
      "     >>>>> Train SI_SDR: 2.92126 --- Val SI_SDR: 2.45229 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.15it/s]\n",
      "Epoch: 291 \n",
      "     >>>>> Train Perceptual_Loss: 0.08619 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09154 \n",
      "     >>>>> Val Perceptual_Loss: 0.08858 --- Val kld_loss: 0.00525 --- Val Total Loss: 0.09384\n",
      "     >>>>> Train SI_SDR: 2.90543 --- Val SI_SDR: 2.48248 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.28it/s]\n",
      "Epoch: 292 \n",
      "     >>>>> Train Perceptual_Loss: 0.08625 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.0916 \n",
      "     >>>>> Val Perceptual_Loss: 0.08725 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09257\n",
      "     >>>>> Train SI_SDR: 2.92383 --- Val SI_SDR: 2.47451 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.26it/s]\n",
      "Epoch: 293 \n",
      "     >>>>> Train Perceptual_Loss: 0.08604 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.0914 \n",
      "     >>>>> Val Perceptual_Loss: 0.08702 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09247\n",
      "     >>>>> Train SI_SDR: 2.91796 --- Val SI_SDR: 2.55633 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.58it/s]\n",
      "Epoch: 294 \n",
      "     >>>>> Train Perceptual_Loss: 0.08598 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09133 \n",
      "     >>>>> Val Perceptual_Loss: 0.08858 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09388\n",
      "     >>>>> Train SI_SDR: 2.92055 --- Val SI_SDR: 2.45848 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.45it/s]\n",
      "Epoch: 295 \n",
      "     >>>>> Train Perceptual_Loss: 0.08623 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09158 \n",
      "     >>>>> Val Perceptual_Loss: 0.09262 --- Val kld_loss: 0.00506 --- Val Total Loss: 0.09768\n",
      "     >>>>> Train SI_SDR: 2.90587 --- Val SI_SDR: 2.34083 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.74it/s]\n",
      "Epoch: 296 \n",
      "     >>>>> Train Perceptual_Loss: 0.08596 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09132 \n",
      "     >>>>> Val Perceptual_Loss: 0.08707 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09242\n",
      "     >>>>> Train SI_SDR: 2.90617 --- Val SI_SDR: 2.44625 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.35it/s]\n",
      "Epoch: 297 \n",
      "     >>>>> Train Perceptual_Loss: 0.08594 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09129 \n",
      "     >>>>> Val Perceptual_Loss: 0.08748 --- Val kld_loss: 0.00533 --- Val Total Loss: 0.09281\n",
      "     >>>>> Train SI_SDR: 2.91406 --- Val SI_SDR: 2.49719 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.41it/s]\n",
      "Epoch: 298 \n",
      "     >>>>> Train Perceptual_Loss: 0.08587 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09123 \n",
      "     >>>>> Val Perceptual_Loss: 0.08675 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09219\n",
      "     >>>>> Train SI_SDR: 2.93444 --- Val SI_SDR: 2.58143 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.30it/s]\n",
      "Epoch: 299 \n",
      "     >>>>> Train Perceptual_Loss: 0.0859 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09125 \n",
      "     >>>>> Val Perceptual_Loss: 0.09007 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09529\n",
      "     >>>>> Train SI_SDR: 2.93634 --- Val SI_SDR: 2.41546 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 300 \n",
      "     >>>>> Train Perceptual_Loss: 0.08583 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09119 \n",
      "     >>>>> Val Perceptual_Loss: 0.08916 --- Val kld_loss: 0.00523 --- Val Total Loss: 0.09439\n",
      "     >>>>> Train SI_SDR: 2.92722 --- Val SI_SDR: 2.41814 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 301 \n",
      "     >>>>> Train Perceptual_Loss: 0.08583 --- Train kld_loss: 0.00535 --- Train Total Loss: 0.09118 \n",
      "     >>>>> Val Perceptual_Loss: 0.08576 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09113\n",
      "     >>>>> Train SI_SDR: 2.94554 --- Val SI_SDR: 2.47479 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.36it/s]\n",
      "Epoch: 302 \n",
      "     >>>>> Train Perceptual_Loss: 0.08588 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09125 \n",
      "     >>>>> Val Perceptual_Loss: 0.09393 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09915\n",
      "     >>>>> Train SI_SDR: 2.93819 --- Val SI_SDR: 2.41699 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.84it/s]\n",
      "Epoch: 303 \n",
      "     >>>>> Train Perceptual_Loss: 0.08569 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09107 \n",
      "     >>>>> Val Perceptual_Loss: 0.08778 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09324\n",
      "     >>>>> Train SI_SDR: 2.96016 --- Val SI_SDR: 2.40972 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.54it/s]\n",
      "Epoch: 304 \n",
      "     >>>>> Train Perceptual_Loss: 0.08578 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09114 \n",
      "     >>>>> Val Perceptual_Loss: 0.08767 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.09317\n",
      "     >>>>> Train SI_SDR: 2.9406 --- Val SI_SDR: 2.55472 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 305 \n",
      "     >>>>> Train Perceptual_Loss: 0.08572 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09108 \n",
      "     >>>>> Val Perceptual_Loss: 0.08815 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09356\n",
      "     >>>>> Train SI_SDR: 2.9444 --- Val SI_SDR: 2.52617 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.52it/s]\n",
      "Epoch: 306 \n",
      "     >>>>> Train Perceptual_Loss: 0.08593 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.0913 \n",
      "     >>>>> Val Perceptual_Loss: 0.08605 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09139\n",
      "     >>>>> Train SI_SDR: 2.93804 --- Val SI_SDR: 2.47849 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.45it/s]\n",
      "Epoch: 307 \n",
      "     >>>>> Train Perceptual_Loss: 0.08578 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09114 \n",
      "     >>>>> Val Perceptual_Loss: 0.0883 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09369\n",
      "     >>>>> Train SI_SDR: 2.94731 --- Val SI_SDR: 2.56016 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 308 \n",
      "     >>>>> Train Perceptual_Loss: 0.08592 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09129 \n",
      "     >>>>> Val Perceptual_Loss: 0.08861 --- Val kld_loss: 0.00526 --- Val Total Loss: 0.09387\n",
      "     >>>>> Train SI_SDR: 2.94809 --- Val SI_SDR: 2.49083 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.71it/s]\n",
      "Epoch: 309 \n",
      "     >>>>> Train Perceptual_Loss: 0.08572 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09109 \n",
      "     >>>>> Val Perceptual_Loss: 0.08857 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09386\n",
      "     >>>>> Train SI_SDR: 2.9529 --- Val SI_SDR: 2.49597 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.61it/s]\n",
      "Epoch: 310 \n",
      "     >>>>> Train Perceptual_Loss: 0.08579 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09116 \n",
      "     >>>>> Val Perceptual_Loss: 0.08911 --- Val kld_loss: 0.00523 --- Val Total Loss: 0.09435\n",
      "     >>>>> Train SI_SDR: 2.9611 --- Val SI_SDR: 2.36317 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.95it/s]\n",
      "Epoch: 311 \n",
      "     >>>>> Train Perceptual_Loss: 0.08562 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09099 \n",
      "     >>>>> Val Perceptual_Loss: 0.08464 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09015\n",
      "     >>>>> Train SI_SDR: 2.96445 --- Val SI_SDR: 2.51324 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.09it/s]\n",
      "Epoch: 312 \n",
      "     >>>>> Train Perceptual_Loss: 0.08576 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09113 \n",
      "     >>>>> Val Perceptual_Loss: 0.08859 --- Val kld_loss: 0.00524 --- Val Total Loss: 0.09383\n",
      "     >>>>> Train SI_SDR: 2.94627 --- Val SI_SDR: 2.45129 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.25it/s]\n",
      "Epoch: 313 \n",
      "     >>>>> Train Perceptual_Loss: 0.08556 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09094 \n",
      "     >>>>> Val Perceptual_Loss: 0.09086 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09613\n",
      "     >>>>> Train SI_SDR: 2.96504 --- Val SI_SDR: 2.47685 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.17it/s]\n",
      "Epoch: 314 \n",
      "     >>>>> Train Perceptual_Loss: 0.08557 --- Train kld_loss: 0.00536 --- Train Total Loss: 0.09094 \n",
      "     >>>>> Val Perceptual_Loss: 0.08752 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09286\n",
      "     >>>>> Train SI_SDR: 2.95923 --- Val SI_SDR: 2.51277 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.28it/s]\n",
      "Epoch: 315 \n",
      "     >>>>> Train Perceptual_Loss: 0.08561 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09099 \n",
      "     >>>>> Val Perceptual_Loss: 0.08609 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09147\n",
      "     >>>>> Train SI_SDR: 2.97886 --- Val SI_SDR: 2.5147 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.97it/s]\n",
      "Epoch: 316 \n",
      "     >>>>> Train Perceptual_Loss: 0.0857 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09109 \n",
      "     >>>>> Val Perceptual_Loss: 0.08716 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.0927\n",
      "     >>>>> Train SI_SDR: 2.96199 --- Val SI_SDR: 2.52454 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.89it/s]\n",
      "Epoch: 317 \n",
      "     >>>>> Train Perceptual_Loss: 0.08548 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09086 \n",
      "     >>>>> Val Perceptual_Loss: 0.09014 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09541\n",
      "     >>>>> Train SI_SDR: 2.97179 --- Val SI_SDR: 2.44999 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.04it/s]\n",
      "Epoch: 318 \n",
      "     >>>>> Train Perceptual_Loss: 0.08554 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09091 \n",
      "     >>>>> Val Perceptual_Loss: 0.08999 --- Val kld_loss: 0.00516 --- Val Total Loss: 0.09515\n",
      "     >>>>> Train SI_SDR: 2.97597 --- Val SI_SDR: 2.39307 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.00it/s]\n",
      "Epoch: 319 \n",
      "     >>>>> Train Perceptual_Loss: 0.08548 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09086 \n",
      "     >>>>> Val Perceptual_Loss: 0.08567 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09108\n",
      "     >>>>> Train SI_SDR: 2.97265 --- Val SI_SDR: 2.48985 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.86it/s]\n",
      "Epoch: 320 \n",
      "     >>>>> Train Perceptual_Loss: 0.08536 --- Train kld_loss: 0.00537 --- Train Total Loss: 0.09073 \n",
      "     >>>>> Val Perceptual_Loss: 0.09128 --- Val kld_loss: 0.00526 --- Val Total Loss: 0.09653\n",
      "     >>>>> Train SI_SDR: 2.96895 --- Val SI_SDR: 2.44851 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.53it/s]\n",
      "Epoch: 321 \n",
      "     >>>>> Train Perceptual_Loss: 0.08535 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09073 \n",
      "     >>>>> Val Perceptual_Loss: 0.08611 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09145\n",
      "     >>>>> Train SI_SDR: 2.99685 --- Val SI_SDR: 2.52245 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.63it/s]\n",
      "Epoch: 322 \n",
      "     >>>>> Train Perceptual_Loss: 0.0854 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09078 \n",
      "     >>>>> Val Perceptual_Loss: 0.08717 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.09259\n",
      "     >>>>> Train SI_SDR: 2.96194 --- Val SI_SDR: 2.57499 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.21it/s]\n",
      "Epoch: 323 \n",
      "     >>>>> Train Perceptual_Loss: 0.08541 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09079 \n",
      "     >>>>> Val Perceptual_Loss: 0.08794 --- Val kld_loss: 0.00533 --- Val Total Loss: 0.09327\n",
      "     >>>>> Train SI_SDR: 2.99429 --- Val SI_SDR: 2.51498 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.16it/s]\n",
      "Epoch: 324 \n",
      "     >>>>> Train Perceptual_Loss: 0.08547 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09086 \n",
      "     >>>>> Val Perceptual_Loss: 0.09166 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.097\n",
      "     >>>>> Train SI_SDR: 2.99417 --- Val SI_SDR: 2.45599 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.43it/s]\n",
      "Epoch: 325 \n",
      "     >>>>> Train Perceptual_Loss: 0.0855 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09089 \n",
      "     >>>>> Val Perceptual_Loss: 0.09022 --- Val kld_loss: 0.00515 --- Val Total Loss: 0.09537\n",
      "     >>>>> Train SI_SDR: 2.9875 --- Val SI_SDR: 2.37204 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.11it/s]\n",
      "Epoch: 326 \n",
      "     >>>>> Train Perceptual_Loss: 0.08535 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09074 \n",
      "     >>>>> Val Perceptual_Loss: 0.08668 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09204\n",
      "     >>>>> Train SI_SDR: 3.00486 --- Val SI_SDR: 2.5032 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.21it/s]\n",
      "Epoch: 327 \n",
      "     >>>>> Train Perceptual_Loss: 0.08533 --- Train kld_loss: 0.00538 --- Train Total Loss: 0.09071 \n",
      "     >>>>> Val Perceptual_Loss: 0.08674 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09214\n",
      "     >>>>> Train SI_SDR: 2.99012 --- Val SI_SDR: 2.48872 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.16it/s]\n",
      "Epoch: 328 \n",
      "     >>>>> Train Perceptual_Loss: 0.08527 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09066 \n",
      "     >>>>> Val Perceptual_Loss: 0.08747 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09291\n",
      "     >>>>> Train SI_SDR: 3.00481 --- Val SI_SDR: 2.49307 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 329 \n",
      "     >>>>> Train Perceptual_Loss: 0.08532 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09071 \n",
      "     >>>>> Val Perceptual_Loss: 0.08577 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09133\n",
      "     >>>>> Train SI_SDR: 2.99644 --- Val SI_SDR: 2.5961 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.74it/s]\n",
      "Epoch: 330 \n",
      "     >>>>> Train Perceptual_Loss: 0.08522 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09061 \n",
      "     >>>>> Val Perceptual_Loss: 0.08766 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09302\n",
      "     >>>>> Train SI_SDR: 3.01828 --- Val SI_SDR: 2.50276 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.81it/s]\n",
      "Epoch: 331 \n",
      "     >>>>> Train Perceptual_Loss: 0.08529 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09068 \n",
      "     >>>>> Val Perceptual_Loss: 0.09007 --- Val kld_loss: 0.00524 --- Val Total Loss: 0.09531\n",
      "     >>>>> Train SI_SDR: 3.00827 --- Val SI_SDR: 2.48194 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.28it/s]\n",
      "Epoch: 332 \n",
      "     >>>>> Train Perceptual_Loss: 0.08515 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09055 \n",
      "     >>>>> Val Perceptual_Loss: 0.08848 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09391\n",
      "     >>>>> Train SI_SDR: 3.02155 --- Val SI_SDR: 2.47608 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.90it/s]\n",
      "Epoch: 333 \n",
      "     >>>>> Train Perceptual_Loss: 0.08516 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09054 \n",
      "     >>>>> Val Perceptual_Loss: 0.08611 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09156\n",
      "     >>>>> Train SI_SDR: 3.00574 --- Val SI_SDR: 2.48996 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.59it/s]\n",
      "Epoch: 334 \n",
      "     >>>>> Train Perceptual_Loss: 0.08513 --- Train kld_loss: 0.0054 --- Train Total Loss: 0.09053 \n",
      "     >>>>> Val Perceptual_Loss: 0.08794 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09329\n",
      "     >>>>> Train SI_SDR: 3.01654 --- Val SI_SDR: 2.45216 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.00it/s]\n",
      "Epoch: 335 \n",
      "     >>>>> Train Perceptual_Loss: 0.08528 --- Train kld_loss: 0.00539 --- Train Total Loss: 0.09067 \n",
      "     >>>>> Val Perceptual_Loss: 0.08753 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09287\n",
      "     >>>>> Train SI_SDR: 2.99426 --- Val SI_SDR: 2.50921 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.62it/s]\n",
      "Epoch: 336 \n",
      "     >>>>> Train Perceptual_Loss: 0.08514 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09054 \n",
      "     >>>>> Val Perceptual_Loss: 0.08758 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09289\n",
      "     >>>>> Train SI_SDR: 3.01941 --- Val SI_SDR: 2.44601 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.83it/s]\n",
      "Epoch: 337 \n",
      "     >>>>> Train Perceptual_Loss: 0.08506 --- Train kld_loss: 0.0054 --- Train Total Loss: 0.09046 \n",
      "     >>>>> Val Perceptual_Loss: 0.08733 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09268\n",
      "     >>>>> Train SI_SDR: 3.01969 --- Val SI_SDR: 2.46628 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.99it/s]\n",
      "Epoch: 338 \n",
      "     >>>>> Train Perceptual_Loss: 0.08513 --- Train kld_loss: 0.0054 --- Train Total Loss: 0.09053 \n",
      "     >>>>> Val Perceptual_Loss: 0.08918 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09438\n",
      "     >>>>> Train SI_SDR: 3.01117 --- Val SI_SDR: 2.45953 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.74it/s]\n",
      "Epoch: 339 \n",
      "     >>>>> Train Perceptual_Loss: 0.08507 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09048 \n",
      "     >>>>> Val Perceptual_Loss: 0.09064 --- Val kld_loss: 0.00519 --- Val Total Loss: 0.09582\n",
      "     >>>>> Train SI_SDR: 3.01315 --- Val SI_SDR: 2.45809 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.83it/s]\n",
      "Epoch: 340 \n",
      "     >>>>> Train Perceptual_Loss: 0.08501 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09042 \n",
      "     >>>>> Val Perceptual_Loss: 0.08821 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.0935\n",
      "     >>>>> Train SI_SDR: 3.01525 --- Val SI_SDR: 2.48962 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.46it/s]\n",
      "Epoch: 341 \n",
      "     >>>>> Train Perceptual_Loss: 0.08512 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09052 \n",
      "     >>>>> Val Perceptual_Loss: 0.08945 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09476\n",
      "     >>>>> Train SI_SDR: 3.03774 --- Val SI_SDR: 2.5002 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.41it/s]\n",
      "Epoch: 342 \n",
      "     >>>>> Train Perceptual_Loss: 0.0849 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09031 \n",
      "     >>>>> Val Perceptual_Loss: 0.09047 --- Val kld_loss: 0.00525 --- Val Total Loss: 0.09571\n",
      "     >>>>> Train SI_SDR: 3.03598 --- Val SI_SDR: 2.47711 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.62it/s]\n",
      "Epoch: 343 \n",
      "     >>>>> Train Perceptual_Loss: 0.085 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09041 \n",
      "     >>>>> Val Perceptual_Loss: 0.08677 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09221\n",
      "     >>>>> Train SI_SDR: 3.04003 --- Val SI_SDR: 2.49935 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.33it/s]\n",
      "Epoch: 344 \n",
      "     >>>>> Train Perceptual_Loss: 0.08507 --- Train kld_loss: 0.0054 --- Train Total Loss: 0.09047 \n",
      "     >>>>> Val Perceptual_Loss: 0.08637 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09175\n",
      "     >>>>> Train SI_SDR: 3.02962 --- Val SI_SDR: 2.55378 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.61it/s]\n",
      "Epoch: 345 \n",
      "     >>>>> Train Perceptual_Loss: 0.08505 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09046 \n",
      "     >>>>> Val Perceptual_Loss: 0.08807 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09341\n",
      "     >>>>> Train SI_SDR: 3.03788 --- Val SI_SDR: 2.50274 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 346 \n",
      "     >>>>> Train Perceptual_Loss: 0.08474 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09015 \n",
      "     >>>>> Val Perceptual_Loss: 0.08643 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09192\n",
      "     >>>>> Train SI_SDR: 3.04707 --- Val SI_SDR: 2.56001 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.53it/s]\n",
      "Epoch: 347 \n",
      "     >>>>> Train Perceptual_Loss: 0.08475 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09017 \n",
      "     >>>>> Val Perceptual_Loss: 0.08744 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09282\n",
      "     >>>>> Train SI_SDR: 3.05028 --- Val SI_SDR: 2.44093 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.03it/s]\n",
      "Epoch: 348 \n",
      "     >>>>> Train Perceptual_Loss: 0.08489 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.0903 \n",
      "     >>>>> Val Perceptual_Loss: 0.08865 --- Val kld_loss: 0.00531 --- Val Total Loss: 0.09396\n",
      "     >>>>> Train SI_SDR: 3.04501 --- Val SI_SDR: 2.57597 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.73it/s]\n",
      "Epoch: 349 \n",
      "     >>>>> Train Perceptual_Loss: 0.0848 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09022 \n",
      "     >>>>> Val Perceptual_Loss: 0.09042 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.0957\n",
      "     >>>>> Train SI_SDR: 3.03229 --- Val SI_SDR: 2.42518 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.70it/s]\n",
      "Epoch: 350 \n",
      "     >>>>> Train Perceptual_Loss: 0.08463 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09005 \n",
      "     >>>>> Val Perceptual_Loss: 0.08488 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09032\n",
      "     >>>>> Train SI_SDR: 3.04572 --- Val SI_SDR: 2.51242 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.85it/s]\n",
      "Epoch: 351 \n",
      "     >>>>> Train Perceptual_Loss: 0.08466 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.09008 \n",
      "     >>>>> Val Perceptual_Loss: 0.08648 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09197\n",
      "     >>>>> Train SI_SDR: 3.0578 --- Val SI_SDR: 2.58317 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.00it/s]\n",
      "Epoch: 352 \n",
      "     >>>>> Train Perceptual_Loss: 0.0847 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09012 \n",
      "     >>>>> Val Perceptual_Loss: 0.08696 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.0923\n",
      "     >>>>> Train SI_SDR: 3.06566 --- Val SI_SDR: 2.53618 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.91it/s]\n",
      "Epoch: 353 \n",
      "     >>>>> Train Perceptual_Loss: 0.08457 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.09001 \n",
      "     >>>>> Val Perceptual_Loss: 0.08891 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.0942\n",
      "     >>>>> Train SI_SDR: 3.05048 --- Val SI_SDR: 2.46391 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.79it/s]\n",
      "Epoch: 354 \n",
      "     >>>>> Train Perceptual_Loss: 0.08471 --- Train kld_loss: 0.00541 --- Train Total Loss: 0.09012 \n",
      "     >>>>> Val Perceptual_Loss: 0.08816 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09357\n",
      "     >>>>> Train SI_SDR: 3.05344 --- Val SI_SDR: 2.59002 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.39it/s]\n",
      "Epoch: 355 \n",
      "     >>>>> Train Perceptual_Loss: 0.08464 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.09007 \n",
      "     >>>>> Val Perceptual_Loss: 0.08947 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09488\n",
      "     >>>>> Train SI_SDR: 3.07897 --- Val SI_SDR: 2.49886 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.95it/s]\n",
      "Epoch: 356 \n",
      "     >>>>> Train Perceptual_Loss: 0.08451 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.08993 \n",
      "     >>>>> Val Perceptual_Loss: 0.08668 --- Val kld_loss: 0.00538 --- Val Total Loss: 0.09206\n",
      "     >>>>> Train SI_SDR: 3.06381 --- Val SI_SDR: 2.49843 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.32it/s]\n",
      "Epoch: 357 \n",
      "     >>>>> Train Perceptual_Loss: 0.08478 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.09021 \n",
      "     >>>>> Val Perceptual_Loss: 0.087 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09241\n",
      "     >>>>> Train SI_SDR: 3.07294 --- Val SI_SDR: 2.48618 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.86it/s]\n",
      "Epoch: 358 \n",
      "     >>>>> Train Perceptual_Loss: 0.08457 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.08999 \n",
      "     >>>>> Val Perceptual_Loss: 0.08637 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09174\n",
      "     >>>>> Train SI_SDR: 3.07208 --- Val SI_SDR: 2.50022 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.83it/s]\n",
      "Epoch: 359 \n",
      "     >>>>> Train Perceptual_Loss: 0.08474 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09017 \n",
      "     >>>>> Val Perceptual_Loss: 0.0878 --- Val kld_loss: 0.00526 --- Val Total Loss: 0.09306\n",
      "     >>>>> Train SI_SDR: 3.06638 --- Val SI_SDR: 2.44333 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.10it/s]\n",
      "Epoch: 360 \n",
      "     >>>>> Train Perceptual_Loss: 0.08464 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09006 \n",
      "     >>>>> Val Perceptual_Loss: 0.08839 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09377\n",
      "     >>>>> Train SI_SDR: 3.08851 --- Val SI_SDR: 2.51388 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.05it/s]\n",
      "Epoch: 361 \n",
      "     >>>>> Train Perceptual_Loss: 0.08465 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.09008 \n",
      "     >>>>> Val Perceptual_Loss: 0.08549 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09094\n",
      "     >>>>> Train SI_SDR: 3.07277 --- Val SI_SDR: 2.58554 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.32it/s]\n",
      "Epoch: 362 \n",
      "     >>>>> Train Perceptual_Loss: 0.08465 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.09007 \n",
      "     >>>>> Val Perceptual_Loss: 0.08676 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09208\n",
      "     >>>>> Train SI_SDR: 3.05879 --- Val SI_SDR: 2.53114 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.84it/s]\n",
      "Epoch: 363 \n",
      "     >>>>> Train Perceptual_Loss: 0.08445 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08989 \n",
      "     >>>>> Val Perceptual_Loss: 0.08837 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09366\n",
      "     >>>>> Train SI_SDR: 3.08142 --- Val SI_SDR: 2.48444 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.61it/s]\n",
      "Epoch: 364 \n",
      "     >>>>> Train Perceptual_Loss: 0.08448 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.08991 \n",
      "     >>>>> Val Perceptual_Loss: 0.08846 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09381\n",
      "     >>>>> Train SI_SDR: 3.07658 --- Val SI_SDR: 2.43867 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 365 \n",
      "     >>>>> Train Perceptual_Loss: 0.08447 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08991 \n",
      "     >>>>> Val Perceptual_Loss: 0.09089 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09616\n",
      "     >>>>> Train SI_SDR: 3.08534 --- Val SI_SDR: 2.43504 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 366 \n",
      "     >>>>> Train Perceptual_Loss: 0.08453 --- Train kld_loss: 0.00542 --- Train Total Loss: 0.08995 \n",
      "     >>>>> Val Perceptual_Loss: 0.08854 --- Val kld_loss: 0.00526 --- Val Total Loss: 0.0938\n",
      "     >>>>> Train SI_SDR: 3.07364 --- Val SI_SDR: 2.44361 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 367 \n",
      "     >>>>> Train Perceptual_Loss: 0.08455 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.08998 \n",
      "     >>>>> Val Perceptual_Loss: 0.08878 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09416\n",
      "     >>>>> Train SI_SDR: 3.07675 --- Val SI_SDR: 2.46812 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.87it/s]\n",
      "Epoch: 368 \n",
      "     >>>>> Train Perceptual_Loss: 0.08427 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08971 \n",
      "     >>>>> Val Perceptual_Loss: 0.08676 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09222\n",
      "     >>>>> Train SI_SDR: 3.09518 --- Val SI_SDR: 2.57711 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 369 \n",
      "     >>>>> Train Perceptual_Loss: 0.08447 --- Train kld_loss: 0.00543 --- Train Total Loss: 0.0899 \n",
      "     >>>>> Val Perceptual_Loss: 0.08692 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09227\n",
      "     >>>>> Train SI_SDR: 3.07116 --- Val SI_SDR: 2.56157 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.45it/s]\n",
      "Epoch: 370 \n",
      "     >>>>> Train Perceptual_Loss: 0.08476 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.09019 \n",
      "     >>>>> Val Perceptual_Loss: 0.08611 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09157\n",
      "     >>>>> Train SI_SDR: 3.07758 --- Val SI_SDR: 2.56262 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.83it/s]\n",
      "Epoch: 371 \n",
      "     >>>>> Train Perceptual_Loss: 0.08441 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08985 \n",
      "     >>>>> Val Perceptual_Loss: 0.08695 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09223\n",
      "     >>>>> Train SI_SDR: 3.07912 --- Val SI_SDR: 2.56737 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.20it/s]\n",
      "Epoch: 372 \n",
      "     >>>>> Train Perceptual_Loss: 0.08452 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08996 \n",
      "     >>>>> Val Perceptual_Loss: 0.08797 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09346\n",
      "     >>>>> Train SI_SDR: 3.09575 --- Val SI_SDR: 2.49262 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.33it/s]\n",
      "Epoch: 373 \n",
      "     >>>>> Train Perceptual_Loss: 0.08413 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08958 \n",
      "     >>>>> Val Perceptual_Loss: 0.09031 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.0955\n",
      "     >>>>> Train SI_SDR: 3.10556 --- Val SI_SDR: 2.47886 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.11it/s]\n",
      "Epoch: 374 \n",
      "     >>>>> Train Perceptual_Loss: 0.08438 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08981 \n",
      "     >>>>> Val Perceptual_Loss: 0.09278 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09813\n",
      "     >>>>> Train SI_SDR: 3.10215 --- Val SI_SDR: 2.5089 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.76it/s]\n",
      "Epoch: 375 \n",
      "     >>>>> Train Perceptual_Loss: 0.08418 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08963 \n",
      "     >>>>> Val Perceptual_Loss: 0.08673 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09228\n",
      "     >>>>> Train SI_SDR: 3.10047 --- Val SI_SDR: 2.66246 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.37it/s]\n",
      "Epoch: 376 \n",
      "     >>>>> Train Perceptual_Loss: 0.08446 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08989 \n",
      "     >>>>> Val Perceptual_Loss: 0.09019 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09539\n",
      "     >>>>> Train SI_SDR: 3.09994 --- Val SI_SDR: 2.41579 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.73it/s]\n",
      "Epoch: 377 \n",
      "     >>>>> Train Perceptual_Loss: 0.08419 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08963 \n",
      "     >>>>> Val Perceptual_Loss: 0.08719 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.0926\n",
      "     >>>>> Train SI_SDR: 3.0982 --- Val SI_SDR: 2.56811 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.29it/s]\n",
      "Epoch: 378 \n",
      "     >>>>> Train Perceptual_Loss: 0.08434 --- Train kld_loss: 0.00544 --- Train Total Loss: 0.08978 \n",
      "     >>>>> Val Perceptual_Loss: 0.08669 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09206\n",
      "     >>>>> Train SI_SDR: 3.08705 --- Val SI_SDR: 2.48513 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.26it/s]\n",
      "Epoch: 379 \n",
      "     >>>>> Train Perceptual_Loss: 0.08414 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08959 \n",
      "     >>>>> Val Perceptual_Loss: 0.08691 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09232\n",
      "     >>>>> Train SI_SDR: 3.11171 --- Val SI_SDR: 2.41992 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.85it/s]\n",
      "Epoch: 380 \n",
      "     >>>>> Train Perceptual_Loss: 0.08418 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08964 \n",
      "     >>>>> Val Perceptual_Loss: 0.08716 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09266\n",
      "     >>>>> Train SI_SDR: 3.12288 --- Val SI_SDR: 2.50948 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.31it/s]\n",
      "Epoch: 381 \n",
      "     >>>>> Train Perceptual_Loss: 0.08426 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08971 \n",
      "     >>>>> Val Perceptual_Loss: 0.08595 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09142\n",
      "     >>>>> Train SI_SDR: 3.10308 --- Val SI_SDR: 2.61651 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.75it/s]\n",
      "Epoch: 382 \n",
      "     >>>>> Train Perceptual_Loss: 0.08416 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08961 \n",
      "     >>>>> Val Perceptual_Loss: 0.08672 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09222\n",
      "     >>>>> Train SI_SDR: 3.12384 --- Val SI_SDR: 2.55633 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.48it/s]\n",
      "Epoch: 383 \n",
      "     >>>>> Train Perceptual_Loss: 0.08414 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08959 \n",
      "     >>>>> Val Perceptual_Loss: 0.08728 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09269\n",
      "     >>>>> Train SI_SDR: 3.11526 --- Val SI_SDR: 2.54424 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 384 \n",
      "     >>>>> Train Perceptual_Loss: 0.08426 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08971 \n",
      "     >>>>> Val Perceptual_Loss: 0.09077 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09605\n",
      "     >>>>> Train SI_SDR: 3.10864 --- Val SI_SDR: 2.53435 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 385 \n",
      "     >>>>> Train Perceptual_Loss: 0.08396 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.0894 \n",
      "     >>>>> Val Perceptual_Loss: 0.08984 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09507\n",
      "     >>>>> Train SI_SDR: 3.12578 --- Val SI_SDR: 2.37148 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 386 \n",
      "     >>>>> Train Perceptual_Loss: 0.08414 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08959 \n",
      "     >>>>> Val Perceptual_Loss: 0.08875 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09404\n",
      "     >>>>> Train SI_SDR: 3.12382 --- Val SI_SDR: 2.43063 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.80it/s]\n",
      "Epoch: 387 \n",
      "     >>>>> Train Perceptual_Loss: 0.08415 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.0896 \n",
      "     >>>>> Val Perceptual_Loss: 0.08763 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09302\n",
      "     >>>>> Train SI_SDR: 3.12018 --- Val SI_SDR: 2.49599 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.20it/s]\n",
      "Epoch: 388 \n",
      "     >>>>> Train Perceptual_Loss: 0.08404 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08949 \n",
      "     >>>>> Val Perceptual_Loss: 0.08643 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09189\n",
      "     >>>>> Train SI_SDR: 3.13255 --- Val SI_SDR: 2.50982 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.24it/s]\n",
      "Epoch: 389 \n",
      "     >>>>> Train Perceptual_Loss: 0.08399 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08944 \n",
      "     >>>>> Val Perceptual_Loss: 0.08532 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09079\n",
      "     >>>>> Train SI_SDR: 3.13152 --- Val SI_SDR: 2.56776 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.21it/s]\n",
      "Epoch: 390 \n",
      "     >>>>> Train Perceptual_Loss: 0.08406 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08951 \n",
      "     >>>>> Val Perceptual_Loss: 0.08723 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09262\n",
      "     >>>>> Train SI_SDR: 3.14241 --- Val SI_SDR: 2.54486 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.90it/s]\n",
      "Epoch: 391 \n",
      "     >>>>> Train Perceptual_Loss: 0.08396 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08942 \n",
      "     >>>>> Val Perceptual_Loss: 0.09054 --- Val kld_loss: 0.00533 --- Val Total Loss: 0.09587\n",
      "     >>>>> Train SI_SDR: 3.15377 --- Val SI_SDR: 2.49732 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.33it/s]\n",
      "Epoch: 392 \n",
      "     >>>>> Train Perceptual_Loss: 0.08403 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.0895 \n",
      "     >>>>> Val Perceptual_Loss: 0.08689 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09236\n",
      "     >>>>> Train SI_SDR: 3.1323 --- Val SI_SDR: 2.44159 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.10it/s]\n",
      "Epoch: 393 \n",
      "     >>>>> Train Perceptual_Loss: 0.08388 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08934 \n",
      "     >>>>> Val Perceptual_Loss: 0.08757 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09302\n",
      "     >>>>> Train SI_SDR: 3.13038 --- Val SI_SDR: 2.59271 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 394 \n",
      "     >>>>> Train Perceptual_Loss: 0.08384 --- Train kld_loss: 0.00547 --- Train Total Loss: 0.08931 \n",
      "     >>>>> Val Perceptual_Loss: 0.08717 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.0926\n",
      "     >>>>> Train SI_SDR: 3.15379 --- Val SI_SDR: 2.55767 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.29it/s]\n",
      "Epoch: 395 \n",
      "     >>>>> Train Perceptual_Loss: 0.0838 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08926 \n",
      "     >>>>> Val Perceptual_Loss: 0.0858 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09133\n",
      "     >>>>> Train SI_SDR: 3.15872 --- Val SI_SDR: 2.53525 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.10it/s]\n",
      "Epoch: 396 \n",
      "     >>>>> Train Perceptual_Loss: 0.08402 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08948 \n",
      "     >>>>> Val Perceptual_Loss: 0.08471 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.0902\n",
      "     >>>>> Train SI_SDR: 3.12952 --- Val SI_SDR: 2.52139 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.98it/s]\n",
      "Epoch: 397 \n",
      "     >>>>> Train Perceptual_Loss: 0.08358 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08904 \n",
      "     >>>>> Val Perceptual_Loss: 0.08738 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09281\n",
      "     >>>>> Train SI_SDR: 3.14494 --- Val SI_SDR: 2.59532 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.96it/s]\n",
      "Epoch: 398 \n",
      "     >>>>> Train Perceptual_Loss: 0.08376 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08922 \n",
      "     >>>>> Val Perceptual_Loss: 0.08754 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09282\n",
      "     >>>>> Train SI_SDR: 3.13177 --- Val SI_SDR: 2.49424 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.17it/s]\n",
      "Epoch: 399 \n",
      "     >>>>> Train Perceptual_Loss: 0.08387 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08933 \n",
      "     >>>>> Val Perceptual_Loss: 0.08654 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09204\n",
      "     >>>>> Train SI_SDR: 3.13935 --- Val SI_SDR: 2.5667 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.31it/s]\n",
      "Epoch: 400 \n",
      "     >>>>> Train Perceptual_Loss: 0.08392 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08938 \n",
      "     >>>>> Val Perceptual_Loss: 0.08583 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09135\n",
      "     >>>>> Train SI_SDR: 3.15405 --- Val SI_SDR: 2.60849 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.79it/s]\n",
      "Epoch: 401 \n",
      "     >>>>> Train Perceptual_Loss: 0.08386 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08932 \n",
      "     >>>>> Val Perceptual_Loss: 0.09033 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09569\n",
      "     >>>>> Train SI_SDR: 3.14386 --- Val SI_SDR: 2.54037 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.85it/s]\n",
      "Epoch: 402 \n",
      "     >>>>> Train Perceptual_Loss: 0.08393 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08939 \n",
      "     >>>>> Val Perceptual_Loss: 0.09038 --- Val kld_loss: 0.00521 --- Val Total Loss: 0.0956\n",
      "     >>>>> Train SI_SDR: 3.16167 --- Val SI_SDR: 2.51753 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.00it/s]\n",
      "Epoch: 403 \n",
      "     >>>>> Train Perceptual_Loss: 0.08368 --- Train kld_loss: 0.00545 --- Train Total Loss: 0.08914 \n",
      "     >>>>> Val Perceptual_Loss: 0.08751 --- Val kld_loss: 0.00538 --- Val Total Loss: 0.09288\n",
      "     >>>>> Train SI_SDR: 3.15715 --- Val SI_SDR: 2.51424 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.47it/s]\n",
      "Epoch: 404 \n",
      "     >>>>> Train Perceptual_Loss: 0.08367 --- Train kld_loss: 0.00547 --- Train Total Loss: 0.08915 \n",
      "     >>>>> Val Perceptual_Loss: 0.08571 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09115\n",
      "     >>>>> Train SI_SDR: 3.16664 --- Val SI_SDR: 2.55417 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.47it/s]\n",
      "Epoch: 405 \n",
      "     >>>>> Train Perceptual_Loss: 0.0838 --- Train kld_loss: 0.00547 --- Train Total Loss: 0.08927 \n",
      "     >>>>> Val Perceptual_Loss: 0.08799 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09339\n",
      "     >>>>> Train SI_SDR: 3.16852 --- Val SI_SDR: 2.53009 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.23it/s]\n",
      "Epoch: 406 \n",
      "     >>>>> Train Perceptual_Loss: 0.08376 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08923 \n",
      "     >>>>> Val Perceptual_Loss: 0.08463 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09011\n",
      "     >>>>> Train SI_SDR: 3.15873 --- Val SI_SDR: 2.61264 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.83it/s]\n",
      "Epoch: 407 \n",
      "     >>>>> Train Perceptual_Loss: 0.08363 --- Train kld_loss: 0.00547 --- Train Total Loss: 0.08911 \n",
      "     >>>>> Val Perceptual_Loss: 0.08633 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09181\n",
      "     >>>>> Train SI_SDR: 3.17058 --- Val SI_SDR: 2.59604 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.07it/s]\n",
      "Epoch: 408 \n",
      "     >>>>> Train Perceptual_Loss: 0.08364 --- Train kld_loss: 0.00547 --- Train Total Loss: 0.08911 \n",
      "     >>>>> Val Perceptual_Loss: 0.0863 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09171\n",
      "     >>>>> Train SI_SDR: 3.17757 --- Val SI_SDR: 2.53714 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.77it/s]\n",
      "Epoch: 409 \n",
      "     >>>>> Train Perceptual_Loss: 0.08355 --- Train kld_loss: 0.00547 --- Train Total Loss: 0.08902 \n",
      "     >>>>> Val Perceptual_Loss: 0.08621 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09168\n",
      "     >>>>> Train SI_SDR: 3.17544 --- Val SI_SDR: 2.56085 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.96it/s]\n",
      "Epoch: 410 \n",
      "     >>>>> Train Perceptual_Loss: 0.0839 --- Train kld_loss: 0.00546 --- Train Total Loss: 0.08937 \n",
      "     >>>>> Val Perceptual_Loss: 0.08886 --- Val kld_loss: 0.00523 --- Val Total Loss: 0.09408\n",
      "     >>>>> Train SI_SDR: 3.15166 --- Val SI_SDR: 2.47165 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.95it/s]\n",
      "Epoch: 411 \n",
      "     >>>>> Train Perceptual_Loss: 0.08371 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08918 \n",
      "     >>>>> Val Perceptual_Loss: 0.08637 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09182\n",
      "     >>>>> Train SI_SDR: 3.17045 --- Val SI_SDR: 2.57066 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.77it/s]\n",
      "Epoch: 412 \n",
      "     >>>>> Train Perceptual_Loss: 0.08368 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08916 \n",
      "     >>>>> Val Perceptual_Loss: 0.08581 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.0912\n",
      "     >>>>> Train SI_SDR: 3.15985 --- Val SI_SDR: 2.51377 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.78it/s]\n",
      "Epoch: 413 \n",
      "     >>>>> Train Perceptual_Loss: 0.08359 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08906 \n",
      "     >>>>> Val Perceptual_Loss: 0.09191 --- Val kld_loss: 0.00519 --- Val Total Loss: 0.09711\n",
      "     >>>>> Train SI_SDR: 3.14689 --- Val SI_SDR: 2.43434 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.08it/s]\n",
      "Epoch: 414 \n",
      "     >>>>> Train Perceptual_Loss: 0.08369 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08918 \n",
      "     >>>>> Val Perceptual_Loss: 0.08745 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09285\n",
      "     >>>>> Train SI_SDR: 3.173 --- Val SI_SDR: 2.43517 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.24it/s]\n",
      "Epoch: 415 \n",
      "     >>>>> Train Perceptual_Loss: 0.08344 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08893 \n",
      "     >>>>> Val Perceptual_Loss: 0.0875 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09298\n",
      "     >>>>> Train SI_SDR: 3.19223 --- Val SI_SDR: 2.61672 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.64it/s]\n",
      "Epoch: 416 \n",
      "     >>>>> Train Perceptual_Loss: 0.08357 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08905 \n",
      "     >>>>> Val Perceptual_Loss: 0.08664 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09209\n",
      "     >>>>> Train SI_SDR: 3.1699 --- Val SI_SDR: 2.54226 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.55it/s]\n",
      "Epoch: 417 \n",
      "     >>>>> Train Perceptual_Loss: 0.08349 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08899 \n",
      "     >>>>> Val Perceptual_Loss: 0.08612 --- Val kld_loss: 0.00562 --- Val Total Loss: 0.09174\n",
      "     >>>>> Train SI_SDR: 3.19207 --- Val SI_SDR: 2.56575 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.19it/s]\n",
      "Epoch: 418 \n",
      "     >>>>> Train Perceptual_Loss: 0.0836 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08908 \n",
      "     >>>>> Val Perceptual_Loss: 0.08666 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.0921\n",
      "     >>>>> Train SI_SDR: 3.18843 --- Val SI_SDR: 2.55949 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.75it/s]\n",
      "Epoch: 419 \n",
      "     >>>>> Train Perceptual_Loss: 0.08334 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08883 \n",
      "     >>>>> Val Perceptual_Loss: 0.0889 --- Val kld_loss: 0.00538 --- Val Total Loss: 0.09427\n",
      "     >>>>> Train SI_SDR: 3.19054 --- Val SI_SDR: 2.56697 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.34it/s]\n",
      "Epoch: 420 \n",
      "     >>>>> Train Perceptual_Loss: 0.08333 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08881 \n",
      "     >>>>> Val Perceptual_Loss: 0.08935 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09468\n",
      "     >>>>> Train SI_SDR: 3.2114 --- Val SI_SDR: 2.56461 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.61it/s]\n",
      "Epoch: 421 \n",
      "     >>>>> Train Perceptual_Loss: 0.08345 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08894 \n",
      "     >>>>> Val Perceptual_Loss: 0.08432 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.08988\n",
      "     >>>>> Train SI_SDR: 3.18304 --- Val SI_SDR: 2.50065 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.89it/s]\n",
      "Epoch: 422 \n",
      "     >>>>> Train Perceptual_Loss: 0.08358 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08908 \n",
      "     >>>>> Val Perceptual_Loss: 0.08769 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09301\n",
      "     >>>>> Train SI_SDR: 3.18542 --- Val SI_SDR: 2.54809 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.32it/s]\n",
      "Epoch: 423 \n",
      "     >>>>> Train Perceptual_Loss: 0.08328 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08877 \n",
      "     >>>>> Val Perceptual_Loss: 0.08617 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09152\n",
      "     >>>>> Train SI_SDR: 3.20582 --- Val SI_SDR: 2.54631 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.93it/s]\n",
      "Epoch: 424 \n",
      "     >>>>> Train Perceptual_Loss: 0.08326 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08876 \n",
      "     >>>>> Val Perceptual_Loss: 0.08492 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09042\n",
      "     >>>>> Train SI_SDR: 3.20711 --- Val SI_SDR: 2.5644 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.70it/s]\n",
      "Epoch: 425 \n",
      "     >>>>> Train Perceptual_Loss: 0.08348 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08897 \n",
      "     >>>>> Val Perceptual_Loss: 0.08582 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09119\n",
      "     >>>>> Train SI_SDR: 3.17986 --- Val SI_SDR: 2.52452 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 426 \n",
      "     >>>>> Train Perceptual_Loss: 0.08342 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.0889 \n",
      "     >>>>> Val Perceptual_Loss: 0.08631 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.09173\n",
      "     >>>>> Train SI_SDR: 3.19787 --- Val SI_SDR: 2.50336 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.24it/s]\n",
      "Epoch: 427 \n",
      "     >>>>> Train Perceptual_Loss: 0.08347 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08896 \n",
      "     >>>>> Val Perceptual_Loss: 0.08813 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09341\n",
      "     >>>>> Train SI_SDR: 3.18814 --- Val SI_SDR: 2.51696 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.15it/s]\n",
      "Epoch: 428 \n",
      "     >>>>> Train Perceptual_Loss: 0.08361 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.08909 \n",
      "     >>>>> Val Perceptual_Loss: 0.08831 --- Val kld_loss: 0.00521 --- Val Total Loss: 0.09352\n",
      "     >>>>> Train SI_SDR: 3.20395 --- Val SI_SDR: 2.51247 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.97it/s]\n",
      "Epoch: 429 \n",
      "     >>>>> Train Perceptual_Loss: 0.0833 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.0888 \n",
      "     >>>>> Val Perceptual_Loss: 0.08663 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.092\n",
      "     >>>>> Train SI_SDR: 3.21027 --- Val SI_SDR: 2.50159 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.29it/s]\n",
      "Epoch: 430 \n",
      "     >>>>> Train Perceptual_Loss: 0.0832 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08868 \n",
      "     >>>>> Val Perceptual_Loss: 0.08666 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09207\n",
      "     >>>>> Train SI_SDR: 3.21883 --- Val SI_SDR: 2.53711 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.84it/s]\n",
      "Epoch: 431 \n",
      "     >>>>> Train Perceptual_Loss: 0.08342 --- Train kld_loss: 0.00548 --- Train Total Loss: 0.0889 \n",
      "     >>>>> Val Perceptual_Loss: 0.08838 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09373\n",
      "     >>>>> Train SI_SDR: 3.19965 --- Val SI_SDR: 2.47515 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.15it/s]\n",
      "Epoch: 432 \n",
      "     >>>>> Train Perceptual_Loss: 0.0833 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08879 \n",
      "     >>>>> Val Perceptual_Loss: 0.08813 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09374\n",
      "     >>>>> Train SI_SDR: 3.20911 --- Val SI_SDR: 2.54549 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.60it/s]\n",
      "Epoch: 433 \n",
      "     >>>>> Train Perceptual_Loss: 0.08316 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08867 \n",
      "     >>>>> Val Perceptual_Loss: 0.08571 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09118\n",
      "     >>>>> Train SI_SDR: 3.21319 --- Val SI_SDR: 2.54039 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.80it/s]\n",
      "Epoch: 434 \n",
      "     >>>>> Train Perceptual_Loss: 0.08311 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08861 \n",
      "     >>>>> Val Perceptual_Loss: 0.08481 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.0904\n",
      "     >>>>> Train SI_SDR: 3.2284 --- Val SI_SDR: 2.49771 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.96it/s]\n",
      "Epoch: 435 \n",
      "     >>>>> Train Perceptual_Loss: 0.083 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08849 \n",
      "     >>>>> Val Perceptual_Loss: 0.08727 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09271\n",
      "     >>>>> Train SI_SDR: 3.22425 --- Val SI_SDR: 2.52835 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.58it/s]\n",
      "Epoch: 436 \n",
      "     >>>>> Train Perceptual_Loss: 0.08327 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08876 \n",
      "     >>>>> Val Perceptual_Loss: 0.09085 --- Val kld_loss: 0.0052 --- Val Total Loss: 0.09605\n",
      "     >>>>> Train SI_SDR: 3.21868 --- Val SI_SDR: 2.4101 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.59it/s]\n",
      "Epoch: 437 \n",
      "     >>>>> Train Perceptual_Loss: 0.08324 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08873 \n",
      "     >>>>> Val Perceptual_Loss: 0.08477 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09033\n",
      "     >>>>> Train SI_SDR: 3.21295 --- Val SI_SDR: 2.59772 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.04it/s]\n",
      "Epoch: 438 \n",
      "     >>>>> Train Perceptual_Loss: 0.08313 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08863 \n",
      "     >>>>> Val Perceptual_Loss: 0.08742 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09276\n",
      "     >>>>> Train SI_SDR: 3.2124 --- Val SI_SDR: 2.48039 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.31it/s]\n",
      "Epoch: 439 \n",
      "     >>>>> Train Perceptual_Loss: 0.08326 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08875 \n",
      "     >>>>> Val Perceptual_Loss: 0.08932 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09459\n",
      "     >>>>> Train SI_SDR: 3.21697 --- Val SI_SDR: 2.54397 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.36it/s]\n",
      "Epoch: 440 \n",
      "     >>>>> Train Perceptual_Loss: 0.08314 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08864 \n",
      "     >>>>> Val Perceptual_Loss: 0.08584 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09144\n",
      "     >>>>> Train SI_SDR: 3.22408 --- Val SI_SDR: 2.60186 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.47it/s]\n",
      "Epoch: 441 \n",
      "     >>>>> Train Perceptual_Loss: 0.08304 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08855 \n",
      "     >>>>> Val Perceptual_Loss: 0.08939 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09486\n",
      "     >>>>> Train SI_SDR: 3.21817 --- Val SI_SDR: 2.58203 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.88it/s]\n",
      "Epoch: 442 \n",
      "     >>>>> Train Perceptual_Loss: 0.0831 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08861 \n",
      "     >>>>> Val Perceptual_Loss: 0.08722 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09268\n",
      "     >>>>> Train SI_SDR: 3.21725 --- Val SI_SDR: 2.58014 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.38it/s]\n",
      "Epoch: 443 \n",
      "     >>>>> Train Perceptual_Loss: 0.08304 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08854 \n",
      "     >>>>> Val Perceptual_Loss: 0.0883 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.09357\n",
      "     >>>>> Train SI_SDR: 3.23129 --- Val SI_SDR: 2.55666 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.21it/s]\n",
      "Epoch: 444 \n",
      "     >>>>> Train Perceptual_Loss: 0.08308 --- Train kld_loss: 0.00549 --- Train Total Loss: 0.08857 \n",
      "     >>>>> Val Perceptual_Loss: 0.08649 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09189\n",
      "     >>>>> Train SI_SDR: 3.23832 --- Val SI_SDR: 2.46973 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.72it/s]\n",
      "Epoch: 445 \n",
      "     >>>>> Train Perceptual_Loss: 0.08292 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08843 \n",
      "     >>>>> Val Perceptual_Loss: 0.08844 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09385\n",
      "     >>>>> Train SI_SDR: 3.23199 --- Val SI_SDR: 2.52147 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.53it/s]\n",
      "Epoch: 446 \n",
      "     >>>>> Train Perceptual_Loss: 0.08297 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08847 \n",
      "     >>>>> Val Perceptual_Loss: 0.08706 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09253\n",
      "     >>>>> Train SI_SDR: 3.24982 --- Val SI_SDR: 2.60826 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.66it/s]\n",
      "Epoch: 447 \n",
      "     >>>>> Train Perceptual_Loss: 0.08324 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08875 \n",
      "     >>>>> Val Perceptual_Loss: 0.08596 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09141\n",
      "     >>>>> Train SI_SDR: 3.23836 --- Val SI_SDR: 2.55361 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.71it/s]\n",
      "Epoch: 448 \n",
      "     >>>>> Train Perceptual_Loss: 0.08279 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08831 \n",
      "     >>>>> Val Perceptual_Loss: 0.08705 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09251\n",
      "     >>>>> Train SI_SDR: 3.2481 --- Val SI_SDR: 2.52048 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.10it/s]\n",
      "Epoch: 449 \n",
      "     >>>>> Train Perceptual_Loss: 0.08285 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08836 \n",
      "     >>>>> Val Perceptual_Loss: 0.08828 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09371\n",
      "     >>>>> Train SI_SDR: 3.25201 --- Val SI_SDR: 2.56476 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.26it/s]\n",
      "Epoch: 450 \n",
      "     >>>>> Train Perceptual_Loss: 0.08285 --- Train kld_loss: 0.0055 --- Train Total Loss: 0.08835 \n",
      "     >>>>> Val Perceptual_Loss: 0.0873 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.0927\n",
      "     >>>>> Train SI_SDR: 3.24871 --- Val SI_SDR: 2.50303 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.02it/s]\n",
      "Epoch: 451 \n",
      "     >>>>> Train Perceptual_Loss: 0.08293 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08844 \n",
      "     >>>>> Val Perceptual_Loss: 0.08815 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.09373\n",
      "     >>>>> Train SI_SDR: 3.23368 --- Val SI_SDR: 2.53137 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.74it/s]\n",
      "Epoch: 452 \n",
      "     >>>>> Train Perceptual_Loss: 0.08298 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08848 \n",
      "     >>>>> Val Perceptual_Loss: 0.08635 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09174\n",
      "     >>>>> Train SI_SDR: 3.25877 --- Val SI_SDR: 2.57475 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.08it/s]\n",
      "Epoch: 453 \n",
      "     >>>>> Train Perceptual_Loss: 0.08292 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08843 \n",
      "     >>>>> Val Perceptual_Loss: 0.089 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09434\n",
      "     >>>>> Train SI_SDR: 3.24337 --- Val SI_SDR: 2.56049 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.63it/s]\n",
      "Epoch: 454 \n",
      "     >>>>> Train Perceptual_Loss: 0.0829 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08841 \n",
      "     >>>>> Val Perceptual_Loss: 0.09006 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09545\n",
      "     >>>>> Train SI_SDR: 3.24755 --- Val SI_SDR: 2.56076 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.04it/s]\n",
      "Epoch: 455 \n",
      "     >>>>> Train Perceptual_Loss: 0.08289 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.08841 \n",
      "     >>>>> Val Perceptual_Loss: 0.09099 --- Val kld_loss: 0.00525 --- Val Total Loss: 0.09624\n",
      "     >>>>> Train SI_SDR: 3.25669 --- Val SI_SDR: 2.49334 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.71it/s]\n",
      "Epoch: 456 \n",
      "     >>>>> Train Perceptual_Loss: 0.08289 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.0884 \n",
      "     >>>>> Val Perceptual_Loss: 0.08624 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09165\n",
      "     >>>>> Train SI_SDR: 3.26429 --- Val SI_SDR: 2.60059 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.43it/s]\n",
      "Epoch: 457 \n",
      "     >>>>> Train Perceptual_Loss: 0.08292 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08843 \n",
      "     >>>>> Val Perceptual_Loss: 0.08594 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09137\n",
      "     >>>>> Train SI_SDR: 3.25819 --- Val SI_SDR: 2.53602 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.82it/s]\n",
      "Epoch: 458 \n",
      "     >>>>> Train Perceptual_Loss: 0.08276 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08828 \n",
      "     >>>>> Val Perceptual_Loss: 0.08625 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09173\n",
      "     >>>>> Train SI_SDR: 3.25626 --- Val SI_SDR: 2.53201 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.53it/s]\n",
      "Epoch: 459 \n",
      "     >>>>> Train Perceptual_Loss: 0.08276 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.08828 \n",
      "     >>>>> Val Perceptual_Loss: 0.08892 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09427\n",
      "     >>>>> Train SI_SDR: 3.26346 --- Val SI_SDR: 2.51083 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.44it/s]\n",
      "Epoch: 460 \n",
      "     >>>>> Train Perceptual_Loss: 0.08274 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.08827 \n",
      "     >>>>> Val Perceptual_Loss: 0.08584 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09129\n",
      "     >>>>> Train SI_SDR: 3.27009 --- Val SI_SDR: 2.59401 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.11it/s]\n",
      "Epoch: 461 \n",
      "     >>>>> Train Perceptual_Loss: 0.08272 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.08824 \n",
      "     >>>>> Val Perceptual_Loss: 0.08775 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09315\n",
      "     >>>>> Train SI_SDR: 3.27538 --- Val SI_SDR: 2.62961 \n",
      "     >>>>> 20s: 52.9it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.17it/s]\n",
      "Epoch: 462 \n",
      "     >>>>> Train Perceptual_Loss: 0.08272 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08825 \n",
      "     >>>>> Val Perceptual_Loss: 0.08743 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09284\n",
      "     >>>>> Train SI_SDR: 3.28292 --- Val SI_SDR: 2.53403 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.15it/s]\n",
      "Epoch: 463 \n",
      "     >>>>> Train Perceptual_Loss: 0.08286 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08839 \n",
      "     >>>>> Val Perceptual_Loss: 0.08488 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09048\n",
      "     >>>>> Train SI_SDR: 3.25959 --- Val SI_SDR: 2.55707 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.30it/s]\n",
      "Epoch: 464 \n",
      "     >>>>> Train Perceptual_Loss: 0.0826 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.08812 \n",
      "     >>>>> Val Perceptual_Loss: 0.08774 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09309\n",
      "     >>>>> Train SI_SDR: 3.28348 --- Val SI_SDR: 2.48251 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.06it/s]\n",
      "Epoch: 465 \n",
      "     >>>>> Train Perceptual_Loss: 0.08285 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08838 \n",
      "     >>>>> Val Perceptual_Loss: 0.09026 --- Val kld_loss: 0.00527 --- Val Total Loss: 0.09553\n",
      "     >>>>> Train SI_SDR: 3.25076 --- Val SI_SDR: 2.47218 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.40it/s]\n",
      "Epoch: 466 \n",
      "     >>>>> Train Perceptual_Loss: 0.08268 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.0882 \n",
      "     >>>>> Val Perceptual_Loss: 0.08666 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09213\n",
      "     >>>>> Train SI_SDR: 3.2689 --- Val SI_SDR: 2.52307 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.05it/s]\n",
      "Epoch: 467 \n",
      "     >>>>> Train Perceptual_Loss: 0.08259 --- Train kld_loss: 0.00551 --- Train Total Loss: 0.08811 \n",
      "     >>>>> Val Perceptual_Loss: 0.08493 --- Val kld_loss: 0.00569 --- Val Total Loss: 0.09062\n",
      "     >>>>> Train SI_SDR: 3.28667 --- Val SI_SDR: 2.58021 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.53it/s]\n",
      "Epoch: 468 \n",
      "     >>>>> Train Perceptual_Loss: 0.08254 --- Train kld_loss: 0.00552 --- Train Total Loss: 0.08805 \n",
      "     >>>>> Val Perceptual_Loss: 0.08676 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09221\n",
      "     >>>>> Train SI_SDR: 3.2856 --- Val SI_SDR: 2.56084 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.49it/s]\n",
      "Epoch: 469 \n",
      "     >>>>> Train Perceptual_Loss: 0.08256 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.0881 \n",
      "     >>>>> Val Perceptual_Loss: 0.08714 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09252\n",
      "     >>>>> Train SI_SDR: 3.28392 --- Val SI_SDR: 2.53498 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.51it/s]\n",
      "Epoch: 470 \n",
      "     >>>>> Train Perceptual_Loss: 0.08237 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.0879 \n",
      "     >>>>> Val Perceptual_Loss: 0.08803 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.09344\n",
      "     >>>>> Train SI_SDR: 3.30146 --- Val SI_SDR: 2.53327 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.40it/s]\n",
      "Epoch: 471 \n",
      "     >>>>> Train Perceptual_Loss: 0.08266 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.0882 \n",
      "     >>>>> Val Perceptual_Loss: 0.08706 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09246\n",
      "     >>>>> Train SI_SDR: 3.275 --- Val SI_SDR: 2.50512 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.32it/s]\n",
      "Epoch: 472 \n",
      "     >>>>> Train Perceptual_Loss: 0.08258 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08812 \n",
      "     >>>>> Val Perceptual_Loss: 0.08925 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09461\n",
      "     >>>>> Train SI_SDR: 3.2861 --- Val SI_SDR: 2.40485 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.07it/s]\n",
      "Epoch: 473 \n",
      "     >>>>> Train Perceptual_Loss: 0.08238 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08791 \n",
      "     >>>>> Val Perceptual_Loss: 0.08746 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09291\n",
      "     >>>>> Train SI_SDR: 3.29866 --- Val SI_SDR: 2.51686 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.56it/s]\n",
      "Epoch: 474 \n",
      "     >>>>> Train Perceptual_Loss: 0.08257 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.0881 \n",
      "     >>>>> Val Perceptual_Loss: 0.08678 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09227\n",
      "     >>>>> Train SI_SDR: 3.29207 --- Val SI_SDR: 2.54194 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.86it/s]\n",
      "Epoch: 475 \n",
      "     >>>>> Train Perceptual_Loss: 0.08265 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08818 \n",
      "     >>>>> Val Perceptual_Loss: 0.08764 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09316\n",
      "     >>>>> Train SI_SDR: 3.28296 --- Val SI_SDR: 2.58646 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.86it/s]\n",
      "Epoch: 476 \n",
      "     >>>>> Train Perceptual_Loss: 0.08234 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08788 \n",
      "     >>>>> Val Perceptual_Loss: 0.0879 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09337\n",
      "     >>>>> Train SI_SDR: 3.29459 --- Val SI_SDR: 2.5921 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 58.97it/s]\n",
      "Epoch: 477 \n",
      "     >>>>> Train Perceptual_Loss: 0.08257 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.0881 \n",
      "     >>>>> Val Perceptual_Loss: 0.0864 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09187\n",
      "     >>>>> Train SI_SDR: 3.28495 --- Val SI_SDR: 2.55319 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.26it/s]\n",
      "Epoch: 478 \n",
      "     >>>>> Train Perceptual_Loss: 0.08272 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08826 \n",
      "     >>>>> Val Perceptual_Loss: 0.08769 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09303\n",
      "     >>>>> Train SI_SDR: 3.27619 --- Val SI_SDR: 2.53859 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.05it/s]\n",
      "Epoch: 479 \n",
      "     >>>>> Train Perceptual_Loss: 0.0825 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08803 \n",
      "     >>>>> Val Perceptual_Loss: 0.08739 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09284\n",
      "     >>>>> Train SI_SDR: 3.29844 --- Val SI_SDR: 2.58491 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.80it/s]\n",
      "Epoch: 480 \n",
      "     >>>>> Train Perceptual_Loss: 0.0826 --- Train kld_loss: 0.00553 --- Train Total Loss: 0.08813 \n",
      "     >>>>> Val Perceptual_Loss: 0.08406 --- Val kld_loss: 0.00562 --- Val Total Loss: 0.08969\n",
      "     >>>>> Train SI_SDR: 3.28784 --- Val SI_SDR: 2.58052 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.36it/s]\n",
      "Epoch: 481 \n",
      "     >>>>> Train Perceptual_Loss: 0.08257 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08811 \n",
      "     >>>>> Val Perceptual_Loss: 0.09162 --- Val kld_loss: 0.00528 --- Val Total Loss: 0.0969\n",
      "     >>>>> Train SI_SDR: 3.3008 --- Val SI_SDR: 2.47683 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.84it/s]\n",
      "Epoch: 482 \n",
      "     >>>>> Train Perceptual_Loss: 0.08243 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08797 \n",
      "     >>>>> Val Perceptual_Loss: 0.08684 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09224\n",
      "     >>>>> Train SI_SDR: 3.30445 --- Val SI_SDR: 2.57712 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.34it/s]\n",
      "Epoch: 483 \n",
      "     >>>>> Train Perceptual_Loss: 0.08247 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08801 \n",
      "     >>>>> Val Perceptual_Loss: 0.0874 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09285\n",
      "     >>>>> Train SI_SDR: 3.3047 --- Val SI_SDR: 2.5166 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 484 \n",
      "     >>>>> Train Perceptual_Loss: 0.08233 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08788 \n",
      "     >>>>> Val Perceptual_Loss: 0.08572 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09127\n",
      "     >>>>> Train SI_SDR: 3.29921 --- Val SI_SDR: 2.5773 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 485 \n",
      "     >>>>> Train Perceptual_Loss: 0.08231 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08785 \n",
      "     >>>>> Val Perceptual_Loss: 0.08692 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09232\n",
      "     >>>>> Train SI_SDR: 3.31233 --- Val SI_SDR: 2.52289 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.41it/s]\n",
      "Epoch: 486 \n",
      "     >>>>> Train Perceptual_Loss: 0.08239 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08793 \n",
      "     >>>>> Val Perceptual_Loss: 0.086 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09144\n",
      "     >>>>> Train SI_SDR: 3.3054 --- Val SI_SDR: 2.53698 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.98it/s]\n",
      "Epoch: 487 \n",
      "     >>>>> Train Perceptual_Loss: 0.08231 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08784 \n",
      "     >>>>> Val Perceptual_Loss: 0.08619 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.0917\n",
      "     >>>>> Train SI_SDR: 3.31386 --- Val SI_SDR: 2.61776 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.59it/s]\n",
      "Epoch: 488 \n",
      "     >>>>> Train Perceptual_Loss: 0.08246 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08801 \n",
      "     >>>>> Val Perceptual_Loss: 0.08699 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09246\n",
      "     >>>>> Train SI_SDR: 3.30671 --- Val SI_SDR: 2.60587 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.74it/s]\n",
      "Epoch: 489 \n",
      "     >>>>> Train Perceptual_Loss: 0.0823 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08784 \n",
      "     >>>>> Val Perceptual_Loss: 0.08664 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09217\n",
      "     >>>>> Train SI_SDR: 3.31253 --- Val SI_SDR: 2.62662 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.08it/s]\n",
      "Epoch: 490 \n",
      "     >>>>> Train Perceptual_Loss: 0.08231 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08786 \n",
      "     >>>>> Val Perceptual_Loss: 0.08708 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09254\n",
      "     >>>>> Train SI_SDR: 3.31217 --- Val SI_SDR: 2.60671 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.91it/s]\n",
      "Epoch: 491 \n",
      "     >>>>> Train Perceptual_Loss: 0.08225 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.0878 \n",
      "     >>>>> Val Perceptual_Loss: 0.08474 --- Val kld_loss: 0.00573 --- Val Total Loss: 0.09048\n",
      "     >>>>> Train SI_SDR: 3.31821 --- Val SI_SDR: 2.66923 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.37it/s]\n",
      "Epoch: 492 \n",
      "     >>>>> Train Perceptual_Loss: 0.08212 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08767 \n",
      "     >>>>> Val Perceptual_Loss: 0.08523 --- Val kld_loss: 0.00563 --- Val Total Loss: 0.09085\n",
      "     >>>>> Train SI_SDR: 3.31847 --- Val SI_SDR: 2.55198 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.21it/s]\n",
      "Epoch: 493 \n",
      "     >>>>> Train Perceptual_Loss: 0.08223 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08777 \n",
      "     >>>>> Val Perceptual_Loss: 0.08822 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09358\n",
      "     >>>>> Train SI_SDR: 3.30302 --- Val SI_SDR: 2.49834 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.42it/s]\n",
      "Epoch: 494 \n",
      "     >>>>> Train Perceptual_Loss: 0.08207 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08761 \n",
      "     >>>>> Val Perceptual_Loss: 0.08551 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09103\n",
      "     >>>>> Train SI_SDR: 3.3353 --- Val SI_SDR: 2.52122 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.98it/s]\n",
      "Epoch: 495 \n",
      "     >>>>> Train Perceptual_Loss: 0.0822 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08775 \n",
      "     >>>>> Val Perceptual_Loss: 0.08836 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09383\n",
      "     >>>>> Train SI_SDR: 3.33548 --- Val SI_SDR: 2.50076 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.06it/s]\n",
      "Epoch: 496 \n",
      "     >>>>> Train Perceptual_Loss: 0.08224 --- Train kld_loss: 0.00554 --- Train Total Loss: 0.08779 \n",
      "     >>>>> Val Perceptual_Loss: 0.08747 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09293\n",
      "     >>>>> Train SI_SDR: 3.31829 --- Val SI_SDR: 2.59863 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 497 \n",
      "     >>>>> Train Perceptual_Loss: 0.08219 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08774 \n",
      "     >>>>> Val Perceptual_Loss: 0.08755 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.09297\n",
      "     >>>>> Train SI_SDR: 3.32775 --- Val SI_SDR: 2.5387 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.44it/s]\n",
      "Epoch: 498 \n",
      "     >>>>> Train Perceptual_Loss: 0.0823 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08785 \n",
      "     >>>>> Val Perceptual_Loss: 0.08941 --- Val kld_loss: 0.00522 --- Val Total Loss: 0.09463\n",
      "     >>>>> Train SI_SDR: 3.34351 --- Val SI_SDR: 2.4705 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.10it/s]\n",
      "Epoch: 499 \n",
      "     >>>>> Train Perceptual_Loss: 0.08221 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08775 \n",
      "     >>>>> Val Perceptual_Loss: 0.08765 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09312\n",
      "     >>>>> Train SI_SDR: 3.33453 --- Val SI_SDR: 2.47008 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.22it/s]\n",
      "Epoch: 500 \n",
      "     >>>>> Train Perceptual_Loss: 0.08208 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08763 \n",
      "     >>>>> Val Perceptual_Loss: 0.08491 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09051\n",
      "     >>>>> Train SI_SDR: 3.32882 --- Val SI_SDR: 2.56775 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.69it/s]\n",
      "Epoch: 501 \n",
      "     >>>>> Train Perceptual_Loss: 0.08207 --- Train kld_loss: 0.00555 --- Train Total Loss: 0.08762 \n",
      "     >>>>> Val Perceptual_Loss: 0.08663 --- Val kld_loss: 0.00538 --- Val Total Loss: 0.09201\n",
      "     >>>>> Train SI_SDR: 3.35433 --- Val SI_SDR: 2.53277 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.98it/s]\n",
      "Epoch: 502 \n",
      "     >>>>> Train Perceptual_Loss: 0.08171 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08728 \n",
      "     >>>>> Val Perceptual_Loss: 0.08774 --- Val kld_loss: 0.00534 --- Val Total Loss: 0.09308\n",
      "     >>>>> Train SI_SDR: 3.36853 --- Val SI_SDR: 2.47225 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 503 \n",
      "     >>>>> Train Perceptual_Loss: 0.08197 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08753 \n",
      "     >>>>> Val Perceptual_Loss: 0.0859 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09146\n",
      "     >>>>> Train SI_SDR: 3.36739 --- Val SI_SDR: 2.63975 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.33it/s]\n",
      "Epoch: 504 \n",
      "     >>>>> Train Perceptual_Loss: 0.08192 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08748 \n",
      "     >>>>> Val Perceptual_Loss: 0.08544 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.09102\n",
      "     >>>>> Train SI_SDR: 3.35845 --- Val SI_SDR: 2.60238 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.71it/s]\n",
      "Epoch: 505 \n",
      "     >>>>> Train Perceptual_Loss: 0.0819 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08746 \n",
      "     >>>>> Val Perceptual_Loss: 0.08727 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09273\n",
      "     >>>>> Train SI_SDR: 3.37314 --- Val SI_SDR: 2.53592 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.62it/s]\n",
      "Epoch: 506 \n",
      "     >>>>> Train Perceptual_Loss: 0.08188 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08745 \n",
      "     >>>>> Val Perceptual_Loss: 0.08735 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09288\n",
      "     >>>>> Train SI_SDR: 3.39662 --- Val SI_SDR: 2.5591 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.15it/s]\n",
      "Epoch: 507 \n",
      "     >>>>> Train Perceptual_Loss: 0.08179 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08735 \n",
      "     >>>>> Val Perceptual_Loss: 0.0871 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09251\n",
      "     >>>>> Train SI_SDR: 3.3855 --- Val SI_SDR: 2.59043 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.11it/s]\n",
      "Epoch: 508 \n",
      "     >>>>> Train Perceptual_Loss: 0.08165 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08722 \n",
      "     >>>>> Val Perceptual_Loss: 0.08372 --- Val kld_loss: 0.00566 --- Val Total Loss: 0.08938\n",
      "     >>>>> Train SI_SDR: 3.37915 --- Val SI_SDR: 2.59515 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.42it/s]\n",
      "Epoch: 509 \n",
      "     >>>>> Train Perceptual_Loss: 0.08182 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08738 \n",
      "     >>>>> Val Perceptual_Loss: 0.08512 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09067\n",
      "     >>>>> Train SI_SDR: 3.35662 --- Val SI_SDR: 2.62078 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.30it/s]\n",
      "Epoch: 510 \n",
      "     >>>>> Train Perceptual_Loss: 0.0818 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08736 \n",
      "     >>>>> Val Perceptual_Loss: 0.08904 --- Val kld_loss: 0.00538 --- Val Total Loss: 0.09442\n",
      "     >>>>> Train SI_SDR: 3.39119 --- Val SI_SDR: 2.57315 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.42it/s]\n",
      "Epoch: 511 \n",
      "     >>>>> Train Perceptual_Loss: 0.08215 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08771 \n",
      "     >>>>> Val Perceptual_Loss: 0.08639 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09198\n",
      "     >>>>> Train SI_SDR: 3.36843 --- Val SI_SDR: 2.58702 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.45it/s]\n",
      "Epoch: 512 \n",
      "     >>>>> Train Perceptual_Loss: 0.08188 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08746 \n",
      "     >>>>> Val Perceptual_Loss: 0.08567 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09123\n",
      "     >>>>> Train SI_SDR: 3.35862 --- Val SI_SDR: 2.58313 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.03it/s]\n",
      "Epoch: 513 \n",
      "     >>>>> Train Perceptual_Loss: 0.08173 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.0873 \n",
      "     >>>>> Val Perceptual_Loss: 0.0858 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.09138\n",
      "     >>>>> Train SI_SDR: 3.37141 --- Val SI_SDR: 2.60244 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.62it/s]\n",
      "Epoch: 514 \n",
      "     >>>>> Train Perceptual_Loss: 0.0819 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08746 \n",
      "     >>>>> Val Perceptual_Loss: 0.08542 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09096\n",
      "     >>>>> Train SI_SDR: 3.37529 --- Val SI_SDR: 2.63096 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.66it/s]\n",
      "Epoch: 515 \n",
      "     >>>>> Train Perceptual_Loss: 0.08179 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08735 \n",
      "     >>>>> Val Perceptual_Loss: 0.08933 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09478\n",
      "     >>>>> Train SI_SDR: 3.39135 --- Val SI_SDR: 2.53555 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.58it/s]\n",
      "Epoch: 516 \n",
      "     >>>>> Train Perceptual_Loss: 0.08166 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08724 \n",
      "     >>>>> Val Perceptual_Loss: 0.08628 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.0918\n",
      "     >>>>> Train SI_SDR: 3.40028 --- Val SI_SDR: 2.57717 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.71it/s]\n",
      "Epoch: 517 \n",
      "     >>>>> Train Perceptual_Loss: 0.08175 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08731 \n",
      "     >>>>> Val Perceptual_Loss: 0.08548 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09103\n",
      "     >>>>> Train SI_SDR: 3.377 --- Val SI_SDR: 2.6156 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.19it/s]\n",
      "Epoch: 518 \n",
      "     >>>>> Train Perceptual_Loss: 0.08173 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.0873 \n",
      "     >>>>> Val Perceptual_Loss: 0.08823 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09363\n",
      "     >>>>> Train SI_SDR: 3.39416 --- Val SI_SDR: 2.51744 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.62it/s]\n",
      "Epoch: 519 \n",
      "     >>>>> Train Perceptual_Loss: 0.08165 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08723 \n",
      "     >>>>> Val Perceptual_Loss: 0.08928 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09468\n",
      "     >>>>> Train SI_SDR: 3.39771 --- Val SI_SDR: 2.55396 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.14it/s]\n",
      "Epoch: 520 \n",
      "     >>>>> Train Perceptual_Loss: 0.0818 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08738 \n",
      "     >>>>> Val Perceptual_Loss: 0.08876 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09413\n",
      "     >>>>> Train SI_SDR: 3.37197 --- Val SI_SDR: 2.60298 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.57it/s]\n",
      "Epoch: 521 \n",
      "     >>>>> Train Perceptual_Loss: 0.08188 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08746 \n",
      "     >>>>> Val Perceptual_Loss: 0.08816 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09349\n",
      "     >>>>> Train SI_SDR: 3.3819 --- Val SI_SDR: 2.50663 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.89it/s]\n",
      "Epoch: 522 \n",
      "     >>>>> Train Perceptual_Loss: 0.08175 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08732 \n",
      "     >>>>> Val Perceptual_Loss: 0.08524 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09077\n",
      "     >>>>> Train SI_SDR: 3.39811 --- Val SI_SDR: 2.57004 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.48it/s]\n",
      "Epoch: 523 \n",
      "     >>>>> Train Perceptual_Loss: 0.08188 --- Train kld_loss: 0.00556 --- Train Total Loss: 0.08744 \n",
      "     >>>>> Val Perceptual_Loss: 0.08909 --- Val kld_loss: 0.00532 --- Val Total Loss: 0.09441\n",
      "     >>>>> Train SI_SDR: 3.38663 --- Val SI_SDR: 2.55349 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.35it/s]\n",
      "Epoch: 524 \n",
      "     >>>>> Train Perceptual_Loss: 0.08187 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08745 \n",
      "     >>>>> Val Perceptual_Loss: 0.0887 --- Val kld_loss: 0.00537 --- Val Total Loss: 0.09408\n",
      "     >>>>> Train SI_SDR: 3.37769 --- Val SI_SDR: 2.56515 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.83it/s]\n",
      "Epoch: 525 \n",
      "     >>>>> Train Perceptual_Loss: 0.08169 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08726 \n",
      "     >>>>> Val Perceptual_Loss: 0.08584 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.09142\n",
      "     >>>>> Train SI_SDR: 3.39133 --- Val SI_SDR: 2.65563 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.30it/s]\n",
      "Epoch: 526 \n",
      "     >>>>> Train Perceptual_Loss: 0.08164 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08722 \n",
      "     >>>>> Val Perceptual_Loss: 0.08598 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09159\n",
      "     >>>>> Train SI_SDR: 3.39864 --- Val SI_SDR: 2.62836 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.21it/s]\n",
      "Epoch: 527 \n",
      "     >>>>> Train Perceptual_Loss: 0.08141 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08699 \n",
      "     >>>>> Val Perceptual_Loss: 0.08727 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09279\n",
      "     >>>>> Train SI_SDR: 3.39846 --- Val SI_SDR: 2.59196 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.69it/s]\n",
      "Epoch: 528 \n",
      "     >>>>> Train Perceptual_Loss: 0.08174 --- Train kld_loss: 0.00557 --- Train Total Loss: 0.08731 \n",
      "     >>>>> Val Perceptual_Loss: 0.08807 --- Val kld_loss: 0.00541 --- Val Total Loss: 0.09347\n",
      "     >>>>> Train SI_SDR: 3.40265 --- Val SI_SDR: 2.52653 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.32it/s]\n",
      "Epoch: 529 \n",
      "     >>>>> Train Perceptual_Loss: 0.08168 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08726 \n",
      "     >>>>> Val Perceptual_Loss: 0.08699 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09244\n",
      "     >>>>> Train SI_SDR: 3.39591 --- Val SI_SDR: 2.55341 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.50it/s]\n",
      "Epoch: 530 \n",
      "     >>>>> Train Perceptual_Loss: 0.08149 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08707 \n",
      "     >>>>> Val Perceptual_Loss: 0.08573 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.09126\n",
      "     >>>>> Train SI_SDR: 3.40186 --- Val SI_SDR: 2.56828 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.23it/s]\n",
      "Epoch: 531 \n",
      "     >>>>> Train Perceptual_Loss: 0.08148 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08707 \n",
      "     >>>>> Val Perceptual_Loss: 0.08567 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09128\n",
      "     >>>>> Train SI_SDR: 3.411 --- Val SI_SDR: 2.62527 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.27it/s]\n",
      "Epoch: 532 \n",
      "     >>>>> Train Perceptual_Loss: 0.08167 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08725 \n",
      "     >>>>> Val Perceptual_Loss: 0.0854 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09099\n",
      "     >>>>> Train SI_SDR: 3.39256 --- Val SI_SDR: 2.58392 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.95it/s]\n",
      "Epoch: 533 \n",
      "     >>>>> Train Perceptual_Loss: 0.08152 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08711 \n",
      "     >>>>> Val Perceptual_Loss: 0.08633 --- Val kld_loss: 0.00557 --- Val Total Loss: 0.0919\n",
      "     >>>>> Train SI_SDR: 3.40494 --- Val SI_SDR: 2.59161 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.97it/s]\n",
      "Epoch: 534 \n",
      "     >>>>> Train Perceptual_Loss: 0.0815 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08707 \n",
      "     >>>>> Val Perceptual_Loss: 0.0853 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.09083\n",
      "     >>>>> Train SI_SDR: 3.41371 --- Val SI_SDR: 2.55813 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.09it/s]\n",
      "Epoch: 535 \n",
      "     >>>>> Train Perceptual_Loss: 0.08171 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.0873 \n",
      "     >>>>> Val Perceptual_Loss: 0.08675 --- Val kld_loss: 0.00557 --- Val Total Loss: 0.09232\n",
      "     >>>>> Train SI_SDR: 3.38723 --- Val SI_SDR: 2.61749 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.50it/s]\n",
      "Epoch: 536 \n",
      "     >>>>> Train Perceptual_Loss: 0.08153 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08713 \n",
      "     >>>>> Val Perceptual_Loss: 0.08683 --- Val kld_loss: 0.00563 --- Val Total Loss: 0.09246\n",
      "     >>>>> Train SI_SDR: 3.40216 --- Val SI_SDR: 2.6047 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.82it/s]\n",
      "Epoch: 537 \n",
      "     >>>>> Train Perceptual_Loss: 0.0815 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08709 \n",
      "     >>>>> Val Perceptual_Loss: 0.08608 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09158\n",
      "     >>>>> Train SI_SDR: 3.39956 --- Val SI_SDR: 2.5919 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.37it/s]\n",
      "Epoch: 538 \n",
      "     >>>>> Train Perceptual_Loss: 0.08169 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08728 \n",
      "     >>>>> Val Perceptual_Loss: 0.09013 --- Val kld_loss: 0.00529 --- Val Total Loss: 0.09542\n",
      "     >>>>> Train SI_SDR: 3.40789 --- Val SI_SDR: 2.54344 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.54it/s]\n",
      "Epoch: 539 \n",
      "     >>>>> Train Perceptual_Loss: 0.08141 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.087 \n",
      "     >>>>> Val Perceptual_Loss: 0.08679 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09227\n",
      "     >>>>> Train SI_SDR: 3.4079 --- Val SI_SDR: 2.59805 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.08it/s]\n",
      "Epoch: 540 \n",
      "     >>>>> Train Perceptual_Loss: 0.08164 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08722 \n",
      "     >>>>> Val Perceptual_Loss: 0.08663 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09209\n",
      "     >>>>> Train SI_SDR: 3.39611 --- Val SI_SDR: 2.56222 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.45it/s]\n",
      "Epoch: 541 \n",
      "     >>>>> Train Perceptual_Loss: 0.08138 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08696 \n",
      "     >>>>> Val Perceptual_Loss: 0.08591 --- Val kld_loss: 0.00574 --- Val Total Loss: 0.09165\n",
      "     >>>>> Train SI_SDR: 3.40792 --- Val SI_SDR: 2.62989 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 542 \n",
      "     >>>>> Train Perceptual_Loss: 0.08147 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08705 \n",
      "     >>>>> Val Perceptual_Loss: 0.08571 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09122\n",
      "     >>>>> Train SI_SDR: 3.40168 --- Val SI_SDR: 2.60342 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.33it/s]\n",
      "Epoch: 543 \n",
      "     >>>>> Train Perceptual_Loss: 0.08146 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08705 \n",
      "     >>>>> Val Perceptual_Loss: 0.08838 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09373\n",
      "     >>>>> Train SI_SDR: 3.41125 --- Val SI_SDR: 2.5662 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.14it/s]\n",
      "Epoch: 544 \n",
      "     >>>>> Train Perceptual_Loss: 0.0815 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08708 \n",
      "     >>>>> Val Perceptual_Loss: 0.08575 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09128\n",
      "     >>>>> Train SI_SDR: 3.41295 --- Val SI_SDR: 2.60647 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.09it/s]\n",
      "Epoch: 545 \n",
      "     >>>>> Train Perceptual_Loss: 0.08162 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.0872 \n",
      "     >>>>> Val Perceptual_Loss: 0.08837 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09383\n",
      "     >>>>> Train SI_SDR: 3.40936 --- Val SI_SDR: 2.57007 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.09it/s]\n",
      "Epoch: 546 \n",
      "     >>>>> Train Perceptual_Loss: 0.08135 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08694 \n",
      "     >>>>> Val Perceptual_Loss: 0.08638 --- Val kld_loss: 0.00557 --- Val Total Loss: 0.09195\n",
      "     >>>>> Train SI_SDR: 3.40258 --- Val SI_SDR: 2.59357 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.88it/s]\n",
      "Epoch: 547 \n",
      "     >>>>> Train Perceptual_Loss: 0.08138 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08696 \n",
      "     >>>>> Val Perceptual_Loss: 0.08798 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09345\n",
      "     >>>>> Train SI_SDR: 3.43101 --- Val SI_SDR: 2.59357 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.89it/s]\n",
      "Epoch: 548 \n",
      "     >>>>> Train Perceptual_Loss: 0.08143 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08701 \n",
      "     >>>>> Val Perceptual_Loss: 0.08587 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09142\n",
      "     >>>>> Train SI_SDR: 3.41724 --- Val SI_SDR: 2.579 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.51it/s]\n",
      "Epoch: 549 \n",
      "     >>>>> Train Perceptual_Loss: 0.08143 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08701 \n",
      "     >>>>> Val Perceptual_Loss: 0.09011 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09551\n",
      "     >>>>> Train SI_SDR: 3.41442 --- Val SI_SDR: 2.54825 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.97it/s]\n",
      "Epoch: 550 \n",
      "     >>>>> Train Perceptual_Loss: 0.08133 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08693 \n",
      "     >>>>> Val Perceptual_Loss: 0.08514 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09067\n",
      "     >>>>> Train SI_SDR: 3.42424 --- Val SI_SDR: 2.59606 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.56it/s]\n",
      "Epoch: 551 \n",
      "     >>>>> Train Perceptual_Loss: 0.0814 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08698 \n",
      "     >>>>> Val Perceptual_Loss: 0.08412 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.08973\n",
      "     >>>>> Train SI_SDR: 3.4087 --- Val SI_SDR: 2.58826 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.67it/s]\n",
      "Epoch: 552 \n",
      "     >>>>> Train Perceptual_Loss: 0.08143 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08704 \n",
      "     >>>>> Val Perceptual_Loss: 0.08721 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.0927\n",
      "     >>>>> Train SI_SDR: 3.41038 --- Val SI_SDR: 2.54854 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.17it/s]\n",
      "Epoch: 553 \n",
      "     >>>>> Train Perceptual_Loss: 0.08143 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08702 \n",
      "     >>>>> Val Perceptual_Loss: 0.08498 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09054\n",
      "     >>>>> Train SI_SDR: 3.41858 --- Val SI_SDR: 2.57253 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.13it/s]\n",
      "Epoch: 554 \n",
      "     >>>>> Train Perceptual_Loss: 0.08134 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08694 \n",
      "     >>>>> Val Perceptual_Loss: 0.08608 --- Val kld_loss: 0.00562 --- Val Total Loss: 0.0917\n",
      "     >>>>> Train SI_SDR: 3.4223 --- Val SI_SDR: 2.58608 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.17it/s]\n",
      "Epoch: 555 \n",
      "     >>>>> Train Perceptual_Loss: 0.08137 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08696 \n",
      "     >>>>> Val Perceptual_Loss: 0.08566 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.09124\n",
      "     >>>>> Train SI_SDR: 3.42561 --- Val SI_SDR: 2.57331 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.39it/s]\n",
      "Epoch: 556 \n",
      "     >>>>> Train Perceptual_Loss: 0.0814 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08698 \n",
      "     >>>>> Val Perceptual_Loss: 0.08721 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.09271\n",
      "     >>>>> Train SI_SDR: 3.42116 --- Val SI_SDR: 2.55713 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.13it/s]\n",
      "Epoch: 557 \n",
      "     >>>>> Train Perceptual_Loss: 0.0813 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08688 \n",
      "     >>>>> Val Perceptual_Loss: 0.08755 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09294\n",
      "     >>>>> Train SI_SDR: 3.40778 --- Val SI_SDR: 2.48414 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.39it/s]\n",
      "Epoch: 558 \n",
      "     >>>>> Train Perceptual_Loss: 0.08167 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08726 \n",
      "     >>>>> Val Perceptual_Loss: 0.0875 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09309\n",
      "     >>>>> Train SI_SDR: 3.40165 --- Val SI_SDR: 2.5801 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.98it/s]\n",
      "Epoch: 559 \n",
      "     >>>>> Train Perceptual_Loss: 0.0816 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08719 \n",
      "     >>>>> Val Perceptual_Loss: 0.09209 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09744\n",
      "     >>>>> Train SI_SDR: 3.40914 --- Val SI_SDR: 2.57279 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.90it/s]\n",
      "Epoch: 560 \n",
      "     >>>>> Train Perceptual_Loss: 0.08152 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08711 \n",
      "     >>>>> Val Perceptual_Loss: 0.08544 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.09095\n",
      "     >>>>> Train SI_SDR: 3.41482 --- Val SI_SDR: 2.53054 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.48it/s]\n",
      "Epoch: 561 \n",
      "     >>>>> Train Perceptual_Loss: 0.08147 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08707 \n",
      "     >>>>> Val Perceptual_Loss: 0.08855 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09391\n",
      "     >>>>> Train SI_SDR: 3.40176 --- Val SI_SDR: 2.46978 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.35it/s]\n",
      "Epoch: 562 \n",
      "     >>>>> Train Perceptual_Loss: 0.08135 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08695 \n",
      "     >>>>> Val Perceptual_Loss: 0.08486 --- Val kld_loss: 0.00557 --- Val Total Loss: 0.09044\n",
      "     >>>>> Train SI_SDR: 3.44 --- Val SI_SDR: 2.55888 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.27it/s]\n",
      "Epoch: 563 \n",
      "     >>>>> Train Perceptual_Loss: 0.08143 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08703 \n",
      "     >>>>> Val Perceptual_Loss: 0.0887 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09413\n",
      "     >>>>> Train SI_SDR: 3.42171 --- Val SI_SDR: 2.5236 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.59it/s]\n",
      "Epoch: 564 \n",
      "     >>>>> Train Perceptual_Loss: 0.08132 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08691 \n",
      "     >>>>> Val Perceptual_Loss: 0.08686 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09229\n",
      "     >>>>> Train SI_SDR: 3.40926 --- Val SI_SDR: 2.58627 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.90it/s]\n",
      "Epoch: 565 \n",
      "     >>>>> Train Perceptual_Loss: 0.08141 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08699 \n",
      "     >>>>> Val Perceptual_Loss: 0.08775 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09323\n",
      "     >>>>> Train SI_SDR: 3.41578 --- Val SI_SDR: 2.60543 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.49it/s]\n",
      "Epoch: 566 \n",
      "     >>>>> Train Perceptual_Loss: 0.08152 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08711 \n",
      "     >>>>> Val Perceptual_Loss: 0.08828 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09368\n",
      "     >>>>> Train SI_SDR: 3.40806 --- Val SI_SDR: 2.45645 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.46it/s]\n",
      "Epoch: 567 \n",
      "     >>>>> Train Perceptual_Loss: 0.08126 --- Train kld_loss: 0.00558 --- Train Total Loss: 0.08685 \n",
      "     >>>>> Val Perceptual_Loss: 0.08506 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09061\n",
      "     >>>>> Train SI_SDR: 3.4284 --- Val SI_SDR: 2.65857 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.86it/s]\n",
      "Epoch: 568 \n",
      "     >>>>> Train Perceptual_Loss: 0.08136 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08696 \n",
      "     >>>>> Val Perceptual_Loss: 0.08638 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.0918\n",
      "     >>>>> Train SI_SDR: 3.43859 --- Val SI_SDR: 2.49708 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.19it/s]\n",
      "Epoch: 569 \n",
      "     >>>>> Train Perceptual_Loss: 0.08137 --- Train kld_loss: 0.00559 --- Train Total Loss: 0.08696 \n",
      "     >>>>> Val Perceptual_Loss: 0.08704 --- Val kld_loss: 0.0054 --- Val Total Loss: 0.09243\n",
      "     >>>>> Train SI_SDR: 3.42092 --- Val SI_SDR: 2.55538 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.69it/s]\n",
      "Epoch: 570 \n",
      "     >>>>> Train Perceptual_Loss: 0.0813 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.0869 \n",
      "     >>>>> Val Perceptual_Loss: 0.08682 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09227\n",
      "     >>>>> Train SI_SDR: 3.4457 --- Val SI_SDR: 2.569 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.22it/s]\n",
      "Epoch: 571 \n",
      "     >>>>> Train Perceptual_Loss: 0.08133 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08693 \n",
      "     >>>>> Val Perceptual_Loss: 0.08527 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09083\n",
      "     >>>>> Train SI_SDR: 3.4321 --- Val SI_SDR: 2.62291 \n",
      "     >>>>> 20s: 52.9it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.88it/s]\n",
      "Epoch: 572 \n",
      "     >>>>> Train Perceptual_Loss: 0.08118 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08678 \n",
      "     >>>>> Val Perceptual_Loss: 0.08571 --- Val kld_loss: 0.00564 --- Val Total Loss: 0.09135\n",
      "     >>>>> Train SI_SDR: 3.4504 --- Val SI_SDR: 2.59803 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.33it/s]\n",
      "Epoch: 573 \n",
      "     >>>>> Train Perceptual_Loss: 0.08118 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.0868 \n",
      "     >>>>> Val Perceptual_Loss: 0.08575 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09128\n",
      "     >>>>> Train SI_SDR: 3.44524 --- Val SI_SDR: 2.50258 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.28it/s]\n",
      "Epoch: 574 \n",
      "     >>>>> Train Perceptual_Loss: 0.08121 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08682 \n",
      "     >>>>> Val Perceptual_Loss: 0.08577 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09126\n",
      "     >>>>> Train SI_SDR: 3.42862 --- Val SI_SDR: 2.57931 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.96it/s]\n",
      "Epoch: 575 \n",
      "     >>>>> Train Perceptual_Loss: 0.08118 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08679 \n",
      "     >>>>> Val Perceptual_Loss: 0.08572 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09128\n",
      "     >>>>> Train SI_SDR: 3.42313 --- Val SI_SDR: 2.58843 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.58it/s]\n",
      "Epoch: 576 \n",
      "     >>>>> Train Perceptual_Loss: 0.08139 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08699 \n",
      "     >>>>> Val Perceptual_Loss: 0.08496 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.0905\n",
      "     >>>>> Train SI_SDR: 3.41244 --- Val SI_SDR: 2.56867 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.40it/s]\n",
      "Epoch: 577 \n",
      "     >>>>> Train Perceptual_Loss: 0.08131 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08691 \n",
      "     >>>>> Val Perceptual_Loss: 0.0876 --- Val kld_loss: 0.00548 --- Val Total Loss: 0.09308\n",
      "     >>>>> Train SI_SDR: 3.4401 --- Val SI_SDR: 2.61601 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.61it/s]\n",
      "Epoch: 578 \n",
      "     >>>>> Train Perceptual_Loss: 0.08121 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08681 \n",
      "     >>>>> Val Perceptual_Loss: 0.08634 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09183\n",
      "     >>>>> Train SI_SDR: 3.41934 --- Val SI_SDR: 2.54881 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.00it/s]\n",
      "Epoch: 579 \n",
      "     >>>>> Train Perceptual_Loss: 0.08122 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08683 \n",
      "     >>>>> Val Perceptual_Loss: 0.08482 --- Val kld_loss: 0.00557 --- Val Total Loss: 0.09039\n",
      "     >>>>> Train SI_SDR: 3.44263 --- Val SI_SDR: 2.57479 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.44it/s]\n",
      "Epoch: 580 \n",
      "     >>>>> Train Perceptual_Loss: 0.08124 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08684 \n",
      "     >>>>> Val Perceptual_Loss: 0.08933 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09482\n",
      "     >>>>> Train SI_SDR: 3.43332 --- Val SI_SDR: 2.59872 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.05it/s]\n",
      "Epoch: 581 \n",
      "     >>>>> Train Perceptual_Loss: 0.08123 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08683 \n",
      "     >>>>> Val Perceptual_Loss: 0.08627 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.0918\n",
      "     >>>>> Train SI_SDR: 3.44335 --- Val SI_SDR: 2.59399 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.86it/s]\n",
      "Epoch: 582 \n",
      "     >>>>> Train Perceptual_Loss: 0.08117 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08678 \n",
      "     >>>>> Val Perceptual_Loss: 0.0859 --- Val kld_loss: 0.00565 --- Val Total Loss: 0.09155\n",
      "     >>>>> Train SI_SDR: 3.44938 --- Val SI_SDR: 2.6385 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 583 \n",
      "     >>>>> Train Perceptual_Loss: 0.08137 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08697 \n",
      "     >>>>> Val Perceptual_Loss: 0.08402 --- Val kld_loss: 0.00578 --- Val Total Loss: 0.0898\n",
      "     >>>>> Train SI_SDR: 3.44333 --- Val SI_SDR: 2.55346 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.02it/s]\n",
      "Epoch: 584 \n",
      "     >>>>> Train Perceptual_Loss: 0.08106 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08667 \n",
      "     >>>>> Val Perceptual_Loss: 0.08604 --- Val kld_loss: 0.00542 --- Val Total Loss: 0.09146\n",
      "     >>>>> Train SI_SDR: 3.4511 --- Val SI_SDR: 2.54107 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.25it/s]\n",
      "Epoch: 585 \n",
      "     >>>>> Train Perceptual_Loss: 0.0812 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.0868 \n",
      "     >>>>> Val Perceptual_Loss: 0.08542 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09103\n",
      "     >>>>> Train SI_SDR: 3.45003 --- Val SI_SDR: 2.63229 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.26it/s]\n",
      "Epoch: 586 \n",
      "     >>>>> Train Perceptual_Loss: 0.08137 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08697 \n",
      "     >>>>> Val Perceptual_Loss: 0.08795 --- Val kld_loss: 0.00539 --- Val Total Loss: 0.09334\n",
      "     >>>>> Train SI_SDR: 3.42681 --- Val SI_SDR: 2.56874 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.48it/s]\n",
      "Epoch: 587 \n",
      "     >>>>> Train Perceptual_Loss: 0.08121 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08683 \n",
      "     >>>>> Val Perceptual_Loss: 0.08492 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09052\n",
      "     >>>>> Train SI_SDR: 3.44366 --- Val SI_SDR: 2.60861 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.73it/s]\n",
      "Epoch: 588 \n",
      "     >>>>> Train Perceptual_Loss: 0.08131 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08692 \n",
      "     >>>>> Val Perceptual_Loss: 0.0867 --- Val kld_loss: 0.00543 --- Val Total Loss: 0.09213\n",
      "     >>>>> Train SI_SDR: 3.43855 --- Val SI_SDR: 2.53444 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.14it/s]\n",
      "Epoch: 589 \n",
      "     >>>>> Train Perceptual_Loss: 0.08129 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.0869 \n",
      "     >>>>> Val Perceptual_Loss: 0.08572 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09127\n",
      "     >>>>> Train SI_SDR: 3.43424 --- Val SI_SDR: 2.5586 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.07it/s]\n",
      "Epoch: 590 \n",
      "     >>>>> Train Perceptual_Loss: 0.08119 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08679 \n",
      "     >>>>> Val Perceptual_Loss: 0.08572 --- Val kld_loss: 0.00566 --- Val Total Loss: 0.09138\n",
      "     >>>>> Train SI_SDR: 3.44251 --- Val SI_SDR: 2.57447 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.31it/s]\n",
      "Epoch: 591 \n",
      "     >>>>> Train Perceptual_Loss: 0.08098 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08658 \n",
      "     >>>>> Val Perceptual_Loss: 0.08395 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.08956\n",
      "     >>>>> Train SI_SDR: 3.46463 --- Val SI_SDR: 2.65096 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.81it/s]\n",
      "Epoch: 592 \n",
      "     >>>>> Train Perceptual_Loss: 0.08122 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08683 \n",
      "     >>>>> Val Perceptual_Loss: 0.08653 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.09204\n",
      "     >>>>> Train SI_SDR: 3.44585 --- Val SI_SDR: 2.5754 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.35it/s]\n",
      "Epoch: 593 \n",
      "     >>>>> Train Perceptual_Loss: 0.08101 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08663 \n",
      "     >>>>> Val Perceptual_Loss: 0.08716 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09271\n",
      "     >>>>> Train SI_SDR: 3.46753 --- Val SI_SDR: 2.55333 \n",
      "     >>>>> 20s: 52.9it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.02it/s]\n",
      "Epoch: 594 \n",
      "     >>>>> Train Perceptual_Loss: 0.08112 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08672 \n",
      "     >>>>> Val Perceptual_Loss: 0.08813 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09359\n",
      "     >>>>> Train SI_SDR: 3.45463 --- Val SI_SDR: 2.63081 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.55it/s]\n",
      "Epoch: 595 \n",
      "     >>>>> Train Perceptual_Loss: 0.08117 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08678 \n",
      "     >>>>> Val Perceptual_Loss: 0.08843 --- Val kld_loss: 0.00536 --- Val Total Loss: 0.09378\n",
      "     >>>>> Train SI_SDR: 3.45169 --- Val SI_SDR: 2.54226 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.86it/s]\n",
      "Epoch: 596 \n",
      "     >>>>> Train Perceptual_Loss: 0.08098 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08659 \n",
      "     >>>>> Val Perceptual_Loss: 0.08748 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09301\n",
      "     >>>>> Train SI_SDR: 3.46369 --- Val SI_SDR: 2.55182 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.68it/s]\n",
      "Epoch: 597 \n",
      "     >>>>> Train Perceptual_Loss: 0.08111 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08671 \n",
      "     >>>>> Val Perceptual_Loss: 0.0864 --- Val kld_loss: 0.00563 --- Val Total Loss: 0.09203\n",
      "     >>>>> Train SI_SDR: 3.44152 --- Val SI_SDR: 2.63257 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.25it/s]\n",
      "Epoch: 598 \n",
      "     >>>>> Train Perceptual_Loss: 0.08121 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08683 \n",
      "     >>>>> Val Perceptual_Loss: 0.08332 --- Val kld_loss: 0.00572 --- Val Total Loss: 0.08905\n",
      "     >>>>> Train SI_SDR: 3.4571 --- Val SI_SDR: 2.60284 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.21it/s]\n",
      "Epoch: 599 \n",
      "     >>>>> Train Perceptual_Loss: 0.08119 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.0868 \n",
      "     >>>>> Val Perceptual_Loss: 0.08787 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09346\n",
      "     >>>>> Train SI_SDR: 3.45192 --- Val SI_SDR: 2.52366 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.63it/s]\n",
      "Epoch: 600 \n",
      "     >>>>> Train Perceptual_Loss: 0.08108 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.0867 \n",
      "     >>>>> Val Perceptual_Loss: 0.08738 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09283\n",
      "     >>>>> Train SI_SDR: 3.45252 --- Val SI_SDR: 2.57876 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.32it/s]\n",
      "Epoch: 601 \n",
      "     >>>>> Train Perceptual_Loss: 0.08116 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08677 \n",
      "     >>>>> Val Perceptual_Loss: 0.08394 --- Val kld_loss: 0.0057 --- Val Total Loss: 0.08965\n",
      "     >>>>> Train SI_SDR: 3.45962 --- Val SI_SDR: 2.58218 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.75it/s]\n",
      "Epoch: 602 \n",
      "     >>>>> Train Perceptual_Loss: 0.08115 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08676 \n",
      "     >>>>> Val Perceptual_Loss: 0.08729 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09282\n",
      "     >>>>> Train SI_SDR: 3.4636 --- Val SI_SDR: 2.58984 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.21it/s]\n",
      "Epoch: 603 \n",
      "     >>>>> Train Perceptual_Loss: 0.08113 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08674 \n",
      "     >>>>> Val Perceptual_Loss: 0.08402 --- Val kld_loss: 0.00578 --- Val Total Loss: 0.0898\n",
      "     >>>>> Train SI_SDR: 3.46138 --- Val SI_SDR: 2.59071 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 57.22it/s]\n",
      "Epoch: 604 \n",
      "     >>>>> Train Perceptual_Loss: 0.08119 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08681 \n",
      "     >>>>> Val Perceptual_Loss: 0.08664 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.0921\n",
      "     >>>>> Train SI_SDR: 3.43444 --- Val SI_SDR: 2.57924 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.57it/s]\n",
      "Epoch: 605 \n",
      "     >>>>> Train Perceptual_Loss: 0.08093 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08654 \n",
      "     >>>>> Val Perceptual_Loss: 0.08821 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09382\n",
      "     >>>>> Train SI_SDR: 3.45767 --- Val SI_SDR: 2.68047 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.65it/s]\n",
      "Epoch: 606 \n",
      "     >>>>> Train Perceptual_Loss: 0.08097 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08657 \n",
      "     >>>>> Val Perceptual_Loss: 0.08708 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09267\n",
      "     >>>>> Train SI_SDR: 3.47681 --- Val SI_SDR: 2.51793 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.20it/s]\n",
      "Epoch: 607 \n",
      "     >>>>> Train Perceptual_Loss: 0.08112 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08672 \n",
      "     >>>>> Val Perceptual_Loss: 0.0838 --- Val kld_loss: 0.00565 --- Val Total Loss: 0.08945\n",
      "     >>>>> Train SI_SDR: 3.45092 --- Val SI_SDR: 2.65707 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.71it/s]\n",
      "Epoch: 608 \n",
      "     >>>>> Train Perceptual_Loss: 0.08113 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08674 \n",
      "     >>>>> Val Perceptual_Loss: 0.08522 --- Val kld_loss: 0.00555 --- Val Total Loss: 0.09076\n",
      "     >>>>> Train SI_SDR: 3.45661 --- Val SI_SDR: 2.5675 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.12it/s]\n",
      "Epoch: 609 \n",
      "     >>>>> Train Perceptual_Loss: 0.08104 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08665 \n",
      "     >>>>> Val Perceptual_Loss: 0.08627 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09183\n",
      "     >>>>> Train SI_SDR: 3.45395 --- Val SI_SDR: 2.61788 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.96it/s]\n",
      "Epoch: 610 \n",
      "     >>>>> Train Perceptual_Loss: 0.08097 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08658 \n",
      "     >>>>> Val Perceptual_Loss: 0.08786 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09331\n",
      "     >>>>> Train SI_SDR: 3.45051 --- Val SI_SDR: 2.54545 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.48it/s]\n",
      "Epoch: 611 \n",
      "     >>>>> Train Perceptual_Loss: 0.08097 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08659 \n",
      "     >>>>> Val Perceptual_Loss: 0.08466 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09022\n",
      "     >>>>> Train SI_SDR: 3.47216 --- Val SI_SDR: 2.62065 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.42it/s]\n",
      "Epoch: 612 \n",
      "     >>>>> Train Perceptual_Loss: 0.08105 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08666 \n",
      "     >>>>> Val Perceptual_Loss: 0.08849 --- Val kld_loss: 0.00564 --- Val Total Loss: 0.09414\n",
      "     >>>>> Train SI_SDR: 3.45647 --- Val SI_SDR: 2.54731 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.88it/s]\n",
      "Epoch: 613 \n",
      "     >>>>> Train Perceptual_Loss: 0.08111 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08673 \n",
      "     >>>>> Val Perceptual_Loss: 0.08772 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09321\n",
      "     >>>>> Train SI_SDR: 3.47079 --- Val SI_SDR: 2.5891 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 61.35it/s]\n",
      "Epoch: 614 \n",
      "     >>>>> Train Perceptual_Loss: 0.08097 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.0866 \n",
      "     >>>>> Val Perceptual_Loss: 0.08509 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09062\n",
      "     >>>>> Train SI_SDR: 3.45346 --- Val SI_SDR: 2.65674 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.75it/s]\n",
      "Epoch: 615 \n",
      "     >>>>> Train Perceptual_Loss: 0.08101 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08662 \n",
      "     >>>>> Val Perceptual_Loss: 0.08659 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09206\n",
      "     >>>>> Train SI_SDR: 3.46389 --- Val SI_SDR: 2.58383 \n",
      "     >>>>> 19s: 55.68it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.84it/s]\n",
      "Epoch: 616 \n",
      "     >>>>> Train Perceptual_Loss: 0.08093 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08655 \n",
      "     >>>>> Val Perceptual_Loss: 0.08564 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09124\n",
      "     >>>>> Train SI_SDR: 3.47279 --- Val SI_SDR: 2.57468 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.86it/s]\n",
      "Epoch: 617 \n",
      "     >>>>> Train Perceptual_Loss: 0.08095 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08658 \n",
      "     >>>>> Val Perceptual_Loss: 0.08507 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09068\n",
      "     >>>>> Train SI_SDR: 3.4696 --- Val SI_SDR: 2.59981 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.83it/s]\n",
      "Epoch: 618 \n",
      "     >>>>> Train Perceptual_Loss: 0.08103 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08665 \n",
      "     >>>>> Val Perceptual_Loss: 0.08654 --- Val kld_loss: 0.00545 --- Val Total Loss: 0.09198\n",
      "     >>>>> Train SI_SDR: 3.4495 --- Val SI_SDR: 2.52841 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.66it/s]\n",
      "Epoch: 619 \n",
      "     >>>>> Train Perceptual_Loss: 0.08105 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08666 \n",
      "     >>>>> Val Perceptual_Loss: 0.08652 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09211\n",
      "     >>>>> Train SI_SDR: 3.47302 --- Val SI_SDR: 2.60532 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.77it/s]\n",
      "Epoch: 620 \n",
      "     >>>>> Train Perceptual_Loss: 0.08099 --- Train kld_loss: 0.0056 --- Train Total Loss: 0.08659 \n",
      "     >>>>> Val Perceptual_Loss: 0.08711 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09258\n",
      "     >>>>> Train SI_SDR: 3.46096 --- Val SI_SDR: 2.54981 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.51it/s]\n",
      "Epoch: 621 \n",
      "     >>>>> Train Perceptual_Loss: 0.08102 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08665 \n",
      "     >>>>> Val Perceptual_Loss: 0.08472 --- Val kld_loss: 0.00566 --- Val Total Loss: 0.09039\n",
      "     >>>>> Train SI_SDR: 3.47935 --- Val SI_SDR: 2.61867 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.57it/s]\n",
      "Epoch: 622 \n",
      "     >>>>> Train Perceptual_Loss: 0.08086 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08648 \n",
      "     >>>>> Val Perceptual_Loss: 0.08603 --- Val kld_loss: 0.00579 --- Val Total Loss: 0.09182\n",
      "     >>>>> Train SI_SDR: 3.46016 --- Val SI_SDR: 2.6187 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.70it/s]\n",
      "Epoch: 623 \n",
      "     >>>>> Train Perceptual_Loss: 0.08097 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.0866 \n",
      "     >>>>> Val Perceptual_Loss: 0.0859 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09142\n",
      "     >>>>> Train SI_SDR: 3.4741 --- Val SI_SDR: 2.57692 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.55it/s]\n",
      "Epoch: 624 \n",
      "     >>>>> Train Perceptual_Loss: 0.08096 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08659 \n",
      "     >>>>> Val Perceptual_Loss: 0.08791 --- Val kld_loss: 0.0055 --- Val Total Loss: 0.09342\n",
      "     >>>>> Train SI_SDR: 3.48364 --- Val SI_SDR: 2.58493 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:21<00:00, 49.75it/s]\n",
      "Epoch: 625 \n",
      "     >>>>> Train Perceptual_Loss: 0.08087 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08649 \n",
      "     >>>>> Val Perceptual_Loss: 0.08503 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09063\n",
      "     >>>>> Train SI_SDR: 3.47387 --- Val SI_SDR: 2.60776 \n",
      "     >>>>> 23s: 46.0it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.28it/s]\n",
      "Epoch: 626 \n",
      "     >>>>> Train Perceptual_Loss: 0.08072 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08635 \n",
      "     >>>>> Val Perceptual_Loss: 0.08752 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09305\n",
      "     >>>>> Train SI_SDR: 3.47503 --- Val SI_SDR: 2.5346 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.01it/s]\n",
      "Epoch: 627 \n",
      "     >>>>> Train Perceptual_Loss: 0.08093 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08655 \n",
      "     >>>>> Val Perceptual_Loss: 0.08725 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.09279\n",
      "     >>>>> Train SI_SDR: 3.46012 --- Val SI_SDR: 2.59874 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.45it/s]\n",
      "Epoch: 628 \n",
      "     >>>>> Train Perceptual_Loss: 0.08096 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08658 \n",
      "     >>>>> Val Perceptual_Loss: 0.08546 --- Val kld_loss: 0.00556 --- Val Total Loss: 0.09102\n",
      "     >>>>> Train SI_SDR: 3.46332 --- Val SI_SDR: 2.6067 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.11it/s]\n",
      "Epoch: 629 \n",
      "     >>>>> Train Perceptual_Loss: 0.08068 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.0863 \n",
      "     >>>>> Val Perceptual_Loss: 0.08583 --- Val kld_loss: 0.00575 --- Val Total Loss: 0.09159\n",
      "     >>>>> Train SI_SDR: 3.48911 --- Val SI_SDR: 2.62135 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.84it/s]\n",
      "Epoch: 630 \n",
      "     >>>>> Train Perceptual_Loss: 0.08086 --- Train kld_loss: 0.00561 --- Train Total Loss: 0.08647 \n",
      "     >>>>> Val Perceptual_Loss: 0.08731 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.09282\n",
      "     >>>>> Train SI_SDR: 3.48175 --- Val SI_SDR: 2.53682 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.53it/s]\n",
      "Epoch: 631 \n",
      "     >>>>> Train Perceptual_Loss: 0.08112 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08674 \n",
      "     >>>>> Val Perceptual_Loss: 0.08662 --- Val kld_loss: 0.00549 --- Val Total Loss: 0.09211\n",
      "     >>>>> Train SI_SDR: 3.47109 --- Val SI_SDR: 2.52986 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.67it/s]\n",
      "Epoch: 632 \n",
      "     >>>>> Train Perceptual_Loss: 0.08111 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08673 \n",
      "     >>>>> Val Perceptual_Loss: 0.0897 --- Val kld_loss: 0.00535 --- Val Total Loss: 0.09505\n",
      "     >>>>> Train SI_SDR: 3.47303 --- Val SI_SDR: 2.51699 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.00it/s]\n",
      "Epoch: 633 \n",
      "     >>>>> Train Perceptual_Loss: 0.08074 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08636 \n",
      "     >>>>> Val Perceptual_Loss: 0.08546 --- Val kld_loss: 0.00569 --- Val Total Loss: 0.09114\n",
      "     >>>>> Train SI_SDR: 3.47918 --- Val SI_SDR: 2.58474 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.26it/s]\n",
      "Epoch: 634 \n",
      "     >>>>> Train Perceptual_Loss: 0.08092 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08655 \n",
      "     >>>>> Val Perceptual_Loss: 0.08969 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09512\n",
      "     >>>>> Train SI_SDR: 3.47376 --- Val SI_SDR: 2.52045 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 53.33it/s]\n",
      "Epoch: 635 \n",
      "     >>>>> Train Perceptual_Loss: 0.08099 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08662 \n",
      "     >>>>> Val Perceptual_Loss: 0.08546 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09106\n",
      "     >>>>> Train SI_SDR: 3.4618 --- Val SI_SDR: 2.55314 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 53.48it/s]\n",
      "Epoch: 636 \n",
      "     >>>>> Train Perceptual_Loss: 0.08087 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.0865 \n",
      "     >>>>> Val Perceptual_Loss: 0.08558 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09105\n",
      "     >>>>> Train SI_SDR: 3.49207 --- Val SI_SDR: 2.55315 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 55.68it/s]\n",
      "Epoch: 637 \n",
      "     >>>>> Train Perceptual_Loss: 0.08081 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08643 \n",
      "     >>>>> Val Perceptual_Loss: 0.08754 --- Val kld_loss: 0.00557 --- Val Total Loss: 0.09311\n",
      "     >>>>> Train SI_SDR: 3.48921 --- Val SI_SDR: 2.63711 \n",
      "     >>>>> 21s: 50.38it/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.17it/s]\n",
      "Epoch: 638 \n",
      "     >>>>> Train Perceptual_Loss: 0.0809 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08652 \n",
      "     >>>>> Val Perceptual_Loss: 0.08619 --- Val kld_loss: 0.00553 --- Val Total Loss: 0.09172\n",
      "     >>>>> Train SI_SDR: 3.48139 --- Val SI_SDR: 2.56901 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:20<00:00, 51.07it/s]\n",
      "Epoch: 639 \n",
      "     >>>>> Train Perceptual_Loss: 0.08089 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08652 \n",
      "     >>>>> Val Perceptual_Loss: 0.08861 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09406\n",
      "     >>>>> Train SI_SDR: 3.4848 --- Val SI_SDR: 2.59813 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 53.31it/s]\n",
      "Epoch: 640 \n",
      "     >>>>> Train Perceptual_Loss: 0.08077 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.08641 \n",
      "     >>>>> Val Perceptual_Loss: 0.08484 --- Val kld_loss: 0.00568 --- Val Total Loss: 0.09052\n",
      "     >>>>> Train SI_SDR: 3.49745 --- Val SI_SDR: 2.62051 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.71it/s]\n",
      "Epoch: 641 \n",
      "     >>>>> Train Perceptual_Loss: 0.08092 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08655 \n",
      "     >>>>> Val Perceptual_Loss: 0.08757 --- Val kld_loss: 0.00546 --- Val Total Loss: 0.09303\n",
      "     >>>>> Train SI_SDR: 3.47482 --- Val SI_SDR: 2.59035 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.79it/s]\n",
      "Epoch: 642 \n",
      "     >>>>> Train Perceptual_Loss: 0.08069 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08631 \n",
      "     >>>>> Val Perceptual_Loss: 0.08346 --- Val kld_loss: 0.00566 --- Val Total Loss: 0.08912\n",
      "     >>>>> Train SI_SDR: 3.47097 --- Val SI_SDR: 2.60914 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.23it/s]\n",
      "Epoch: 643 \n",
      "     >>>>> Train Perceptual_Loss: 0.08085 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.08649 \n",
      "     >>>>> Val Perceptual_Loss: 0.08716 --- Val kld_loss: 0.00567 --- Val Total Loss: 0.09283\n",
      "     >>>>> Train SI_SDR: 3.48435 --- Val SI_SDR: 2.58733 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.05it/s]\n",
      "Epoch: 644 \n",
      "     >>>>> Train Perceptual_Loss: 0.08095 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08657 \n",
      "     >>>>> Val Perceptual_Loss: 0.08873 --- Val kld_loss: 0.00551 --- Val Total Loss: 0.09424\n",
      "     >>>>> Train SI_SDR: 3.47521 --- Val SI_SDR: 2.59856 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:20<00:00, 51.33it/s]\n",
      "Epoch: 645 \n",
      "     >>>>> Train Perceptual_Loss: 0.08067 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.0863 \n",
      "     >>>>> Val Perceptual_Loss: 0.0855 --- Val kld_loss: 0.00552 --- Val Total Loss: 0.09102\n",
      "     >>>>> Train SI_SDR: 3.49943 --- Val SI_SDR: 2.56215 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.22it/s]\n",
      "Epoch: 646 \n",
      "     >>>>> Train Perceptual_Loss: 0.08074 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08637 \n",
      "     >>>>> Val Perceptual_Loss: 0.0852 --- Val kld_loss: 0.00563 --- Val Total Loss: 0.09083\n",
      "     >>>>> Train SI_SDR: 3.5028 --- Val SI_SDR: 2.61978 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 55.73it/s]\n",
      "Epoch: 647 \n",
      "     >>>>> Train Perceptual_Loss: 0.08068 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.0863 \n",
      "     >>>>> Val Perceptual_Loss: 0.08493 --- Val kld_loss: 0.00565 --- Val Total Loss: 0.09058\n",
      "     >>>>> Train SI_SDR: 3.48316 --- Val SI_SDR: 2.68897 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 53.87it/s]\n",
      "Epoch: 648 \n",
      "     >>>>> Train Perceptual_Loss: 0.08063 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.08627 \n",
      "     >>>>> Val Perceptual_Loss: 0.08601 --- Val kld_loss: 0.0056 --- Val Total Loss: 0.09161\n",
      "     >>>>> Train SI_SDR: 3.49799 --- Val SI_SDR: 2.61339 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 54.18it/s]\n",
      "Epoch: 649 \n",
      "     >>>>> Train Perceptual_Loss: 0.08077 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.0864 \n",
      "     >>>>> Val Perceptual_Loss: 0.08559 --- Val kld_loss: 0.00547 --- Val Total Loss: 0.09106\n",
      "     >>>>> Train SI_SDR: 3.48734 --- Val SI_SDR: 2.5525 \n",
      "     >>>>> 21s: 50.38it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:20<00:00, 51.49it/s]\n",
      "Epoch: 650 \n",
      "     >>>>> Train Perceptual_Loss: 0.08086 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.0865 \n",
      "     >>>>> Val Perceptual_Loss: 0.08585 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.09139\n",
      "     >>>>> Train SI_SDR: 3.48212 --- Val SI_SDR: 2.56975 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:19<00:00, 53.58it/s]\n",
      "Epoch: 651 \n",
      "     >>>>> Train Perceptual_Loss: 0.08073 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08636 \n",
      "     >>>>> Val Perceptual_Loss: 0.08634 --- Val kld_loss: 0.00544 --- Val Total Loss: 0.09177\n",
      "     >>>>> Train SI_SDR: 3.49542 --- Val SI_SDR: 2.50898 \n",
      "     >>>>> 22s: 48.09it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 56.90it/s]\n",
      "Epoch: 652 \n",
      "     >>>>> Train Perceptual_Loss: 0.08078 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.08641 \n",
      "     >>>>> Val Perceptual_Loss: 0.08493 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09052\n",
      "     >>>>> Train SI_SDR: 3.49064 --- Val SI_SDR: 2.58551 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:18<00:00, 58.03it/s]\n",
      "Epoch: 653 \n",
      "     >>>>> Train Perceptual_Loss: 0.08068 --- Train kld_loss: 0.00563 --- Train Total Loss: 0.0863 \n",
      "     >>>>> Val Perceptual_Loss: 0.08473 --- Val kld_loss: 0.00561 --- Val Total Loss: 0.09034\n",
      "     >>>>> Train SI_SDR: 3.4896 --- Val SI_SDR: 2.61328 \n",
      "     >>>>> 20s: 52.9it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.46it/s]\n",
      "Epoch: 654 \n",
      "     >>>>> Train Perceptual_Loss: 0.08062 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.08625 \n",
      "     >>>>> Val Perceptual_Loss: 0.08379 --- Val kld_loss: 0.00574 --- Val Total Loss: 0.08953\n",
      "     >>>>> Train SI_SDR: 3.50315 --- Val SI_SDR: 2.60425 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.41it/s]\n",
      "Epoch: 655 \n",
      "     >>>>> Train Perceptual_Loss: 0.08072 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.08636 \n",
      "     >>>>> Val Perceptual_Loss: 0.08584 --- Val kld_loss: 0.00559 --- Val Total Loss: 0.09142\n",
      "     >>>>> Train SI_SDR: 3.49029 --- Val SI_SDR: 2.5664 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 59.28it/s]\n",
      "Epoch: 656 \n",
      "     >>>>> Train Perceptual_Loss: 0.08075 --- Train kld_loss: 0.00564 --- Train Total Loss: 0.08638 \n",
      "     >>>>> Val Perceptual_Loss: 0.08605 --- Val kld_loss: 0.00554 --- Val Total Loss: 0.0916\n",
      "     >>>>> Train SI_SDR: 3.49727 --- Val SI_SDR: 2.59404 \n",
      "     >>>>> 19s: 55.68it/s\n",
      "100%|███████████████████████████████████████| 1058/1058 [00:17<00:00, 60.19it/s]\n",
      "Epoch: 657 \n",
      "     >>>>> Train Perceptual_Loss: 0.0806 --- Train kld_loss: 0.00562 --- Train Total Loss: 0.08622 \n",
      "     >>>>> Val Perceptual_Loss: 0.08506 --- Val kld_loss: 0.00558 --- Val Total Loss: 0.09064\n",
      "     >>>>> Train SI_SDR: 3.51309 --- Val SI_SDR: 2.57104 \n",
      "     >>>>> 19s: 55.68it/s\n",
      " 36%|██████████████▍                         | 382/1058 [00:06<00:11, 59.19it/s]^C\n",
      " 36%|██████████████▌                         | 384/1058 [00:06<00:11, 59.53it/s]\n",
      "Traceback (most recent call last):\n",
      "  File \"Train.py\", line 168, in <module>\n",
      "    learning_params['epochs'])\n",
      "  File \"/home/peterbermant/Workspace/Autoencoder-Toolbox/PyFire.py\", line 167, in fit\n",
      "    running_metric_train)\n",
      "  File \"/home/peterbermant/Workspace/Autoencoder-Toolbox/PyFire.py\", line 326, in train_step\n",
      "    outputs = self.model(data[0])\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/torch/nn/modules/module.py\", line 1051, in _call_impl\n",
      "    return forward_call(*input, **kwargs)\n",
      "  File \"/home/peterbermant/Workspace/Autoencoder-Toolbox/Autoencoder.py\", line 94, in forward\n",
      "    x_hat = self.decode(z)\n",
      "  File \"/home/peterbermant/Workspace/Autoencoder-Toolbox/Autoencoder.py\", line 59, in decode\n",
      "    x = self.decoder(z, *args)\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/torch/nn/modules/module.py\", line 1051, in _call_impl\n",
      "    return forward_call(*input, **kwargs)\n",
      "  File \"/home/peterbermant/Workspace/Autoencoder-Toolbox/Decoders.py\", line 97, in forward\n",
      "    x = F.leaky_relu(self.bn1(self.conv1(x)))\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/torch/nn/modules/module.py\", line 1051, in _call_impl\n",
      "    return forward_call(*input, **kwargs)\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/torch/nn/modules/conv.py\", line 769, in forward\n",
      "    output_padding, self.groups, self.dilation)\n",
      "KeyboardInterrupt\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!python Train.py -c geladasvae.json"
   ]
  }
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