Model_with_transformer_full_run_logs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5c3323b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "Main_path = '/home/paperspace/Source_Sep_Rea/Facebook_Transformers/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "87efb4dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CommandNotFoundError: Your shell has not been properly configured to use 'conda activate'.\n",
      "To initialize your shell, run\n",
      "\n",
      "    $ conda init <SHELL_NAME>\n",
      "\n",
      "Currently supported shells are:\n",
      "  - bash\n",
      "  - fish\n",
      "  - tcsh\n",
      "  - xonsh\n",
      "  - zsh\n",
      "  - powershell\n",
      "\n",
      "See 'conda init --help' for more information and options.\n",
      "\n",
      "IMPORTANT: You may need to close and restart your shell after running 'conda init'.\n",
      "\n",
      "\n",
      "CODE_OF_CONDUCT.md  environment-cpu.yml   mypy.ini\t\t    setup.cfg\n",
      "conf\t\t    environment-cuda.yml  nohup.out\t\t    setup.py\n",
      "CONTRIBUTING.md     hubconf.py\t\t  outputs\t\t    test.mp3\n",
      "demucs\t\t    LICENSE\t\t  outputs.tar.gz\t    tools\n",
      "Demucs.ipynb\t    Makefile\t\t  README.md\n",
      "demucs.png\t    MANIFEST.in\t\t  requirements_minimal.txt\n",
      "docs\t\t    metadata\t\t  requirements.txt\n",
      "/home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main\n"
     ]
    }
   ],
   "source": [
    "path_of_code = Main_path+'demucs-main/demucs-main'\n",
    "!conda activate base\n",
    "!ls $path_of_code\n",
    "%cd $path_of_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c1b6ace0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2022-08-25 06:46:06,019][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/22d99e8f\r\n",
      "[2022-08-25 06:46:06,031][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-08-25 06:46:15,045][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-08-25 06:46:15,293][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 06:46:15,293][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-25 07:31:42,497][demucs.solver][INFO] - Train | Epoch 1 | 1164/4656 | 0.43 it/sec | Loss 0.2023 | Reco 0.2012 | Grad 0.1009 | Penalty 110.0660\r\n",
      "[2022-08-25 08:17:00,586][demucs.solver][INFO] - Train | Epoch 1 | 2328/4656 | 0.43 it/sec | Loss 0.1926 | Reco 0.1914 | Grad 0.1006 | Penalty 122.4590\r\n",
      "[2022-08-25 09:02:22,695][demucs.solver][INFO] - Train | Epoch 1 | 3492/4656 | 0.43 it/sec | Loss 0.1867 | Reco 0.1854 | Grad 0.1047 | Penalty 125.3398\r\n",
      "[2022-08-25 09:47:42,507][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.1814 | Reco=0.1801 | Grad=0.1099 | Penalty=131.4058\u001b[0m\r\n",
      "[2022-08-25 09:47:42,508][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 09:47:42,508][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-25 09:48:25,691][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.7 sec/it | Loss 0.2373 | Reco 0.2373 | Nsdr 2.958\r\n",
      "[2022-08-25 09:48:40,082][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.2225 | Reco 0.2225 | Nsdr 3.187\r\n",
      "[2022-08-25 09:48:59,990][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.2237 | Reco 0.2237 | Nsdr 3.395\r\n",
      "[2022-08-25 09:49:16,059][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.2259 | Reco 0.2259 | Nsdr 3.396\r\n",
      "[2022-08-25 09:50:08,635][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.8 sec/it | Loss 0.2508 | Reco 0.2508 | Nsdr 2.550\r\n",
      "[2022-08-25 09:50:22,992][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.2332 | Reco 0.2332 | Nsdr 2.902\r\n",
      "[2022-08-25 09:50:42,928][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.2380 | Reco 0.2380 | Nsdr 2.967\r\n",
      "[2022-08-25 09:50:58,952][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.2429 | Reco 0.2429 | Nsdr 2.864\r\n",
      "[2022-08-25 09:51:50,979][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.7 sec/it | Loss 0.2592 | Reco 0.2592 | Nsdr 2.244\r\n",
      "[2022-08-25 09:52:05,372][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.2408 | Reco 0.2408 | Nsdr 2.624\r\n",
      "[2022-08-25 09:52:25,319][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.2466 | Reco 0.2466 | Nsdr 2.658\r\n",
      "[2022-08-25 09:52:41,434][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.2517 | Reco 0.2517 | Nsdr 2.553\r\n",
      "[2022-08-25 09:53:33,362][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.7 sec/it | Loss 0.2372 | Reco 0.2372 | Nsdr 2.961\r\n",
      "[2022-08-25 09:53:47,767][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.2225 | Reco 0.2225 | Nsdr 3.179\r\n",
      "[2022-08-25 09:54:07,759][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.2237 | Reco 0.2237 | Nsdr 3.386\r\n",
      "[2022-08-25 09:54:23,834][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.2260 | Reco 0.2260 | Nsdr 3.391\r\n",
      "[2022-08-25 09:55:16,121][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.7 sec/it | Loss 0.2372 | Reco 0.2372 | Nsdr 2.959\r\n",
      "[2022-08-25 09:55:30,547][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.2226 | Reco 0.2226 | Nsdr 3.177\r\n",
      "[2022-08-25 09:55:50,458][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.2238 | Reco 0.2238 | Nsdr 3.381\r\n",
      "[2022-08-25 09:56:07,447][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.2260 | Reco 0.2260 | Nsdr 3.388\r\n",
      "[2022-08-25 09:56:17,766][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.2256 | Reco=0.2256 | Nsdr=3.343 | Best=0.2256 | Bname=main | Penalty=146.1252\u001b[0m\r\n",
      "[2022-08-25 09:56:17,766][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.2256\u001b[0m\r\n",
      "[2022-08-25 09:56:19,784][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 09:56:19,784][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-25 10:41:39,501][demucs.solver][INFO] - Train | Epoch 2 | 1164/4656 | 0.43 it/sec | Loss 0.1597 | Reco 0.1579 | Grad 0.1362 | Penalty 183.4175\r\n",
      "[2022-08-25 11:27:33,729][demucs.solver][INFO] - Train | Epoch 2 | 2328/4656 | 0.43 it/sec | Loss 0.1554 | Reco 0.1535 | Grad 0.1329 | Penalty 188.2643\r\n",
      "[2022-08-25 12:13:58,702][demucs.solver][INFO] - Train | Epoch 2 | 3492/4656 | 0.42 it/sec | Loss 0.1525 | Reco 0.1507 | Grad 0.1323 | Penalty 183.8904\r\n",
      "[2022-08-25 12:59:10,102][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.1501 | Reco=0.1483 | Grad=0.1282 | Penalty=178.2698\u001b[0m\r\n",
      "[2022-08-25 12:59:10,103][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 12:59:10,103][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-25 12:59:54,496][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.9 sec/it | Loss 0.2212 | Reco 0.2212 | Nsdr 3.581\r\n",
      "[2022-08-25 13:00:08,887][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.2015 | Reco 0.2015 | Nsdr 4.069\r\n",
      "[2022-08-25 13:00:28,801][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.2032 | Reco 0.2032 | Nsdr 4.237\r\n",
      "[2022-08-25 13:00:44,853][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.2059 | Reco 0.2059 | Nsdr 4.172\r\n",
      "[2022-08-25 13:01:36,954][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.7 sec/it | Loss 0.2181 | Reco 0.2181 | Nsdr 3.669\r\n",
      "[2022-08-25 13:01:51,360][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.2024 | Reco 0.2024 | Nsdr 4.013\r\n",
      "[2022-08-25 13:02:11,312][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.2050 | Reco 0.2050 | Nsdr 4.162\r\n",
      "[2022-08-25 13:02:27,304][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.2087 | Reco 0.2087 | Nsdr 4.082\r\n",
      "[2022-08-25 13:03:19,913][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.8 sec/it | Loss 0.2438 | Reco 0.2438 | Nsdr 2.730\r\n",
      "[2022-08-25 13:03:34,503][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.2281 | Reco 0.2281 | Nsdr 3.057\r\n",
      "[2022-08-25 13:03:54,470][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.2342 | Reco 0.2342 | Nsdr 3.083\r\n",
      "[2022-08-25 13:04:10,495][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.2400 | Reco 0.2400 | Nsdr 2.955\r\n",
      "[2022-08-25 13:05:03,890][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.0 sec/it | Loss 0.2261 | Reco 0.2261 | Nsdr 3.357\r\n",
      "[2022-08-25 13:05:19,174][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.2094 | Reco 0.2094 | Nsdr 3.701\r\n",
      "[2022-08-25 13:05:40,269][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.2111 | Reco 0.2111 | Nsdr 3.888\r\n",
      "[2022-08-25 13:05:56,633][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.2144 | Reco 0.2144 | Nsdr 3.840\r\n",
      "[2022-08-25 13:06:47,735][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.4 sec/it | Loss 0.2264 | Reco 0.2264 | Nsdr 3.341\r\n",
      "[2022-08-25 13:07:02,157][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.2097 | Reco 0.2097 | Nsdr 3.679\r\n",
      "[2022-08-25 13:07:22,119][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.2114 | Reco 0.2114 | Nsdr 3.872\r\n",
      "[2022-08-25 13:07:38,231][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.2147 | Reco 0.2147 | Nsdr 3.826\r\n",
      "[2022-08-25 13:07:48,472][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.2067 | Reco=0.2067 | Nsdr=4.071 | Best=0.2067 | Bname=main | Penalty=155.8489\u001b[0m\r\n",
      "[2022-08-25 13:07:48,472][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.2067\u001b[0m\r\n",
      "[2022-08-25 13:07:53,661][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 13:07:53,662][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-25 13:53:16,917][demucs.solver][INFO] - Train | Epoch 3 | 1164/4656 | 0.43 it/sec | Loss 0.1388 | Reco 0.1371 | Grad 0.1175 | Penalty 163.2219\r\n",
      "[2022-08-25 14:38:51,668][demucs.solver][INFO] - Train | Epoch 3 | 2328/4656 | 0.43 it/sec | Loss 0.1384 | Reco 0.1368 | Grad 0.1183 | Penalty 163.9258\r\n",
      "[2022-08-25 15:24:11,245][demucs.solver][INFO] - Train | Epoch 3 | 3492/4656 | 0.43 it/sec | Loss 0.1377 | Reco 0.1361 | Grad 0.1172 | Penalty 161.6153\r\n",
      "[2022-08-25 16:09:30,376][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.1366 | Reco=0.1350 | Grad=0.1178 | Penalty=162.6560\u001b[0m\r\n",
      "[2022-08-25 16:09:30,376][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 16:09:30,377][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-25 16:10:13,572][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.6 sec/it | Loss 0.2157 | Reco 0.2157 | Nsdr 3.757\r\n",
      "[2022-08-25 16:10:28,005][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1978 | Reco 0.1978 | Nsdr 4.197\r\n",
      "[2022-08-25 16:10:48,025][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1980 | Reco 0.1980 | Nsdr 4.420\r\n",
      "[2022-08-25 16:11:04,095][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1999 | Reco 0.1999 | Nsdr 4.379\r\n",
      "[2022-08-25 16:11:55,460][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.5 sec/it | Loss 0.2081 | Reco 0.2081 | Nsdr 4.037\r\n",
      "[2022-08-25 16:12:09,860][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1914 | Reco 0.1914 | Nsdr 4.458\r\n",
      "[2022-08-25 16:12:29,843][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1929 | Reco 0.1929 | Nsdr 4.645\r\n",
      "[2022-08-25 16:12:45,912][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1955 | Reco 0.1955 | Nsdr 4.578\r\n",
      "[2022-08-25 16:13:39,299][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.0 sec/it | Loss 0.2262 | Reco 0.2262 | Nsdr 3.349\r\n",
      "[2022-08-25 16:13:53,725][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.2115 | Reco 0.2115 | Nsdr 3.689\r\n",
      "[2022-08-25 16:14:13,795][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.2166 | Reco 0.2166 | Nsdr 3.743\r\n",
      "[2022-08-25 16:14:29,922][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.2221 | Reco 0.2221 | Nsdr 3.614\r\n",
      "[2022-08-25 16:15:21,507][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.6 sec/it | Loss 0.2196 | Reco 0.2196 | Nsdr 3.617\r\n",
      "[2022-08-25 16:15:35,910][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.2026 | Reco 0.2026 | Nsdr 4.015\r\n",
      "[2022-08-25 16:15:55,871][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.2042 | Reco 0.2042 | Nsdr 4.198\r\n",
      "[2022-08-25 16:16:12,008][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.2074 | Reco 0.2074 | Nsdr 4.132\r\n",
      "[2022-08-25 16:17:03,663][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.6 sec/it | Loss 0.2200 | Reco 0.2200 | Nsdr 3.597\r\n",
      "[2022-08-25 16:17:18,130][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.2032 | Reco 0.2032 | Nsdr 3.988\r\n",
      "[2022-08-25 16:17:38,167][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.2048 | Reco 0.2048 | Nsdr 4.172\r\n",
      "[2022-08-25 16:17:54,263][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.2081 | Reco 0.2081 | Nsdr 4.109\r\n",
      "[2022-08-25 16:18:04,403][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1962 | Reco=0.1962 | Nsdr=4.467 | Best=0.1962 | Bname=ema_batch_0 | Penalty=163.4064\u001b[0m\r\n",
      "[2022-08-25 16:18:04,404][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1962\u001b[0m\r\n",
      "[2022-08-25 16:18:12,870][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 16:18:12,871][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-25 17:03:40,017][demucs.solver][INFO] - Train | Epoch 4 | 1164/4656 | 0.43 it/sec | Loss 0.1328 | Reco 0.1311 | Grad 0.1148 | Penalty 165.6287\r\n",
      "[2022-08-25 17:49:17,883][demucs.solver][INFO] - Train | Epoch 4 | 2328/4656 | 0.43 it/sec | Loss 0.1321 | Reco 0.1304 | Grad 0.1171 | Penalty 164.3820\r\n",
      "[2022-08-25 18:35:11,158][demucs.solver][INFO] - Train | Epoch 4 | 3492/4656 | 0.43 it/sec | Loss 0.1318 | Reco 0.1302 | Grad 0.1176 | Penalty 163.4800\r\n",
      "[2022-08-25 19:20:47,889][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.1306 | Reco=0.1290 | Grad=0.1159 | Penalty=163.0077\u001b[0m\r\n",
      "[2022-08-25 19:20:47,904][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 19:20:47,905][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-25 19:21:32,415][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.0 sec/it | Loss 0.2017 | Reco 0.2017 | Nsdr 4.228\r\n",
      "[2022-08-25 19:21:46,961][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1875 | Reco 0.1875 | Nsdr 4.590\r\n",
      "[2022-08-25 19:22:07,003][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1898 | Reco 0.1898 | Nsdr 4.754\r\n",
      "[2022-08-25 19:22:23,181][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1942 | Reco 0.1942 | Nsdr 4.626\r\n",
      "[2022-08-25 19:23:16,283][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.0 sec/it | Loss 0.2013 | Reco 0.2013 | Nsdr 4.307\r\n",
      "[2022-08-25 19:23:31,146][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1855 | Reco 0.1855 | Nsdr 4.727\r\n",
      "[2022-08-25 19:23:51,117][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1868 | Reco 0.1868 | Nsdr 4.922\r\n",
      "[2022-08-25 19:24:07,220][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1892 | Reco 0.1892 | Nsdr 4.854\r\n",
      "[2022-08-25 19:24:59,230][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.7 sec/it | Loss 0.2139 | Reco 0.2139 | Nsdr 3.827\r\n",
      "[2022-08-25 19:25:13,624][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1989 | Reco 0.1989 | Nsdr 4.213\r\n",
      "[2022-08-25 19:25:33,616][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.2025 | Reco 0.2025 | Nsdr 4.312\r\n",
      "[2022-08-25 19:25:49,722][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.2068 | Reco 0.2068 | Nsdr 4.197\r\n",
      "[2022-08-25 19:26:42,434][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.8 sec/it | Loss 0.2126 | Reco 0.2126 | Nsdr 3.871\r\n",
      "[2022-08-25 19:26:57,583][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1970 | Reco 0.1970 | Nsdr 4.254\r\n",
      "[2022-08-25 19:27:17,666][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1991 | Reco 0.1991 | Nsdr 4.417\r\n",
      "[2022-08-25 19:27:33,958][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.2027 | Reco 0.2027 | Nsdr 4.329\r\n",
      "[2022-08-25 19:28:27,763][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.1 sec/it | Loss 0.2135 | Reco 0.2135 | Nsdr 3.833\r\n",
      "[2022-08-25 19:28:42,274][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1979 | Reco 0.1979 | Nsdr 4.213\r\n",
      "[2022-08-25 19:29:02,356][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.2000 | Reco 0.2000 | Nsdr 4.374\r\n",
      "[2022-08-25 19:29:18,459][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.2037 | Reco 0.2037 | Nsdr 4.287\r\n",
      "[2022-08-25 19:29:28,577][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1903 | Reco=0.1903 | Nsdr=4.723 | Best=0.1903 | Bname=ema_batch_0 | Penalty=160.3199\u001b[0m\r\n",
      "[2022-08-25 19:29:28,578][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1903\u001b[0m\r\n",
      "[2022-08-25 19:29:34,351][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 19:29:34,351][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-25 20:15:11,006][demucs.solver][INFO] - Train | Epoch 5 | 1164/4656 | 0.43 it/sec | Loss 0.1286 | Reco 0.1270 | Grad 0.1139 | Penalty 160.5180\r\n",
      "[2022-08-25 21:00:43,004][demucs.solver][INFO] - Train | Epoch 5 | 2328/4656 | 0.43 it/sec | Loss 0.1281 | Reco 0.1265 | Grad 0.1125 | Penalty 161.2662\r\n",
      "[2022-08-25 21:46:14,097][demucs.solver][INFO] - Train | Epoch 5 | 3492/4656 | 0.43 it/sec | Loss 0.1268 | Reco 0.1251 | Grad 0.1117 | Penalty 161.6879\r\n",
      "[2022-08-25 22:31:32,601][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.1263 | Reco=0.1247 | Grad=0.1116 | Penalty=163.1950\u001b[0m\r\n",
      "[2022-08-25 22:31:32,602][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 22:31:32,602][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-25 22:32:15,489][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.1977 | Reco 0.1977 | Nsdr 4.397\r\n",
      "[2022-08-25 22:32:29,891][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1845 | Reco 0.1845 | Nsdr 4.734\r\n",
      "[2022-08-25 22:32:49,914][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1869 | Reco 0.1869 | Nsdr 4.892\r\n",
      "[2022-08-25 22:33:06,010][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1886 | Reco 0.1886 | Nsdr 4.853\r\n",
      "[2022-08-25 22:33:57,629][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.1973 | Reco 0.1973 | Nsdr 4.468\r\n",
      "[2022-08-25 22:34:12,031][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1815 | Reco 0.1815 | Nsdr 4.899\r\n",
      "[2022-08-25 22:34:31,959][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1829 | Reco 0.1829 | Nsdr 5.088\r\n",
      "[2022-08-25 22:34:48,067][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1852 | Reco 0.1852 | Nsdr 5.019\r\n",
      "[2022-08-25 22:35:39,969][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.2062 | Reco 0.2062 | Nsdr 4.127\r\n",
      "[2022-08-25 22:35:54,428][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1912 | Reco 0.1912 | Nsdr 4.527\r\n",
      "[2022-08-25 22:36:14,502][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1941 | Reco 0.1941 | Nsdr 4.652\r\n",
      "[2022-08-25 22:36:30,564][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1978 | Reco 0.1978 | Nsdr 4.542\r\n",
      "[2022-08-25 22:37:23,000][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.8 sec/it | Loss 0.2085 | Reco 0.2085 | Nsdr 4.029\r\n",
      "[2022-08-25 22:37:37,397][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1935 | Reco 0.1935 | Nsdr 4.411\r\n",
      "[2022-08-25 22:37:57,415][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1958 | Reco 0.1958 | Nsdr 4.565\r\n",
      "[2022-08-25 22:38:13,534][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1991 | Reco 0.1991 | Nsdr 4.477\r\n",
      "[2022-08-25 22:39:05,172][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.2096 | Reco 0.2096 | Nsdr 3.984\r\n",
      "[2022-08-25 22:39:19,567][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1947 | Reco 0.1947 | Nsdr 4.358\r\n",
      "[2022-08-25 22:39:39,615][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1970 | Reco 0.1970 | Nsdr 4.511\r\n",
      "[2022-08-25 22:39:55,684][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.2004 | Reco 0.2004 | Nsdr 4.424\r\n",
      "[2022-08-25 22:40:05,863][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1866 | Reco=0.1866 | Nsdr=4.876 | Best=0.1866 | Bname=ema_batch_0 | Penalty=185.5913\u001b[0m\r\n",
      "[2022-08-25 22:40:05,864][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1866\u001b[0m\r\n",
      "[2022-08-25 22:40:15,439][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-25 22:40:15,440][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-25 23:25:44,461][demucs.solver][INFO] - Train | Epoch 6 | 1164/4656 | 0.43 it/sec | Loss 0.1265 | Reco 0.1248 | Grad 0.1144 | Penalty 172.7512\r\n",
      "[2022-08-26 00:11:07,444][demucs.solver][INFO] - Train | Epoch 6 | 2328/4656 | 0.43 it/sec | Loss 0.1246 | Reco 0.1229 | Grad 0.1144 | Penalty 169.2685\r\n",
      "[2022-08-26 00:56:28,076][demucs.solver][INFO] - Train | Epoch 6 | 3492/4656 | 0.43 it/sec | Loss 0.1238 | Reco 0.1221 | Grad 0.1132 | Penalty 173.1200\r\n",
      "[2022-08-26 01:41:51,427][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.1231 | Reco=0.1214 | Grad=0.1142 | Penalty=171.9149\u001b[0m\r\n",
      "[2022-08-26 01:41:51,428][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 01:41:51,428][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 01:42:35,848][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.0 sec/it | Loss 0.1986 | Reco 0.1986 | Nsdr 4.358\r\n",
      "[2022-08-26 01:42:50,531][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1838 | Reco 0.1838 | Nsdr 4.708\r\n",
      "[2022-08-26 01:43:10,629][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1862 | Reco 0.1862 | Nsdr 4.879\r\n",
      "[2022-08-26 01:43:26,767][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1881 | Reco 0.1881 | Nsdr 4.853\r\n",
      "[2022-08-26 01:44:19,406][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.8 sec/it | Loss 0.1943 | Reco 0.1943 | Nsdr 4.586\r\n",
      "[2022-08-26 01:44:33,852][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1791 | Reco 0.1791 | Nsdr 5.004\r\n",
      "[2022-08-26 01:44:53,839][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1804 | Reco 0.1804 | Nsdr 5.198\r\n",
      "[2022-08-26 01:45:09,894][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1825 | Reco 0.1825 | Nsdr 5.144\r\n",
      "[2022-08-26 01:46:03,778][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.1 sec/it | Loss 0.2005 | Reco 0.2005 | Nsdr 4.355\r\n",
      "[2022-08-26 01:46:18,995][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1857 | Reco 0.1857 | Nsdr 4.763\r\n",
      "[2022-08-26 01:46:39,473][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.12 it/sec | Loss 0.1881 | Reco 0.1881 | Nsdr 4.904\r\n",
      "[2022-08-26 01:46:55,623][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.13 it/sec | Loss 0.1914 | Reco 0.1914 | Nsdr 4.805\r\n",
      "[2022-08-26 01:47:47,281][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.6 sec/it | Loss 0.2055 | Reco 0.2055 | Nsdr 4.144\r\n",
      "[2022-08-26 01:48:01,696][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1907 | Reco 0.1907 | Nsdr 4.527\r\n",
      "[2022-08-26 01:48:21,684][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1932 | Reco 0.1932 | Nsdr 4.672\r\n",
      "[2022-08-26 01:48:37,789][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1964 | Reco 0.1964 | Nsdr 4.584\r\n",
      "[2022-08-26 01:49:30,008][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.7 sec/it | Loss 0.2070 | Reco 0.2070 | Nsdr 4.087\r\n",
      "[2022-08-26 01:49:44,412][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1923 | Reco 0.1923 | Nsdr 4.465\r\n",
      "[2022-08-26 01:50:04,401][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1948 | Reco 0.1948 | Nsdr 4.605\r\n",
      "[2022-08-26 01:50:20,519][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1981 | Reco 0.1981 | Nsdr 4.516\r\n",
      "[2022-08-26 01:50:30,658][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1836 | Reco=0.1836 | Nsdr=5.008 | Best=0.1836 | Bname=ema_batch_0 | Penalty=167.6331\u001b[0m\r\n",
      "[2022-08-26 01:50:30,659][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1836\u001b[0m\r\n",
      "[2022-08-26 01:50:37,283][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 01:50:37,284][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 02:36:17,593][demucs.solver][INFO] - Train | Epoch 7 | 1164/4656 | 0.43 it/sec | Loss 0.1197 | Reco 0.1180 | Grad 0.1157 | Penalty 166.8658\r\n",
      "[2022-08-26 03:21:42,892][demucs.solver][INFO] - Train | Epoch 7 | 2328/4656 | 0.43 it/sec | Loss 0.1209 | Reco 0.1192 | Grad 0.1163 | Penalty 166.6629\r\n",
      "[2022-08-26 04:07:10,045][demucs.solver][INFO] - Train | Epoch 7 | 3492/4656 | 0.43 it/sec | Loss 0.1210 | Reco 0.1193 | Grad 0.1159 | Penalty 167.5927\r\n",
      "[2022-08-26 04:52:30,356][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.1204 | Reco=0.1188 | Grad=0.1147 | Penalty=169.4046\u001b[0m\r\n",
      "[2022-08-26 04:52:30,356][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 04:52:30,357][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 04:53:12,978][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.5 sec/it | Loss 0.2054 | Reco 0.2054 | Nsdr 4.238\r\n",
      "[2022-08-26 04:53:27,409][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1882 | Reco 0.1882 | Nsdr 4.676\r\n",
      "[2022-08-26 04:53:47,456][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1869 | Reco 0.1869 | Nsdr 4.957\r\n",
      "[2022-08-26 04:54:03,594][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1871 | Reco 0.1871 | Nsdr 4.981\r\n",
      "[2022-08-26 04:54:54,669][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.4 sec/it | Loss 0.1940 | Reco 0.1940 | Nsdr 4.616\r\n",
      "[2022-08-26 04:55:09,105][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1783 | Reco 0.1783 | Nsdr 5.054\r\n",
      "[2022-08-26 04:55:29,079][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1791 | Reco 0.1791 | Nsdr 5.268\r\n",
      "[2022-08-26 04:55:45,135][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1806 | Reco 0.1806 | Nsdr 5.239\r\n",
      "[2022-08-26 04:56:36,455][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.5 sec/it | Loss 0.1965 | Reco 0.1965 | Nsdr 4.521\r\n",
      "[2022-08-26 04:56:50,859][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1819 | Reco 0.1819 | Nsdr 4.926\r\n",
      "[2022-08-26 04:57:10,859][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1840 | Reco 0.1840 | Nsdr 5.084\r\n",
      "[2022-08-26 04:57:26,977][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1869 | Reco 0.1869 | Nsdr 4.997\r\n",
      "[2022-08-26 04:58:18,314][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.5 sec/it | Loss 0.2037 | Reco 0.2037 | Nsdr 4.235\r\n",
      "[2022-08-26 04:58:32,720][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1890 | Reco 0.1890 | Nsdr 4.624\r\n",
      "[2022-08-26 04:58:52,733][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1914 | Reco 0.1914 | Nsdr 4.768\r\n",
      "[2022-08-26 04:59:08,811][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1943 | Reco 0.1943 | Nsdr 4.687\r\n",
      "[2022-08-26 05:00:00,167][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.5 sec/it | Loss 0.2051 | Reco 0.2051 | Nsdr 4.178\r\n",
      "[2022-08-26 05:00:14,610][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1905 | Reco 0.1905 | Nsdr 4.557\r\n",
      "[2022-08-26 05:00:34,640][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1932 | Reco 0.1932 | Nsdr 4.689\r\n",
      "[2022-08-26 05:00:50,785][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1964 | Reco 0.1964 | Nsdr 4.603\r\n",
      "[2022-08-26 05:01:00,981][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1817 | Reco=0.1817 | Nsdr=5.108 | Best=0.1817 | Bname=ema_batch_0 | Penalty=174.2735\u001b[0m\r\n",
      "[2022-08-26 05:01:00,981][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1817\u001b[0m\r\n",
      "[2022-08-26 05:01:06,754][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 05:01:06,755][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 05:46:43,437][demucs.solver][INFO] - Train | Epoch 8 | 1164/4656 | 0.43 it/sec | Loss 0.1187 | Reco 0.1169 | Grad 0.1179 | Penalty 174.1811\r\n",
      "[2022-08-26 06:32:25,374][demucs.solver][INFO] - Train | Epoch 8 | 2328/4656 | 0.43 it/sec | Loss 0.1198 | Reco 0.1180 | Grad 0.1147 | Penalty 174.1124\r\n",
      "[2022-08-26 07:17:51,166][demucs.solver][INFO] - Train | Epoch 8 | 3492/4656 | 0.43 it/sec | Loss 0.1189 | Reco 0.1172 | Grad 0.1142 | Penalty 174.0995\r\n",
      "[2022-08-26 08:03:14,743][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.1183 | Reco=0.1166 | Grad=0.1127 | Penalty=174.2467\u001b[0m\r\n",
      "[2022-08-26 08:03:14,744][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 08:03:14,744][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 08:03:57,976][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.7 sec/it | Loss 0.1925 | Reco 0.1925 | Nsdr 4.594\r\n",
      "[2022-08-26 08:04:12,425][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1793 | Reco 0.1793 | Nsdr 4.971\r\n",
      "[2022-08-26 08:04:32,454][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1824 | Reco 0.1824 | Nsdr 5.106\r\n",
      "[2022-08-26 08:04:48,636][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1841 | Reco 0.1841 | Nsdr 5.065\r\n",
      "[2022-08-26 08:05:41,679][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1898 | Reco 0.1898 | Nsdr 4.787\r\n",
      "[2022-08-26 08:05:56,109][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1756 | Reco 0.1756 | Nsdr 5.170\r\n",
      "[2022-08-26 08:06:16,150][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1764 | Reco 0.1764 | Nsdr 5.381\r\n",
      "[2022-08-26 08:06:32,219][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1777 | Reco 0.1777 | Nsdr 5.357\r\n",
      "[2022-08-26 08:07:24,513][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.7 sec/it | Loss 0.1938 | Reco 0.1938 | Nsdr 4.634\r\n",
      "[2022-08-26 08:07:38,972][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1792 | Reco 0.1792 | Nsdr 5.052\r\n",
      "[2022-08-26 08:07:59,008][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1811 | Reco 0.1811 | Nsdr 5.204\r\n",
      "[2022-08-26 08:08:15,098][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1835 | Reco 0.1835 | Nsdr 5.137\r\n",
      "[2022-08-26 08:09:08,344][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.2018 | Reco 0.2018 | Nsdr 4.310\r\n",
      "[2022-08-26 08:09:23,270][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1873 | Reco 0.1873 | Nsdr 4.703\r\n",
      "[2022-08-26 08:09:43,613][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1900 | Reco 0.1900 | Nsdr 4.836\r\n",
      "[2022-08-26 08:10:00,060][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1929 | Reco 0.1929 | Nsdr 4.755\r\n",
      "[2022-08-26 08:10:52,147][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.5 sec/it | Loss 0.2038 | Reco 0.2038 | Nsdr 4.227\r\n",
      "[2022-08-26 08:11:06,518][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1896 | Reco 0.1896 | Nsdr 4.606\r\n",
      "[2022-08-26 08:11:26,489][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1923 | Reco 0.1923 | Nsdr 4.737\r\n",
      "[2022-08-26 08:11:42,644][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1954 | Reco 0.1954 | Nsdr 4.652\r\n",
      "[2022-08-26 08:11:52,831][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1788 | Reco=0.1788 | Nsdr=5.234 | Best=0.1788 | Bname=ema_batch_0 | Penalty=175.4759\u001b[0m\r\n",
      "[2022-08-26 08:11:52,832][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1788\u001b[0m\r\n",
      "[2022-08-26 08:11:58,456][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 08:11:58,457][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 08:57:30,237][demucs.solver][INFO] - Train | Epoch 9 | 1164/4656 | 0.43 it/sec | Loss 0.1170 | Reco 0.1153 | Grad 0.1087 | Penalty 173.1897\r\n",
      "[2022-08-26 09:43:38,358][demucs.solver][INFO] - Train | Epoch 9 | 2328/4656 | 0.42 it/sec | Loss 0.1166 | Reco 0.1149 | Grad 0.1080 | Penalty 173.2986\r\n",
      "[2022-08-26 10:29:59,458][demucs.solver][INFO] - Train | Epoch 9 | 3492/4656 | 0.42 it/sec | Loss 0.1167 | Reco 0.1149 | Grad 0.1108 | Penalty 174.7179\r\n",
      "[2022-08-26 11:15:37,650][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.1161 | Reco=0.1143 | Grad=0.1098 | Penalty=176.8193\u001b[0m\r\n",
      "[2022-08-26 11:15:37,650][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 11:15:37,651][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 11:16:22,182][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.0 sec/it | Loss 0.2027 | Reco 0.2027 | Nsdr 4.319\r\n",
      "[2022-08-26 11:16:36,623][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1854 | Reco 0.1854 | Nsdr 4.791\r\n",
      "[2022-08-26 11:16:56,868][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1845 | Reco 0.1845 | Nsdr 5.065\r\n",
      "[2022-08-26 11:17:12,992][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1845 | Reco 0.1845 | Nsdr 5.093\r\n",
      "[2022-08-26 11:18:05,640][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 10.8 sec/it | Loss 0.1900 | Reco 0.1900 | Nsdr 4.792\r\n",
      "[2022-08-26 11:18:20,050][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1751 | Reco 0.1751 | Nsdr 5.207\r\n",
      "[2022-08-26 11:18:40,122][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1757 | Reco 0.1757 | Nsdr 5.412\r\n",
      "[2022-08-26 11:18:56,428][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1768 | Reco 0.1768 | Nsdr 5.403\r\n",
      "[2022-08-26 11:19:48,167][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 10.6 sec/it | Loss 0.1912 | Reco 0.1912 | Nsdr 4.746\r\n",
      "[2022-08-26 11:20:02,589][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1768 | Reco 0.1768 | Nsdr 5.155\r\n",
      "[2022-08-26 11:20:22,592][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1786 | Reco 0.1786 | Nsdr 5.315\r\n",
      "[2022-08-26 11:20:38,705][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1807 | Reco 0.1807 | Nsdr 5.258\r\n",
      "[2022-08-26 11:21:32,109][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.0 sec/it | Loss 0.2010 | Reco 0.2010 | Nsdr 4.354\r\n",
      "[2022-08-26 11:21:46,782][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1868 | Reco 0.1868 | Nsdr 4.743\r\n",
      "[2022-08-26 11:22:06,775][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1894 | Reco 0.1894 | Nsdr 4.873\r\n",
      "[2022-08-26 11:22:22,892][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1921 | Reco 0.1921 | Nsdr 4.799\r\n",
      "[2022-08-26 11:23:14,721][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 10.6 sec/it | Loss 0.2031 | Reco 0.2031 | Nsdr 4.265\r\n",
      "[2022-08-26 11:23:29,150][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1891 | Reco 0.1891 | Nsdr 4.641\r\n",
      "[2022-08-26 11:23:49,191][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1921 | Reco 0.1921 | Nsdr 4.759\r\n",
      "[2022-08-26 11:24:05,312][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1949 | Reco 0.1949 | Nsdr 4.681\r\n",
      "[2022-08-26 11:24:15,473][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1777 | Reco=0.1777 | Nsdr=5.281 | Best=0.1777 | Bname=ema_batch_0 | Penalty=184.2159\u001b[0m\r\n",
      "[2022-08-26 11:24:15,473][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1777\u001b[0m\r\n",
      "[2022-08-26 11:24:20,438][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 11:24:20,439][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 12:10:04,465][demucs.solver][INFO] - Train | Epoch 10 | 1164/4656 | 0.42 it/sec | Loss 0.1160 | Reco 0.1142 | Grad 0.1099 | Penalty 182.0435\r\n",
      "[2022-08-26 12:55:52,676][demucs.solver][INFO] - Train | Epoch 10 | 2328/4656 | 0.42 it/sec | Loss 0.1151 | Reco 0.1133 | Grad 0.1086 | Penalty 180.4731\r\n",
      "[2022-08-26 13:41:53,146][demucs.solver][INFO] - Train | Epoch 10 | 3492/4656 | 0.42 it/sec | Loss 0.1154 | Reco 0.1135 | Grad 0.1095 | Penalty 185.9846\r\n",
      "[2022-08-26 14:27:32,263][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.1147 | Reco=0.1128 | Grad=0.1087 | Penalty=189.0758\u001b[0m\r\n",
      "[2022-08-26 14:27:32,264][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 14:27:32,264][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 14:28:15,333][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.6 sec/it | Loss 0.2058 | Reco 0.2058 | Nsdr 4.168\r\n",
      "[2022-08-26 14:28:29,828][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1870 | Reco 0.1870 | Nsdr 4.641\r\n",
      "[2022-08-26 14:28:49,820][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1868 | Reco 0.1868 | Nsdr 4.866\r\n",
      "[2022-08-26 14:29:05,953][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1871 | Reco 0.1871 | Nsdr 4.908\r\n",
      "[2022-08-26 14:29:59,060][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.9 sec/it | Loss 0.1885 | Reco 0.1885 | Nsdr 4.864\r\n",
      "[2022-08-26 14:30:13,509][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1741 | Reco 0.1741 | Nsdr 5.257\r\n",
      "[2022-08-26 14:30:33,575][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1745 | Reco 0.1745 | Nsdr 5.476\r\n",
      "[2022-08-26 14:30:49,620][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1753 | Reco 0.1753 | Nsdr 5.475\r\n",
      "[2022-08-26 14:31:41,177][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.6 sec/it | Loss 0.1898 | Reco 0.1898 | Nsdr 4.814\r\n",
      "[2022-08-26 14:31:55,600][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1755 | Reco 0.1755 | Nsdr 5.219\r\n",
      "[2022-08-26 14:32:15,601][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1768 | Reco 0.1768 | Nsdr 5.396\r\n",
      "[2022-08-26 14:32:31,765][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1786 | Reco 0.1786 | Nsdr 5.354\r\n",
      "[2022-08-26 14:33:25,017][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.0 sec/it | Loss 0.2001 | Reco 0.2001 | Nsdr 4.396\r\n",
      "[2022-08-26 14:33:39,422][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1863 | Reco 0.1863 | Nsdr 4.766\r\n",
      "[2022-08-26 14:33:59,526][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1891 | Reco 0.1891 | Nsdr 4.886\r\n",
      "[2022-08-26 14:34:15,790][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1918 | Reco 0.1918 | Nsdr 4.815\r\n",
      "[2022-08-26 14:35:09,680][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.1 sec/it | Loss 0.2025 | Reco 0.2025 | Nsdr 4.295\r\n",
      "[2022-08-26 14:35:24,942][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1889 | Reco 0.1889 | Nsdr 4.652\r\n",
      "[2022-08-26 14:35:45,958][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.12 it/sec | Loss 0.1920 | Reco 0.1920 | Nsdr 4.763\r\n",
      "[2022-08-26 14:36:02,255][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.13 it/sec | Loss 0.1949 | Reco 0.1949 | Nsdr 4.685\r\n",
      "[2022-08-26 14:36:12,397][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1763 | Reco=0.1763 | Nsdr=5.353 | Best=0.1763 | Bname=ema_batch_0 | Penalty=186.0696\u001b[0m\r\n",
      "[2022-08-26 14:36:12,397][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1763\u001b[0m\r\n",
      "[2022-08-26 14:36:18,105][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 14:36:18,106][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 15:21:55,755][demucs.solver][INFO] - Train | Epoch 11 | 1164/4656 | 0.43 it/sec | Loss 0.1136 | Reco 0.1117 | Grad 0.1083 | Penalty 186.9136\r\n",
      "[2022-08-26 16:07:26,051][demucs.solver][INFO] - Train | Epoch 11 | 2328/4656 | 0.43 it/sec | Loss 0.1141 | Reco 0.1123 | Grad 0.1092 | Penalty 187.1095\r\n",
      "[2022-08-26 16:53:14,398][demucs.solver][INFO] - Train | Epoch 11 | 3492/4656 | 0.43 it/sec | Loss 0.1141 | Reco 0.1123 | Grad 0.1082 | Penalty 188.7969\r\n",
      "[2022-08-26 17:38:37,605][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.1137 | Reco=0.1118 | Grad=0.1087 | Penalty=188.6343\u001b[0m\r\n",
      "[2022-08-26 17:38:37,606][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 17:38:37,606][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 17:39:22,215][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.0 sec/it | Loss 0.1943 | Reco 0.1943 | Nsdr 4.603\r\n",
      "[2022-08-26 17:39:36,652][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1796 | Reco 0.1796 | Nsdr 5.003\r\n",
      "[2022-08-26 17:39:56,746][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1807 | Reco 0.1807 | Nsdr 5.211\r\n",
      "[2022-08-26 17:40:12,916][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1810 | Reco 0.1810 | Nsdr 5.225\r\n",
      "[2022-08-26 17:41:05,478][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.8 sec/it | Loss 0.1900 | Reco 0.1900 | Nsdr 4.817\r\n",
      "[2022-08-26 17:41:19,879][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1746 | Reco 0.1746 | Nsdr 5.246\r\n",
      "[2022-08-26 17:41:40,013][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1746 | Reco 0.1746 | Nsdr 5.485\r\n",
      "[2022-08-26 17:41:56,118][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1750 | Reco 0.1750 | Nsdr 5.500\r\n",
      "[2022-08-26 17:42:49,078][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1896 | Reco 0.1896 | Nsdr 4.833\r\n",
      "[2022-08-26 17:43:03,669][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1749 | Reco 0.1749 | Nsdr 5.251\r\n",
      "[2022-08-26 17:43:23,657][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1758 | Reco 0.1758 | Nsdr 5.451\r\n",
      "[2022-08-26 17:43:39,788][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1771 | Reco 0.1771 | Nsdr 5.428\r\n",
      "[2022-08-26 17:44:33,555][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.1 sec/it | Loss 0.1983 | Reco 0.1983 | Nsdr 4.465\r\n",
      "[2022-08-26 17:44:48,067][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1848 | Reco 0.1848 | Nsdr 4.826\r\n",
      "[2022-08-26 17:45:08,089][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1878 | Reco 0.1878 | Nsdr 4.941\r\n",
      "[2022-08-26 17:45:24,410][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1906 | Reco 0.1906 | Nsdr 4.868\r\n",
      "[2022-08-26 17:46:15,657][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.5 sec/it | Loss 0.2011 | Reco 0.2011 | Nsdr 4.348\r\n",
      "[2022-08-26 17:46:30,050][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1878 | Reco 0.1878 | Nsdr 4.694\r\n",
      "[2022-08-26 17:46:50,049][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1913 | Reco 0.1913 | Nsdr 4.795\r\n",
      "[2022-08-26 17:47:06,185][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1942 | Reco 0.1942 | Nsdr 4.716\r\n",
      "[2022-08-26 17:47:16,362][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1757 | Reco=0.1757 | Nsdr=5.387 | Best=0.1757 | Bname=ema_batch_0 | Penalty=188.2310\u001b[0m\r\n",
      "[2022-08-26 17:47:16,363][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1757\u001b[0m\r\n",
      "[2022-08-26 17:47:22,414][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 17:47:22,415][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 18:33:28,378][demucs.solver][INFO] - Train | Epoch 12 | 1164/4656 | 0.42 it/sec | Loss 0.1124 | Reco 0.1105 | Grad 0.1077 | Penalty 189.3409\r\n",
      "[2022-08-26 19:19:15,782][demucs.solver][INFO] - Train | Epoch 12 | 2328/4656 | 0.42 it/sec | Loss 0.1128 | Reco 0.1109 | Grad 0.1061 | Penalty 188.7448\r\n",
      "[2022-08-26 20:05:05,553][demucs.solver][INFO] - Train | Epoch 12 | 3492/4656 | 0.42 it/sec | Loss 0.1131 | Reco 0.1112 | Grad 0.1061 | Penalty 189.8004\r\n",
      "[2022-08-26 20:51:49,083][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.1128 | Reco=0.1109 | Grad=0.1057 | Penalty=190.0854\u001b[0m\r\n",
      "[2022-08-26 20:51:49,084][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 20:51:49,084][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-26 20:52:31,747][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.5 sec/it | Loss 0.1977 | Reco 0.1977 | Nsdr 4.486\r\n",
      "[2022-08-26 20:52:46,161][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1810 | Reco 0.1810 | Nsdr 4.949\r\n",
      "[2022-08-26 20:53:06,187][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1809 | Reco 0.1809 | Nsdr 5.193\r\n",
      "[2022-08-26 20:53:22,459][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1820 | Reco 0.1820 | Nsdr 5.173\r\n",
      "[2022-08-26 20:54:14,499][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.7 sec/it | Loss 0.1878 | Reco 0.1878 | Nsdr 4.897\r\n",
      "[2022-08-26 20:54:28,926][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1733 | Reco 0.1733 | Nsdr 5.304\r\n",
      "[2022-08-26 20:54:48,867][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1732 | Reco 0.1732 | Nsdr 5.552\r\n",
      "[2022-08-26 20:55:04,988][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1735 | Reco 0.1735 | Nsdr 5.575\r\n",
      "[2022-08-26 20:55:56,742][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.6 sec/it | Loss 0.1887 | Reco 0.1887 | Nsdr 4.869\r\n",
      "[2022-08-26 20:56:11,303][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1741 | Reco 0.1741 | Nsdr 5.288\r\n",
      "[2022-08-26 20:56:31,390][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1748 | Reco 0.1748 | Nsdr 5.490\r\n",
      "[2022-08-26 20:56:47,611][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1758 | Reco 0.1758 | Nsdr 5.481\r\n",
      "[2022-08-26 20:57:40,158][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.8 sec/it | Loss 0.1978 | Reco 0.1978 | Nsdr 4.492\r\n",
      "[2022-08-26 20:57:54,614][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1842 | Reco 0.1842 | Nsdr 4.858\r\n",
      "[2022-08-26 20:58:14,521][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1871 | Reco 0.1871 | Nsdr 4.978\r\n",
      "[2022-08-26 20:58:30,731][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1897 | Reco 0.1897 | Nsdr 4.912\r\n",
      "[2022-08-26 20:59:22,745][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.7 sec/it | Loss 0.2005 | Reco 0.2005 | Nsdr 4.376\r\n",
      "[2022-08-26 20:59:37,163][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1875 | Reco 0.1875 | Nsdr 4.714\r\n",
      "[2022-08-26 20:59:57,123][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1910 | Reco 0.1910 | Nsdr 4.814\r\n",
      "[2022-08-26 21:00:13,246][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1938 | Reco 0.1938 | Nsdr 4.739\r\n",
      "[2022-08-26 21:00:23,441][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1740 | Reco=0.1740 | Nsdr=5.472 | Best=0.1740 | Bname=ema_batch_0 | Penalty=190.1844\u001b[0m\r\n",
      "[2022-08-26 21:00:23,441][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1740\u001b[0m\r\n",
      "[2022-08-26 21:00:29,489][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-26 21:00:29,490][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-26 21:46:02,299][demucs.solver][INFO] - Train | Epoch 13 | 1164/4656 | 0.43 it/sec | Loss 0.1104 | Reco 0.1085 | Grad 0.1120 | Penalty 191.7627\r\n",
      "[2022-08-26 22:31:25,436][demucs.solver][INFO] - Train | Epoch 13 | 2328/4656 | 0.43 it/sec | Loss 0.1103 | Reco 0.1084 | Grad 0.1110 | Penalty 192.6260\r\n",
      "[2022-08-26 23:16:53,411][demucs.solver][INFO] - Train | Epoch 13 | 3492/4656 | 0.43 it/sec | Loss 0.1110 | Reco 0.1090 | Grad 0.1113 | Penalty 192.1813\r\n",
      "[2022-08-27 00:02:14,045][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=0.1109 | Reco=0.1090 | Grad=0.1110 | Penalty=192.9601\u001b[0m\r\n",
      "[2022-08-27 00:02:14,046][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 00:02:14,046][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 00:02:58,267][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.9 sec/it | Loss 0.1944 | Reco 0.1944 | Nsdr 4.660\r\n",
      "[2022-08-27 00:03:12,715][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1787 | Reco 0.1787 | Nsdr 5.089\r\n",
      "[2022-08-27 00:03:32,740][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1785 | Reco 0.1785 | Nsdr 5.346\r\n",
      "[2022-08-27 00:03:48,845][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1792 | Reco 0.1792 | Nsdr 5.331\r\n",
      "[2022-08-27 00:04:40,739][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.7 sec/it | Loss 0.1900 | Reco 0.1900 | Nsdr 4.855\r\n",
      "[2022-08-27 00:04:55,166][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1743 | Reco 0.1743 | Nsdr 5.299\r\n",
      "[2022-08-27 00:05:15,138][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1740 | Reco 0.1740 | Nsdr 5.537\r\n",
      "[2022-08-27 00:05:31,193][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1740 | Reco 0.1740 | Nsdr 5.560\r\n",
      "[2022-08-27 00:06:23,995][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.9 sec/it | Loss 0.1891 | Reco 0.1891 | Nsdr 4.871\r\n",
      "[2022-08-27 00:06:38,460][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1738 | Reco 0.1738 | Nsdr 5.314\r\n",
      "[2022-08-27 00:06:58,514][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1741 | Reco 0.1741 | Nsdr 5.534\r\n",
      "[2022-08-27 00:07:14,602][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1749 | Reco 0.1749 | Nsdr 5.532\r\n",
      "[2022-08-27 00:08:06,571][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.7 sec/it | Loss 0.1970 | Reco 0.1970 | Nsdr 4.525\r\n",
      "[2022-08-27 00:08:21,047][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1833 | Reco 0.1833 | Nsdr 4.894\r\n",
      "[2022-08-27 00:08:41,004][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1863 | Reco 0.1863 | Nsdr 5.014\r\n",
      "[2022-08-27 00:08:57,093][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1887 | Reco 0.1887 | Nsdr 4.953\r\n",
      "[2022-08-27 00:09:48,872][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.6 sec/it | Loss 0.2004 | Reco 0.2004 | Nsdr 4.389\r\n",
      "[2022-08-27 00:10:03,417][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1873 | Reco 0.1873 | Nsdr 4.725\r\n",
      "[2022-08-27 00:10:23,555][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1908 | Reco 0.1908 | Nsdr 4.822\r\n",
      "[2022-08-27 00:10:39,746][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1935 | Reco 0.1935 | Nsdr 4.751\r\n",
      "[2022-08-27 00:10:49,896][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1746 | Reco=0.1746 | Nsdr=5.457 | Best=0.1740 | Bname=ema_batch_0 | Penalty=200.4596\u001b[0m\r\n",
      "[2022-08-27 00:10:57,925][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 00:10:57,928][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 00:56:31,358][demucs.solver][INFO] - Train | Epoch 14 | 1164/4656 | 0.43 it/sec | Loss 0.1121 | Reco 0.1101 | Grad 0.1088 | Penalty 200.6410\r\n",
      "[2022-08-27 01:41:59,493][demucs.solver][INFO] - Train | Epoch 14 | 2328/4656 | 0.43 it/sec | Loss 0.1111 | Reco 0.1091 | Grad 0.1081 | Penalty 197.7586\r\n",
      "[2022-08-27 02:27:24,614][demucs.solver][INFO] - Train | Epoch 14 | 3492/4656 | 0.43 it/sec | Loss 0.1109 | Reco 0.1089 | Grad 0.1075 | Penalty 197.1642\r\n",
      "[2022-08-27 03:12:48,071][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.1106 | Reco=0.1086 | Grad=0.1073 | Penalty=196.8181\u001b[0m\r\n",
      "[2022-08-27 03:12:48,072][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 03:12:48,072][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 03:13:32,031][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.8 sec/it | Loss 0.1938 | Reco 0.1938 | Nsdr 4.641\r\n",
      "[2022-08-27 03:13:46,453][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1793 | Reco 0.1793 | Nsdr 5.030\r\n",
      "[2022-08-27 03:14:06,487][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1801 | Reco 0.1801 | Nsdr 5.249\r\n",
      "[2022-08-27 03:14:22,568][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1796 | Reco 0.1796 | Nsdr 5.290\r\n",
      "[2022-08-27 03:15:14,769][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.7 sec/it | Loss 0.1844 | Reco 0.1844 | Nsdr 5.047\r\n",
      "[2022-08-27 03:15:29,180][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1711 | Reco 0.1711 | Nsdr 5.411\r\n",
      "[2022-08-27 03:15:49,174][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1711 | Reco 0.1711 | Nsdr 5.657\r\n",
      "[2022-08-27 03:16:05,307][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.680\r\n",
      "[2022-08-27 03:16:56,810][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.5 sec/it | Loss 0.1878 | Reco 0.1878 | Nsdr 4.933\r\n",
      "[2022-08-27 03:17:11,292][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1730 | Reco 0.1730 | Nsdr 5.356\r\n",
      "[2022-08-27 03:17:31,322][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1729 | Reco 0.1729 | Nsdr 5.596\r\n",
      "[2022-08-27 03:17:47,456][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1734 | Reco 0.1734 | Nsdr 5.607\r\n",
      "[2022-08-27 03:18:39,591][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.7 sec/it | Loss 0.1966 | Reco 0.1966 | Nsdr 4.550\r\n",
      "[2022-08-27 03:18:54,039][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1827 | Reco 0.1827 | Nsdr 4.920\r\n",
      "[2022-08-27 03:19:14,048][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1857 | Reco 0.1857 | Nsdr 5.042\r\n",
      "[2022-08-27 03:19:30,096][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1879 | Reco 0.1879 | Nsdr 4.990\r\n",
      "[2022-08-27 03:20:22,800][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.8 sec/it | Loss 0.2000 | Reco 0.2000 | Nsdr 4.407\r\n",
      "[2022-08-27 03:20:37,262][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1869 | Reco 0.1869 | Nsdr 4.739\r\n",
      "[2022-08-27 03:20:57,221][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1905 | Reco 0.1905 | Nsdr 4.836\r\n",
      "[2022-08-27 03:21:13,290][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1932 | Reco 0.1932 | Nsdr 4.768\r\n",
      "[2022-08-27 03:21:23,504][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.1721 | Reco=0.1721 | Nsdr=5.571 | Best=0.1721 | Bname=ema_batch_0 | Penalty=200.0208\u001b[0m\r\n",
      "[2022-08-27 03:21:23,505][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1721\u001b[0m\r\n",
      "[2022-08-27 03:21:28,806][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 03:21:28,807][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 04:07:11,858][demucs.solver][INFO] - Train | Epoch 15 | 1164/4656 | 0.42 it/sec | Loss 0.1112 | Reco 0.1092 | Grad 0.1023 | Penalty 197.9067\r\n",
      "[2022-08-27 04:52:44,709][demucs.solver][INFO] - Train | Epoch 15 | 2328/4656 | 0.43 it/sec | Loss 0.1103 | Reco 0.1084 | Grad 0.1046 | Penalty 196.5870\r\n",
      "[2022-08-27 05:38:07,011][demucs.solver][INFO] - Train | Epoch 15 | 3492/4656 | 0.43 it/sec | Loss 0.1100 | Reco 0.1080 | Grad 0.1045 | Penalty 196.5809\r\n",
      "[2022-08-27 06:23:30,737][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.1097 | Reco=0.1077 | Grad=0.1046 | Penalty=196.8861\u001b[0m\r\n",
      "[2022-08-27 06:23:30,738][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 06:23:30,738][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 06:24:13,442][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.5 sec/it | Loss 0.1881 | Reco 0.1881 | Nsdr 4.841\r\n",
      "[2022-08-27 06:24:27,881][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1747 | Reco 0.1747 | Nsdr 5.155\r\n",
      "[2022-08-27 06:24:47,882][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1752 | Reco 0.1752 | Nsdr 5.374\r\n",
      "[2022-08-27 06:25:04,005][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1751 | Reco 0.1751 | Nsdr 5.427\r\n",
      "[2022-08-27 06:25:57,678][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 11.1 sec/it | Loss 0.1852 | Reco 0.1852 | Nsdr 5.026\r\n",
      "[2022-08-27 06:26:12,160][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1715 | Reco 0.1715 | Nsdr 5.407\r\n",
      "[2022-08-27 06:26:32,148][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1714 | Reco 0.1714 | Nsdr 5.652\r\n",
      "[2022-08-27 06:26:48,294][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1717 | Reco 0.1717 | Nsdr 5.668\r\n",
      "[2022-08-27 06:27:39,829][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.5 sec/it | Loss 0.1869 | Reco 0.1869 | Nsdr 4.969\r\n",
      "[2022-08-27 06:27:54,297][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1723 | Reco 0.1723 | Nsdr 5.390\r\n",
      "[2022-08-27 06:28:14,287][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1724 | Reco 0.1724 | Nsdr 5.612\r\n",
      "[2022-08-27 06:28:30,389][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1728 | Reco 0.1728 | Nsdr 5.624\r\n",
      "[2022-08-27 06:29:21,958][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.5 sec/it | Loss 0.1953 | Reco 0.1953 | Nsdr 4.610\r\n",
      "[2022-08-27 06:29:36,389][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1818 | Reco 0.1818 | Nsdr 4.968\r\n",
      "[2022-08-27 06:29:56,428][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1846 | Reco 0.1846 | Nsdr 5.090\r\n",
      "[2022-08-27 06:30:12,544][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1868 | Reco 0.1868 | Nsdr 5.042\r\n",
      "[2022-08-27 06:31:03,765][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.5 sec/it | Loss 0.1991 | Reco 0.1991 | Nsdr 4.439\r\n",
      "[2022-08-27 06:31:18,270][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1864 | Reco 0.1864 | Nsdr 4.762\r\n",
      "[2022-08-27 06:31:38,286][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1901 | Reco 0.1901 | Nsdr 4.859\r\n",
      "[2022-08-27 06:31:54,381][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1926 | Reco 0.1926 | Nsdr 4.797\r\n",
      "[2022-08-27 06:32:04,560][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.1725 | Reco=0.1725 | Nsdr=5.559 | Best=0.1721 | Bname=ema_batch_0 | Penalty=206.3172\u001b[0m\r\n",
      "[2022-08-27 06:32:08,914][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 06:32:08,917][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 07:17:39,677][demucs.solver][INFO] - Train | Epoch 16 | 1164/4656 | 0.43 it/sec | Loss 0.1091 | Reco 0.1071 | Grad 0.1052 | Penalty 204.3673\r\n",
      "[2022-08-27 08:03:02,284][demucs.solver][INFO] - Train | Epoch 16 | 2328/4656 | 0.43 it/sec | Loss 0.1090 | Reco 0.1070 | Grad 0.1052 | Penalty 206.7252\r\n",
      "[2022-08-27 08:48:29,204][demucs.solver][INFO] - Train | Epoch 16 | 3492/4656 | 0.43 it/sec | Loss 0.1083 | Reco 0.1063 | Grad 0.1059 | Penalty 205.7953\r\n",
      "[2022-08-27 09:33:47,080][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.1087 | Reco=0.1066 | Grad=0.1074 | Penalty=204.5904\u001b[0m\r\n",
      "[2022-08-27 09:33:47,081][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 09:33:47,081][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 09:34:30,062][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.6 sec/it | Loss 0.1916 | Reco 0.1916 | Nsdr 4.812\r\n",
      "[2022-08-27 09:34:44,501][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1783 | Reco 0.1783 | Nsdr 5.149\r\n",
      "[2022-08-27 09:35:04,542][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1789 | Reco 0.1789 | Nsdr 5.344\r\n",
      "[2022-08-27 09:35:20,716][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1785 | Reco 0.1785 | Nsdr 5.394\r\n",
      "[2022-08-27 09:36:12,571][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.7 sec/it | Loss 0.1829 | Reco 0.1829 | Nsdr 5.103\r\n",
      "[2022-08-27 09:36:26,937][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1705 | Reco 0.1705 | Nsdr 5.427\r\n",
      "[2022-08-27 09:36:46,880][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1707 | Reco 0.1707 | Nsdr 5.672\r\n",
      "[2022-08-27 09:37:02,979][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1706 | Reco 0.1706 | Nsdr 5.710\r\n",
      "[2022-08-27 09:37:55,159][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.7 sec/it | Loss 0.1846 | Reco 0.1846 | Nsdr 5.063\r\n",
      "[2022-08-27 09:38:09,567][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1711 | Reco 0.1711 | Nsdr 5.438\r\n",
      "[2022-08-27 09:38:29,559][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.666\r\n",
      "[2022-08-27 09:38:45,644][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1715 | Reco 0.1715 | Nsdr 5.685\r\n",
      "[2022-08-27 09:39:38,406][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.8 sec/it | Loss 0.1953 | Reco 0.1953 | Nsdr 4.616\r\n",
      "[2022-08-27 09:39:52,826][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1816 | Reco 0.1816 | Nsdr 4.980\r\n",
      "[2022-08-27 09:40:12,756][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1842 | Reco 0.1842 | Nsdr 5.115\r\n",
      "[2022-08-27 09:40:28,838][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1860 | Reco 0.1860 | Nsdr 5.082\r\n",
      "[2022-08-27 09:41:21,695][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.9 sec/it | Loss 0.1991 | Reco 0.1991 | Nsdr 4.455\r\n",
      "[2022-08-27 09:41:36,130][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1863 | Reco 0.1863 | Nsdr 4.774\r\n",
      "[2022-08-27 09:41:56,099][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1898 | Reco 0.1898 | Nsdr 4.878\r\n",
      "[2022-08-27 09:42:12,219][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1922 | Reco 0.1922 | Nsdr 4.823\r\n",
      "[2022-08-27 09:42:22,391][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.1714 | Reco=0.1714 | Nsdr=5.601 | Best=0.1714 | Bname=ema_batch_0 | Penalty=207.0594\u001b[0m\r\n",
      "[2022-08-27 09:42:22,391][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1714\u001b[0m\r\n",
      "[2022-08-27 09:42:27,877][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 09:42:27,878][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 10:27:55,924][demucs.solver][INFO] - Train | Epoch 17 | 1164/4656 | 0.43 it/sec | Loss 0.1088 | Reco 0.1068 | Grad 0.1022 | Penalty 201.3713\r\n",
      "[2022-08-27 11:13:23,088][demucs.solver][INFO] - Train | Epoch 17 | 2328/4656 | 0.43 it/sec | Loss 0.1085 | Reco 0.1064 | Grad 0.1028 | Penalty 201.8147\r\n",
      "[2022-08-27 11:58:45,342][demucs.solver][INFO] - Train | Epoch 17 | 3492/4656 | 0.43 it/sec | Loss 0.1090 | Reco 0.1067 | Grad 0.1061 | Penalty 229.8512\r\n",
      "[2022-08-27 12:44:05,403][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.1087 | Reco=0.1065 | Grad=0.1054 | Penalty=226.1860\u001b[0m\r\n",
      "[2022-08-27 12:44:05,404][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 12:44:05,404][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 12:44:49,933][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.0 sec/it | Loss 0.1870 | Reco 0.1870 | Nsdr 4.947\r\n",
      "[2022-08-27 12:45:04,630][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1750 | Reco 0.1750 | Nsdr 5.256\r\n",
      "[2022-08-27 12:45:24,607][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1752 | Reco 0.1752 | Nsdr 5.475\r\n",
      "[2022-08-27 12:45:40,713][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1750 | Reco 0.1750 | Nsdr 5.514\r\n",
      "[2022-08-27 12:46:32,750][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.7 sec/it | Loss 0.1839 | Reco 0.1839 | Nsdr 5.095\r\n",
      "[2022-08-27 12:46:47,132][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1714 | Reco 0.1714 | Nsdr 5.430\r\n",
      "[2022-08-27 12:47:07,083][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1715 | Reco 0.1715 | Nsdr 5.654\r\n",
      "[2022-08-27 12:47:23,270][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1710 | Reco 0.1710 | Nsdr 5.704\r\n",
      "[2022-08-27 12:48:15,867][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.7 sec/it | Loss 0.1857 | Reco 0.1857 | Nsdr 5.037\r\n",
      "[2022-08-27 12:48:30,309][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1715 | Reco 0.1715 | Nsdr 5.428\r\n",
      "[2022-08-27 12:48:50,343][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1714 | Reco 0.1714 | Nsdr 5.663\r\n",
      "[2022-08-27 12:49:06,482][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.700\r\n",
      "[2022-08-27 12:49:58,488][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.6 sec/it | Loss 0.1944 | Reco 0.1944 | Nsdr 4.665\r\n",
      "[2022-08-27 12:50:12,943][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1810 | Reco 0.1810 | Nsdr 5.017\r\n",
      "[2022-08-27 12:50:32,939][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1831 | Reco 0.1831 | Nsdr 5.172\r\n",
      "[2022-08-27 12:50:49,032][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1847 | Reco 0.1847 | Nsdr 5.148\r\n",
      "[2022-08-27 12:51:41,135][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.7 sec/it | Loss 0.1993 | Reco 0.1993 | Nsdr 4.449\r\n",
      "[2022-08-27 12:51:55,570][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1864 | Reco 0.1864 | Nsdr 4.772\r\n",
      "[2022-08-27 12:52:15,580][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1897 | Reco 0.1897 | Nsdr 4.882\r\n",
      "[2022-08-27 12:52:31,698][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1919 | Reco 0.1919 | Nsdr 4.836\r\n",
      "[2022-08-27 12:52:41,870][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.1719 | Reco=0.1719 | Nsdr=5.587 | Best=0.1714 | Bname=ema_batch_0 | Penalty=214.0710\u001b[0m\r\n",
      "[2022-08-27 12:52:46,391][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 12:52:46,394][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 13:38:26,610][demucs.solver][INFO] - Train | Epoch 18 | 1164/4656 | 0.43 it/sec | Loss 0.1071 | Reco 0.1050 | Grad 0.1055 | Penalty 208.4747\r\n",
      "[2022-08-27 14:24:01,780][demucs.solver][INFO] - Train | Epoch 18 | 2328/4656 | 0.43 it/sec | Loss 0.1075 | Reco 0.1055 | Grad 0.1039 | Penalty 206.7789\r\n",
      "[2022-08-27 15:09:25,968][demucs.solver][INFO] - Train | Epoch 18 | 3492/4656 | 0.43 it/sec | Loss 0.1073 | Reco 0.1052 | Grad 0.1063 | Penalty 205.4607\r\n",
      "[2022-08-27 15:54:49,600][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.1072 | Reco=0.1051 | Grad=0.1071 | Penalty=204.7018\u001b[0m\r\n",
      "[2022-08-27 15:54:49,601][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 15:54:49,601][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 15:55:33,187][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1839 | Reco 0.1839 | Nsdr 5.015\r\n",
      "[2022-08-27 15:55:47,637][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1735 | Reco 0.1735 | Nsdr 5.295\r\n",
      "[2022-08-27 15:56:07,633][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1729 | Reco 0.1729 | Nsdr 5.562\r\n",
      "[2022-08-27 15:56:23,754][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1739 | Reco 0.1739 | Nsdr 5.560\r\n",
      "[2022-08-27 15:57:17,360][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 11.1 sec/it | Loss 0.1833 | Reco 0.1833 | Nsdr 5.127\r\n",
      "[2022-08-27 15:57:31,781][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1707 | Reco 0.1707 | Nsdr 5.466\r\n",
      "[2022-08-27 15:57:51,759][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1704 | Reco 0.1704 | Nsdr 5.703\r\n",
      "[2022-08-27 15:58:08,200][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1698 | Reco 0.1698 | Nsdr 5.760\r\n",
      "[2022-08-27 15:59:01,325][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.9 sec/it | Loss 0.1840 | Reco 0.1840 | Nsdr 5.101\r\n",
      "[2022-08-27 15:59:16,598][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1709 | Reco 0.1709 | Nsdr 5.461\r\n",
      "[2022-08-27 15:59:36,968][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1708 | Reco 0.1708 | Nsdr 5.695\r\n",
      "[2022-08-27 15:59:53,071][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1706 | Reco 0.1706 | Nsdr 5.737\r\n",
      "[2022-08-27 16:00:45,621][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.8 sec/it | Loss 0.1940 | Reco 0.1940 | Nsdr 4.681\r\n",
      "[2022-08-27 16:01:00,026][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1807 | Reco 0.1807 | Nsdr 5.034\r\n",
      "[2022-08-27 16:01:20,079][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1828 | Reco 0.1828 | Nsdr 5.183\r\n",
      "[2022-08-27 16:01:36,235][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1842 | Reco 0.1842 | Nsdr 5.168\r\n",
      "[2022-08-27 16:02:30,380][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 11.2 sec/it | Loss 0.1986 | Reco 0.1986 | Nsdr 4.477\r\n",
      "[2022-08-27 16:02:45,644][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1862 | Reco 0.1862 | Nsdr 4.784\r\n",
      "[2022-08-27 16:03:06,745][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.12 it/sec | Loss 0.1893 | Reco 0.1893 | Nsdr 4.902\r\n",
      "[2022-08-27 16:03:23,177][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.13 it/sec | Loss 0.1914 | Reco 0.1914 | Nsdr 4.862\r\n",
      "[2022-08-27 16:03:33,322][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.1705 | Reco=0.1705 | Nsdr=5.660 | Best=0.1705 | Bname=ema_batch_0 | Penalty=204.4495\u001b[0m\r\n",
      "[2022-08-27 16:03:33,323][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1705\u001b[0m\r\n",
      "[2022-08-27 16:03:38,843][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 16:03:38,844][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 16:49:06,663][demucs.solver][INFO] - Train | Epoch 19 | 1164/4656 | 0.43 it/sec | Loss 0.1079 | Reco 0.1058 | Grad 0.1071 | Penalty 204.6276\r\n",
      "[2022-08-27 17:34:45,326][demucs.solver][INFO] - Train | Epoch 19 | 2328/4656 | 0.43 it/sec | Loss 0.1077 | Reco 0.1056 | Grad 0.1046 | Penalty 206.8276\r\n",
      "[2022-08-27 18:20:22,218][demucs.solver][INFO] - Train | Epoch 19 | 3492/4656 | 0.43 it/sec | Loss 0.1068 | Reco 0.1047 | Grad 0.1031 | Penalty 206.0471\r\n",
      "[2022-08-27 19:05:57,050][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.1070 | Reco=0.1049 | Grad=0.1033 | Penalty=205.7506\u001b[0m\r\n",
      "[2022-08-27 19:05:57,050][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 19:05:57,050][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 19:06:40,165][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.6 sec/it | Loss 0.1859 | Reco 0.1859 | Nsdr 4.970\r\n",
      "[2022-08-27 19:06:54,627][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1765 | Reco 0.1765 | Nsdr 5.180\r\n",
      "[2022-08-27 19:07:14,673][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1764 | Reco 0.1764 | Nsdr 5.426\r\n",
      "[2022-08-27 19:07:30,855][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1758 | Reco 0.1758 | Nsdr 5.475\r\n",
      "[2022-08-27 19:08:24,251][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.0 sec/it | Loss 0.1786 | Reco 0.1786 | Nsdr 5.314\r\n",
      "[2022-08-27 19:08:38,712][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1683 | Reco 0.1683 | Nsdr 5.562\r\n",
      "[2022-08-27 19:08:58,698][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1683 | Reco 0.1683 | Nsdr 5.804\r\n",
      "[2022-08-27 19:09:14,770][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1677 | Reco 0.1677 | Nsdr 5.866\r\n",
      "[2022-08-27 19:10:07,551][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.9 sec/it | Loss 0.1816 | Reco 0.1816 | Nsdr 5.199\r\n",
      "[2022-08-27 19:10:22,830][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1697 | Reco 0.1697 | Nsdr 5.517\r\n",
      "[2022-08-27 19:10:43,679][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1698 | Reco 0.1698 | Nsdr 5.739\r\n",
      "[2022-08-27 19:10:59,874][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1694 | Reco 0.1694 | Nsdr 5.790\r\n",
      "[2022-08-27 19:11:52,967][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.9 sec/it | Loss 0.1924 | Reco 0.1924 | Nsdr 4.755\r\n",
      "[2022-08-27 19:12:07,460][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1798 | Reco 0.1798 | Nsdr 5.082\r\n",
      "[2022-08-27 19:12:27,513][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1818 | Reco 0.1818 | Nsdr 5.233\r\n",
      "[2022-08-27 19:12:43,644][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1831 | Reco 0.1831 | Nsdr 5.224\r\n",
      "[2022-08-27 19:13:37,093][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.0 sec/it | Loss 0.1977 | Reco 0.1977 | Nsdr 4.519\r\n",
      "[2022-08-27 19:13:51,523][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1859 | Reco 0.1859 | Nsdr 4.805\r\n",
      "[2022-08-27 19:14:11,513][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1890 | Reco 0.1890 | Nsdr 4.925\r\n",
      "[2022-08-27 19:14:27,594][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1909 | Reco 0.1909 | Nsdr 4.892\r\n",
      "[2022-08-27 19:14:37,751][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.1684 | Reco=0.1684 | Nsdr=5.759 | Best=0.1684 | Bname=ema_batch_0 | Penalty=210.9054\u001b[0m\r\n",
      "[2022-08-27 19:14:37,751][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1684\u001b[0m\r\n",
      "[2022-08-27 19:14:42,697][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 19:14:42,698][demucs.solver][INFO] - Training...\r\n",
      "[2022-08-27 20:00:15,605][demucs.solver][INFO] - Train | Epoch 20 | 1164/4656 | 0.43 it/sec | Loss 0.1064 | Reco 0.1043 | Grad 0.1009 | Penalty 208.7576\r\n",
      "[2022-08-27 20:45:41,793][demucs.solver][INFO] - Train | Epoch 20 | 2328/4656 | 0.43 it/sec | Loss 0.1064 | Reco 0.1044 | Grad 0.1018 | Penalty 208.2861\r\n",
      "[2022-08-27 21:31:19,397][demucs.solver][INFO] - Train | Epoch 20 | 3492/4656 | 0.43 it/sec | Loss 0.1062 | Reco 0.1041 | Grad 0.1015 | Penalty 207.1415\r\n",
      "[2022-08-27 22:16:44,694][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.1059 | Reco=0.1039 | Grad=0.1011 | Penalty=206.4077\u001b[0m\r\n",
      "[2022-08-27 22:16:44,695][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 22:16:44,695][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-08-27 22:17:27,383][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.5 sec/it | Loss 0.1789 | Reco 0.1789 | Nsdr 5.278\r\n",
      "[2022-08-27 22:17:41,859][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1679 | Reco 0.1679 | Nsdr 5.553\r\n",
      "[2022-08-27 22:18:01,961][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1699 | Reco 0.1699 | Nsdr 5.706\r\n",
      "[2022-08-27 22:18:18,117][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1699 | Reco 0.1699 | Nsdr 5.757\r\n",
      "[2022-08-27 22:19:09,813][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.6 sec/it | Loss 0.1784 | Reco 0.1784 | Nsdr 5.312\r\n",
      "[2022-08-27 22:19:24,239][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1676 | Reco 0.1676 | Nsdr 5.597\r\n",
      "[2022-08-27 22:19:44,247][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1679 | Reco 0.1679 | Nsdr 5.818\r\n",
      "[2022-08-27 22:20:00,319][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1674 | Reco 0.1674 | Nsdr 5.876\r\n",
      "[2022-08-27 22:20:53,559][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 11.0 sec/it | Loss 0.1810 | Reco 0.1810 | Nsdr 5.229\r\n",
      "[2022-08-27 22:21:08,108][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1687 | Reco 0.1687 | Nsdr 5.558\r\n",
      "[2022-08-27 22:21:28,098][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1686 | Reco 0.1686 | Nsdr 5.791\r\n",
      "[2022-08-27 22:21:44,160][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1683 | Reco 0.1683 | Nsdr 5.843\r\n",
      "[2022-08-27 22:22:37,530][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 11.0 sec/it | Loss 0.1910 | Reco 0.1910 | Nsdr 4.815\r\n",
      "[2022-08-27 22:22:52,003][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1786 | Reco 0.1786 | Nsdr 5.135\r\n",
      "[2022-08-27 22:23:12,094][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1806 | Reco 0.1806 | Nsdr 5.290\r\n",
      "[2022-08-27 22:23:28,312][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1817 | Reco 0.1817 | Nsdr 5.285\r\n",
      "[2022-08-27 22:24:20,456][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.7 sec/it | Loss 0.1972 | Reco 0.1972 | Nsdr 4.546\r\n",
      "[2022-08-27 22:24:34,919][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1854 | Reco 0.1854 | Nsdr 4.829\r\n",
      "[2022-08-27 22:24:54,996][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1885 | Reco 0.1885 | Nsdr 4.951\r\n",
      "[2022-08-27 22:25:11,112][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1903 | Reco 0.1903 | Nsdr 4.919\r\n",
      "[2022-08-27 22:25:21,323][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.1681 | Reco=0.1681 | Nsdr=5.773 | Best=0.1681 | Bname=ema_batch_0 | Penalty=206.9790\u001b[0m\r\n",
      "[2022-08-27 22:25:21,324][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1681\u001b[0m\r\n",
      "[2022-08-27 22:25:21,406][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-08-27 22:25:21,406][demucs.solver][INFO] - Evaluating on the test set...\r\n",
      "[2022-08-27 22:26:03,623][demucs.evaluate][INFO] - Eval | 2/10 | 13.4 sec/it\r\n",
      "[2022-08-27 22:26:31,478][demucs.evaluate][INFO] - Eval | 4/10 | 13.6 sec/it\r\n",
      "[2022-08-27 22:27:03,533][demucs.evaluate][INFO] - Eval | 6/10 | 14.3 sec/it\r\n",
      "[2022-08-27 22:27:35,563][demucs.evaluate][INFO] - Eval | 8/10 | 14.7 sec/it\r\n",
      "[2022-08-27 22:39:22,477][demucs.evaluate][INFO] - Eval (BSS) | 2/10 | 231.2 sec/it\r\n",
      "[2022-08-27 22:45:19,536][demucs.evaluate][INFO] - Eval (BSS) | 4/10 | 210.1 sec/it\r\n",
      "[2022-08-27 22:52:39,662][demucs.evaluate][INFO] - Eval (BSS) | 6/10 | 213.0 sec/it\r\n",
      "[2022-08-27 23:00:33,773][demucs.evaluate][INFO] - Eval (BSS) | 8/10 | 218.3 sec/it\r\n",
      "[2022-08-27 23:02:32,803][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.445 | Nsdr=4.907 | Sdr_drums=6.419 | Nsdr_drums=6.329 | Sdr_bass=3.688 | Nsdr_bass=4.087 | Sdr_other=2.307 | Nsdr_other=2.973 | Sdr_vocals=5.367 | Nsdr_vocals=6.239\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "#runs with:\n",
    "#!tar xvf outputs.tar.gz\n",
    "#!dora run -d -f 81de367c batch_size=4 dset.segment=8 hdemucs.channels=24 test.workers= epochs=20\n",
    "run_path = Main_path + 'demucs-main/demucs-main/outputs/xps/22d99e8f/train.log'\n",
    "!cat $run_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "61e4affd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2022-09-07 19:47:33,358][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/a68eaf9b\r\n",
      "[2022-09-07 19:47:33,371][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-07 19:47:42,153][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-07 19:47:42,401][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/22d99e8f/checkpoint.th\r\n",
      "[2022-09-07 19:47:45,132][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-07 19:47:45,133][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-07 20:33:13,928][demucs.solver][INFO] - Train | Epoch 1 | 1164/4656 | 0.43 it/sec | Loss 0.1051 | Reco 0.1031 | Grad 0.1022 | Penalty 198.9982\r\n",
      "[2022-09-07 21:18:22,896][demucs.solver][INFO] - Train | Epoch 1 | 2328/4656 | 0.43 it/sec | Loss 0.1049 | Reco 0.1029 | Grad 0.1007 | Penalty 200.4118\r\n",
      "[2022-09-07 22:03:28,019][demucs.solver][INFO] - Train | Epoch 1 | 3492/4656 | 0.43 it/sec | Loss 0.1053 | Reco 0.1033 | Grad 0.1012 | Penalty 202.7491\r\n",
      "[2022-09-07 22:48:26,980][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.1052 | Reco=0.1032 | Grad=0.1010 | Penalty=203.9082\u001b[0m\r\n",
      "[2022-09-07 22:48:26,980][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-07 22:48:26,981][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-07 22:49:12,489][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.3 sec/it | Loss 0.1920 | Reco 0.1920 | Nsdr 4.804\r\n",
      "[2022-09-07 22:49:26,878][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1767 | Reco 0.1767 | Nsdr 5.233\r\n",
      "[2022-09-07 22:49:46,774][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1749 | Reco 0.1749 | Nsdr 5.534\r\n",
      "[2022-09-07 22:50:02,840][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1735 | Reco 0.1735 | Nsdr 5.612\r\n",
      "[2022-09-07 22:50:56,289][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.1 sec/it | Loss 0.1819 | Reco 0.1819 | Nsdr 5.171\r\n",
      "[2022-09-07 22:51:10,647][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1690 | Reco 0.1690 | Nsdr 5.527\r\n",
      "[2022-09-07 22:51:30,567][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1688 | Reco 0.1688 | Nsdr 5.763\r\n",
      "[2022-09-07 22:51:46,635][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1677 | Reco 0.1677 | Nsdr 5.858\r\n",
      "[2022-09-07 22:52:39,908][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.1 sec/it | Loss 0.1818 | Reco 0.1818 | Nsdr 5.178\r\n",
      "[2022-09-07 22:52:54,723][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1690 | Reco 0.1690 | Nsdr 5.526\r\n",
      "[2022-09-07 22:53:14,761][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1685 | Reco 0.1685 | Nsdr 5.785\r\n",
      "[2022-09-07 22:53:30,875][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1675 | Reco 0.1675 | Nsdr 5.870\r\n",
      "[2022-09-07 22:54:22,778][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.7 sec/it | Loss 0.1920 | Reco 0.1920 | Nsdr 4.812\r\n",
      "[2022-09-07 22:54:37,273][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1768 | Reco 0.1768 | Nsdr 5.236\r\n",
      "[2022-09-07 22:54:57,256][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1751 | Reco 0.1751 | Nsdr 5.526\r\n",
      "[2022-09-07 22:55:13,440][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1737 | Reco 0.1737 | Nsdr 5.604\r\n",
      "[2022-09-07 22:56:06,442][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.0 sec/it | Loss 0.1922 | Reco 0.1922 | Nsdr 4.800\r\n",
      "[2022-09-07 22:56:20,923][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1768 | Reco 0.1768 | Nsdr 5.229\r\n",
      "[2022-09-07 22:56:40,972][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1752 | Reco 0.1752 | Nsdr 5.521\r\n",
      "[2022-09-07 22:56:57,044][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1737 | Reco 0.1737 | Nsdr 5.603\r\n",
      "[2022-09-07 22:57:07,155][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1682 | Reco=0.1682 | Nsdr=5.765 | Best=0.1682 | Bname=ema_batch_1 | Penalty=209.1086\u001b[0m\r\n",
      "[2022-09-07 22:57:07,155][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1682\u001b[0m\r\n",
      "[2022-09-07 22:57:09,368][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-07 22:57:09,368][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-07 23:42:49,626][demucs.solver][INFO] - Train | Epoch 2 | 1164/4656 | 0.43 it/sec | Loss 0.1060 | Reco 0.1039 | Grad 0.1025 | Penalty 209.4350\r\n",
      "[2022-09-08 00:28:33,322][demucs.solver][INFO] - Train | Epoch 2 | 2328/4656 | 0.42 it/sec | Loss 0.1053 | Reco 0.1032 | Grad 0.1015 | Penalty 208.6080\r\n",
      "[2022-09-08 01:14:29,746][demucs.solver][INFO] - Train | Epoch 2 | 3492/4656 | 0.42 it/sec | Loss 0.1055 | Reco 0.1034 | Grad 0.1012 | Penalty 209.2138\r\n",
      "[2022-09-08 01:59:54,659][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.1056 | Reco=0.1035 | Grad=0.1017 | Penalty=209.8279\u001b[0m\r\n",
      "[2022-09-08 01:59:54,659][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 01:59:54,660][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 02:00:39,060][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.0 sec/it | Loss 0.1911 | Reco 0.1911 | Nsdr 4.827\r\n",
      "[2022-09-08 02:00:53,466][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1751 | Reco 0.1751 | Nsdr 5.283\r\n",
      "[2022-09-08 02:01:13,384][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1759 | Reco 0.1759 | Nsdr 5.440\r\n",
      "[2022-09-08 02:01:29,458][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1748 | Reco 0.1748 | Nsdr 5.516\r\n",
      "[2022-09-08 02:02:21,613][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.8 sec/it | Loss 0.1816 | Reco 0.1816 | Nsdr 5.191\r\n",
      "[2022-09-08 02:02:36,082][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1685 | Reco 0.1685 | Nsdr 5.553\r\n",
      "[2022-09-08 02:02:55,989][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.790\r\n",
      "[2022-09-08 02:03:12,022][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1670 | Reco 0.1670 | Nsdr 5.882\r\n",
      "[2022-09-08 02:04:04,764][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.9 sec/it | Loss 0.1822 | Reco 0.1822 | Nsdr 5.182\r\n",
      "[2022-09-08 02:04:19,241][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1686 | Reco 0.1686 | Nsdr 5.558\r\n",
      "[2022-09-08 02:04:39,205][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1679 | Reco 0.1679 | Nsdr 5.822\r\n",
      "[2022-09-08 02:04:55,276][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1669 | Reco 0.1669 | Nsdr 5.906\r\n",
      "[2022-09-08 02:05:48,149][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.0 sec/it | Loss 0.1886 | Reco 0.1886 | Nsdr 4.953\r\n",
      "[2022-09-08 02:06:02,625][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1730 | Reco 0.1730 | Nsdr 5.404\r\n",
      "[2022-09-08 02:06:22,608][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1726 | Reco 0.1726 | Nsdr 5.618\r\n",
      "[2022-09-08 02:06:38,675][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.701\r\n",
      "[2022-09-08 02:07:31,931][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.0 sec/it | Loss 0.1888 | Reco 0.1888 | Nsdr 4.945\r\n",
      "[2022-09-08 02:07:46,344][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1732 | Reco 0.1732 | Nsdr 5.397\r\n",
      "[2022-09-08 02:08:06,301][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1726 | Reco 0.1726 | Nsdr 5.630\r\n",
      "[2022-09-08 02:08:22,413][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1712 | Reco 0.1712 | Nsdr 5.712\r\n",
      "[2022-09-08 02:08:32,513][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1676 | Reco=0.1676 | Nsdr=5.797 | Best=0.1676 | Bname=ema_batch_1 | Penalty=216.1688\u001b[0m\r\n",
      "[2022-09-08 02:08:32,513][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1676\u001b[0m\r\n",
      "[2022-09-08 02:08:38,577][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 02:08:38,578][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 02:54:22,871][demucs.solver][INFO] - Train | Epoch 3 | 1164/4656 | 0.42 it/sec | Loss 0.1044 | Reco 0.1023 | Grad 0.1051 | Penalty 211.2520\r\n",
      "[2022-09-08 03:40:10,002][demucs.solver][INFO] - Train | Epoch 3 | 2328/4656 | 0.42 it/sec | Loss 0.1049 | Reco 0.1028 | Grad 0.1038 | Penalty 210.8058\r\n",
      "[2022-09-08 04:25:43,658][demucs.solver][INFO] - Train | Epoch 3 | 3492/4656 | 0.42 it/sec | Loss 0.1049 | Reco 0.1028 | Grad 0.1021 | Penalty 210.0287\r\n",
      "[2022-09-08 05:11:17,559][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.1044 | Reco=0.1023 | Grad=0.1006 | Penalty=211.2338\u001b[0m\r\n",
      "[2022-09-08 05:11:17,560][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 05:11:17,560][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 05:12:03,581][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.4 sec/it | Loss 0.1855 | Reco 0.1855 | Nsdr 5.001\r\n",
      "[2022-09-08 05:12:17,991][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1739 | Reco 0.1739 | Nsdr 5.264\r\n",
      "[2022-09-08 05:12:37,977][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1731 | Reco 0.1731 | Nsdr 5.554\r\n",
      "[2022-09-08 05:12:54,062][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1721 | Reco 0.1721 | Nsdr 5.634\r\n",
      "[2022-09-08 05:13:48,895][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.5 sec/it | Loss 0.1772 | Reco 0.1772 | Nsdr 5.360\r\n",
      "[2022-09-08 05:14:04,235][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.11 it/sec | Loss 0.1661 | Reco 0.1661 | Nsdr 5.648\r\n",
      "[2022-09-08 05:14:24,981][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1667 | Reco 0.1667 | Nsdr 5.852\r\n",
      "[2022-09-08 05:14:41,186][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1661 | Reco 0.1661 | Nsdr 5.917\r\n",
      "[2022-09-08 05:15:34,218][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.0 sec/it | Loss 0.1795 | Reco 0.1795 | Nsdr 5.271\r\n",
      "[2022-09-08 05:15:49,313][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1669 | Reco 0.1669 | Nsdr 5.622\r\n",
      "[2022-09-08 05:16:09,398][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1668 | Reco 0.1668 | Nsdr 5.869\r\n",
      "[2022-09-08 05:16:25,881][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1660 | Reco 0.1660 | Nsdr 5.940\r\n",
      "[2022-09-08 05:17:19,881][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.2 sec/it | Loss 0.1857 | Reco 0.1857 | Nsdr 5.062\r\n",
      "[2022-09-08 05:17:34,970][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.454\r\n",
      "[2022-09-08 05:17:55,100][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1704 | Reco 0.1704 | Nsdr 5.710\r\n",
      "[2022-09-08 05:18:11,174][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1693 | Reco 0.1693 | Nsdr 5.792\r\n",
      "[2022-09-08 05:19:02,937][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.7 sec/it | Loss 0.1859 | Reco 0.1859 | Nsdr 5.049\r\n",
      "[2022-09-08 05:19:17,432][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1714 | Reco 0.1714 | Nsdr 5.450\r\n",
      "[2022-09-08 05:19:37,537][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1704 | Reco 0.1704 | Nsdr 5.713\r\n",
      "[2022-09-08 05:19:53,639][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1692 | Reco 0.1692 | Nsdr 5.797\r\n",
      "[2022-09-08 05:20:03,751][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1668 | Reco=0.1668 | Nsdr=5.831 | Best=0.1668 | Bname=ema_batch_1 | Penalty=213.8721\u001b[0m\r\n",
      "[2022-09-08 05:20:03,752][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1668\u001b[0m\r\n",
      "[2022-09-08 05:20:09,744][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 05:20:09,745][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 06:05:51,321][demucs.solver][INFO] - Train | Epoch 4 | 1164/4656 | 0.42 it/sec | Loss 0.1040 | Reco 0.1019 | Grad 0.1001 | Penalty 209.8275\r\n",
      "[2022-09-08 06:51:24,598][demucs.solver][INFO] - Train | Epoch 4 | 2328/4656 | 0.43 it/sec | Loss 0.1042 | Reco 0.1021 | Grad 0.1006 | Penalty 210.9885\r\n",
      "[2022-09-08 07:37:00,299][demucs.solver][INFO] - Train | Epoch 4 | 3492/4656 | 0.43 it/sec | Loss 0.1046 | Reco 0.1025 | Grad 0.1023 | Penalty 211.2619\r\n",
      "[2022-09-08 08:22:35,008][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.1041 | Reco=0.1020 | Grad=0.1015 | Penalty=212.0091\u001b[0m\r\n",
      "[2022-09-08 08:22:35,009][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 08:22:35,009][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 08:23:20,773][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.4 sec/it | Loss 0.1925 | Reco 0.1925 | Nsdr 4.794\r\n",
      "[2022-09-08 08:23:35,342][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1780 | Reco 0.1780 | Nsdr 5.227\r\n",
      "[2022-09-08 08:23:55,447][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1784 | Reco 0.1784 | Nsdr 5.417\r\n",
      "[2022-09-08 08:24:11,652][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1767 | Reco 0.1767 | Nsdr 5.516\r\n",
      "[2022-09-08 08:25:04,542][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.0 sec/it | Loss 0.1790 | Reco 0.1790 | Nsdr 5.311\r\n",
      "[2022-09-08 08:25:18,947][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1670 | Reco 0.1670 | Nsdr 5.637\r\n",
      "[2022-09-08 08:25:39,003][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1674 | Reco 0.1674 | Nsdr 5.842\r\n",
      "[2022-09-08 08:25:55,026][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1664 | Reco 0.1664 | Nsdr 5.927\r\n",
      "[2022-09-08 08:26:48,532][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.1 sec/it | Loss 0.1785 | Reco 0.1785 | Nsdr 5.327\r\n",
      "[2022-09-08 08:27:03,863][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1667 | Reco 0.1667 | Nsdr 5.644\r\n",
      "[2022-09-08 08:27:24,269][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1668 | Reco 0.1668 | Nsdr 5.863\r\n",
      "[2022-09-08 08:27:40,446][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1659 | Reco 0.1659 | Nsdr 5.946\r\n",
      "[2022-09-08 08:28:33,008][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.9 sec/it | Loss 0.1839 | Reco 0.1839 | Nsdr 5.141\r\n",
      "[2022-09-08 08:28:47,487][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1704 | Reco 0.1704 | Nsdr 5.520\r\n",
      "[2022-09-08 08:29:07,542][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1700 | Reco 0.1700 | Nsdr 5.757\r\n",
      "[2022-09-08 08:29:23,660][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1686 | Reco 0.1686 | Nsdr 5.850\r\n",
      "[2022-09-08 08:30:16,672][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.0 sec/it | Loss 0.1842 | Reco 0.1842 | Nsdr 5.140\r\n",
      "[2022-09-08 08:30:31,212][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1705 | Reco 0.1705 | Nsdr 5.521\r\n",
      "[2022-09-08 08:30:51,281][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1700 | Reco 0.1700 | Nsdr 5.759\r\n",
      "[2022-09-08 08:31:07,378][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1685 | Reco 0.1685 | Nsdr 5.853\r\n",
      "[2022-09-08 08:31:17,463][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1667 | Reco=0.1667 | Nsdr=5.835 | Best=0.1667 | Bname=ema_batch_1 | Penalty=215.4463\u001b[0m\r\n",
      "[2022-09-08 08:31:17,464][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1667\u001b[0m\r\n",
      "[2022-09-08 08:31:24,633][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 08:31:24,634][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 09:17:09,625][demucs.solver][INFO] - Train | Epoch 5 | 1164/4656 | 0.42 it/sec | Loss 0.1037 | Reco 0.1016 | Grad 0.0990 | Penalty 211.3569\r\n",
      "[2022-09-08 10:02:36,991][demucs.solver][INFO] - Train | Epoch 5 | 2328/4656 | 0.43 it/sec | Loss 0.1041 | Reco 0.1019 | Grad 0.1003 | Penalty 211.5436\r\n",
      "[2022-09-08 10:48:32,285][demucs.solver][INFO] - Train | Epoch 5 | 3492/4656 | 0.42 it/sec | Loss 0.1034 | Reco 0.1013 | Grad 0.1003 | Penalty 211.5917\r\n",
      "[2022-09-08 11:34:18,539][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.1034 | Reco=0.1013 | Grad=0.0992 | Penalty=211.7451\u001b[0m\r\n",
      "[2022-09-08 11:34:18,539][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 11:34:18,540][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 11:35:08,894][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 12.5 sec/it | Loss 0.1915 | Reco 0.1915 | Nsdr 4.790\r\n",
      "[2022-09-08 11:35:23,830][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.11 it/sec | Loss 0.1782 | Reco 0.1782 | Nsdr 5.154\r\n",
      "[2022-09-08 11:35:44,651][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1766 | Reco 0.1766 | Nsdr 5.420\r\n",
      "[2022-09-08 11:36:02,269][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1751 | Reco 0.1751 | Nsdr 5.522\r\n",
      "[2022-09-08 11:37:02,512][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 12.6 sec/it | Loss 0.1811 | Reco 0.1811 | Nsdr 5.241\r\n",
      "[2022-09-08 11:37:17,745][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.11 it/sec | Loss 0.1685 | Reco 0.1685 | Nsdr 5.592\r\n",
      "[2022-09-08 11:37:38,882][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.817\r\n",
      "[2022-09-08 11:37:55,557][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1670 | Reco 0.1670 | Nsdr 5.907\r\n",
      "[2022-09-08 11:38:52,189][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.7 sec/it | Loss 0.1795 | Reco 0.1795 | Nsdr 5.307\r\n",
      "[2022-09-08 11:39:06,616][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.11 it/sec | Loss 0.1671 | Reco 0.1671 | Nsdr 5.640\r\n",
      "[2022-09-08 11:39:26,686][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1669 | Reco 0.1669 | Nsdr 5.870\r\n",
      "[2022-09-08 11:39:42,830][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1658 | Reco 0.1658 | Nsdr 5.958\r\n",
      "[2022-09-08 11:40:34,646][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.1835 | Reco 0.1835 | Nsdr 5.161\r\n",
      "[2022-09-08 11:40:49,084][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1702 | Reco 0.1702 | Nsdr 5.531\r\n",
      "[2022-09-08 11:41:09,267][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1694 | Reco 0.1694 | Nsdr 5.782\r\n",
      "[2022-09-08 11:41:25,458][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1680 | Reco 0.1680 | Nsdr 5.874\r\n",
      "[2022-09-08 11:42:17,801][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.8 sec/it | Loss 0.1841 | Reco 0.1841 | Nsdr 5.139\r\n",
      "[2022-09-08 11:42:32,365][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1705 | Reco 0.1705 | Nsdr 5.517\r\n",
      "[2022-09-08 11:42:52,369][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1697 | Reco 0.1697 | Nsdr 5.760\r\n",
      "[2022-09-08 11:43:09,070][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1683 | Reco 0.1683 | Nsdr 5.859\r\n",
      "[2022-09-08 11:43:19,703][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1667 | Reco=0.1667 | Nsdr=5.845 | Best=0.1667 | Bname=ema_batch_1 | Penalty=217.5034\u001b[0m\r\n",
      "[2022-09-08 11:43:19,704][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1667\u001b[0m\r\n",
      "[2022-09-08 11:43:24,802][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 11:43:24,803][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 12:29:16,563][demucs.solver][INFO] - Train | Epoch 6 | 1164/4656 | 0.42 it/sec | Loss 0.1043 | Reco 0.1021 | Grad 0.0995 | Penalty 214.5288\r\n",
      "[2022-09-08 13:15:05,209][demucs.solver][INFO] - Train | Epoch 6 | 2328/4656 | 0.42 it/sec | Loss 0.1033 | Reco 0.1012 | Grad 0.0978 | Penalty 214.4468\r\n",
      "[2022-09-08 14:01:20,685][demucs.solver][INFO] - Train | Epoch 6 | 3492/4656 | 0.42 it/sec | Loss 0.1029 | Reco 0.1007 | Grad 0.0963 | Penalty 215.1631\r\n",
      "[2022-09-08 14:48:19,196][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.1026 | Reco=0.1005 | Grad=0.0965 | Penalty=215.6919\u001b[0m\r\n",
      "[2022-09-08 14:48:19,196][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 14:48:19,197][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 14:49:04,660][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.3 sec/it | Loss 0.1763 | Reco 0.1763 | Nsdr 5.351\r\n",
      "[2022-09-08 14:49:19,134][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1679 | Reco 0.1679 | Nsdr 5.551\r\n",
      "[2022-09-08 14:49:39,067][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1685 | Reco 0.1685 | Nsdr 5.771\r\n",
      "[2022-09-08 14:49:55,145][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1683 | Reco 0.1683 | Nsdr 5.818\r\n",
      "[2022-09-08 14:50:49,353][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.3 sec/it | Loss 0.1787 | Reco 0.1787 | Nsdr 5.339\r\n",
      "[2022-09-08 14:51:03,850][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1668 | Reco 0.1668 | Nsdr 5.664\r\n",
      "[2022-09-08 14:51:23,855][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1663 | Reco 0.1663 | Nsdr 5.908\r\n",
      "[2022-09-08 14:51:39,930][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1656 | Reco 0.1656 | Nsdr 5.977\r\n",
      "[2022-09-08 14:52:33,945][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.2 sec/it | Loss 0.1785 | Reco 0.1785 | Nsdr 5.352\r\n",
      "[2022-09-08 14:52:49,293][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1666 | Reco 0.1666 | Nsdr 5.675\r\n",
      "[2022-09-08 14:53:09,433][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.12 it/sec | Loss 0.1663 | Reco 0.1663 | Nsdr 5.907\r\n",
      "[2022-09-08 14:53:25,876][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.13 it/sec | Loss 0.1655 | Reco 0.1655 | Nsdr 5.982\r\n",
      "[2022-09-08 14:54:20,365][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.3 sec/it | Loss 0.1797 | Reco 0.1797 | Nsdr 5.287\r\n",
      "[2022-09-08 14:54:35,125][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1678 | Reco 0.1678 | Nsdr 5.619\r\n",
      "[2022-09-08 14:54:55,082][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.12 it/sec | Loss 0.1672 | Reco 0.1672 | Nsdr 5.871\r\n",
      "[2022-09-08 14:55:11,188][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1662 | Reco 0.1662 | Nsdr 5.950\r\n",
      "[2022-09-08 14:56:03,381][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.8 sec/it | Loss 0.1805 | Reco 0.1805 | Nsdr 5.255\r\n",
      "[2022-09-08 14:56:17,948][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.597\r\n",
      "[2022-09-08 14:56:38,189][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1676 | Reco 0.1676 | Nsdr 5.849\r\n",
      "[2022-09-08 14:56:54,373][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1665 | Reco 0.1665 | Nsdr 5.934\r\n",
      "[2022-09-08 14:57:04,688][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1663 | Reco=0.1663 | Nsdr=5.870 | Best=0.1663 | Bname=ema_batch_1 | Penalty=218.2865\u001b[0m\r\n",
      "[2022-09-08 14:57:04,689][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1663\u001b[0m\r\n",
      "[2022-09-08 14:57:10,620][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 14:57:10,621][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 15:43:03,297][demucs.solver][INFO] - Train | Epoch 7 | 1164/4656 | 0.42 it/sec | Loss 0.1019 | Reco 0.0997 | Grad 0.1011 | Penalty 215.4076\r\n",
      "[2022-09-08 16:28:42,800][demucs.solver][INFO] - Train | Epoch 7 | 2328/4656 | 0.42 it/sec | Loss 0.1031 | Reco 0.1010 | Grad 0.1009 | Penalty 217.6001\r\n",
      "[2022-09-08 17:17:40,923][demucs.solver][INFO] - Train | Epoch 7 | 3492/4656 | 0.41 it/sec | Loss 0.1032 | Reco 0.1010 | Grad 0.1006 | Penalty 216.9778\r\n",
      "[2022-09-08 18:06:41,218][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.1029 | Reco=0.1007 | Grad=0.0993 | Penalty=216.7086\u001b[0m\r\n",
      "[2022-09-08 18:06:41,219][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 18:06:41,220][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 18:07:40,514][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 14.7 sec/it | Loss 0.1914 | Reco 0.1914 | Nsdr 4.859\r\n",
      "[2022-09-08 18:07:56,575][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 10.7 sec/it | Loss 0.1783 | Reco 0.1783 | Nsdr 5.173\r\n",
      "[2022-09-08 18:08:18,853][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.10 it/sec | Loss 0.1766 | Reco 0.1766 | Nsdr 5.466\r\n",
      "[2022-09-08 18:08:37,099][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.11 it/sec | Loss 0.1741 | Reco 0.1741 | Nsdr 5.607\r\n",
      "[2022-09-08 18:09:48,217][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 15.1 sec/it | Loss 0.1766 | Reco 0.1766 | Nsdr 5.433\r\n",
      "[2022-09-08 18:10:04,178][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 10.9 sec/it | Loss 0.1661 | Reco 0.1661 | Nsdr 5.700\r\n",
      "[2022-09-08 18:10:26,558][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.10 it/sec | Loss 0.1656 | Reco 0.1656 | Nsdr 5.947\r\n",
      "[2022-09-08 18:10:44,651][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.11 it/sec | Loss 0.1649 | Reco 0.1649 | Nsdr 6.010\r\n",
      "[2022-09-08 18:11:56,384][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 15.3 sec/it | Loss 0.1778 | Reco 0.1778 | Nsdr 5.378\r\n",
      "[2022-09-08 18:12:12,711][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 11.1 sec/it | Loss 0.1661 | Reco 0.1661 | Nsdr 5.694\r\n",
      "[2022-09-08 18:12:34,834][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.10 it/sec | Loss 0.1657 | Reco 0.1657 | Nsdr 5.930\r\n",
      "[2022-09-08 18:12:53,238][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.11 it/sec | Loss 0.1650 | Reco 0.1650 | Nsdr 6.003\r\n",
      "[2022-09-08 18:14:02,834][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 14.7 sec/it | Loss 0.1786 | Reco 0.1786 | Nsdr 5.344\r\n",
      "[2022-09-08 18:14:19,665][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 10.8 sec/it | Loss 0.1672 | Reco 0.1672 | Nsdr 5.650\r\n",
      "[2022-09-08 18:14:41,932][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.10 it/sec | Loss 0.1669 | Reco 0.1669 | Nsdr 5.881\r\n",
      "[2022-09-08 18:14:59,976][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.11 it/sec | Loss 0.1658 | Reco 0.1658 | Nsdr 5.972\r\n",
      "[2022-09-08 18:16:08,948][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 14.5 sec/it | Loss 0.1799 | Reco 0.1799 | Nsdr 5.290\r\n",
      "[2022-09-08 18:16:25,490][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 10.7 sec/it | Loss 0.1678 | Reco 0.1678 | Nsdr 5.624\r\n",
      "[2022-09-08 18:16:47,260][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.10 it/sec | Loss 0.1674 | Reco 0.1674 | Nsdr 5.863\r\n",
      "[2022-09-08 18:17:05,125][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.11 it/sec | Loss 0.1662 | Reco 0.1662 | Nsdr 5.956\r\n",
      "[2022-09-08 18:17:16,322][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1659 | Reco=0.1659 | Nsdr=5.892 | Best=0.1659 | Bname=ema_batch_1 | Penalty=219.7376\u001b[0m\r\n",
      "[2022-09-08 18:17:16,323][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1659\u001b[0m\r\n",
      "[2022-09-08 18:17:26,931][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 18:17:26,933][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 19:04:56,560][demucs.solver][INFO] - Train | Epoch 8 | 1164/4656 | 0.41 it/sec | Loss 0.1014 | Reco 0.0992 | Grad 0.0971 | Penalty 214.9481\r\n",
      "[2022-09-08 19:50:57,954][demucs.solver][INFO] - Train | Epoch 8 | 2328/4656 | 0.42 it/sec | Loss 0.1027 | Reco 0.1005 | Grad 0.0965 | Penalty 217.4702\r\n",
      "[2022-09-08 20:36:51,649][demucs.solver][INFO] - Train | Epoch 8 | 3492/4656 | 0.42 it/sec | Loss 0.1020 | Reco 0.0999 | Grad 0.0994 | Penalty 217.7242\r\n",
      "[2022-09-08 21:22:34,079][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.1018 | Reco=0.0996 | Grad=0.0991 | Penalty=217.7773\u001b[0m\r\n",
      "[2022-09-08 21:22:34,080][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 21:22:34,080][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-08 21:23:18,440][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1741 | Reco 0.1741 | Nsdr 5.467\r\n",
      "[2022-09-08 21:23:32,893][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1667 | Reco 0.1667 | Nsdr 5.645\r\n",
      "[2022-09-08 21:23:52,840][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.797\r\n",
      "[2022-09-08 21:24:09,000][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1674 | Reco 0.1674 | Nsdr 5.878\r\n",
      "[2022-09-08 21:25:01,349][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.9 sec/it | Loss 0.1737 | Reco 0.1737 | Nsdr 5.524\r\n",
      "[2022-09-08 21:25:15,738][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1644 | Reco 0.1644 | Nsdr 5.760\r\n",
      "[2022-09-08 21:25:35,671][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1650 | Reco 0.1650 | Nsdr 5.953\r\n",
      "[2022-09-08 21:25:51,690][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1640 | Reco 0.1640 | Nsdr 6.042\r\n",
      "[2022-09-08 21:26:46,190][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.4 sec/it | Loss 0.1749 | Reco 0.1749 | Nsdr 5.493\r\n",
      "[2022-09-08 21:27:00,970][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 5.754\r\n",
      "[2022-09-08 21:27:20,951][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.12 it/sec | Loss 0.1649 | Reco 0.1649 | Nsdr 5.968\r\n",
      "[2022-09-08 21:27:37,046][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.13 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 6.046\r\n",
      "[2022-09-08 21:28:30,099][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1769 | Reco 0.1769 | Nsdr 5.401\r\n",
      "[2022-09-08 21:28:44,609][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1662 | Reco 0.1662 | Nsdr 5.690\r\n",
      "[2022-09-08 21:29:04,585][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1661 | Reco 0.1661 | Nsdr 5.909\r\n",
      "[2022-09-08 21:29:20,681][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1650 | Reco 0.1650 | Nsdr 6.003\r\n",
      "[2022-09-08 21:30:12,518][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.7 sec/it | Loss 0.1774 | Reco 0.1774 | Nsdr 5.392\r\n",
      "[2022-09-08 21:30:27,116][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1663 | Reco 0.1663 | Nsdr 5.684\r\n",
      "[2022-09-08 21:30:47,086][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1662 | Reco 0.1662 | Nsdr 5.919\r\n",
      "[2022-09-08 21:31:03,146][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1651 | Reco 0.1651 | Nsdr 6.010\r\n",
      "[2022-09-08 21:31:13,240][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1650 | Reco=0.1650 | Nsdr=5.933 | Best=0.1650 | Bname=ema_batch_1 | Penalty=226.7453\u001b[0m\r\n",
      "[2022-09-08 21:31:13,240][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1650\u001b[0m\r\n",
      "[2022-09-08 21:31:19,274][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-08 21:31:19,275][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-08 22:17:02,536][demucs.solver][INFO] - Train | Epoch 9 | 1164/4656 | 0.42 it/sec | Loss 0.1020 | Reco 0.0998 | Grad 0.0983 | Penalty 218.5864\r\n",
      "[2022-09-08 23:02:44,737][demucs.solver][INFO] - Train | Epoch 9 | 2328/4656 | 0.42 it/sec | Loss 0.1017 | Reco 0.0995 | Grad 0.0990 | Penalty 217.9452\r\n",
      "[2022-09-08 23:48:23,736][demucs.solver][INFO] - Train | Epoch 9 | 3492/4656 | 0.42 it/sec | Loss 0.1015 | Reco 0.0994 | Grad 0.0993 | Penalty 217.5900\r\n",
      "[2022-09-09 00:33:52,680][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.1011 | Reco=0.0990 | Grad=0.0988 | Penalty=217.6694\u001b[0m\r\n",
      "[2022-09-09 00:33:52,681][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 00:33:52,681][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 00:34:37,193][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.0 sec/it | Loss 0.1854 | Reco 0.1854 | Nsdr 5.015\r\n",
      "[2022-09-09 00:34:51,765][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1746 | Reco 0.1746 | Nsdr 5.307\r\n",
      "[2022-09-09 00:35:11,713][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1738 | Reco 0.1738 | Nsdr 5.577\r\n",
      "[2022-09-09 00:35:27,787][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1725 | Reco 0.1725 | Nsdr 5.665\r\n",
      "[2022-09-09 00:36:20,828][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.0 sec/it | Loss 0.1737 | Reco 0.1737 | Nsdr 5.544\r\n",
      "[2022-09-09 00:36:35,307][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1638 | Reco 0.1638 | Nsdr 5.794\r\n",
      "[2022-09-09 00:36:55,265][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 6.013\r\n",
      "[2022-09-09 00:37:11,378][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.091\r\n",
      "[2022-09-09 00:38:03,405][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 10.7 sec/it | Loss 0.1727 | Reco 0.1727 | Nsdr 5.579\r\n",
      "[2022-09-09 00:38:17,888][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 5.806\r\n",
      "[2022-09-09 00:38:37,835][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 6.010\r\n",
      "[2022-09-09 00:38:53,881][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.083\r\n",
      "[2022-09-09 00:39:45,432][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 10.6 sec/it | Loss 0.1768 | Reco 0.1768 | Nsdr 5.413\r\n",
      "[2022-09-09 00:39:59,908][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1661 | Reco 0.1661 | Nsdr 5.694\r\n",
      "[2022-09-09 00:40:19,986][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1659 | Reco 0.1659 | Nsdr 5.926\r\n",
      "[2022-09-09 00:40:36,060][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 6.020\r\n",
      "[2022-09-09 00:41:29,108][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.0 sec/it | Loss 0.1772 | Reco 0.1772 | Nsdr 5.390\r\n",
      "[2022-09-09 00:41:43,580][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1664 | Reco 0.1664 | Nsdr 5.680\r\n",
      "[2022-09-09 00:42:03,598][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1661 | Reco 0.1661 | Nsdr 5.926\r\n",
      "[2022-09-09 00:42:19,703][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1649 | Reco 0.1649 | Nsdr 6.019\r\n",
      "[2022-09-09 00:42:29,885][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1643 | Reco=0.1643 | Nsdr=5.974 | Best=0.1643 | Bname=ema_batch_0 | Penalty=229.8506\u001b[0m\r\n",
      "[2022-09-09 00:42:29,885][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1643\u001b[0m\r\n",
      "[2022-09-09 00:42:36,767][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 00:42:36,768][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 01:28:27,990][demucs.solver][INFO] - Train | Epoch 10 | 1164/4656 | 0.42 it/sec | Loss 0.1017 | Reco 0.0995 | Grad 0.0983 | Penalty 221.6200\r\n",
      "[2022-09-09 02:14:03,756][demucs.solver][INFO] - Train | Epoch 10 | 2328/4656 | 0.42 it/sec | Loss 0.1010 | Reco 0.0988 | Grad 0.0971 | Penalty 220.8555\r\n",
      "[2022-09-09 02:59:47,567][demucs.solver][INFO] - Train | Epoch 10 | 3492/4656 | 0.42 it/sec | Loss 0.1012 | Reco 0.0990 | Grad 0.0967 | Penalty 220.3730\r\n",
      "[2022-09-09 03:45:55,757][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.1007 | Reco=0.0985 | Grad=0.0963 | Penalty=219.7994\u001b[0m\r\n",
      "[2022-09-09 03:45:55,757][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 03:45:55,758][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 03:46:39,212][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.8 sec/it | Loss 0.1791 | Reco 0.1791 | Nsdr 5.280\r\n",
      "[2022-09-09 03:46:53,640][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1702 | Reco 0.1702 | Nsdr 5.490\r\n",
      "[2022-09-09 03:47:13,654][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.647\r\n",
      "[2022-09-09 03:47:29,835][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1697 | Reco 0.1697 | Nsdr 5.767\r\n",
      "[2022-09-09 03:48:23,481][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.2 sec/it | Loss 0.1718 | Reco 0.1718 | Nsdr 5.642\r\n",
      "[2022-09-09 03:48:37,909][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 5.821\r\n",
      "[2022-09-09 03:48:57,870][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.041\r\n",
      "[2022-09-09 03:49:14,052][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 6.112\r\n",
      "[2022-09-09 03:50:07,280][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.0 sec/it | Loss 0.1725 | Reco 0.1725 | Nsdr 5.610\r\n",
      "[2022-09-09 03:50:21,831][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 5.828\r\n",
      "[2022-09-09 03:50:41,788][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.040\r\n",
      "[2022-09-09 03:50:57,821][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1629 | Reco 0.1629 | Nsdr 6.114\r\n",
      "[2022-09-09 03:51:50,071][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.8 sec/it | Loss 0.1747 | Reco 0.1747 | Nsdr 5.491\r\n",
      "[2022-09-09 03:52:04,551][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1653 | Reco 0.1653 | Nsdr 5.728\r\n",
      "[2022-09-09 03:52:24,534][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1654 | Reco 0.1654 | Nsdr 5.947\r\n",
      "[2022-09-09 03:52:40,622][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 6.046\r\n",
      "[2022-09-09 03:53:33,940][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.1 sec/it | Loss 0.1761 | Reco 0.1761 | Nsdr 5.430\r\n",
      "[2022-09-09 03:53:48,411][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1660 | Reco 0.1660 | Nsdr 5.700\r\n",
      "[2022-09-09 03:54:08,361][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1658 | Reco 0.1658 | Nsdr 5.936\r\n",
      "[2022-09-09 03:54:24,430][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 6.030\r\n",
      "[2022-09-09 03:54:34,625][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1638 | Reco=0.1638 | Nsdr=5.998 | Best=0.1638 | Bname=ema_batch_1 | Penalty=225.1642\u001b[0m\r\n",
      "[2022-09-09 03:54:34,625][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1638\u001b[0m\r\n",
      "[2022-09-09 03:54:39,024][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 03:54:39,025][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 04:40:20,084][demucs.solver][INFO] - Train | Epoch 11 | 1164/4656 | 0.43 it/sec | Loss 0.1004 | Reco 0.0982 | Grad 0.0992 | Penalty 219.3988\r\n",
      "[2022-09-09 05:26:11,964][demucs.solver][INFO] - Train | Epoch 11 | 2328/4656 | 0.42 it/sec | Loss 0.1009 | Reco 0.0987 | Grad 0.0992 | Penalty 219.0450\r\n",
      "[2022-09-09 06:11:46,071][demucs.solver][INFO] - Train | Epoch 11 | 3492/4656 | 0.42 it/sec | Loss 0.1012 | Reco 0.0990 | Grad 0.0986 | Penalty 219.8670\r\n",
      "[2022-09-09 06:57:19,563][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.1008 | Reco=0.0986 | Grad=0.0985 | Penalty=219.7802\u001b[0m\r\n",
      "[2022-09-09 06:57:19,564][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 06:57:19,564][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 06:58:03,566][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1706 | Reco 0.1706 | Nsdr 5.622\r\n",
      "[2022-09-09 06:58:17,966][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1663 | Reco 0.1663 | Nsdr 5.666\r\n",
      "[2022-09-09 06:58:37,954][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1686 | Reco 0.1686 | Nsdr 5.804\r\n",
      "[2022-09-09 06:58:54,017][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1689 | Reco 0.1689 | Nsdr 5.821\r\n",
      "[2022-09-09 06:59:46,630][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1723 | Reco 0.1723 | Nsdr 5.623\r\n",
      "[2022-09-09 07:00:01,119][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 5.828\r\n",
      "[2022-09-09 07:00:21,119][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.050\r\n",
      "[2022-09-09 07:00:37,219][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1624 | Reco 0.1624 | Nsdr 6.134\r\n",
      "[2022-09-09 07:01:29,499][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.8 sec/it | Loss 0.1721 | Reco 0.1721 | Nsdr 5.627\r\n",
      "[2022-09-09 07:01:44,047][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 5.837\r\n",
      "[2022-09-09 07:02:04,067][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 6.057\r\n",
      "[2022-09-09 07:02:20,158][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1624 | Reco 0.1624 | Nsdr 6.139\r\n",
      "[2022-09-09 07:03:13,121][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.0 sec/it | Loss 0.1738 | Reco 0.1738 | Nsdr 5.528\r\n",
      "[2022-09-09 07:03:27,653][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 5.758\r\n",
      "[2022-09-09 07:03:47,571][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 5.977\r\n",
      "[2022-09-09 07:04:03,677][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1638 | Reco 0.1638 | Nsdr 6.066\r\n",
      "[2022-09-09 07:04:56,943][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.0 sec/it | Loss 0.1741 | Reco 0.1741 | Nsdr 5.514\r\n",
      "[2022-09-09 07:05:11,562][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1650 | Reco 0.1650 | Nsdr 5.746\r\n",
      "[2022-09-09 07:05:31,504][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1652 | Reco 0.1652 | Nsdr 5.952\r\n",
      "[2022-09-09 07:05:47,599][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 6.044\r\n",
      "[2022-09-09 07:05:57,667][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1634 | Reco=0.1634 | Nsdr=6.021 | Best=0.1634 | Bname=ema_batch_1 | Penalty=226.0243\u001b[0m\r\n",
      "[2022-09-09 07:05:57,668][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1634\u001b[0m\r\n",
      "[2022-09-09 07:06:02,580][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 07:06:02,581][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 07:51:45,230][demucs.solver][INFO] - Train | Epoch 12 | 1164/4656 | 0.42 it/sec | Loss 0.0999 | Reco 0.0977 | Grad 0.0989 | Penalty 220.2008\r\n",
      "[2022-09-09 08:37:25,515][demucs.solver][INFO] - Train | Epoch 12 | 2328/4656 | 0.42 it/sec | Loss 0.1005 | Reco 0.0983 | Grad 0.0976 | Penalty 220.5691\r\n",
      "[2022-09-09 09:23:05,684][demucs.solver][INFO] - Train | Epoch 12 | 3492/4656 | 0.42 it/sec | Loss 0.1011 | Reco 0.0989 | Grad 0.0984 | Penalty 221.0443\r\n",
      "[2022-09-09 10:08:50,082][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.1009 | Reco=0.0987 | Grad=0.0983 | Penalty=221.3033\u001b[0m\r\n",
      "[2022-09-09 10:08:50,083][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 10:08:50,083][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 10:09:35,281][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.2 sec/it | Loss 0.1788 | Reco 0.1788 | Nsdr 5.302\r\n",
      "[2022-09-09 10:09:49,816][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1686 | Reco 0.1686 | Nsdr 5.557\r\n",
      "[2022-09-09 10:10:09,887][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1684 | Reco 0.1684 | Nsdr 5.782\r\n",
      "[2022-09-09 10:10:26,097][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1678 | Reco 0.1678 | Nsdr 5.845\r\n",
      "[2022-09-09 10:11:19,830][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.2 sec/it | Loss 0.1725 | Reco 0.1725 | Nsdr 5.621\r\n",
      "[2022-09-09 10:11:34,319][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 5.829\r\n",
      "[2022-09-09 10:11:54,311][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.042\r\n",
      "[2022-09-09 10:12:10,442][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1624 | Reco 0.1624 | Nsdr 6.135\r\n",
      "[2022-09-09 10:13:03,663][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.0 sec/it | Loss 0.1722 | Reco 0.1722 | Nsdr 5.632\r\n",
      "[2022-09-09 10:13:18,289][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 5.856\r\n",
      "[2022-09-09 10:13:38,333][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 6.084\r\n",
      "[2022-09-09 10:13:54,466][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1619 | Reco 0.1619 | Nsdr 6.170\r\n",
      "[2022-09-09 10:14:47,058][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.9 sec/it | Loss 0.1737 | Reco 0.1737 | Nsdr 5.544\r\n",
      "[2022-09-09 10:15:01,606][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1643 | Reco 0.1643 | Nsdr 5.779\r\n",
      "[2022-09-09 10:15:21,615][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1644 | Reco 0.1644 | Nsdr 5.998\r\n",
      "[2022-09-09 10:15:37,689][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.087\r\n",
      "[2022-09-09 10:16:31,910][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.3 sec/it | Loss 0.1750 | Reco 0.1750 | Nsdr 5.486\r\n",
      "[2022-09-09 10:16:46,440][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1651 | Reco 0.1651 | Nsdr 5.742\r\n",
      "[2022-09-09 10:17:06,538][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1650 | Reco 0.1650 | Nsdr 5.976\r\n",
      "[2022-09-09 10:17:22,728][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1639 | Reco 0.1639 | Nsdr 6.066\r\n",
      "[2022-09-09 10:17:32,944][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1629 | Reco=0.1629 | Nsdr=6.049 | Best=0.1629 | Bname=ema_batch_1 | Penalty=226.0067\u001b[0m\r\n",
      "[2022-09-09 10:17:32,944][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1629\u001b[0m\r\n",
      "[2022-09-09 10:17:38,524][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 10:17:38,525][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 11:03:29,927][demucs.solver][INFO] - Train | Epoch 13 | 1164/4656 | 0.42 it/sec | Loss 0.0988 | Reco 0.0966 | Grad 0.0969 | Penalty 220.5411\r\n",
      "[2022-09-09 11:49:13,691][demucs.solver][INFO] - Train | Epoch 13 | 2328/4656 | 0.42 it/sec | Loss 0.0988 | Reco 0.0966 | Grad 0.0965 | Penalty 222.3032\r\n",
      "[2022-09-09 12:35:12,252][demucs.solver][INFO] - Train | Epoch 13 | 3492/4656 | 0.42 it/sec | Loss 0.0997 | Reco 0.0974 | Grad 0.0974 | Penalty 222.7774\r\n",
      "[2022-09-09 13:20:55,082][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=0.0998 | Reco=0.0976 | Grad=0.0980 | Penalty=223.1750\u001b[0m\r\n",
      "[2022-09-09 13:20:55,083][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 13:20:55,083][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 13:21:38,092][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.7 sec/it | Loss 0.1774 | Reco 0.1774 | Nsdr 5.370\r\n",
      "[2022-09-09 13:21:52,489][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1688 | Reco 0.1688 | Nsdr 5.526\r\n",
      "[2022-09-09 13:22:12,551][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1692 | Reco 0.1692 | Nsdr 5.721\r\n",
      "[2022-09-09 13:22:28,643][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1685 | Reco 0.1685 | Nsdr 5.781\r\n",
      "[2022-09-09 13:23:20,843][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.8 sec/it | Loss 0.1725 | Reco 0.1725 | Nsdr 5.632\r\n",
      "[2022-09-09 13:23:35,243][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1629 | Reco 0.1629 | Nsdr 5.861\r\n",
      "[2022-09-09 13:23:55,222][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 6.060\r\n",
      "[2022-09-09 13:24:11,361][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1621 | Reco 0.1621 | Nsdr 6.148\r\n",
      "[2022-09-09 13:25:03,494][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.8 sec/it | Loss 0.1714 | Reco 0.1714 | Nsdr 5.672\r\n",
      "[2022-09-09 13:25:18,036][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1623 | Reco 0.1623 | Nsdr 5.883\r\n",
      "[2022-09-09 13:25:38,057][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1625 | Reco 0.1625 | Nsdr 6.105\r\n",
      "[2022-09-09 13:25:54,095][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1615 | Reco 0.1615 | Nsdr 6.190\r\n",
      "[2022-09-09 13:26:46,118][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.7 sec/it | Loss 0.1742 | Reco 0.1742 | Nsdr 5.528\r\n",
      "[2022-09-09 13:27:00,586][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 5.783\r\n",
      "[2022-09-09 13:27:20,605][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 6.001\r\n",
      "[2022-09-09 13:27:36,747][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 6.089\r\n",
      "[2022-09-09 13:28:30,239][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 11.1 sec/it | Loss 0.1742 | Reco 0.1742 | Nsdr 5.530\r\n",
      "[2022-09-09 13:28:44,711][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1644 | Reco 0.1644 | Nsdr 5.772\r\n",
      "[2022-09-09 13:29:04,690][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1643 | Reco 0.1643 | Nsdr 6.004\r\n",
      "[2022-09-09 13:29:20,784][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.090\r\n",
      "[2022-09-09 13:29:30,912][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1627 | Reco=0.1627 | Nsdr=6.062 | Best=0.1627 | Bname=ema_batch_1 | Penalty=228.8999\u001b[0m\r\n",
      "[2022-09-09 13:29:30,912][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1627\u001b[0m\r\n",
      "[2022-09-09 13:29:36,325][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 13:29:36,326][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 14:15:23,497][demucs.solver][INFO] - Train | Epoch 14 | 1164/4656 | 0.42 it/sec | Loss 0.1008 | Reco 0.0986 | Grad 0.0990 | Penalty 224.4159\r\n",
      "[2022-09-09 15:01:02,247][demucs.solver][INFO] - Train | Epoch 14 | 2328/4656 | 0.42 it/sec | Loss 0.1004 | Reco 0.0981 | Grad 0.0987 | Penalty 226.4750\r\n",
      "[2022-09-09 15:46:49,984][demucs.solver][INFO] - Train | Epoch 14 | 3492/4656 | 0.42 it/sec | Loss 0.1001 | Reco 0.0979 | Grad 0.0979 | Penalty 226.6317\r\n",
      "[2022-09-09 16:32:27,141][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.1000 | Reco=0.0977 | Grad=0.0979 | Penalty=226.5871\u001b[0m\r\n",
      "[2022-09-09 16:32:27,142][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 16:32:27,142][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 16:33:13,101][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.4 sec/it | Loss 0.1896 | Reco 0.1896 | Nsdr 4.925\r\n",
      "[2022-09-09 16:33:27,960][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1755 | Reco 0.1755 | Nsdr 5.261\r\n",
      "[2022-09-09 16:33:47,983][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.1762 | Reco 0.1762 | Nsdr 5.437\r\n",
      "[2022-09-09 16:34:04,198][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.1744 | Reco 0.1744 | Nsdr 5.547\r\n",
      "[2022-09-09 16:34:56,405][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.8 sec/it | Loss 0.1714 | Reco 0.1714 | Nsdr 5.673\r\n",
      "[2022-09-09 16:35:10,928][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1624 | Reco 0.1624 | Nsdr 5.887\r\n",
      "[2022-09-09 16:35:30,889][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1625 | Reco 0.1625 | Nsdr 6.113\r\n",
      "[2022-09-09 16:35:46,972][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1616 | Reco 0.1616 | Nsdr 6.185\r\n",
      "[2022-09-09 16:36:41,233][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.3 sec/it | Loss 0.1717 | Reco 0.1717 | Nsdr 5.669\r\n",
      "[2022-09-09 16:36:55,719][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1623 | Reco 0.1623 | Nsdr 5.894\r\n",
      "[2022-09-09 16:37:15,730][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1624 | Reco 0.1624 | Nsdr 6.106\r\n",
      "[2022-09-09 16:37:31,885][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.198\r\n",
      "[2022-09-09 16:38:23,876][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.7 sec/it | Loss 0.1756 | Reco 0.1756 | Nsdr 5.487\r\n",
      "[2022-09-09 16:38:38,369][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1649 | Reco 0.1649 | Nsdr 5.768\r\n",
      "[2022-09-09 16:38:58,391][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 5.986\r\n",
      "[2022-09-09 16:39:14,567][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1638 | Reco 0.1638 | Nsdr 6.075\r\n",
      "[2022-09-09 16:40:08,384][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.2 sec/it | Loss 0.1758 | Reco 0.1758 | Nsdr 5.468\r\n",
      "[2022-09-09 16:40:22,879][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1651 | Reco 0.1651 | Nsdr 5.751\r\n",
      "[2022-09-09 16:40:42,907][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1651 | Reco 0.1651 | Nsdr 5.968\r\n",
      "[2022-09-09 16:40:59,007][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1640 | Reco 0.1640 | Nsdr 6.062\r\n",
      "[2022-09-09 16:41:09,192][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.1626 | Reco=0.1626 | Nsdr=6.068 | Best=0.1626 | Bname=ema_batch_1 | Penalty=232.7782\u001b[0m\r\n",
      "[2022-09-09 16:41:09,192][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1626\u001b[0m\r\n",
      "[2022-09-09 16:41:14,702][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 16:41:14,703][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 17:27:09,025][demucs.solver][INFO] - Train | Epoch 15 | 1164/4656 | 0.42 it/sec | Loss 0.1017 | Reco 0.0994 | Grad 0.0984 | Penalty 230.2923\r\n",
      "[2022-09-09 18:12:45,471][demucs.solver][INFO] - Train | Epoch 15 | 2328/4656 | 0.42 it/sec | Loss 0.1006 | Reco 0.0982 | Grad 0.0958 | Penalty 235.8216\r\n",
      "[2022-09-09 18:58:20,353][demucs.solver][INFO] - Train | Epoch 15 | 3492/4656 | 0.42 it/sec | Loss 0.1005 | Reco 0.0981 | Grad 0.0985 | Penalty 243.7820\r\n",
      "[2022-09-09 19:43:59,301][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.1002 | Reco=0.0978 | Grad=0.0970 | Penalty=243.1293\u001b[0m\r\n",
      "[2022-09-09 19:43:59,302][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 19:43:59,302][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 19:44:42,733][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.8 sec/it | Loss 0.1844 | Reco 0.1844 | Nsdr 5.139\r\n",
      "[2022-09-09 19:44:57,245][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1695 | Reco 0.1695 | Nsdr 5.520\r\n",
      "[2022-09-09 19:45:17,251][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1689 | Reco 0.1689 | Nsdr 5.769\r\n",
      "[2022-09-09 19:45:33,339][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1677 | Reco 0.1677 | Nsdr 5.854\r\n",
      "[2022-09-09 19:46:24,707][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.6 sec/it | Loss 0.1757 | Reco 0.1757 | Nsdr 5.518\r\n",
      "[2022-09-09 19:46:39,122][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1645 | Reco 0.1645 | Nsdr 5.812\r\n",
      "[2022-09-09 19:46:59,149][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1645 | Reco 0.1645 | Nsdr 6.015\r\n",
      "[2022-09-09 19:47:15,240][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.098\r\n",
      "[2022-09-09 19:48:07,197][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.7 sec/it | Loss 0.1724 | Reco 0.1724 | Nsdr 5.656\r\n",
      "[2022-09-09 19:48:21,669][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 5.898\r\n",
      "[2022-09-09 19:48:41,766][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1627 | Reco 0.1627 | Nsdr 6.101\r\n",
      "[2022-09-09 19:48:57,819][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1616 | Reco 0.1616 | Nsdr 6.188\r\n",
      "[2022-09-09 19:49:51,663][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 11.2 sec/it | Loss 0.1756 | Reco 0.1756 | Nsdr 5.483\r\n",
      "[2022-09-09 19:50:06,404][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 5.772\r\n",
      "[2022-09-09 19:50:26,521][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 5.989\r\n",
      "[2022-09-09 19:50:42,605][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.088\r\n",
      "[2022-09-09 19:51:35,306][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.9 sec/it | Loss 0.1758 | Reco 0.1758 | Nsdr 5.475\r\n",
      "[2022-09-09 19:51:49,715][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1651 | Reco 0.1651 | Nsdr 5.754\r\n",
      "[2022-09-09 19:52:09,826][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 5.992\r\n",
      "[2022-09-09 19:52:25,904][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1637 | Reco 0.1637 | Nsdr 6.083\r\n",
      "[2022-09-09 19:52:36,042][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.1628 | Reco=0.1628 | Nsdr=6.061 | Best=0.1626 | Bname=ema_batch_1 | Penalty=236.2042\u001b[0m\r\n",
      "[2022-09-09 19:52:41,168][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 19:52:41,171][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 20:38:21,728][demucs.solver][INFO] - Train | Epoch 16 | 1164/4656 | 0.43 it/sec | Loss 0.0996 | Reco 0.0973 | Grad 0.0969 | Penalty 231.2039\r\n",
      "[2022-09-09 21:24:03,940][demucs.solver][INFO] - Train | Epoch 16 | 2328/4656 | 0.42 it/sec | Loss 0.0995 | Reco 0.0972 | Grad 0.0973 | Penalty 231.2926\r\n",
      "[2022-09-09 22:09:47,145][demucs.solver][INFO] - Train | Epoch 16 | 3492/4656 | 0.42 it/sec | Loss 0.0988 | Reco 0.0965 | Grad 0.0964 | Penalty 231.3141\r\n",
      "[2022-09-09 22:55:21,193][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.0991 | Reco=0.0968 | Grad=0.0967 | Penalty=231.3734\u001b[0m\r\n",
      "[2022-09-09 22:55:21,193][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 22:55:21,194][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-09 22:56:05,684][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.0 sec/it | Loss 0.1846 | Reco 0.1846 | Nsdr 5.178\r\n",
      "[2022-09-09 22:56:20,381][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1726 | Reco 0.1726 | Nsdr 5.473\r\n",
      "[2022-09-09 22:56:40,337][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1720 | Reco 0.1720 | Nsdr 5.702\r\n",
      "[2022-09-09 22:56:56,369][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1710 | Reco 0.1710 | Nsdr 5.777\r\n",
      "[2022-09-09 22:57:48,492][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.8 sec/it | Loss 0.1718 | Reco 0.1718 | Nsdr 5.657\r\n",
      "[2022-09-09 22:58:02,962][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 5.863\r\n",
      "[2022-09-09 22:58:22,976][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.073\r\n",
      "[2022-09-09 22:58:38,942][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 6.142\r\n",
      "[2022-09-09 22:59:33,229][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.3 sec/it | Loss 0.1718 | Reco 0.1718 | Nsdr 5.675\r\n",
      "[2022-09-09 22:59:47,618][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1625 | Reco 0.1625 | Nsdr 5.901\r\n",
      "[2022-09-09 23:00:07,554][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1627 | Reco 0.1627 | Nsdr 6.111\r\n",
      "[2022-09-09 23:00:23,592][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1617 | Reco 0.1617 | Nsdr 6.191\r\n",
      "[2022-09-09 23:01:16,136][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.9 sec/it | Loss 0.1755 | Reco 0.1755 | Nsdr 5.506\r\n",
      "[2022-09-09 23:01:30,581][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 5.788\r\n",
      "[2022-09-09 23:01:50,577][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1645 | Reco 0.1645 | Nsdr 6.015\r\n",
      "[2022-09-09 23:02:06,615][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.099\r\n",
      "[2022-09-09 23:02:58,604][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.7 sec/it | Loss 0.1757 | Reco 0.1757 | Nsdr 5.495\r\n",
      "[2022-09-09 23:03:13,082][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1649 | Reco 0.1649 | Nsdr 5.774\r\n",
      "[2022-09-09 23:03:33,060][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 6.006\r\n",
      "[2022-09-09 23:03:49,121][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 6.092\r\n",
      "[2022-09-09 23:03:59,232][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.1629 | Reco=0.1629 | Nsdr=6.065 | Best=0.1626 | Bname=ema_batch_1 | Penalty=234.0588\u001b[0m\r\n",
      "[2022-09-09 23:04:03,687][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-09 23:04:03,689][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-09 23:49:44,218][demucs.solver][INFO] - Train | Epoch 17 | 1164/4656 | 0.43 it/sec | Loss 0.0996 | Reco 0.0973 | Grad 0.0950 | Penalty 230.6029\r\n",
      "[2022-09-10 00:35:18,458][demucs.solver][INFO] - Train | Epoch 17 | 2328/4656 | 0.43 it/sec | Loss 0.0992 | Reco 0.0968 | Grad 0.0937 | Penalty 230.9707\r\n",
      "[2022-09-10 01:20:54,710][demucs.solver][INFO] - Train | Epoch 17 | 3492/4656 | 0.43 it/sec | Loss 0.0989 | Reco 0.0966 | Grad 0.0942 | Penalty 230.3304\r\n",
      "[2022-09-10 02:06:33,783][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.0988 | Reco=0.0965 | Grad=0.0942 | Penalty=230.1090\u001b[0m\r\n",
      "[2022-09-10 02:06:33,783][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 02:06:33,783][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-10 02:07:17,857][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.9 sec/it | Loss 0.1793 | Reco 0.1793 | Nsdr 5.390\r\n",
      "[2022-09-10 02:07:32,316][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1693 | Reco 0.1693 | Nsdr 5.612\r\n",
      "[2022-09-10 02:07:52,244][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1689 | Reco 0.1689 | Nsdr 5.857\r\n",
      "[2022-09-10 02:08:08,360][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1673 | Reco 0.1673 | Nsdr 5.966\r\n",
      "[2022-09-10 02:09:02,628][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.3 sec/it | Loss 0.1726 | Reco 0.1726 | Nsdr 5.642\r\n",
      "[2022-09-10 02:09:17,054][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 5.861\r\n",
      "[2022-09-10 02:09:37,052][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.096\r\n",
      "[2022-09-10 02:09:53,214][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1620 | Reco 0.1620 | Nsdr 6.176\r\n",
      "[2022-09-10 02:10:46,664][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.0 sec/it | Loss 0.1718 | Reco 0.1718 | Nsdr 5.682\r\n",
      "[2022-09-10 02:11:01,305][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1622 | Reco 0.1622 | Nsdr 5.911\r\n",
      "[2022-09-10 02:11:21,408][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1624 | Reco 0.1624 | Nsdr 6.117\r\n",
      "[2022-09-10 02:11:37,527][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1615 | Reco 0.1615 | Nsdr 6.197\r\n",
      "[2022-09-10 02:12:30,839][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.0 sec/it | Loss 0.1746 | Reco 0.1746 | Nsdr 5.544\r\n",
      "[2022-09-10 02:12:45,539][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 5.814\r\n",
      "[2022-09-10 02:13:05,623][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1640 | Reco 0.1640 | Nsdr 6.033\r\n",
      "[2022-09-10 02:13:21,758][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.126\r\n",
      "[2022-09-10 02:14:14,147][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.8 sec/it | Loss 0.1752 | Reco 0.1752 | Nsdr 5.517\r\n",
      "[2022-09-10 02:14:28,665][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 5.787\r\n",
      "[2022-09-10 02:14:48,694][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 6.009\r\n",
      "[2022-09-10 02:15:04,810][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.101\r\n",
      "[2022-09-10 02:15:14,926][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.1627 | Reco=0.1627 | Nsdr=6.068 | Best=0.1626 | Bname=ema_batch_1 | Penalty=234.3671\u001b[0m\r\n",
      "[2022-09-10 02:15:19,387][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 02:15:19,390][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-10 03:01:14,294][demucs.solver][INFO] - Train | Epoch 18 | 1164/4656 | 0.42 it/sec | Loss 0.0983 | Reco 0.0960 | Grad 0.0936 | Penalty 232.8275\r\n",
      "[2022-09-10 03:46:57,151][demucs.solver][INFO] - Train | Epoch 18 | 2328/4656 | 0.42 it/sec | Loss 0.0989 | Reco 0.0966 | Grad 0.0934 | Penalty 231.2746\r\n",
      "[2022-09-10 04:32:34,313][demucs.solver][INFO] - Train | Epoch 18 | 3492/4656 | 0.42 it/sec | Loss 0.0989 | Reco 0.0966 | Grad 0.0935 | Penalty 230.2050\r\n",
      "[2022-09-10 05:18:19,315][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.0988 | Reco=0.0965 | Grad=0.0938 | Penalty=230.3223\u001b[0m\r\n",
      "[2022-09-10 05:18:19,315][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 05:18:19,316][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-10 05:19:04,297][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 11.1 sec/it | Loss 0.1797 | Reco 0.1797 | Nsdr 5.337\r\n",
      "[2022-09-10 05:19:19,037][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1692 | Reco 0.1692 | Nsdr 5.589\r\n",
      "[2022-09-10 05:19:39,051][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.850\r\n",
      "[2022-09-10 05:19:55,434][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1667 | Reco 0.1667 | Nsdr 5.953\r\n",
      "[2022-09-10 05:20:47,612][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1745 | Reco 0.1745 | Nsdr 5.574\r\n",
      "[2022-09-10 05:21:02,100][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 5.818\r\n",
      "[2022-09-10 05:21:22,060][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 6.077\r\n",
      "[2022-09-10 05:21:38,141][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1623 | Reco 0.1623 | Nsdr 6.169\r\n",
      "[2022-09-10 05:22:32,465][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 11.3 sec/it | Loss 0.1713 | Reco 0.1713 | Nsdr 5.705\r\n",
      "[2022-09-10 05:22:47,774][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1625 | Reco 0.1625 | Nsdr 5.905\r\n",
      "[2022-09-10 05:23:08,189][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.12 it/sec | Loss 0.1622 | Reco 0.1622 | Nsdr 6.141\r\n",
      "[2022-09-10 05:23:24,303][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.13 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.222\r\n",
      "[2022-09-10 05:24:17,684][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 11.0 sec/it | Loss 0.1746 | Reco 0.1746 | Nsdr 5.555\r\n",
      "[2022-09-10 05:24:33,039][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 5.825\r\n",
      "[2022-09-10 05:24:53,455][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1639 | Reco 0.1639 | Nsdr 6.047\r\n",
      "[2022-09-10 05:25:09,504][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 6.142\r\n",
      "[2022-09-10 05:26:01,550][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1753 | Reco 0.1753 | Nsdr 5.521\r\n",
      "[2022-09-10 05:26:16,074][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 5.791\r\n",
      "[2022-09-10 05:26:36,109][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1645 | Reco 0.1645 | Nsdr 6.017\r\n",
      "[2022-09-10 05:26:52,280][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.113\r\n",
      "[2022-09-10 05:27:02,444][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.1624 | Reco=0.1624 | Nsdr=6.095 | Best=0.1624 | Bname=ema_batch_1 | Penalty=236.6320\u001b[0m\r\n",
      "[2022-09-10 05:27:02,444][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1624\u001b[0m\r\n",
      "[2022-09-10 05:27:07,753][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 05:27:07,753][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-10 06:12:55,640][demucs.solver][INFO] - Train | Epoch 19 | 1164/4656 | 0.42 it/sec | Loss 0.0993 | Reco 0.0970 | Grad 0.0975 | Penalty 232.0356\r\n",
      "[2022-09-10 06:58:27,516][demucs.solver][INFO] - Train | Epoch 19 | 2328/4656 | 0.43 it/sec | Loss 0.0991 | Reco 0.0968 | Grad 0.0945 | Penalty 233.1772\r\n",
      "[2022-09-10 07:44:03,694][demucs.solver][INFO] - Train | Epoch 19 | 3492/4656 | 0.43 it/sec | Loss 0.0986 | Reco 0.0963 | Grad 0.0956 | Penalty 234.1887\r\n",
      "[2022-09-10 08:29:35,999][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.0988 | Reco=0.0965 | Grad=0.0952 | Penalty=233.7349\u001b[0m\r\n",
      "[2022-09-10 08:29:36,000][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 08:29:36,000][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-10 08:30:19,775][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.8 sec/it | Loss 0.1729 | Reco 0.1729 | Nsdr 5.595\r\n",
      "[2022-09-10 08:30:34,189][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1681 | Reco 0.1681 | Nsdr 5.644\r\n",
      "[2022-09-10 08:30:54,236][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1691 | Reco 0.1691 | Nsdr 5.850\r\n",
      "[2022-09-10 08:31:10,367][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1688 | Reco 0.1688 | Nsdr 5.898\r\n",
      "[2022-09-10 08:32:04,191][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.2 sec/it | Loss 0.1702 | Reco 0.1702 | Nsdr 5.759\r\n",
      "[2022-09-10 08:32:19,468][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1617 | Reco 0.1617 | Nsdr 5.941\r\n",
      "[2022-09-10 08:32:40,644][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.12 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.170\r\n",
      "[2022-09-10 08:32:57,768][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.13 it/sec | Loss 0.1606 | Reco 0.1606 | Nsdr 6.259\r\n",
      "[2022-09-10 08:33:51,172][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.9 sec/it | Loss 0.1708 | Reco 0.1708 | Nsdr 5.734\r\n",
      "[2022-09-10 08:34:05,631][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1620 | Reco 0.1620 | Nsdr 5.932\r\n",
      "[2022-09-10 08:34:25,648][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.164\r\n",
      "[2022-09-10 08:34:41,746][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1607 | Reco 0.1607 | Nsdr 6.251\r\n",
      "[2022-09-10 08:35:33,920][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.8 sec/it | Loss 0.1731 | Reco 0.1731 | Nsdr 5.623\r\n",
      "[2022-09-10 08:35:48,382][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 5.854\r\n",
      "[2022-09-10 08:36:08,519][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.082\r\n",
      "[2022-09-10 08:36:24,628][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1623 | Reco 0.1623 | Nsdr 6.171\r\n",
      "[2022-09-10 08:37:17,250][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.9 sec/it | Loss 0.1738 | Reco 0.1738 | Nsdr 5.585\r\n",
      "[2022-09-10 08:37:31,735][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 5.822\r\n",
      "[2022-09-10 08:37:51,776][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 6.046\r\n",
      "[2022-09-10 08:38:07,946][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.135\r\n",
      "[2022-09-10 08:38:18,103][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.1619 | Reco=0.1619 | Nsdr=6.122 | Best=0.1619 | Bname=ema_batch_0 | Penalty=236.7761\u001b[0m\r\n",
      "[2022-09-10 08:38:18,103][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1619\u001b[0m\r\n",
      "[2022-09-10 08:38:25,160][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 08:38:25,160][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-10 09:24:42,502][demucs.solver][INFO] - Train | Epoch 20 | 1164/4656 | 0.42 it/sec | Loss 0.1283 | Reco 0.1206 | Grad 0.1965 | Penalty 765.8889\r\n",
      "[2022-09-10 10:10:49,566][demucs.solver][INFO] - Train | Epoch 20 | 2328/4656 | 0.42 it/sec | Loss 0.1175 | Reco 0.1112 | Grad 0.1516 | Penalty 627.2093\r\n",
      "[2022-09-10 10:57:05,972][demucs.solver][INFO] - Train | Epoch 20 | 3492/4656 | 0.42 it/sec | Loss 0.1124 | Reco 0.1069 | Grad 0.1336 | Penalty 546.6371\r\n",
      "[2022-09-10 11:43:15,352][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.1094 | Reco=0.1045 | Grad=0.1255 | Penalty=493.5563\u001b[0m\r\n",
      "[2022-09-10 11:43:15,352][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 11:43:15,352][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-10 11:43:59,203][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.9 sec/it | Loss 0.1724 | Reco 0.1724 | Nsdr 5.529\r\n",
      "[2022-09-10 11:44:13,594][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1638 | Reco 0.1638 | Nsdr 5.756\r\n",
      "[2022-09-10 11:44:33,665][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1664 | Reco 0.1664 | Nsdr 5.884\r\n",
      "[2022-09-10 11:44:49,902][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1659 | Reco 0.1659 | Nsdr 5.944\r\n",
      "[2022-09-10 11:45:43,767][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 11.2 sec/it | Loss 0.1793 | Reco 0.1793 | Nsdr 5.351\r\n",
      "[2022-09-10 11:45:58,257][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1678 | Reco 0.1678 | Nsdr 5.625\r\n",
      "[2022-09-10 11:46:18,309][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1676 | Reco 0.1676 | Nsdr 5.866\r\n",
      "[2022-09-10 11:46:34,532][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1665 | Reco 0.1665 | Nsdr 5.941\r\n",
      "[2022-09-10 11:47:27,765][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 11.0 sec/it | Loss 0.1898 | Reco 0.1898 | Nsdr 4.940\r\n",
      "[2022-09-10 11:47:42,261][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1756 | Reco 0.1756 | Nsdr 5.269\r\n",
      "[2022-09-10 11:48:02,377][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1754 | Reco 0.1754 | Nsdr 5.499\r\n",
      "[2022-09-10 11:48:18,357][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1750 | Reco 0.1750 | Nsdr 5.543\r\n",
      "[2022-09-10 11:49:11,159][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.9 sec/it | Loss 0.1761 | Reco 0.1761 | Nsdr 5.498\r\n",
      "[2022-09-10 11:49:25,573][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1652 | Reco 0.1652 | Nsdr 5.762\r\n",
      "[2022-09-10 11:49:45,482][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 6.012\r\n",
      "[2022-09-10 11:50:01,528][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 6.096\r\n",
      "[2022-09-10 11:50:53,408][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.7 sec/it | Loss 0.1755 | Reco 0.1755 | Nsdr 5.513\r\n",
      "[2022-09-10 11:51:07,894][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1647 | Reco 0.1647 | Nsdr 5.786\r\n",
      "[2022-09-10 11:51:27,814][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 6.035\r\n",
      "[2022-09-10 11:51:43,868][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.131\r\n",
      "[2022-09-10 11:51:53,973][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.1642 | Reco=0.1642 | Nsdr=6.010 | Best=0.1619 | Bname=ema_epoch_1 | Penalty=320.5002\u001b[0m\r\n",
      "[2022-09-10 11:51:53,974][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 11:51:53,974][demucs.solver][INFO] - Evaluating on the test set...\r\n",
      "[2022-09-10 11:52:33,938][demucs.evaluate][INFO] - Eval | 2/10 | 12.8 sec/it\r\n",
      "[2022-09-10 11:53:01,097][demucs.evaluate][INFO] - Eval | 4/10 | 13.1 sec/it\r\n",
      "[2022-09-10 11:53:32,361][demucs.evaluate][INFO] - Eval | 6/10 | 13.8 sec/it\r\n",
      "[2022-09-10 11:54:02,874][demucs.evaluate][INFO] - Eval | 8/10 | 14.2 sec/it\r\n",
      "[2022-09-10 12:05:37,917][demucs.evaluate][INFO] - Eval (BSS) | 2/10 | 227.5 sec/it\r\n",
      "[2022-09-10 12:11:44,232][demucs.evaluate][INFO] - Eval (BSS) | 4/10 | 209.7 sec/it\r\n",
      "[2022-09-10 12:19:13,172][demucs.evaluate][INFO] - Eval (BSS) | 6/10 | 213.9 sec/it\r\n",
      "[2022-09-10 12:27:11,248][demucs.evaluate][INFO] - Eval (BSS) | 8/10 | 219.5 sec/it\r\n",
      "[2022-09-10 12:29:08,848][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.617 | Nsdr=5.081 | Sdr_drums=6.515 | Nsdr_drums=6.499 | Sdr_bass=3.877 | Nsdr_bass=4.260 | Sdr_other=2.372 | Nsdr_other=3.010 | Sdr_vocals=5.705 | Nsdr_vocals=6.553\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "run_path = Main_path + 'demucs-main/demucs-main/outputs/xps/a68eaf9b/train.log'\n",
    "!cat $run_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4af3cb34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2022-09-10 16:18:02,526][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354e6\r\n",
      "[2022-09-10 16:18:02,541][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-10 16:18:11,530][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-10 16:18:11,790][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/a68eaf9b/checkpoint.th\r\n",
      "[2022-09-10 16:18:15,479][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 16:18:15,479][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-10 17:04:02,439][demucs.solver][INFO] - Train | Epoch 1 | 1164/4656 | 0.42 it/sec | Loss 0.0976 | Reco 0.0954 | Grad 0.0919 | Penalty 224.8514\r\n",
      "[2022-09-10 17:50:25,535][demucs.solver][INFO] - Train | Epoch 1 | 2328/4656 | 0.42 it/sec | Loss 0.0975 | Reco 0.0953 | Grad 0.0922 | Penalty 226.2894\r\n",
      "[2022-09-10 18:36:15,368][demucs.solver][INFO] - Train | Epoch 1 | 3492/4656 | 0.42 it/sec | Loss 0.0980 | Reco 0.0958 | Grad 0.0929 | Penalty 227.4343\r\n",
      "[2022-09-10 19:23:09,277][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.0980 | Reco=0.0957 | Grad=0.0925 | Penalty=228.2751\u001b[0m\r\n",
      "[2022-09-10 19:23:09,278][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 19:23:09,278][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-10 19:23:59,638][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 12.5 sec/it | Loss 0.1776 | Reco 0.1776 | Nsdr 5.424\r\n",
      "[2022-09-10 19:24:14,447][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.11 it/sec | Loss 0.1689 | Reco 0.1689 | Nsdr 5.608\r\n",
      "[2022-09-10 19:24:34,847][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1698 | Reco 0.1698 | Nsdr 5.770\r\n",
      "[2022-09-10 19:24:51,351][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1684 | Reco 0.1684 | Nsdr 5.857\r\n",
      "[2022-09-10 19:25:52,703][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 13.0 sec/it | Loss 0.1729 | Reco 0.1729 | Nsdr 5.652\r\n",
      "[2022-09-10 19:26:08,000][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.10 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 5.876\r\n",
      "[2022-09-10 19:26:28,334][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.11 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.084\r\n",
      "[2022-09-10 19:26:44,848][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.12 it/sec | Loss 0.1620 | Reco 0.1620 | Nsdr 6.185\r\n",
      "[2022-09-10 19:27:42,058][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.9 sec/it | Loss 0.1727 | Reco 0.1727 | Nsdr 5.653\r\n",
      "[2022-09-10 19:27:56,841][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.11 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 5.889\r\n",
      "[2022-09-10 19:28:17,210][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.102\r\n",
      "[2022-09-10 19:28:33,751][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1616 | Reco 0.1616 | Nsdr 6.202\r\n",
      "[2022-09-10 19:29:30,951][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.9 sec/it | Loss 0.1769 | Reco 0.1769 | Nsdr 5.458\r\n",
      "[2022-09-10 19:29:45,914][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.11 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.637\r\n",
      "[2022-09-10 19:30:06,536][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1693 | Reco 0.1693 | Nsdr 5.796\r\n",
      "[2022-09-10 19:30:23,092][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1679 | Reco 0.1679 | Nsdr 5.877\r\n",
      "[2022-09-10 19:31:20,287][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.9 sec/it | Loss 0.1767 | Reco 0.1767 | Nsdr 5.463\r\n",
      "[2022-09-10 19:31:35,203][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.11 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.637\r\n",
      "[2022-09-10 19:31:55,853][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1693 | Reco 0.1693 | Nsdr 5.789\r\n",
      "[2022-09-10 19:32:12,513][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1680 | Reco 0.1680 | Nsdr 5.869\r\n",
      "[2022-09-10 19:32:22,952][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1628 | Reco=0.1628 | Nsdr=6.070 | Best=0.1628 | Bname=ema_batch_1 | Penalty=235.9101\u001b[0m\r\n",
      "[2022-09-10 19:32:22,954][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1628\u001b[0m\r\n",
      "[2022-09-10 19:32:25,653][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 19:32:25,654][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-10 20:18:29,008][demucs.solver][INFO] - Train | Epoch 2 | 1164/4656 | 0.42 it/sec | Loss 0.0993 | Reco 0.0969 | Grad 0.0966 | Penalty 234.3612\r\n",
      "[2022-09-10 21:04:02,111][demucs.solver][INFO] - Train | Epoch 2 | 2328/4656 | 0.42 it/sec | Loss 0.0984 | Reco 0.0960 | Grad 0.0940 | Penalty 233.6044\r\n",
      "[2022-09-10 21:49:50,424][demucs.solver][INFO] - Train | Epoch 2 | 3492/4656 | 0.42 it/sec | Loss 0.0986 | Reco 0.0962 | Grad 0.0934 | Penalty 235.0617\r\n",
      "[2022-09-10 22:36:19,283][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.0986 | Reco=0.0962 | Grad=0.0930 | Penalty=235.5921\u001b[0m\r\n",
      "[2022-09-10 22:36:19,284][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 22:36:19,284][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-10 22:37:07,348][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.9 sec/it | Loss 0.1806 | Reco 0.1806 | Nsdr 5.356\r\n",
      "[2022-09-10 22:37:22,426][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.11 it/sec | Loss 0.1682 | Reco 0.1682 | Nsdr 5.664\r\n",
      "[2022-09-10 22:37:42,838][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1687 | Reco 0.1687 | Nsdr 5.835\r\n",
      "[2022-09-10 22:37:59,250][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1680 | Reco 0.1680 | Nsdr 5.885\r\n",
      "[2022-09-10 22:38:54,638][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.6 sec/it | Loss 0.1687 | Reco 0.1687 | Nsdr 5.829\r\n",
      "[2022-09-10 22:39:09,296][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.11 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.006\r\n",
      "[2022-09-10 22:39:29,569][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1607 | Reco 0.1607 | Nsdr 6.206\r\n",
      "[2022-09-10 22:39:45,987][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.277\r\n",
      "[2022-09-10 22:40:41,453][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.5 sec/it | Loss 0.1701 | Reco 0.1701 | Nsdr 5.767\r\n",
      "[2022-09-10 22:40:56,120][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 5.974\r\n",
      "[2022-09-10 22:41:16,448][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.178\r\n",
      "[2022-09-10 22:41:32,875][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1601 | Reco 0.1601 | Nsdr 6.265\r\n",
      "[2022-09-10 22:42:28,097][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.5 sec/it | Loss 0.1755 | Reco 0.1755 | Nsdr 5.562\r\n",
      "[2022-09-10 22:42:42,799][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1652 | Reco 0.1652 | Nsdr 5.803\r\n",
      "[2022-09-10 22:43:03,149][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1658 | Reco 0.1658 | Nsdr 5.973\r\n",
      "[2022-09-10 22:43:19,508][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 6.048\r\n",
      "[2022-09-10 22:44:13,816][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.2 sec/it | Loss 0.1757 | Reco 0.1757 | Nsdr 5.554\r\n",
      "[2022-09-10 22:44:28,492][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1653 | Reco 0.1653 | Nsdr 5.800\r\n",
      "[2022-09-10 22:44:48,811][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1658 | Reco 0.1658 | Nsdr 5.973\r\n",
      "[2022-09-10 22:45:05,217][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1648 | Reco 0.1648 | Nsdr 6.040\r\n",
      "[2022-09-10 22:45:15,581][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1613 | Reco=0.1613 | Nsdr=6.130 | Best=0.1613 | Bname=ema_batch_0 | Penalty=239.2919\u001b[0m\r\n",
      "[2022-09-10 22:45:15,581][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1613\u001b[0m\r\n",
      "[2022-09-10 22:45:21,667][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-10 22:45:21,668][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-10 23:32:11,439][demucs.solver][INFO] - Train | Epoch 3 | 1164/4656 | 0.41 it/sec | Loss 0.0973 | Reco 0.0949 | Grad 0.0949 | Penalty 233.4713\r\n",
      "[2022-09-11 00:18:27,038][demucs.solver][INFO] - Train | Epoch 3 | 2328/4656 | 0.42 it/sec | Loss 0.0980 | Reco 0.0956 | Grad 0.0946 | Penalty 234.0039\r\n",
      "[2022-09-11 01:04:21,227][demucs.solver][INFO] - Train | Epoch 3 | 3492/4656 | 0.42 it/sec | Loss 0.0981 | Reco 0.0958 | Grad 0.0938 | Penalty 234.0390\r\n",
      "[2022-09-11 01:50:34,448][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.0977 | Reco=0.0954 | Grad=0.0928 | Penalty=234.2222\u001b[0m\r\n",
      "[2022-09-11 01:50:34,448][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 01:50:34,449][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 01:51:20,394][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.4 sec/it | Loss 0.1787 | Reco 0.1787 | Nsdr 5.342\r\n",
      "[2022-09-11 01:51:35,093][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1694 | Reco 0.1694 | Nsdr 5.577\r\n",
      "[2022-09-11 01:51:55,462][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1693 | Reco 0.1693 | Nsdr 5.812\r\n",
      "[2022-09-11 01:52:11,855][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1677 | Reco 0.1677 | Nsdr 5.914\r\n",
      "[2022-09-11 01:53:06,131][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.3 sec/it | Loss 0.1693 | Reco 0.1693 | Nsdr 5.785\r\n",
      "[2022-09-11 01:53:20,780][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 5.989\r\n",
      "[2022-09-11 01:53:41,050][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.163\r\n",
      "[2022-09-11 01:53:57,659][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1605 | Reco 0.1605 | Nsdr 6.230\r\n",
      "[2022-09-11 01:54:56,893][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 12.5 sec/it | Loss 0.1696 | Reco 0.1696 | Nsdr 5.778\r\n",
      "[2022-09-11 01:55:11,691][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.11 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 5.993\r\n",
      "[2022-09-11 01:55:31,967][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.194\r\n",
      "[2022-09-11 01:55:48,283][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.275\r\n",
      "[2022-09-11 01:56:44,062][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.6 sec/it | Loss 0.1739 | Reco 0.1739 | Nsdr 5.631\r\n",
      "[2022-09-11 01:56:58,771][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.11 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 5.859\r\n",
      "[2022-09-11 01:57:19,046][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1645 | Reco 0.1645 | Nsdr 6.052\r\n",
      "[2022-09-11 01:57:35,425][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.126\r\n",
      "[2022-09-11 01:58:30,176][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.3 sec/it | Loss 0.1737 | Reco 0.1737 | Nsdr 5.630\r\n",
      "[2022-09-11 01:58:44,817][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 5.856\r\n",
      "[2022-09-11 01:59:05,107][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1644 | Reco 0.1644 | Nsdr 6.052\r\n",
      "[2022-09-11 01:59:21,554][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 6.132\r\n",
      "[2022-09-11 01:59:31,828][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1613 | Reco=0.1613 | Nsdr=6.134 | Best=0.1613 | Bname=ema_batch_1 | Penalty=238.4808\u001b[0m\r\n",
      "[2022-09-11 01:59:31,828][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1613\u001b[0m\r\n",
      "[2022-09-11 01:59:37,639][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 01:59:37,640][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 02:45:48,893][demucs.solver][INFO] - Train | Epoch 4 | 1164/4656 | 0.42 it/sec | Loss 0.0973 | Reco 0.0950 | Grad 0.0900 | Penalty 232.1319\r\n",
      "[2022-09-11 03:31:40,311][demucs.solver][INFO] - Train | Epoch 4 | 2328/4656 | 0.42 it/sec | Loss 0.0974 | Reco 0.0951 | Grad 0.0901 | Penalty 231.4427\r\n",
      "[2022-09-11 04:18:17,981][demucs.solver][INFO] - Train | Epoch 4 | 3492/4656 | 0.42 it/sec | Loss 0.0978 | Reco 0.0955 | Grad 0.0909 | Penalty 231.6475\r\n",
      "[2022-09-11 05:04:45,155][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.0973 | Reco=0.0950 | Grad=0.0912 | Penalty=232.4990\u001b[0m\r\n",
      "[2022-09-11 05:04:45,155][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 05:04:45,155][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 05:05:33,802][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 12.1 sec/it | Loss 0.1836 | Reco 0.1836 | Nsdr 5.240\r\n",
      "[2022-09-11 05:05:48,938][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.11 it/sec | Loss 0.1706 | Reco 0.1706 | Nsdr 5.583\r\n",
      "[2022-09-11 05:06:09,351][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1713 | Reco 0.1713 | Nsdr 5.739\r\n",
      "[2022-09-11 05:06:25,789][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1690 | Reco 0.1690 | Nsdr 5.868\r\n",
      "[2022-09-11 05:07:22,350][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.8 sec/it | Loss 0.1732 | Reco 0.1732 | Nsdr 5.649\r\n",
      "[2022-09-11 05:07:37,784][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.11 it/sec | Loss 0.1625 | Reco 0.1625 | Nsdr 5.914\r\n",
      "[2022-09-11 05:07:58,324][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 6.108\r\n",
      "[2022-09-11 05:08:14,725][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1614 | Reco 0.1614 | Nsdr 6.201\r\n",
      "[2022-09-11 05:09:09,460][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.3 sec/it | Loss 0.1705 | Reco 0.1705 | Nsdr 5.749\r\n",
      "[2022-09-11 05:09:24,168][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 5.980\r\n",
      "[2022-09-11 05:09:44,667][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.189\r\n",
      "[2022-09-11 05:10:01,198][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.274\r\n",
      "[2022-09-11 05:10:56,122][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.4 sec/it | Loss 0.1735 | Reco 0.1735 | Nsdr 5.644\r\n",
      "[2022-09-11 05:11:11,101][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1637 | Reco 0.1637 | Nsdr 5.886\r\n",
      "[2022-09-11 05:11:32,006][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 6.079\r\n",
      "[2022-09-11 05:11:48,804][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 6.171\r\n",
      "[2022-09-11 05:12:44,487][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.5 sec/it | Loss 0.1732 | Reco 0.1732 | Nsdr 5.654\r\n",
      "[2022-09-11 05:12:59,217][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 5.886\r\n",
      "[2022-09-11 05:13:19,540][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1640 | Reco 0.1640 | Nsdr 6.078\r\n",
      "[2022-09-11 05:13:35,950][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 6.172\r\n",
      "[2022-09-11 05:13:46,224][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1614 | Reco=0.1614 | Nsdr=6.129 | Best=0.1613 | Bname=ema_batch_1 | Penalty=239.0826\u001b[0m\r\n",
      "[2022-09-11 05:13:50,670][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 05:13:50,673][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 06:00:25,711][demucs.solver][INFO] - Train | Epoch 5 | 1164/4656 | 0.42 it/sec | Loss 0.0974 | Reco 0.0950 | Grad 0.0919 | Penalty 233.1127\r\n",
      "[2022-09-11 06:46:31,653][demucs.solver][INFO] - Train | Epoch 5 | 2328/4656 | 0.42 it/sec | Loss 0.0977 | Reco 0.0954 | Grad 0.0932 | Penalty 232.8416\r\n",
      "[2022-09-11 07:31:45,941][demucs.solver][INFO] - Train | Epoch 5 | 3492/4656 | 0.42 it/sec | Loss 0.0971 | Reco 0.0947 | Grad 0.0928 | Penalty 233.6097\r\n",
      "[2022-09-11 08:17:02,309][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.0972 | Reco=0.0948 | Grad=0.0924 | Penalty=233.9507\u001b[0m\r\n",
      "[2022-09-11 08:17:02,309][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 08:17:02,309][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 08:17:46,888][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.1 sec/it | Loss 0.1791 | Reco 0.1791 | Nsdr 5.362\r\n",
      "[2022-09-11 08:18:01,408][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1683 | Reco 0.1683 | Nsdr 5.615\r\n",
      "[2022-09-11 08:18:21,482][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1677 | Reco 0.1677 | Nsdr 5.847\r\n",
      "[2022-09-11 08:18:37,698][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1664 | Reco 0.1664 | Nsdr 5.935\r\n",
      "[2022-09-11 08:19:30,912][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.0 sec/it | Loss 0.1705 | Reco 0.1705 | Nsdr 5.751\r\n",
      "[2022-09-11 08:19:45,434][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 5.973\r\n",
      "[2022-09-11 08:20:05,556][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.176\r\n",
      "[2022-09-11 08:20:21,791][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.249\r\n",
      "[2022-09-11 08:21:15,173][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.1 sec/it | Loss 0.1692 | Reco 0.1692 | Nsdr 5.799\r\n",
      "[2022-09-11 08:21:29,639][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.003\r\n",
      "[2022-09-11 08:21:49,698][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1607 | Reco 0.1607 | Nsdr 6.203\r\n",
      "[2022-09-11 08:22:05,861][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.284\r\n",
      "[2022-09-11 08:22:58,605][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.9 sec/it | Loss 0.1718 | Reco 0.1718 | Nsdr 5.706\r\n",
      "[2022-09-11 08:23:13,099][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 5.918\r\n",
      "[2022-09-11 08:23:33,055][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.111\r\n",
      "[2022-09-11 08:23:49,180][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1617 | Reco 0.1617 | Nsdr 6.201\r\n",
      "[2022-09-11 08:24:41,863][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.9 sec/it | Loss 0.1720 | Reco 0.1720 | Nsdr 5.696\r\n",
      "[2022-09-11 08:24:56,473][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 5.912\r\n",
      "[2022-09-11 08:25:16,676][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1631 | Reco 0.1631 | Nsdr 6.113\r\n",
      "[2022-09-11 08:25:32,918][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.198\r\n",
      "[2022-09-11 08:25:43,183][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1612 | Reco=0.1612 | Nsdr=6.144 | Best=0.1612 | Bname=ema_batch_1 | Penalty=240.0603\u001b[0m\r\n",
      "[2022-09-11 08:25:43,183][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1612\u001b[0m\r\n",
      "[2022-09-11 08:25:48,860][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 08:25:48,860][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 09:11:19,429][demucs.solver][INFO] - Train | Epoch 6 | 1164/4656 | 0.43 it/sec | Loss 0.0978 | Reco 0.0954 | Grad 0.0908 | Penalty 236.8109\r\n",
      "[2022-09-11 09:56:35,975][demucs.solver][INFO] - Train | Epoch 6 | 2328/4656 | 0.43 it/sec | Loss 0.0971 | Reco 0.0947 | Grad 0.0912 | Penalty 235.7951\r\n",
      "[2022-09-11 10:42:28,833][demucs.solver][INFO] - Train | Epoch 6 | 3492/4656 | 0.43 it/sec | Loss 0.0969 | Reco 0.0945 | Grad 0.0909 | Penalty 235.8188\r\n",
      "[2022-09-11 11:28:06,349][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.0967 | Reco=0.0943 | Grad=0.0908 | Penalty=235.9014\u001b[0m\r\n",
      "[2022-09-11 11:28:06,350][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 11:28:06,350][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 11:28:51,145][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.1 sec/it | Loss 0.1726 | Reco 0.1726 | Nsdr 5.660\r\n",
      "[2022-09-11 11:29:05,618][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1638 | Reco 0.1638 | Nsdr 5.822\r\n",
      "[2022-09-11 11:29:25,681][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1638 | Reco 0.1638 | Nsdr 6.048\r\n",
      "[2022-09-11 11:29:41,844][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 6.091\r\n",
      "[2022-09-11 11:30:35,186][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.1 sec/it | Loss 0.1705 | Reco 0.1705 | Nsdr 5.735\r\n",
      "[2022-09-11 11:30:49,639][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 5.984\r\n",
      "[2022-09-11 11:31:09,678][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.184\r\n",
      "[2022-09-11 11:31:25,820][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1601 | Reco 0.1601 | Nsdr 6.260\r\n",
      "[2022-09-11 11:32:20,422][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.4 sec/it | Loss 0.1694 | Reco 0.1694 | Nsdr 5.799\r\n",
      "[2022-09-11 11:32:35,218][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.020\r\n",
      "[2022-09-11 11:32:55,216][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.12 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.229\r\n",
      "[2022-09-11 11:33:11,351][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.13 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.301\r\n",
      "[2022-09-11 11:34:03,724][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.8 sec/it | Loss 0.1697 | Reco 0.1697 | Nsdr 5.797\r\n",
      "[2022-09-11 11:34:18,255][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 5.984\r\n",
      "[2022-09-11 11:34:38,341][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.194\r\n",
      "[2022-09-11 11:34:54,513][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.267\r\n",
      "[2022-09-11 11:35:47,552][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.9 sec/it | Loss 0.1694 | Reco 0.1694 | Nsdr 5.808\r\n",
      "[2022-09-11 11:36:02,024][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 5.988\r\n",
      "[2022-09-11 11:36:22,063][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.193\r\n",
      "[2022-09-11 11:36:38,153][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.265\r\n",
      "[2022-09-11 11:36:48,353][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1610 | Reco=0.1610 | Nsdr=6.159 | Best=0.1610 | Bname=ema_batch_1 | Penalty=241.6552\u001b[0m\r\n",
      "[2022-09-11 11:36:48,353][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1610\u001b[0m\r\n",
      "[2022-09-11 11:36:54,239][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 11:36:54,240][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 12:22:39,027][demucs.solver][INFO] - Train | Epoch 7 | 1164/4656 | 0.42 it/sec | Loss 0.0956 | Reco 0.0932 | Grad 0.0943 | Penalty 237.7833\r\n",
      "[2022-09-11 13:08:31,262][demucs.solver][INFO] - Train | Epoch 7 | 2328/4656 | 0.42 it/sec | Loss 0.0971 | Reco 0.0947 | Grad 0.0948 | Penalty 238.5511\r\n",
      "[2022-09-11 13:54:57,073][demucs.solver][INFO] - Train | Epoch 7 | 3492/4656 | 0.42 it/sec | Loss 0.0973 | Reco 0.0949 | Grad 0.0944 | Penalty 238.9342\r\n",
      "[2022-09-11 14:40:54,885][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.0970 | Reco=0.0946 | Grad=0.0932 | Penalty=238.8025\u001b[0m\r\n",
      "[2022-09-11 14:40:54,886][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 14:40:54,886][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 14:41:41,521][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.6 sec/it | Loss 0.1787 | Reco 0.1787 | Nsdr 5.407\r\n",
      "[2022-09-11 14:41:56,391][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.11 it/sec | Loss 0.1679 | Reco 0.1679 | Nsdr 5.656\r\n",
      "[2022-09-11 14:42:16,539][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.12 it/sec | Loss 0.1672 | Reco 0.1672 | Nsdr 5.905\r\n",
      "[2022-09-11 14:42:32,858][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.13 it/sec | Loss 0.1657 | Reco 0.1657 | Nsdr 6.007\r\n",
      "[2022-09-11 14:43:28,132][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.5 sec/it | Loss 0.1680 | Reco 0.1680 | Nsdr 5.874\r\n",
      "[2022-09-11 14:43:42,683][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.039\r\n",
      "[2022-09-11 14:44:02,832][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.12 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.232\r\n",
      "[2022-09-11 14:44:18,994][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.13 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.295\r\n",
      "[2022-09-11 14:45:11,769][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.9 sec/it | Loss 0.1678 | Reco 0.1678 | Nsdr 5.868\r\n",
      "[2022-09-11 14:45:26,376][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.062\r\n",
      "[2022-09-11 14:45:46,518][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.254\r\n",
      "[2022-09-11 14:46:02,710][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.321\r\n",
      "[2022-09-11 14:46:56,286][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.1 sec/it | Loss 0.1696 | Reco 0.1696 | Nsdr 5.810\r\n",
      "[2022-09-11 14:47:10,848][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1609 | Reco 0.1609 | Nsdr 5.996\r\n",
      "[2022-09-11 14:47:30,964][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1611 | Reco 0.1611 | Nsdr 6.205\r\n",
      "[2022-09-11 14:47:47,168][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.283\r\n",
      "[2022-09-11 14:48:39,715][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.8 sec/it | Loss 0.1696 | Reco 0.1696 | Nsdr 5.811\r\n",
      "[2022-09-11 14:48:54,349][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.002\r\n",
      "[2022-09-11 14:49:14,453][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1611 | Reco 0.1611 | Nsdr 6.205\r\n",
      "[2022-09-11 14:49:30,661][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1601 | Reco 0.1601 | Nsdr 6.280\r\n",
      "[2022-09-11 14:49:40,883][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1604 | Reco=0.1604 | Nsdr=6.177 | Best=0.1604 | Bname=ema_batch_1 | Penalty=242.8168\u001b[0m\r\n",
      "[2022-09-11 14:49:40,884][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1604\u001b[0m\r\n",
      "[2022-09-11 14:49:45,898][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 14:49:45,899][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 15:35:46,863][demucs.solver][INFO] - Train | Epoch 8 | 1164/4656 | 0.42 it/sec | Loss 0.0960 | Reco 0.0937 | Grad 0.0951 | Penalty 238.3396\r\n",
      "[2022-09-11 16:21:50,754][demucs.solver][INFO] - Train | Epoch 8 | 2328/4656 | 0.42 it/sec | Loss 0.0971 | Reco 0.0948 | Grad 0.0930 | Penalty 238.2273\r\n",
      "[2022-09-11 17:08:15,244][demucs.solver][INFO] - Train | Epoch 8 | 3492/4656 | 0.42 it/sec | Loss 0.0966 | Reco 0.0942 | Grad 0.0935 | Penalty 239.5691\r\n",
      "[2022-09-11 17:55:29,663][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.0966 | Reco=0.0942 | Grad=0.0946 | Penalty=239.6425\u001b[0m\r\n",
      "[2022-09-11 17:55:29,664][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 17:55:29,664][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 17:56:14,593][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.1 sec/it | Loss 0.1681 | Reco 0.1681 | Nsdr 5.796\r\n",
      "[2022-09-11 17:56:29,145][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 5.942\r\n",
      "[2022-09-11 17:56:49,165][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1639 | Reco 0.1639 | Nsdr 6.019\r\n",
      "[2022-09-11 17:57:05,277][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 6.060\r\n",
      "[2022-09-11 17:57:58,160][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1683 | Reco 0.1683 | Nsdr 5.844\r\n",
      "[2022-09-11 17:58:12,610][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.033\r\n",
      "[2022-09-11 17:58:32,623][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.178\r\n",
      "[2022-09-11 17:58:48,767][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.258\r\n",
      "[2022-09-11 17:59:41,418][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.9 sec/it | Loss 0.1677 | Reco 0.1677 | Nsdr 5.881\r\n",
      "[2022-09-11 17:59:55,886][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1593 | Reco 0.1593 | Nsdr 6.070\r\n",
      "[2022-09-11 18:00:15,920][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.249\r\n",
      "[2022-09-11 18:00:32,099][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.324\r\n",
      "[2022-09-11 18:01:24,650][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.9 sec/it | Loss 0.1679 | Reco 0.1679 | Nsdr 5.875\r\n",
      "[2022-09-11 18:01:39,145][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.051\r\n",
      "[2022-09-11 18:01:59,233][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.227\r\n",
      "[2022-09-11 18:02:15,366][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.292\r\n",
      "[2022-09-11 18:03:07,298][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.7 sec/it | Loss 0.1684 | Reco 0.1684 | Nsdr 5.853\r\n",
      "[2022-09-11 18:03:21,805][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.036\r\n",
      "[2022-09-11 18:03:41,890][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1607 | Reco 0.1607 | Nsdr 6.215\r\n",
      "[2022-09-11 18:03:58,094][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.284\r\n",
      "[2022-09-11 18:04:08,274][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1603 | Reco=0.1603 | Nsdr=6.188 | Best=0.1603 | Bname=ema_batch_1 | Penalty=245.5708\u001b[0m\r\n",
      "[2022-09-11 18:04:08,276][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1603\u001b[0m\r\n",
      "[2022-09-11 18:04:14,015][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 18:04:14,016][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 18:50:25,057][demucs.solver][INFO] - Train | Epoch 9 | 1164/4656 | 0.42 it/sec | Loss 0.0968 | Reco 0.0944 | Grad 0.0942 | Penalty 239.2515\r\n",
      "[2022-09-11 19:36:23,990][demucs.solver][INFO] - Train | Epoch 9 | 2328/4656 | 0.42 it/sec | Loss 0.0963 | Reco 0.0939 | Grad 0.0911 | Penalty 237.7482\r\n",
      "[2022-09-11 20:22:06,501][demucs.solver][INFO] - Train | Epoch 9 | 3492/4656 | 0.42 it/sec | Loss 0.0961 | Reco 0.0937 | Grad 0.0910 | Penalty 239.0498\r\n",
      "[2022-09-11 21:08:54,640][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.0958 | Reco=0.0934 | Grad=0.0912 | Penalty=238.8204\u001b[0m\r\n",
      "[2022-09-11 21:08:54,640][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 21:08:54,640][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-11 21:09:40,809][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.4 sec/it | Loss 0.1839 | Reco 0.1839 | Nsdr 5.189\r\n",
      "[2022-09-11 21:09:55,519][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1723 | Reco 0.1723 | Nsdr 5.487\r\n",
      "[2022-09-11 21:10:15,919][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1714 | Reco 0.1714 | Nsdr 5.714\r\n",
      "[2022-09-11 21:10:32,348][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1693 | Reco 0.1693 | Nsdr 5.832\r\n",
      "[2022-09-11 21:11:30,142][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.2 sec/it | Loss 0.1683 | Reco 0.1683 | Nsdr 5.834\r\n",
      "[2022-09-11 21:11:45,441][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.021\r\n",
      "[2022-09-11 21:12:05,854][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1606 | Reco 0.1606 | Nsdr 6.191\r\n",
      "[2022-09-11 21:12:22,258][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.279\r\n",
      "[2022-09-11 21:13:18,165][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.6 sec/it | Loss 0.1679 | Reco 0.1679 | Nsdr 5.860\r\n",
      "[2022-09-11 21:13:32,988][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.061\r\n",
      "[2022-09-11 21:13:53,387][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.243\r\n",
      "[2022-09-11 21:14:09,966][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.324\r\n",
      "[2022-09-11 21:15:06,403][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.7 sec/it | Loss 0.1688 | Reco 0.1688 | Nsdr 5.833\r\n",
      "[2022-09-11 21:15:21,164][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.036\r\n",
      "[2022-09-11 21:15:41,660][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.220\r\n",
      "[2022-09-11 21:15:58,239][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.292\r\n",
      "[2022-09-11 21:16:53,670][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.5 sec/it | Loss 0.1690 | Reco 0.1690 | Nsdr 5.830\r\n",
      "[2022-09-11 21:17:08,334][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.027\r\n",
      "[2022-09-11 21:17:28,696][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1606 | Reco 0.1606 | Nsdr 6.217\r\n",
      "[2022-09-11 21:17:45,082][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.289\r\n",
      "[2022-09-11 21:17:55,494][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1601 | Reco=0.1601 | Nsdr=6.193 | Best=0.1601 | Bname=ema_batch_1 | Penalty=243.7046\u001b[0m\r\n",
      "[2022-09-11 21:17:55,495][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1601\u001b[0m\r\n",
      "[2022-09-11 21:18:01,670][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-11 21:18:01,671][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-11 22:06:01,402][demucs.solver][INFO] - Train | Epoch 10 | 1164/4656 | 0.40 it/sec | Loss 0.0964 | Reco 0.0940 | Grad 0.0909 | Penalty 237.6833\r\n",
      "[2022-09-11 22:53:39,525][demucs.solver][INFO] - Train | Epoch 10 | 2328/4656 | 0.41 it/sec | Loss 0.0958 | Reco 0.0934 | Grad 0.0901 | Penalty 237.5920\r\n",
      "[2022-09-11 23:40:42,343][demucs.solver][INFO] - Train | Epoch 10 | 3492/4656 | 0.41 it/sec | Loss 0.0959 | Reco 0.0936 | Grad 0.0907 | Penalty 237.8739\r\n",
      "[2022-09-12 00:31:33,783][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.0955 | Reco=0.0931 | Grad=0.0904 | Penalty=238.0518\u001b[0m\r\n",
      "[2022-09-12 00:31:33,784][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 00:31:33,784][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 00:32:33,325][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 14.8 sec/it | Loss 0.1780 | Reco 0.1780 | Nsdr 5.427\r\n",
      "[2022-09-12 00:32:49,655][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 10.8 sec/it | Loss 0.1684 | Reco 0.1684 | Nsdr 5.646\r\n",
      "[2022-09-12 00:33:11,933][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.10 it/sec | Loss 0.1701 | Reco 0.1701 | Nsdr 5.754\r\n",
      "[2022-09-12 00:33:29,894][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.11 it/sec | Loss 0.1681 | Reco 0.1681 | Nsdr 5.877\r\n",
      "[2022-09-12 00:34:36,671][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 14.1 sec/it | Loss 0.1686 | Reco 0.1686 | Nsdr 5.855\r\n",
      "[2022-09-12 00:34:52,519][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 10.3 sec/it | Loss 0.1607 | Reco 0.1607 | Nsdr 6.016\r\n",
      "[2022-09-12 00:35:14,187][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.11 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.209\r\n",
      "[2022-09-12 00:35:31,913][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.299\r\n",
      "[2022-09-12 00:36:42,570][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 15.0 sec/it | Loss 0.1671 | Reco 0.1671 | Nsdr 5.906\r\n",
      "[2022-09-12 00:36:58,235][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 10.8 sec/it | Loss 0.1589 | Reco 0.1589 | Nsdr 6.087\r\n",
      "[2022-09-12 00:37:19,787][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.10 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.266\r\n",
      "[2022-09-12 00:37:37,252][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.11 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.346\r\n",
      "[2022-09-12 00:38:45,808][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 14.5 sec/it | Loss 0.1690 | Reco 0.1690 | Nsdr 5.830\r\n",
      "[2022-09-12 00:39:02,046][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 10.6 sec/it | Loss 0.1604 | Reco 0.1604 | Nsdr 6.024\r\n",
      "[2022-09-12 00:39:24,068][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.10 it/sec | Loss 0.1607 | Reco 0.1607 | Nsdr 6.212\r\n",
      "[2022-09-12 00:39:41,218][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.11 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.289\r\n",
      "[2022-09-12 00:40:48,443][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 14.2 sec/it | Loss 0.1695 | Reco 0.1695 | Nsdr 5.807\r\n",
      "[2022-09-12 00:41:03,565][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 10.3 sec/it | Loss 0.1606 | Reco 0.1606 | Nsdr 6.010\r\n",
      "[2022-09-12 00:41:24,404][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.11 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.197\r\n",
      "[2022-09-12 00:41:41,398][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.12 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.281\r\n",
      "[2022-09-12 00:41:52,174][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1597 | Reco=0.1597 | Nsdr=6.216 | Best=0.1597 | Bname=ema_batch_1 | Penalty=244.8525\u001b[0m\r\n",
      "[2022-09-12 00:41:52,175][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1597\u001b[0m\r\n",
      "[2022-09-12 00:42:01,261][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 00:42:01,262][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 01:31:42,542][demucs.solver][INFO] - Train | Epoch 11 | 1164/4656 | 0.39 it/sec | Loss 0.0956 | Reco 0.0932 | Grad 0.0922 | Penalty 237.8448\r\n",
      "[2022-09-12 02:21:46,868][demucs.solver][INFO] - Train | Epoch 11 | 2328/4656 | 0.39 it/sec | Loss 0.0959 | Reco 0.0935 | Grad 0.0915 | Penalty 237.5604\r\n",
      "[2022-09-12 03:11:48,746][demucs.solver][INFO] - Train | Epoch 11 | 3492/4656 | 0.39 it/sec | Loss 0.0964 | Reco 0.0940 | Grad 0.0931 | Penalty 240.6371\r\n",
      "[2022-09-12 04:01:39,123][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.0962 | Reco=0.0938 | Grad=0.0931 | Penalty=241.4326\u001b[0m\r\n",
      "[2022-09-12 04:01:39,124][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 04:01:39,124][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 04:02:31,359][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 12.9 sec/it | Loss 0.1663 | Reco 0.1663 | Nsdr 5.860\r\n",
      "[2022-09-12 04:02:46,701][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.10 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 5.814\r\n",
      "[2022-09-12 04:03:07,733][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.11 it/sec | Loss 0.1659 | Reco 0.1659 | Nsdr 5.969\r\n",
      "[2022-09-12 04:03:24,692][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.12 it/sec | Loss 0.1657 | Reco 0.1657 | Nsdr 6.004\r\n",
      "[2022-09-12 04:04:28,118][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 13.4 sec/it | Loss 0.1682 | Reco 0.1682 | Nsdr 5.864\r\n",
      "[2022-09-12 04:04:43,300][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.10 it/sec | Loss 0.1601 | Reco 0.1601 | Nsdr 6.024\r\n",
      "[2022-09-12 04:05:04,208][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.11 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.245\r\n",
      "[2022-09-12 04:05:21,121][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.12 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.330\r\n",
      "[2022-09-12 04:06:18,564][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 12.0 sec/it | Loss 0.1677 | Reco 0.1677 | Nsdr 5.896\r\n",
      "[2022-09-12 04:06:33,360][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.11 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.067\r\n",
      "[2022-09-12 04:06:53,807][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.280\r\n",
      "[2022-09-12 04:07:10,247][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.13 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.366\r\n",
      "[2022-09-12 04:08:08,084][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 12.1 sec/it | Loss 0.1672 | Reco 0.1672 | Nsdr 5.901\r\n",
      "[2022-09-12 04:08:22,831][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.11 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.060\r\n",
      "[2022-09-12 04:08:43,237][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.12 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.262\r\n",
      "[2022-09-12 04:08:59,700][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.13 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.334\r\n",
      "[2022-09-12 04:09:56,877][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.9 sec/it | Loss 0.1682 | Reco 0.1682 | Nsdr 5.866\r\n",
      "[2022-09-12 04:10:11,641][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.11 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.047\r\n",
      "[2022-09-12 04:10:32,062][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.12 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.252\r\n",
      "[2022-09-12 04:10:48,597][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.324\r\n",
      "[2022-09-12 04:10:59,081][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1597 | Reco=0.1597 | Nsdr=6.235 | Best=0.1597 | Bname=ema_batch_1 | Penalty=247.2812\u001b[0m\r\n",
      "[2022-09-12 04:10:59,081][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1597\u001b[0m\r\n",
      "[2022-09-12 04:11:05,160][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 04:11:05,161][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 05:01:07,282][demucs.solver][INFO] - Train | Epoch 12 | 1164/4656 | 0.39 it/sec | Loss 0.0953 | Reco 0.0928 | Grad 0.0917 | Penalty 242.7881\r\n",
      "[2022-09-12 05:51:45,326][demucs.solver][INFO] - Train | Epoch 12 | 2328/4656 | 0.39 it/sec | Loss 0.0958 | Reco 0.0933 | Grad 0.0900 | Penalty 243.0581\r\n",
      "[2022-09-12 06:41:33,117][demucs.solver][INFO] - Train | Epoch 12 | 3492/4656 | 0.39 it/sec | Loss 0.0962 | Reco 0.0938 | Grad 0.0904 | Penalty 242.3824\r\n",
      "[2022-09-12 07:29:32,854][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.0961 | Reco=0.0937 | Grad=0.0906 | Penalty=242.2743\u001b[0m\r\n",
      "[2022-09-12 07:29:32,855][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 07:29:32,855][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 07:30:21,501][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 12.0 sec/it | Loss 0.1786 | Reco 0.1786 | Nsdr 5.392\r\n",
      "[2022-09-12 07:30:36,478][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.11 it/sec | Loss 0.1666 | Reco 0.1666 | Nsdr 5.712\r\n",
      "[2022-09-12 07:30:57,085][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.12 it/sec | Loss 0.1672 | Reco 0.1672 | Nsdr 5.878\r\n",
      "[2022-09-12 07:31:13,725][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.13 it/sec | Loss 0.1662 | Reco 0.1662 | Nsdr 5.952\r\n",
      "[2022-09-12 07:32:11,953][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 12.2 sec/it | Loss 0.1684 | Reco 0.1684 | Nsdr 5.873\r\n",
      "[2022-09-12 07:32:27,033][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.11 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.058\r\n",
      "[2022-09-12 07:32:47,636][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.269\r\n",
      "[2022-09-12 07:33:04,241][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.13 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.368\r\n",
      "[2022-09-12 07:34:04,222][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 12.6 sec/it | Loss 0.1674 | Reco 0.1674 | Nsdr 5.910\r\n",
      "[2022-09-12 07:34:19,487][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.11 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.079\r\n",
      "[2022-09-12 07:34:40,192][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.12 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.305\r\n",
      "[2022-09-12 07:34:56,826][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.13 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.395\r\n",
      "[2022-09-12 07:35:54,830][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 12.1 sec/it | Loss 0.1673 | Reco 0.1673 | Nsdr 5.904\r\n",
      "[2022-09-12 07:36:09,677][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.11 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.075\r\n",
      "[2022-09-12 07:36:30,270][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.12 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.273\r\n",
      "[2022-09-12 07:36:46,951][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.13 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.341\r\n",
      "[2022-09-12 07:37:45,119][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 12.1 sec/it | Loss 0.1673 | Reco 0.1673 | Nsdr 5.904\r\n",
      "[2022-09-12 07:38:00,079][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.11 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.065\r\n",
      "[2022-09-12 07:38:20,739][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.12 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.269\r\n",
      "[2022-09-12 07:38:37,381][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.13 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.336\r\n",
      "[2022-09-12 07:38:47,939][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1592 | Reco=0.1592 | Nsdr=6.265 | Best=0.1592 | Bname=ema_batch_1 | Penalty=247.8131\u001b[0m\r\n",
      "[2022-09-12 07:38:47,940][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1592\u001b[0m\r\n",
      "[2022-09-12 07:38:53,873][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 07:38:53,874][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 08:27:02,440][demucs.solver][INFO] - Train | Epoch 13 | 1164/4656 | 0.40 it/sec | Loss 73.7359 | Reco 73.7014 | Grad 12687.6877 | Penalty 3455.6477\r\n",
      "[2022-09-12 09:17:02,900][demucs.solver][INFO] - Train | Epoch 13 | 2328/4656 | 0.40 it/sec | Loss 37.0355 | Reco 36.9912 | Grad 6362.3569 | Penalty 4429.8729\r\n",
      "[2022-09-12 10:07:22,601][demucs.solver][INFO] - Train | Epoch 13 | 3492/4656 | 0.39 it/sec | Loss 24.7962 | Reco 24.7497 | Grad 4246.4831 | Penalty 4655.0999\r\n",
      "[2022-09-12 10:57:38,476][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=21.7224 | Reco=21.6750 | Grad=3303.7188 | Penalty=4739.2856\u001b[0m\r\n",
      "[2022-09-12 10:57:38,477][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 10:57:38,478][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 10:58:35,159][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 14.0 sec/it | Loss 0.2875 | Reco 0.2875 | Nsdr 1.154\r\n",
      "[2022-09-12 10:58:50,602][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 10.2 sec/it | Loss 0.2732 | Reco 0.2732 | Nsdr 1.273\r\n",
      "[2022-09-12 10:59:12,147][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.11 it/sec | Loss 0.2812 | Reco 0.2812 | Nsdr 1.305\r\n",
      "[2022-09-12 10:59:29,531][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.12 it/sec | Loss 0.2836 | Reco 0.2836 | Nsdr 1.279\r\n",
      "[2022-09-12 11:00:37,340][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 14.5 sec/it | Loss 0.2960 | Reco 0.2960 | Nsdr 0.910\r\n",
      "[2022-09-12 11:00:53,029][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 10.5 sec/it | Loss 0.2884 | Reco 0.2884 | Nsdr 0.886\r\n",
      "[2022-09-12 11:01:14,431][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.11 it/sec | Loss 0.2972 | Reco 0.2972 | Nsdr 0.914\r\n",
      "[2022-09-12 11:01:31,790][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.12 it/sec | Loss 0.2993 | Reco 0.2993 | Nsdr 0.915\r\n",
      "[2022-09-12 11:02:38,241][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 14.0 sec/it | Loss 0.2673 | Reco 0.2673 | Nsdr 2.011\r\n",
      "[2022-09-12 11:02:54,670][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 10.4 sec/it | Loss 0.2586 | Reco 0.2586 | Nsdr 2.012\r\n",
      "[2022-09-12 11:03:15,582][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.11 it/sec | Loss 0.2625 | Reco 0.2625 | Nsdr 2.173\r\n",
      "[2022-09-12 11:03:32,868][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.12 it/sec | Loss 0.2619 | Reco 0.2619 | Nsdr 2.224\r\n",
      "[2022-09-12 11:04:40,809][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 14.4 sec/it | Loss 0.1963 | Reco 0.1963 | Nsdr 4.691\r\n",
      "[2022-09-12 11:04:56,649][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 10.5 sec/it | Loss 0.1876 | Reco 0.1876 | Nsdr 4.833\r\n",
      "[2022-09-12 11:05:18,096][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.11 it/sec | Loss 0.1895 | Reco 0.1895 | Nsdr 4.965\r\n",
      "[2022-09-12 11:05:35,567][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.12 it/sec | Loss 0.1893 | Reco 0.1893 | Nsdr 5.007\r\n",
      "[2022-09-12 11:06:42,820][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 14.2 sec/it | Loss 0.1850 | Reco 0.1850 | Nsdr 5.125\r\n",
      "[2022-09-12 11:06:58,548][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 10.4 sec/it | Loss 0.1763 | Reco 0.1763 | Nsdr 5.302\r\n",
      "[2022-09-12 11:07:19,537][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.11 it/sec | Loss 0.1781 | Reco 0.1781 | Nsdr 5.426\r\n",
      "[2022-09-12 11:07:36,483][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.12 it/sec | Loss 0.1779 | Reco 0.1779 | Nsdr 5.472\r\n",
      "[2022-09-12 11:07:47,287][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1786 | Reco=0.1786 | Nsdr=5.384 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=5015.7695\u001b[0m\r\n",
      "[2022-09-12 11:07:53,353][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 11:07:53,356][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 11:58:11,844][demucs.solver][INFO] - Train | Epoch 14 | 1164/4656 | 0.39 it/sec | Loss 0.2534 | Reco 0.2043 | Grad 0.3675 | Penalty 4907.9432\r\n",
      "[2022-09-12 12:48:12,714][demucs.solver][INFO] - Train | Epoch 14 | 2328/4656 | 0.39 it/sec | Loss 0.2510 | Reco 0.2029 | Grad 2.6710 | Penalty 4809.3054\r\n",
      "[2022-09-12 13:37:26,267][demucs.solver][INFO] - Train | Epoch 14 | 3492/4656 | 0.39 it/sec | Loss 0.2480 | Reco 0.2008 | Grad 1.8856 | Penalty 4720.0155\r\n",
      "[2022-09-12 14:25:14,940][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.2453 | Reco=0.1990 | Grad=1.5446 | Penalty=4637.9736\u001b[0m\r\n",
      "[2022-09-12 14:25:14,941][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 14:25:14,941][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 14:26:04,534][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 12.3 sec/it | Loss 0.2738 | Reco 0.2738 | Nsdr 1.708\r\n",
      "[2022-09-12 14:26:19,571][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.11 it/sec | Loss 0.2633 | Reco 0.2633 | Nsdr 1.791\r\n",
      "[2022-09-12 14:26:40,205][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.2688 | Reco 0.2688 | Nsdr 1.879\r\n",
      "[2022-09-12 14:26:56,922][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.2704 | Reco 0.2704 | Nsdr 1.851\r\n",
      "[2022-09-12 14:27:55,627][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 12.3 sec/it | Loss 0.2802 | Reco 0.2802 | Nsdr 1.384\r\n",
      "[2022-09-12 14:28:10,533][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.11 it/sec | Loss 0.2655 | Reco 0.2655 | Nsdr 1.539\r\n",
      "[2022-09-12 14:28:31,142][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.2725 | Reco 0.2725 | Nsdr 1.596\r\n",
      "[2022-09-12 14:28:47,759][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.2750 | Reco 0.2750 | Nsdr 1.562\r\n",
      "[2022-09-12 14:29:45,626][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 12.1 sec/it | Loss 0.2977 | Reco 0.2977 | Nsdr 0.960\r\n",
      "[2022-09-12 14:30:00,537][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.11 it/sec | Loss 0.2946 | Reco 0.2946 | Nsdr 0.836\r\n",
      "[2022-09-12 14:30:21,145][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.3022 | Reco 0.3022 | Nsdr 0.906\r\n",
      "[2022-09-12 14:30:37,810][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.3024 | Reco 0.3024 | Nsdr 0.935\r\n",
      "[2022-09-12 14:31:36,184][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 12.2 sec/it | Loss 0.2412 | Reco 0.2412 | Nsdr 3.027\r\n",
      "[2022-09-12 14:31:51,142][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.11 it/sec | Loss 0.2344 | Reco 0.2344 | Nsdr 2.993\r\n",
      "[2022-09-12 14:32:11,647][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.2363 | Reco 0.2363 | Nsdr 3.171\r\n",
      "[2022-09-12 14:32:28,300][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.2363 | Reco 0.2363 | Nsdr 3.201\r\n",
      "[2022-09-12 14:33:26,475][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 12.1 sec/it | Loss 0.2209 | Reco 0.2209 | Nsdr 3.788\r\n",
      "[2022-09-12 14:33:41,448][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.11 it/sec | Loss 0.2126 | Reco 0.2126 | Nsdr 3.857\r\n",
      "[2022-09-12 14:34:01,996][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.2142 | Reco 0.2142 | Nsdr 4.015\r\n",
      "[2022-09-12 14:34:18,641][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.2141 | Reco 0.2141 | Nsdr 4.052\r\n",
      "[2022-09-12 14:34:29,112][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.2146 | Reco=0.2146 | Nsdr=3.987 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=4322.6235\u001b[0m\r\n",
      "[2022-09-12 14:34:34,094][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 14:34:34,098][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 15:23:58,525][demucs.solver][INFO] - Train | Epoch 15 | 1164/4656 | 0.39 it/sec | Loss 0.2363 | Reco 0.1937 | Grad 0.4596 | Penalty 4258.0733\r\n",
      "[2022-09-12 16:12:39,520][demucs.solver][INFO] - Train | Epoch 15 | 2328/4656 | 0.40 it/sec | Loss 0.2340 | Reco 0.1920 | Grad 0.3723 | Penalty 4197.8522\r\n",
      "[2022-09-12 17:00:31,988][demucs.solver][INFO] - Train | Epoch 15 | 3492/4656 | 0.40 it/sec | Loss 0.2322 | Reco 0.1908 | Grad 0.3447 | Penalty 4141.3523\r\n",
      "[2022-09-12 17:48:27,690][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.2311 | Reco=0.1902 | Grad=0.3318 | Penalty=4088.2188\u001b[0m\r\n",
      "[2022-09-12 17:48:27,691][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 17:48:27,691][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 17:49:18,294][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 12.5 sec/it | Loss 0.2719 | Reco 0.2719 | Nsdr 1.747\r\n",
      "[2022-09-12 17:49:33,317][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.11 it/sec | Loss 0.2565 | Reco 0.2565 | Nsdr 1.969\r\n",
      "[2022-09-12 17:49:53,962][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.12 it/sec | Loss 0.2622 | Reco 0.2622 | Nsdr 2.049\r\n",
      "[2022-09-12 17:50:10,656][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.13 it/sec | Loss 0.2645 | Reco 0.2645 | Nsdr 2.002\r\n",
      "[2022-09-12 17:51:10,307][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 12.5 sec/it | Loss 0.2721 | Reco 0.2721 | Nsdr 1.731\r\n",
      "[2022-09-12 17:51:25,244][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.11 it/sec | Loss 0.2572 | Reco 0.2572 | Nsdr 1.942\r\n",
      "[2022-09-12 17:51:45,791][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.12 it/sec | Loss 0.2631 | Reco 0.2631 | Nsdr 2.011\r\n",
      "[2022-09-12 17:52:02,693][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.13 it/sec | Loss 0.2654 | Reco 0.2654 | Nsdr 1.968\r\n",
      "[2022-09-12 17:53:01,594][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 12.3 sec/it | Loss 0.2985 | Reco 0.2985 | Nsdr 0.920\r\n",
      "[2022-09-12 17:53:16,482][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.11 it/sec | Loss 0.2929 | Reco 0.2929 | Nsdr 0.851\r\n",
      "[2022-09-12 17:53:37,140][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.12 it/sec | Loss 0.3016 | Reco 0.3016 | Nsdr 0.880\r\n",
      "[2022-09-12 17:53:53,760][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.13 it/sec | Loss 0.3028 | Reco 0.3028 | Nsdr 0.896\r\n",
      "[2022-09-12 17:54:52,513][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 12.3 sec/it | Loss 0.2668 | Reco 0.2668 | Nsdr 2.034\r\n",
      "[2022-09-12 17:55:07,434][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.11 it/sec | Loss 0.2611 | Reco 0.2611 | Nsdr 1.942\r\n",
      "[2022-09-12 17:55:28,039][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.12 it/sec | Loss 0.2657 | Reco 0.2657 | Nsdr 2.083\r\n",
      "[2022-09-12 17:55:44,718][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.13 it/sec | Loss 0.2656 | Reco 0.2656 | Nsdr 2.113\r\n",
      "[2022-09-12 17:56:43,421][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 12.2 sec/it | Loss 0.2479 | Reco 0.2479 | Nsdr 2.773\r\n",
      "[2022-09-12 17:56:58,393][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.11 it/sec | Loss 0.2413 | Reco 0.2413 | Nsdr 2.722\r\n",
      "[2022-09-12 17:57:19,150][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.12 it/sec | Loss 0.2436 | Reco 0.2436 | Nsdr 2.900\r\n",
      "[2022-09-12 17:57:35,920][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.13 it/sec | Loss 0.2436 | Reco 0.2436 | Nsdr 2.929\r\n",
      "[2022-09-12 17:57:46,427][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.2440 | Reco=0.2440 | Nsdr=2.882 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3881.7766\u001b[0m\r\n",
      "[2022-09-12 17:57:53,063][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 17:57:53,067][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 18:46:01,228][demucs.solver][INFO] - Train | Epoch 16 | 1164/4656 | 0.40 it/sec | Loss 0.2265 | Reco 0.1881 | Grad 0.3013 | Penalty 3837.1783\r\n",
      "[2022-09-12 19:33:52,876][demucs.solver][INFO] - Train | Epoch 16 | 2328/4656 | 0.40 it/sec | Loss 0.2256 | Reco 0.1877 | Grad 0.3303 | Penalty 3796.4922\r\n",
      "[2022-09-12 20:22:07,355][demucs.solver][INFO] - Train | Epoch 16 | 3492/4656 | 0.40 it/sec | Loss 0.2246 | Reco 0.1870 | Grad 0.4147 | Penalty 3759.5219\r\n",
      "[2022-09-12 21:10:30,215][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.2242 | Reco=0.1869 | Grad=0.3888 | Penalty=3723.8168\u001b[0m\r\n",
      "[2022-09-12 21:10:30,215][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 21:10:30,215][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-12 21:11:18,050][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.8 sec/it | Loss 0.2673 | Reco 0.2673 | Nsdr 1.890\r\n",
      "[2022-09-12 21:11:32,888][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.2531 | Reco 0.2531 | Nsdr 2.087\r\n",
      "[2022-09-12 21:11:53,287][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.2592 | Reco 0.2592 | Nsdr 2.158\r\n",
      "[2022-09-12 21:12:09,856][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.2616 | Reco 0.2616 | Nsdr 2.112\r\n",
      "[2022-09-12 21:13:06,797][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.9 sec/it | Loss 0.2686 | Reco 0.2686 | Nsdr 1.849\r\n",
      "[2022-09-12 21:13:21,522][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.2539 | Reco 0.2539 | Nsdr 2.067\r\n",
      "[2022-09-12 21:13:41,938][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.2597 | Reco 0.2597 | Nsdr 2.135\r\n",
      "[2022-09-12 21:13:58,406][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.2619 | Reco 0.2619 | Nsdr 2.095\r\n",
      "[2022-09-12 21:14:55,823][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 12.0 sec/it | Loss 0.2901 | Reco 0.2901 | Nsdr 1.185\r\n",
      "[2022-09-12 21:15:10,688][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.2833 | Reco 0.2833 | Nsdr 1.148\r\n",
      "[2022-09-12 21:15:31,185][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.2916 | Reco 0.2916 | Nsdr 1.177\r\n",
      "[2022-09-12 21:15:47,597][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.2928 | Reco 0.2928 | Nsdr 1.185\r\n",
      "[2022-09-12 21:16:43,264][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.6 sec/it | Loss 0.2798 | Reco 0.2798 | Nsdr 1.578\r\n",
      "[2022-09-12 21:16:58,044][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.2753 | Reco 0.2753 | Nsdr 1.465\r\n",
      "[2022-09-12 21:17:18,411][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.2810 | Reco 0.2810 | Nsdr 1.572\r\n",
      "[2022-09-12 21:17:34,896][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.2813 | Reco 0.2813 | Nsdr 1.585\r\n",
      "[2022-09-12 21:18:31,069][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.7 sec/it | Loss 0.2650 | Reco 0.2650 | Nsdr 2.111\r\n",
      "[2022-09-12 21:18:45,831][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.2593 | Reco 0.2593 | Nsdr 2.022\r\n",
      "[2022-09-12 21:19:06,101][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.2635 | Reco 0.2635 | Nsdr 2.168\r\n",
      "[2022-09-12 21:19:22,547][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.2634 | Reco 0.2634 | Nsdr 2.198\r\n",
      "[2022-09-12 21:19:32,894][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.2608 | Reco=0.2608 | Nsdr=2.087 | Best=0.1592 | Bname=main | Penalty=3582.9067\u001b[0m\r\n",
      "[2022-09-12 21:19:38,152][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-12 21:19:38,155][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-12 22:08:47,871][demucs.solver][INFO] - Train | Epoch 17 | 1164/4656 | 0.40 it/sec | Loss 0.2440 | Reco 0.2085 | Grad 2.8410 | Penalty 3551.4904\r\n",
      "[2022-09-12 22:57:39,375][demucs.solver][INFO] - Train | Epoch 17 | 2328/4656 | 0.40 it/sec | Loss 0.2319 | Reco 0.1967 | Grad 1.5778 | Penalty 3518.9552\r\n",
      "[2022-09-12 23:48:02,634][demucs.solver][INFO] - Train | Epoch 17 | 3492/4656 | 0.39 it/sec | Loss 0.2271 | Reco 0.1922 | Grad 1.1536 | Penalty 3486.1923\r\n",
      "[2022-09-13 00:37:35,899][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.2243 | Reco=0.1898 | Grad=0.9409 | Penalty=3453.8124\u001b[0m\r\n",
      "[2022-09-13 00:37:35,900][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 00:37:35,900][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-13 00:38:33,546][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 14.3 sec/it | Loss 0.2697 | Reco 0.2697 | Nsdr 1.864\r\n",
      "[2022-09-13 00:38:48,798][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 10.3 sec/it | Loss 0.2535 | Reco 0.2535 | Nsdr 2.116\r\n",
      "[2022-09-13 00:39:09,500][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.11 it/sec | Loss 0.2577 | Reco 0.2577 | Nsdr 2.227\r\n",
      "[2022-09-13 00:39:26,497][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.12 it/sec | Loss 0.2598 | Reco 0.2598 | Nsdr 2.190\r\n",
      "[2022-09-13 00:40:22,885][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.7 sec/it | Loss 0.2666 | Reco 0.2666 | Nsdr 1.928\r\n",
      "[2022-09-13 00:40:37,572][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.11 it/sec | Loss 0.2520 | Reco 0.2520 | Nsdr 2.144\r\n",
      "[2022-09-13 00:40:57,998][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.12 it/sec | Loss 0.2571 | Reco 0.2571 | Nsdr 2.228\r\n",
      "[2022-09-13 00:41:14,428][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.13 it/sec | Loss 0.2594 | Reco 0.2594 | Nsdr 2.190\r\n",
      "[2022-09-13 00:42:10,842][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.8 sec/it | Loss 0.2811 | Reco 0.2811 | Nsdr 1.475\r\n",
      "[2022-09-13 00:42:25,587][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.11 it/sec | Loss 0.2721 | Reco 0.2721 | Nsdr 1.500\r\n",
      "[2022-09-13 00:42:45,994][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.12 it/sec | Loss 0.2797 | Reco 0.2797 | Nsdr 1.538\r\n",
      "[2022-09-13 00:43:02,504][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.13 it/sec | Loss 0.2810 | Reco 0.2810 | Nsdr 1.535\r\n",
      "[2022-09-13 00:43:59,507][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.9 sec/it | Loss 0.2892 | Reco 0.2892 | Nsdr 1.279\r\n",
      "[2022-09-13 00:44:14,264][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.11 it/sec | Loss 0.2862 | Reco 0.2862 | Nsdr 1.143\r\n",
      "[2022-09-13 00:44:34,741][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.12 it/sec | Loss 0.2925 | Reco 0.2925 | Nsdr 1.233\r\n",
      "[2022-09-13 00:44:51,213][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.13 it/sec | Loss 0.2926 | Reco 0.2926 | Nsdr 1.253\r\n",
      "[2022-09-13 00:45:46,942][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.6 sec/it | Loss 0.2753 | Reco 0.2753 | Nsdr 1.739\r\n",
      "[2022-09-13 00:46:01,719][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.11 it/sec | Loss 0.2703 | Reco 0.2703 | Nsdr 1.634\r\n",
      "[2022-09-13 00:46:22,365][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.12 it/sec | Loss 0.2757 | Reco 0.2757 | Nsdr 1.753\r\n",
      "[2022-09-13 00:46:38,855][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.13 it/sec | Loss 0.2758 | Reco 0.2758 | Nsdr 1.769\r\n",
      "[2022-09-13 00:46:49,184][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.2587 | Reco=0.2587 | Nsdr=2.157 | Best=0.1592 | Bname=ema_batch_0 | Penalty=3325.1650\u001b[0m\r\n",
      "[2022-09-13 00:46:54,254][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 00:46:54,257][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-13 01:35:28,134][demucs.solver][INFO] - Train | Epoch 18 | 1164/4656 | 0.40 it/sec | Loss 0.2146 | Reco 0.1817 | Grad 0.3443 | Penalty 3293.5626\r\n",
      "[2022-09-13 02:23:54,452][demucs.solver][INFO] - Train | Epoch 18 | 2328/4656 | 0.40 it/sec | Loss 0.2147 | Reco 0.1821 | Grad 0.3265 | Penalty 3262.4761\r\n",
      "[2022-09-13 03:13:49,372][demucs.solver][INFO] - Train | Epoch 18 | 3492/4656 | 0.40 it/sec | Loss 0.2515 | Reco 0.2172 | Grad 21.5848 | Penalty 3423.3944\r\n",
      "[2022-09-13 04:04:13,311][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.2538 | Reco=0.2192 | Grad=16.2084 | Penalty=3461.5649\u001b[0m\r\n",
      "[2022-09-13 04:04:13,312][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 04:04:13,312][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-13 04:05:14,254][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 15.1 sec/it | Loss 0.2995 | Reco 0.2995 | Nsdr 0.340\r\n",
      "[2022-09-13 04:05:30,194][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 10.9 sec/it | Loss 0.2929 | Reco 0.2929 | Nsdr 0.484\r\n",
      "[2022-09-13 04:05:51,746][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.10 it/sec | Loss 0.3026 | Reco 0.3026 | Nsdr 0.323\r\n",
      "[2022-09-13 04:06:09,514][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.11 it/sec | Loss 0.3062 | Reco 0.3062 | Nsdr 0.322\r\n",
      "[2022-09-13 04:07:16,074][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 14.1 sec/it | Loss 6.2534 | Reco 6.2534 | Nsdr -18.410\r\n",
      "[2022-09-13 04:07:31,672][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 10.3 sec/it | Loss 6.1877 | Reco 6.1877 | Nsdr -18.488\r\n",
      "[2022-09-13 04:07:53,153][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.11 it/sec | Loss 6.1639 | Reco 6.1639 | Nsdr -18.320\r\n",
      "[2022-09-13 04:08:10,754][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.12 it/sec | Loss 6.0458 | Reco 6.0458 | Nsdr -18.251\r\n",
      "[2022-09-13 04:09:16,607][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 13.9 sec/it | Loss 0.2923 | Reco 0.2923 | Nsdr 0.908\r\n",
      "[2022-09-13 04:09:32,174][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 10.2 sec/it | Loss 0.2756 | Reco 0.2756 | Nsdr 1.153\r\n",
      "[2022-09-13 04:09:53,559][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.11 it/sec | Loss 0.2844 | Reco 0.2844 | Nsdr 1.170\r\n",
      "[2022-09-13 04:10:11,110][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.12 it/sec | Loss 0.2889 | Reco 0.2889 | Nsdr 1.101\r\n",
      "[2022-09-13 04:11:19,585][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 14.4 sec/it | Loss 0.2916 | Reco 0.2916 | Nsdr 1.065\r\n",
      "[2022-09-13 04:11:35,653][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 10.5 sec/it | Loss 0.2893 | Reco 0.2893 | Nsdr 0.929\r\n",
      "[2022-09-13 04:11:57,541][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.10 it/sec | Loss 0.2975 | Reco 0.2975 | Nsdr 0.978\r\n",
      "[2022-09-13 04:12:15,257][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.11 it/sec | Loss 0.2983 | Reco 0.2983 | Nsdr 1.000\r\n",
      "[2022-09-13 04:13:24,841][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 14.8 sec/it | Loss 0.2809 | Reco 0.2809 | Nsdr 1.458\r\n",
      "[2022-09-13 04:13:40,624][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 10.7 sec/it | Loss 0.2774 | Reco 0.2774 | Nsdr 1.335\r\n",
      "[2022-09-13 04:14:01,766][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.10 it/sec | Loss 0.2838 | Reco 0.2838 | Nsdr 1.425\r\n",
      "[2022-09-13 04:14:19,064][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.11 it/sec | Loss 0.2848 | Reco 0.2848 | Nsdr 1.428\r\n",
      "[2022-09-13 04:14:29,783][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.2856 | Reco=0.2856 | Nsdr=1.393 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3495.1428\u001b[0m\r\n",
      "[2022-09-13 04:14:35,793][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 04:14:35,796][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-13 05:05:08,957][demucs.solver][INFO] - Train | Epoch 19 | 1164/4656 | 0.38 it/sec | Loss 0.2594 | Reco 0.2250 | Grad 0.0619 | Penalty 3432.6960\r\n",
      "[2022-09-13 05:52:16,440][demucs.solver][INFO] - Train | Epoch 19 | 2328/4656 | 0.40 it/sec | Loss 0.2577 | Reco 0.2240 | Grad 0.0625 | Penalty 3379.2483\r\n",
      "[2022-09-13 06:39:06,054][demucs.solver][INFO] - Train | Epoch 19 | 3492/4656 | 0.40 it/sec | Loss 0.2568 | Reco 0.2235 | Grad 0.0634 | Penalty 3331.1961\r\n",
      "[2022-09-13 07:26:20,869][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.2566 | Reco=0.2237 | Grad=0.0643 | Penalty=3287.4950\u001b[0m\r\n",
      "[2022-09-13 07:26:20,870][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 07:26:20,870][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-13 07:27:09,117][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.9 sec/it | Loss 0.2985 | Reco 0.2985 | Nsdr 0.751\r\n",
      "[2022-09-13 07:27:23,946][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.11 it/sec | Loss 0.2905 | Reco 0.2905 | Nsdr 0.764\r\n",
      "[2022-09-13 07:27:44,384][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.12 it/sec | Loss 0.2999 | Reco 0.2999 | Nsdr 0.783\r\n",
      "[2022-09-13 07:28:00,798][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.13 it/sec | Loss 0.3040 | Reco 0.3040 | Nsdr 0.747\r\n",
      "[2022-09-13 07:29:00,012][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 12.5 sec/it | Loss 0.2974 | Reco 0.2974 | Nsdr 0.758\r\n",
      "[2022-09-13 07:29:14,732][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.11 it/sec | Loss 0.2908 | Reco 0.2908 | Nsdr 0.747\r\n",
      "[2022-09-13 07:29:35,090][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.12 it/sec | Loss 0.3006 | Reco 0.3006 | Nsdr 0.763\r\n",
      "[2022-09-13 07:29:51,444][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.13 it/sec | Loss 0.3044 | Reco 0.3044 | Nsdr 0.737\r\n",
      "[2022-09-13 07:30:47,095][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.6 sec/it | Loss 0.3288 | Reco 0.3288 | Nsdr -0.010\r\n",
      "[2022-09-13 07:31:01,854][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.11 it/sec | Loss 0.3266 | Reco 0.3266 | Nsdr -0.268\r\n",
      "[2022-09-13 07:31:22,311][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.12 it/sec | Loss 0.3365 | Reco 0.3365 | Nsdr -0.227\r\n",
      "[2022-09-13 07:31:38,674][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.13 it/sec | Loss 0.3392 | Reco 0.3392 | Nsdr -0.212\r\n",
      "[2022-09-13 07:32:34,181][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.5 sec/it | Loss 0.2940 | Reco 0.2940 | Nsdr 0.904\r\n",
      "[2022-09-13 07:32:48,853][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.2903 | Reco 0.2903 | Nsdr 0.811\r\n",
      "[2022-09-13 07:33:09,267][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.12 it/sec | Loss 0.2995 | Reco 0.2995 | Nsdr 0.834\r\n",
      "[2022-09-13 07:33:25,681][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.13 it/sec | Loss 0.3015 | Reco 0.3015 | Nsdr 0.848\r\n",
      "[2022-09-13 07:34:22,432][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.8 sec/it | Loss 0.2866 | Reco 0.2866 | Nsdr 1.185\r\n",
      "[2022-09-13 07:34:37,190][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.11 it/sec | Loss 0.2843 | Reco 0.2843 | Nsdr 1.045\r\n",
      "[2022-09-13 07:34:57,616][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.12 it/sec | Loss 0.2923 | Reco 0.2923 | Nsdr 1.099\r\n",
      "[2022-09-13 07:35:14,116][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.13 it/sec | Loss 0.2940 | Reco 0.2940 | Nsdr 1.101\r\n",
      "[2022-09-13 07:35:24,465][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.2951 | Reco=0.2951 | Nsdr=1.067 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3120.0105\u001b[0m\r\n",
      "[2022-09-13 07:35:29,928][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 07:35:29,931][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-13 08:23:14,796][demucs.solver][INFO] - Train | Epoch 20 | 1164/4656 | 0.41 it/sec | Loss 0.2541 | Reco 0.2232 | Grad 0.0672 | Penalty 3086.5472\r\n",
      "[2022-09-13 09:10:50,272][demucs.solver][INFO] - Train | Epoch 20 | 2328/4656 | 0.41 it/sec | Loss 0.2541 | Reco 0.2235 | Grad 0.0711 | Penalty 3054.6351\r\n",
      "[2022-09-13 09:58:48,706][demucs.solver][INFO] - Train | Epoch 20 | 3492/4656 | 0.41 it/sec | Loss 0.2532 | Reco 0.2230 | Grad 0.0702 | Penalty 3023.7807\r\n",
      "[2022-09-13 10:46:52,118][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.2526 | Reco=0.2227 | Grad=0.0705 | Penalty=2993.6661\u001b[0m\r\n",
      "[2022-09-13 10:46:52,119][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 10:46:52,119][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-13 10:47:41,894][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 12.3 sec/it | Loss 0.2976 | Reco 0.2976 | Nsdr 0.775\r\n",
      "[2022-09-13 10:47:56,869][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.11 it/sec | Loss 0.2896 | Reco 0.2896 | Nsdr 0.788\r\n",
      "[2022-09-13 10:48:17,596][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.12 it/sec | Loss 0.2993 | Reco 0.2993 | Nsdr 0.802\r\n",
      "[2022-09-13 10:48:34,423][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.13 it/sec | Loss 0.3034 | Reco 0.3034 | Nsdr 0.764\r\n",
      "[2022-09-13 10:49:33,230][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 12.3 sec/it | Loss 0.2975 | Reco 0.2975 | Nsdr 0.785\r\n",
      "[2022-09-13 10:49:48,199][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.11 it/sec | Loss 0.2897 | Reco 0.2897 | Nsdr 0.793\r\n",
      "[2022-09-13 10:50:08,876][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.12 it/sec | Loss 0.2994 | Reco 0.2994 | Nsdr 0.806\r\n",
      "[2022-09-13 10:50:25,657][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.13 it/sec | Loss 0.3034 | Reco 0.3034 | Nsdr 0.770\r\n",
      "[2022-09-13 10:51:25,107][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 12.4 sec/it | Loss 0.3860 | Reco 0.3860 | Nsdr -3.092\r\n",
      "[2022-09-13 10:51:40,006][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.11 it/sec | Loss 0.3710 | Reco 0.3710 | Nsdr -2.915\r\n",
      "[2022-09-13 10:52:00,630][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.12 it/sec | Loss 0.3815 | Reco 0.3815 | Nsdr -2.939\r\n",
      "[2022-09-13 10:52:17,407][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.13 it/sec | Loss 0.3953 | Reco 0.3953 | Nsdr -3.289\r\n",
      "[2022-09-13 10:53:17,729][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 12.7 sec/it | Loss 0.2963 | Reco 0.2963 | Nsdr 0.795\r\n",
      "[2022-09-13 10:53:32,754][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.11 it/sec | Loss 0.2907 | Reco 0.2907 | Nsdr 0.750\r\n",
      "[2022-09-13 10:53:53,349][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.12 it/sec | Loss 0.3005 | Reco 0.3005 | Nsdr 0.761\r\n",
      "[2022-09-13 10:54:10,086][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.13 it/sec | Loss 0.3033 | Reco 0.3033 | Nsdr 0.763\r\n",
      "[2022-09-13 10:55:08,481][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 12.2 sec/it | Loss 0.2918 | Reco 0.2918 | Nsdr 0.972\r\n",
      "[2022-09-13 10:55:23,516][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.11 it/sec | Loss 0.2896 | Reco 0.2896 | Nsdr 0.839\r\n",
      "[2022-09-13 10:55:44,216][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.12 it/sec | Loss 0.2987 | Reco 0.2987 | Nsdr 0.869\r\n",
      "[2022-09-13 10:56:00,883][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.13 it/sec | Loss 0.3007 | Reco 0.3007 | Nsdr 0.877\r\n",
      "[2022-09-13 10:56:11,402][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.3018 | Reco=0.3018 | Nsdr=0.850 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=2874.7092\u001b[0m\r\n",
      "[2022-09-13 10:56:11,402][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-13 10:56:11,402][demucs.solver][INFO] - Evaluating on the test set...\r\n",
      "[2022-09-13 10:56:55,804][demucs.evaluate][INFO] - Eval | 2/10 | 14.2 sec/it\r\n",
      "[2022-09-13 10:57:25,528][demucs.evaluate][INFO] - Eval | 4/10 | 14.5 sec/it\r\n",
      "[2022-09-13 10:58:00,527][demucs.evaluate][INFO] - Eval | 6/10 | 15.3 sec/it\r\n",
      "[2022-09-13 10:58:34,873][demucs.evaluate][INFO] - Eval | 8/10 | 15.7 sec/it\r\n",
      "[2022-09-13 11:13:14,129][demucs.evaluate][INFO] - Eval (BSS) | 2/10 | 288.4 sec/it\r\n",
      "[2022-09-13 11:20:52,076][demucs.evaluate][INFO] - Eval (BSS) | 4/10 | 264.6 sec/it\r\n",
      "[2022-09-13 11:29:50,432][demucs.evaluate][INFO] - Eval (BSS) | 6/10 | 265.9 sec/it\r\n",
      "[2022-09-13 11:39:30,580][demucs.evaluate][INFO] - Eval (BSS) | 8/10 | 271.3 sec/it\r\n",
      "[2022-09-13 11:41:52,132][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.731 | Nsdr=5.182 | Sdr_drums=6.631 | Nsdr_drums=6.545 | Sdr_bass=3.877 | Nsdr_bass=4.323 | Sdr_other=2.541 | Nsdr_other=3.161 | Sdr_vocals=5.875 | Nsdr_vocals=6.700\u001b[0m\r\n",
      "[2022-09-20 15:55:33,535][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354e6\r\n",
      "[2022-09-20 15:55:33,548][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-20 15:55:33,560][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354e6\r\n",
      "[2022-09-20 15:55:33,572][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-20 15:55:38,573][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-20 15:55:38,591][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-20 15:55:38,800][demucs.solver][INFO] - Loading checkpoint model: /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354e6/checkpoint.th\r\n",
      "[2022-09-20 15:55:38,815][demucs.solver][INFO] - Loading checkpoint model: /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354e6/checkpoint.th\r\n",
      "[2022-09-20 15:55:40,731][demucs.solver][INFO] - Replaying metrics from previous run\r\n",
      "[2022-09-20 15:55:40,732][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.0980 | Reco=0.0957 | Grad=0.0925 | Penalty=228.2751\u001b[0m\r\n",
      "[2022-09-20 15:55:40,732][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1628 | Reco=0.1628 | Nsdr=6.070 | Best=0.1628 | Bname=ema_batch_1 | Penalty=235.9101\u001b[0m\r\n",
      "[2022-09-20 15:55:40,732][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.0986 | Reco=0.0962 | Grad=0.0930 | Penalty=235.5921\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1613 | Reco=0.1613 | Nsdr=6.130 | Best=0.1613 | Bname=ema_batch_0 | Penalty=239.2919\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.0977 | Reco=0.0954 | Grad=0.0928 | Penalty=234.2222\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1613 | Reco=0.1613 | Nsdr=6.134 | Best=0.1613 | Bname=ema_batch_1 | Penalty=238.4808\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.0973 | Reco=0.0950 | Grad=0.0912 | Penalty=232.4990\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1614 | Reco=0.1614 | Nsdr=6.129 | Best=0.1613 | Bname=ema_batch_1 | Penalty=239.0826\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.0972 | Reco=0.0948 | Grad=0.0924 | Penalty=233.9507\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1612 | Reco=0.1612 | Nsdr=6.144 | Best=0.1612 | Bname=ema_batch_1 | Penalty=240.0603\u001b[0m\r\n",
      "[2022-09-20 15:55:40,733][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.0967 | Reco=0.0943 | Grad=0.0908 | Penalty=235.9014\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1610 | Reco=0.1610 | Nsdr=6.159 | Best=0.1610 | Bname=ema_batch_1 | Penalty=241.6552\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.0970 | Reco=0.0946 | Grad=0.0932 | Penalty=238.8025\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1604 | Reco=0.1604 | Nsdr=6.177 | Best=0.1604 | Bname=ema_batch_1 | Penalty=242.8168\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.0966 | Reco=0.0942 | Grad=0.0946 | Penalty=239.6425\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1603 | Reco=0.1603 | Nsdr=6.188 | Best=0.1603 | Bname=ema_batch_1 | Penalty=245.5708\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.0958 | Reco=0.0934 | Grad=0.0912 | Penalty=238.8204\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1601 | Reco=0.1601 | Nsdr=6.193 | Best=0.1601 | Bname=ema_batch_1 | Penalty=243.7046\u001b[0m\r\n",
      "[2022-09-20 15:55:40,734][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.0955 | Reco=0.0931 | Grad=0.0904 | Penalty=238.0518\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1597 | Reco=0.1597 | Nsdr=6.216 | Best=0.1597 | Bname=ema_batch_1 | Penalty=244.8525\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.0962 | Reco=0.0938 | Grad=0.0931 | Penalty=241.4326\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1597 | Reco=0.1597 | Nsdr=6.235 | Best=0.1597 | Bname=ema_batch_1 | Penalty=247.2812\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.0961 | Reco=0.0937 | Grad=0.0906 | Penalty=242.2743\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1592 | Reco=0.1592 | Nsdr=6.265 | Best=0.1592 | Bname=ema_batch_1 | Penalty=247.8131\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=21.7224 | Reco=21.6750 | Grad=3303.7188 | Penalty=4739.2856\u001b[0m\r\n",
      "[2022-09-20 15:55:40,735][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1786 | Reco=0.1786 | Nsdr=5.384 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=5015.7695\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.2453 | Reco=0.1990 | Grad=1.5446 | Penalty=4637.9736\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.2146 | Reco=0.2146 | Nsdr=3.987 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=4322.6235\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.2311 | Reco=0.1902 | Grad=0.3318 | Penalty=4088.2188\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.2440 | Reco=0.2440 | Nsdr=2.882 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3881.7766\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.2242 | Reco=0.1869 | Grad=0.3888 | Penalty=3723.8168\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.2608 | Reco=0.2608 | Nsdr=2.087 | Best=0.1592 | Bname=main | Penalty=3582.9067\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.2243 | Reco=0.1898 | Grad=0.9409 | Penalty=3453.8124\u001b[0m\r\n",
      "[2022-09-20 15:55:40,736][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.2587 | Reco=0.2587 | Nsdr=2.157 | Best=0.1592 | Bname=ema_batch_0 | Penalty=3325.1650\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.2538 | Reco=0.2192 | Grad=16.2084 | Penalty=3461.5649\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.2856 | Reco=0.2856 | Nsdr=1.393 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3495.1428\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.2566 | Reco=0.2237 | Grad=0.0643 | Penalty=3287.4950\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.2951 | Reco=0.2951 | Nsdr=1.067 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3120.0105\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.2526 | Reco=0.2227 | Grad=0.0705 | Penalty=2993.6661\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.3018 | Reco=0.3018 | Nsdr=0.850 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=2874.7092\u001b[0m\r\n",
      "[2022-09-20 15:55:40,737][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.731 | Nsdr=5.182 | Sdr_drums=6.631 | Nsdr_drums=6.545 | Sdr_bass=3.877 | Nsdr_bass=4.323 | Sdr_other=2.541 | Nsdr_other=3.161 | Sdr_vocals=5.875 | Nsdr_vocals=6.700\u001b[0m\r\n",
      "[2022-09-20 15:55:40,938][demucs.solver][INFO] - Replaying metrics from previous run\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.0980 | Reco=0.0957 | Grad=0.0925 | Penalty=228.2751\u001b[0m\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1628 | Reco=0.1628 | Nsdr=6.070 | Best=0.1628 | Bname=ema_batch_1 | Penalty=235.9101\u001b[0m\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.0986 | Reco=0.0962 | Grad=0.0930 | Penalty=235.5921\u001b[0m\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1613 | Reco=0.1613 | Nsdr=6.130 | Best=0.1613 | Bname=ema_batch_0 | Penalty=239.2919\u001b[0m\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.0977 | Reco=0.0954 | Grad=0.0928 | Penalty=234.2222\u001b[0m\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1613 | Reco=0.1613 | Nsdr=6.134 | Best=0.1613 | Bname=ema_batch_1 | Penalty=238.4808\u001b[0m\r\n",
      "[2022-09-20 15:55:40,939][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.0973 | Reco=0.0950 | Grad=0.0912 | Penalty=232.4990\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1614 | Reco=0.1614 | Nsdr=6.129 | Best=0.1613 | Bname=ema_batch_1 | Penalty=239.0826\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.0972 | Reco=0.0948 | Grad=0.0924 | Penalty=233.9507\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1612 | Reco=0.1612 | Nsdr=6.144 | Best=0.1612 | Bname=ema_batch_1 | Penalty=240.0603\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.0967 | Reco=0.0943 | Grad=0.0908 | Penalty=235.9014\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1610 | Reco=0.1610 | Nsdr=6.159 | Best=0.1610 | Bname=ema_batch_1 | Penalty=241.6552\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.0970 | Reco=0.0946 | Grad=0.0932 | Penalty=238.8025\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1604 | Reco=0.1604 | Nsdr=6.177 | Best=0.1604 | Bname=ema_batch_1 | Penalty=242.8168\u001b[0m\r\n",
      "[2022-09-20 15:55:40,940][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.0966 | Reco=0.0942 | Grad=0.0946 | Penalty=239.6425\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1603 | Reco=0.1603 | Nsdr=6.188 | Best=0.1603 | Bname=ema_batch_1 | Penalty=245.5708\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.0958 | Reco=0.0934 | Grad=0.0912 | Penalty=238.8204\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1601 | Reco=0.1601 | Nsdr=6.193 | Best=0.1601 | Bname=ema_batch_1 | Penalty=243.7046\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.0955 | Reco=0.0931 | Grad=0.0904 | Penalty=238.0518\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1597 | Reco=0.1597 | Nsdr=6.216 | Best=0.1597 | Bname=ema_batch_1 | Penalty=244.8525\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.0962 | Reco=0.0938 | Grad=0.0931 | Penalty=241.4326\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1597 | Reco=0.1597 | Nsdr=6.235 | Best=0.1597 | Bname=ema_batch_1 | Penalty=247.2812\u001b[0m\r\n",
      "[2022-09-20 15:55:40,941][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.0961 | Reco=0.0937 | Grad=0.0906 | Penalty=242.2743\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1592 | Reco=0.1592 | Nsdr=6.265 | Best=0.1592 | Bname=ema_batch_1 | Penalty=247.8131\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=21.7224 | Reco=21.6750 | Grad=3303.7188 | Penalty=4739.2856\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1786 | Reco=0.1786 | Nsdr=5.384 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=5015.7695\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.2453 | Reco=0.1990 | Grad=1.5446 | Penalty=4637.9736\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.2146 | Reco=0.2146 | Nsdr=3.987 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=4322.6235\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.2311 | Reco=0.1902 | Grad=0.3318 | Penalty=4088.2188\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.2440 | Reco=0.2440 | Nsdr=2.882 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3881.7766\u001b[0m\r\n",
      "[2022-09-20 15:55:40,942][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.2242 | Reco=0.1869 | Grad=0.3888 | Penalty=3723.8168\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.2608 | Reco=0.2608 | Nsdr=2.087 | Best=0.1592 | Bname=main | Penalty=3582.9067\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.2243 | Reco=0.1898 | Grad=0.9409 | Penalty=3453.8124\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.2587 | Reco=0.2587 | Nsdr=2.157 | Best=0.1592 | Bname=ema_batch_0 | Penalty=3325.1650\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.2538 | Reco=0.2192 | Grad=16.2084 | Penalty=3461.5649\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.2856 | Reco=0.2856 | Nsdr=1.393 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3495.1428\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.2566 | Reco=0.2237 | Grad=0.0643 | Penalty=3287.4950\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.2951 | Reco=0.2951 | Nsdr=1.067 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=3120.0105\u001b[0m\r\n",
      "[2022-09-20 15:55:40,943][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.2526 | Reco=0.2227 | Grad=0.0705 | Penalty=2993.6661\u001b[0m\r\n",
      "[2022-09-20 15:55:40,944][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.3018 | Reco=0.3018 | Nsdr=0.850 | Best=0.1592 | Bname=ema_epoch_1 | Penalty=2874.7092\u001b[0m\r\n",
      "[2022-09-20 15:55:40,944][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.731 | Nsdr=5.182 | Sdr_drums=6.631 | Nsdr_drums=6.545 | Sdr_bass=3.877 | Nsdr_bass=4.323 | Sdr_other=2.541 | Nsdr_other=3.161 | Sdr_vocals=5.875 | Nsdr_vocals=6.700\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "run_path = Main_path + 'demucs-main/demucs-main/outputs/xps/538354e6/train.log'\n",
    "!cat $run_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8afda523",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2022-09-20 14:26:11,989][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e\r\n",
      "[2022-09-20 14:26:12,000][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-20 14:26:15,881][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-20 14:26:16,091][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354000000.0/checkpoint.th\r\n",
      "[2022-09-20 14:31:43,156][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e\r\n",
      "[2022-09-20 14:31:43,167][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-20 14:31:47,046][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-20 14:31:47,254][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354000000.0/checkpoint.th\r\n",
      "[2022-09-20 14:32:25,793][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e\r\n",
      "[2022-09-20 14:32:25,803][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-20 14:32:29,620][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-20 14:32:29,856][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354000000.0/checkpoint.th\r\n",
      "[2022-09-21 17:32:07,691][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e\r\n",
      "[2022-09-21 17:32:07,707][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-21 17:32:12,444][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-21 17:32:12,700][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/538354e6/checkpoint.th\r\n",
      "[2022-09-21 17:32:14,016][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-21 17:32:14,016][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-21 18:18:54,721][demucs.solver][INFO] - Train | Epoch 1 | 1164/4656 | 0.42 it/sec | Loss 0.0916 | Reco 0.0894 | Grad 0.3845 | Penalty 216.9484\r\n",
      "[2022-09-21 19:04:51,450][demucs.solver][INFO] - Train | Epoch 1 | 2328/4656 | 0.42 it/sec | Loss 0.0914 | Reco 0.0893 | Grad 0.2291 | Penalty 215.7521\r\n",
      "[2022-09-21 19:50:46,339][demucs.solver][INFO] - Train | Epoch 1 | 3492/4656 | 0.42 it/sec | Loss 0.0917 | Reco 0.0896 | Grad 0.1783 | Penalty 215.1182\r\n",
      "[2022-09-21 20:36:37,994][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.0917 | Reco=0.0895 | Grad=0.1529 | Penalty=214.4221\u001b[0m\r\n",
      "[2022-09-21 20:36:37,994][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-21 20:36:37,994][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-21 20:37:26,066][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.9 sec/it | Loss 0.1713 | Reco 0.1713 | Nsdr 5.765\r\n",
      "[2022-09-21 20:37:40,716][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.11 it/sec | Loss 0.1631 | Reco 0.1631 | Nsdr 5.932\r\n",
      "[2022-09-21 20:38:00,934][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.113\r\n",
      "[2022-09-21 20:38:17,219][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1621 | Reco 0.1621 | Nsdr 6.182\r\n",
      "[2022-09-21 20:39:13,457][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.8 sec/it | Loss 0.1699 | Reco 0.1699 | Nsdr 5.832\r\n",
      "[2022-09-21 20:39:27,990][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.11 it/sec | Loss 0.1611 | Reco 0.1611 | Nsdr 6.027\r\n",
      "[2022-09-21 20:39:48,233][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.228\r\n",
      "[2022-09-21 20:40:04,491][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.318\r\n",
      "[2022-09-21 20:40:59,556][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.5 sec/it | Loss 0.1695 | Reco 0.1695 | Nsdr 5.835\r\n",
      "[2022-09-21 20:41:14,128][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.026\r\n",
      "[2022-09-21 20:41:34,341][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1609 | Reco 0.1609 | Nsdr 6.220\r\n",
      "[2022-09-21 20:41:50,602][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.317\r\n",
      "[2022-09-21 20:42:45,079][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.3 sec/it | Loss 0.1712 | Reco 0.1712 | Nsdr 5.772\r\n",
      "[2022-09-21 20:42:59,653][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1631 | Reco 0.1631 | Nsdr 5.929\r\n",
      "[2022-09-21 20:43:19,928][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.116\r\n",
      "[2022-09-21 20:43:36,227][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.13 it/sec | Loss 0.1621 | Reco 0.1621 | Nsdr 6.187\r\n",
      "[2022-09-21 20:44:29,096][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.9 sec/it | Loss 0.1712 | Reco 0.1712 | Nsdr 5.773\r\n",
      "[2022-09-21 20:44:43,657][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1632 | Reco 0.1632 | Nsdr 5.930\r\n",
      "[2022-09-21 20:45:03,856][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.122\r\n",
      "[2022-09-21 20:45:20,217][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1621 | Reco 0.1621 | Nsdr 6.193\r\n",
      "[2022-09-21 20:45:30,565][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1605 | Reco=0.1605 | Nsdr=6.197 | Best=0.1605 | Bname=ema_batch_1 | Penalty=217.0066\u001b[0m\r\n",
      "[2022-09-21 20:45:30,566][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1605\u001b[0m\r\n",
      "[2022-09-21 20:45:32,710][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-21 20:45:32,711][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-21 21:31:28,819][demucs.solver][INFO] - Train | Epoch 2 | 1164/4656 | 0.42 it/sec | Loss 0.0920 | Reco 0.0899 | Grad 0.0749 | Penalty 211.4187\r\n",
      "[2022-09-21 22:17:16,350][demucs.solver][INFO] - Train | Epoch 2 | 2328/4656 | 0.42 it/sec | Loss 0.0917 | Reco 0.0896 | Grad 0.0777 | Penalty 211.3273\r\n",
      "[2022-09-21 23:02:58,995][demucs.solver][INFO] - Train | Epoch 2 | 3492/4656 | 0.42 it/sec | Loss 0.0920 | Reco 0.0899 | Grad 0.0774 | Penalty 210.9036\r\n",
      "[2022-09-21 23:50:49,559][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.0920 | Reco=0.0899 | Grad=0.0774 | Penalty=210.3680\u001b[0m\r\n",
      "[2022-09-21 23:50:49,560][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-21 23:50:49,560][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-21 23:51:40,795][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 12.7 sec/it | Loss 0.1712 | Reco 0.1712 | Nsdr 5.776\r\n",
      "[2022-09-21 23:51:56,083][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.11 it/sec | Loss 0.1607 | Reco 0.1607 | Nsdr 6.022\r\n",
      "[2022-09-21 23:52:17,197][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.11 it/sec | Loss 0.1611 | Reco 0.1611 | Nsdr 6.193\r\n",
      "[2022-09-21 23:52:34,150][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.12 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.258\r\n",
      "[2022-09-21 23:53:36,048][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 13.1 sec/it | Loss 0.1662 | Reco 0.1662 | Nsdr 5.981\r\n",
      "[2022-09-21 23:53:51,806][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.10 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.130\r\n",
      "[2022-09-21 23:54:13,143][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.11 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.323\r\n",
      "[2022-09-21 23:54:30,175][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.409\r\n",
      "[2022-09-21 23:55:30,298][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 12.5 sec/it | Loss 0.1673 | Reco 0.1673 | Nsdr 5.937\r\n",
      "[2022-09-21 23:55:45,565][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.11 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.101\r\n",
      "[2022-09-21 23:56:06,540][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.294\r\n",
      "[2022-09-21 23:56:23,510][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.381\r\n",
      "[2022-09-21 23:57:22,382][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 12.2 sec/it | Loss 0.1705 | Reco 0.1705 | Nsdr 5.815\r\n",
      "[2022-09-21 23:57:37,790][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.11 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.039\r\n",
      "[2022-09-21 23:57:58,843][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1609 | Reco 0.1609 | Nsdr 6.227\r\n",
      "[2022-09-21 23:58:16,043][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.289\r\n",
      "[2022-09-21 23:59:15,114][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 12.2 sec/it | Loss 0.1706 | Reco 0.1706 | Nsdr 5.817\r\n",
      "[2022-09-21 23:59:30,345][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.11 it/sec | Loss 0.1609 | Reco 0.1609 | Nsdr 6.036\r\n",
      "[2022-09-21 23:59:51,523][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.218\r\n",
      "[2022-09-22 00:00:08,550][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.13 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.286\r\n",
      "[2022-09-22 00:00:19,278][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1588 | Reco=0.1588 | Nsdr=6.273 | Best=0.1588 | Bname=ema_batch_0 | Penalty=213.0423\u001b[0m\r\n",
      "[2022-09-22 00:00:19,278][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1588\u001b[0m\r\n",
      "[2022-09-22 00:00:24,970][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-22 00:00:24,971][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-22 00:48:52,546][demucs.solver][INFO] - Train | Epoch 3 | 1164/4656 | 0.40 it/sec | Loss 0.0908 | Reco 0.0887 | Grad 0.0770 | Penalty 207.9189\r\n",
      "[2022-09-22 01:36:47,931][demucs.solver][INFO] - Train | Epoch 3 | 2328/4656 | 0.40 it/sec | Loss 0.0913 | Reco 0.0893 | Grad 0.0773 | Penalty 207.5380\r\n",
      "[2022-09-22 02:22:39,926][demucs.solver][INFO] - Train | Epoch 3 | 3492/4656 | 0.41 it/sec | Loss 0.0916 | Reco 0.0895 | Grad 0.0775 | Penalty 207.0184\r\n",
      "[2022-09-22 03:08:23,212][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.0913 | Reco=0.0892 | Grad=0.0774 | Penalty=206.6418\u001b[0m\r\n",
      "[2022-09-22 03:08:23,213][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-22 03:08:23,213][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-22 03:09:06,607][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.7 sec/it | Loss 0.1732 | Reco 0.1732 | Nsdr 5.671\r\n",
      "[2022-09-22 03:09:21,213][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1643 | Reco 0.1643 | Nsdr 5.889\r\n",
      "[2022-09-22 03:09:41,395][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1637 | Reco 0.1637 | Nsdr 6.117\r\n",
      "[2022-09-22 03:09:57,950][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1623 | Reco 0.1623 | Nsdr 6.203\r\n",
      "[2022-09-22 03:10:50,818][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.9 sec/it | Loss 0.1674 | Reco 0.1674 | Nsdr 5.921\r\n",
      "[2022-09-22 03:11:05,411][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.102\r\n",
      "[2022-09-22 03:11:25,708][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.301\r\n",
      "[2022-09-22 03:11:42,001][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.378\r\n",
      "[2022-09-22 03:12:35,847][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.1 sec/it | Loss 0.1679 | Reco 0.1679 | Nsdr 5.919\r\n",
      "[2022-09-22 03:12:50,514][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.106\r\n",
      "[2022-09-22 03:13:10,808][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1593 | Reco 0.1593 | Nsdr 6.300\r\n",
      "[2022-09-22 03:13:27,112][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.387\r\n",
      "[2022-09-22 03:14:22,711][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.5 sec/it | Loss 0.1701 | Reco 0.1701 | Nsdr 5.826\r\n",
      "[2022-09-22 03:14:37,776][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.11 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.047\r\n",
      "[2022-09-22 03:14:58,009][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.238\r\n",
      "[2022-09-22 03:15:14,319][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.13 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.311\r\n",
      "[2022-09-22 03:16:07,112][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.9 sec/it | Loss 0.1703 | Reco 0.1703 | Nsdr 5.820\r\n",
      "[2022-09-22 03:16:21,621][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.035\r\n",
      "[2022-09-22 03:16:41,792][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1609 | Reco 0.1609 | Nsdr 6.231\r\n",
      "[2022-09-22 03:16:57,998][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.304\r\n",
      "[2022-09-22 03:17:08,327][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1594 | Reco=0.1594 | Nsdr=6.252 | Best=0.1588 | Bname=ema_batch_1 | Penalty=209.3791\u001b[0m\r\n",
      "[2022-09-22 03:17:12,364][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-22 03:17:12,366][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-22 04:03:03,763][demucs.solver][INFO] - Train | Epoch 4 | 1164/4656 | 0.42 it/sec | Loss 0.0911 | Reco 0.0891 | Grad 0.0758 | Penalty 204.1468\r\n",
      "[2022-09-23 08:41:52,695][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e\r\n",
      "[2022-09-23 08:41:52,710][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-23 08:42:00,503][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-23 08:42:00,784][demucs.solver][INFO] - Loading checkpoint model: /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e/checkpoint.th\r\n",
      "[2022-09-23 08:42:04,192][demucs.solver][INFO] - Replaying metrics from previous run\r\n",
      "[2022-09-23 08:42:04,193][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.0917 | Reco=0.0895 | Grad=0.1529 | Penalty=214.4221\u001b[0m\r\n",
      "[2022-09-23 08:42:04,194][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1605 | Reco=0.1605 | Nsdr=6.197 | Best=0.1605 | Bname=ema_batch_1 | Penalty=217.0066\u001b[0m\r\n",
      "[2022-09-23 08:42:04,194][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.0920 | Reco=0.0899 | Grad=0.0774 | Penalty=210.3680\u001b[0m\r\n",
      "[2022-09-23 08:42:04,194][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1588 | Reco=0.1588 | Nsdr=6.273 | Best=0.1588 | Bname=ema_batch_0 | Penalty=213.0423\u001b[0m\r\n",
      "[2022-09-23 08:42:04,194][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.0913 | Reco=0.0892 | Grad=0.0774 | Penalty=206.6418\u001b[0m\r\n",
      "[2022-09-23 08:42:04,194][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1594 | Reco=0.1594 | Nsdr=6.252 | Best=0.1588 | Bname=ema_batch_1 | Penalty=209.3791\u001b[0m\r\n",
      "[2022-09-23 08:42:04,198][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 08:42:04,198][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-23 09:28:15,139][demucs.solver][INFO] - Train | Epoch 4 | 1164/4656 | 0.42 it/sec | Loss 0.0922 | Reco 0.0902 | Grad 0.0809 | Penalty 204.9937\r\n",
      "[2022-09-23 10:14:06,446][demucs.solver][INFO] - Train | Epoch 4 | 2328/4656 | 0.42 it/sec | Loss 0.0918 | Reco 0.0898 | Grad 0.0808 | Penalty 205.1677\r\n",
      "[2022-09-23 10:59:42,997][demucs.solver][INFO] - Train | Epoch 4 | 3492/4656 | 0.42 it/sec | Loss 0.0920 | Reco 0.0899 | Grad 0.0815 | Penalty 204.9935\r\n",
      "[2022-09-23 11:45:14,884][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.0918 | Reco=0.0898 | Grad=0.0812 | Penalty=204.9784\u001b[0m\r\n",
      "[2022-09-23 11:45:14,884][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 11:45:14,885][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-23 11:46:01,189][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.5 sec/it | Loss 0.1753 | Reco 0.1753 | Nsdr 5.558\r\n",
      "[2022-09-23 11:46:15,651][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1642 | Reco 0.1642 | Nsdr 5.809\r\n",
      "[2022-09-23 11:46:35,647][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 5.981\r\n",
      "[2022-09-23 11:46:51,721][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 6.089\r\n",
      "[2022-09-23 11:47:45,400][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.2 sec/it | Loss 0.1671 | Reco 0.1671 | Nsdr 5.929\r\n",
      "[2022-09-23 11:47:59,940][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1593 | Reco 0.1593 | Nsdr 6.093\r\n",
      "[2022-09-23 11:48:20,162][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.290\r\n",
      "[2022-09-23 11:48:36,399][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.392\r\n",
      "[2022-09-23 11:49:28,532][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.7 sec/it | Loss 0.1667 | Reco 0.1667 | Nsdr 5.957\r\n",
      "[2022-09-23 11:49:43,129][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.134\r\n",
      "[2022-09-23 11:50:03,261][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.328\r\n",
      "[2022-09-23 11:50:19,543][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.420\r\n",
      "[2022-09-23 11:51:11,438][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.6 sec/it | Loss 0.1698 | Reco 0.1698 | Nsdr 5.836\r\n",
      "[2022-09-23 11:51:25,968][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.056\r\n",
      "[2022-09-23 11:51:46,151][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.249\r\n",
      "[2022-09-23 11:52:02,373][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.331\r\n",
      "[2022-09-23 11:52:55,333][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.9 sec/it | Loss 0.1699 | Reco 0.1699 | Nsdr 5.834\r\n",
      "[2022-09-23 11:53:09,888][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.044\r\n",
      "[2022-09-23 11:53:29,994][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.236\r\n",
      "[2022-09-23 11:53:46,250][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.319\r\n",
      "[2022-09-23 11:53:56,631][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1588 | Reco=0.1588 | Nsdr=6.283 | Best=0.1588 | Bname=ema_batch_1 | Penalty=209.4439\u001b[0m\r\n",
      "[2022-09-23 11:54:01,398][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 11:54:01,400][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-23 12:40:36,076][demucs.solver][INFO] - Train | Epoch 5 | 1164/4656 | 0.42 it/sec | Loss 0.0915 | Reco 0.0895 | Grad 0.0818 | Penalty 204.5611\r\n",
      "[2022-09-23 13:26:43,418][demucs.solver][INFO] - Train | Epoch 5 | 2328/4656 | 0.42 it/sec | Loss 0.0914 | Reco 0.0893 | Grad 0.0819 | Penalty 205.0145\r\n",
      "[2022-09-23 14:12:55,411][demucs.solver][INFO] - Train | Epoch 5 | 3492/4656 | 0.42 it/sec | Loss 0.0914 | Reco 0.0894 | Grad 0.0813 | Penalty 204.5762\r\n",
      "[2022-09-23 14:59:36,525][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.0915 | Reco=0.0895 | Grad=0.0815 | Penalty=204.2562\u001b[0m\r\n",
      "[2022-09-23 14:59:36,525][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 14:59:36,526][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-23 15:00:22,531][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.4 sec/it | Loss 0.1730 | Reco 0.1730 | Nsdr 5.695\r\n",
      "[2022-09-23 15:00:37,289][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 5.898\r\n",
      "[2022-09-23 15:00:57,628][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1636 | Reco 0.1636 | Nsdr 6.080\r\n",
      "[2022-09-23 15:01:13,972][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.189\r\n",
      "[2022-09-23 15:02:10,515][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.8 sec/it | Loss 0.1672 | Reco 0.1672 | Nsdr 5.943\r\n",
      "[2022-09-23 15:02:25,196][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.11 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.113\r\n",
      "[2022-09-23 15:02:45,555][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.305\r\n",
      "[2022-09-23 15:03:02,153][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.397\r\n",
      "[2022-09-23 15:03:56,734][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.2 sec/it | Loss 0.1666 | Reco 0.1666 | Nsdr 5.968\r\n",
      "[2022-09-23 15:04:11,446][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.138\r\n",
      "[2022-09-23 15:04:31,858][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.341\r\n",
      "[2022-09-23 15:04:48,242][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.434\r\n",
      "[2022-09-23 15:05:42,097][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.1 sec/it | Loss 0.1691 | Reco 0.1691 | Nsdr 5.856\r\n",
      "[2022-09-23 15:05:56,870][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.048\r\n",
      "[2022-09-23 15:06:17,287][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.242\r\n",
      "[2022-09-23 15:06:33,906][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.334\r\n",
      "[2022-09-23 15:07:28,431][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.2 sec/it | Loss 0.1694 | Reco 0.1694 | Nsdr 5.849\r\n",
      "[2022-09-23 15:07:43,293][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.050\r\n",
      "[2022-09-23 15:08:03,757][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.12 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.241\r\n",
      "[2022-09-23 15:08:20,202][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.13 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.330\r\n",
      "[2022-09-23 15:08:30,811][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1586 | Reco=0.1586 | Nsdr=6.296 | Best=0.1586 | Bname=ema_batch_1 | Penalty=208.4846\u001b[0m\r\n",
      "[2022-09-23 15:08:30,811][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1586\u001b[0m\r\n",
      "[2022-09-23 15:08:36,676][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 15:08:36,677][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-23 15:56:03,310][demucs.solver][INFO] - Train | Epoch 6 | 1164/4656 | 0.41 it/sec | Loss 0.0911 | Reco 0.0891 | Grad 0.0831 | Penalty 203.2935\r\n",
      "[2022-09-23 16:42:47,933][demucs.solver][INFO] - Train | Epoch 6 | 2328/4656 | 0.41 it/sec | Loss 0.0915 | Reco 0.0895 | Grad 0.0825 | Penalty 202.8475\r\n",
      "[2022-09-23 17:29:24,887][demucs.solver][INFO] - Train | Epoch 6 | 3492/4656 | 0.41 it/sec | Loss 0.0919 | Reco 0.0899 | Grad 0.0843 | Penalty 203.3463\r\n",
      "[2022-09-23 18:16:08,234][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.0915 | Reco=0.0895 | Grad=0.0841 | Penalty=203.2673\u001b[0m\r\n",
      "[2022-09-23 18:16:08,235][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 18:16:08,235][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-23 18:16:54,676][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.5 sec/it | Loss 0.1736 | Reco 0.1736 | Nsdr 5.686\r\n",
      "[2022-09-23 18:17:09,463][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1644 | Reco 0.1644 | Nsdr 5.914\r\n",
      "[2022-09-23 18:17:29,910][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.12 it/sec | Loss 0.1635 | Reco 0.1635 | Nsdr 6.160\r\n",
      "[2022-09-23 18:17:46,263][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.13 it/sec | Loss 0.1620 | Reco 0.1620 | Nsdr 6.241\r\n",
      "[2022-09-23 18:18:40,024][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.1 sec/it | Loss 0.1670 | Reco 0.1670 | Nsdr 5.951\r\n",
      "[2022-09-23 18:18:54,687][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.104\r\n",
      "[2022-09-23 18:19:15,080][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.308\r\n",
      "[2022-09-23 18:19:31,443][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.391\r\n",
      "[2022-09-23 18:20:24,619][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.0 sec/it | Loss 0.1670 | Reco 0.1670 | Nsdr 5.958\r\n",
      "[2022-09-23 18:20:39,373][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.126\r\n",
      "[2022-09-23 18:20:59,679][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.328\r\n",
      "[2022-09-23 18:21:16,074][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.426\r\n",
      "[2022-09-23 18:22:09,066][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.9 sec/it | Loss 0.1697 | Reco 0.1697 | Nsdr 5.847\r\n",
      "[2022-09-23 18:22:23,732][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1605 | Reco 0.1605 | Nsdr 6.056\r\n",
      "[2022-09-23 18:22:44,018][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.257\r\n",
      "[2022-09-23 18:23:00,406][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.345\r\n",
      "[2022-09-23 18:23:53,336][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.9 sec/it | Loss 0.1695 | Reco 0.1695 | Nsdr 5.854\r\n",
      "[2022-09-23 18:24:08,012][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1605 | Reco 0.1605 | Nsdr 6.055\r\n",
      "[2022-09-23 18:24:28,341][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.260\r\n",
      "[2022-09-23 18:24:44,701][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.347\r\n",
      "[2022-09-23 18:24:55,173][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1589 | Reco=0.1589 | Nsdr=6.285 | Best=0.1586 | Bname=ema_batch_1 | Penalty=207.2583\u001b[0m\r\n",
      "[2022-09-23 18:25:00,693][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 18:25:00,696][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-23 19:11:46,231][demucs.solver][INFO] - Train | Epoch 7 | 1164/4656 | 0.42 it/sec | Loss 0.0910 | Reco 0.0890 | Grad 0.0816 | Penalty 201.5768\r\n",
      "[2022-09-23 19:58:48,519][demucs.solver][INFO] - Train | Epoch 7 | 2328/4656 | 0.41 it/sec | Loss 0.0914 | Reco 0.0894 | Grad 0.0822 | Penalty 201.0446\r\n",
      "[2022-09-23 20:45:27,630][demucs.solver][INFO] - Train | Epoch 7 | 3492/4656 | 0.41 it/sec | Loss 0.0918 | Reco 0.0898 | Grad 0.0833 | Penalty 201.1065\r\n",
      "[2022-09-23 21:31:32,009][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.0913 | Reco=0.0893 | Grad=0.0833 | Penalty=200.8836\u001b[0m\r\n",
      "[2022-09-23 21:31:32,009][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 21:31:32,010][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-23 21:32:16,896][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.1 sec/it | Loss 0.1700 | Reco 0.1700 | Nsdr 5.762\r\n",
      "[2022-09-23 21:32:31,497][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1631 | Reco 0.1631 | Nsdr 5.913\r\n",
      "[2022-09-23 21:32:51,631][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1639 | Reco 0.1639 | Nsdr 6.086\r\n",
      "[2022-09-23 21:33:07,982][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1621 | Reco 0.1621 | Nsdr 6.198\r\n",
      "[2022-09-23 21:34:01,193][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.0 sec/it | Loss 0.1657 | Reco 0.1657 | Nsdr 5.994\r\n",
      "[2022-09-23 21:34:15,732][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.126\r\n",
      "[2022-09-23 21:34:35,857][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.318\r\n",
      "[2022-09-23 21:34:52,162][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.402\r\n",
      "[2022-09-23 21:35:44,483][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.7 sec/it | Loss 0.1653 | Reco 0.1653 | Nsdr 6.025\r\n",
      "[2022-09-23 21:35:59,027][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.161\r\n",
      "[2022-09-23 21:36:19,165][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.345\r\n",
      "[2022-09-23 21:36:35,332][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.435\r\n",
      "[2022-09-23 21:37:27,902][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.8 sec/it | Loss 0.1680 | Reco 0.1680 | Nsdr 5.908\r\n",
      "[2022-09-23 21:37:42,476][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.083\r\n",
      "[2022-09-23 21:38:02,615][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.281\r\n",
      "[2022-09-23 21:38:18,827][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.372\r\n",
      "[2022-09-23 21:39:10,819][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.7 sec/it | Loss 0.1680 | Reco 0.1680 | Nsdr 5.914\r\n",
      "[2022-09-23 21:39:25,397][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.092\r\n",
      "[2022-09-23 21:39:45,604][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.290\r\n",
      "[2022-09-23 21:40:02,623][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.376\r\n",
      "[2022-09-23 21:40:13,488][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1588 | Reco=0.1588 | Nsdr=6.293 | Best=0.1586 | Bname=ema_batch_1 | Penalty=205.5539\u001b[0m\r\n",
      "[2022-09-23 21:40:18,015][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-23 21:40:18,018][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-23 22:26:15,772][demucs.solver][INFO] - Train | Epoch 8 | 1164/4656 | 0.42 it/sec | Loss 0.0924 | Reco 0.0904 | Grad 0.0881 | Penalty 200.4196\r\n",
      "[2022-09-23 23:11:58,848][demucs.solver][INFO] - Train | Epoch 8 | 2328/4656 | 0.42 it/sec | Loss 0.0921 | Reco 0.0901 | Grad 0.0856 | Penalty 200.1644\r\n",
      "[2022-09-23 23:58:18,114][demucs.solver][INFO] - Train | Epoch 8 | 3492/4656 | 0.42 it/sec | Loss 0.0914 | Reco 0.0894 | Grad 0.0846 | Penalty 199.9863\r\n",
      "[2022-09-24 00:44:34,105][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.0915 | Reco=0.0895 | Grad=0.0842 | Penalty=200.2128\u001b[0m\r\n",
      "[2022-09-24 00:44:34,106][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 00:44:34,106][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 00:45:20,363][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.4 sec/it | Loss 0.1752 | Reco 0.1752 | Nsdr 5.584\r\n",
      "[2022-09-24 00:45:34,920][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1652 | Reco 0.1652 | Nsdr 5.817\r\n",
      "[2022-09-24 00:45:55,068][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.12 it/sec | Loss 0.1657 | Reco 0.1657 | Nsdr 5.966\r\n",
      "[2022-09-24 00:46:11,324][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.13 it/sec | Loss 0.1641 | Reco 0.1641 | Nsdr 6.059\r\n",
      "[2022-09-24 00:47:04,778][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.1 sec/it | Loss 0.1663 | Reco 0.1663 | Nsdr 5.974\r\n",
      "[2022-09-24 00:47:19,470][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.131\r\n",
      "[2022-09-24 00:47:39,654][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.308\r\n",
      "[2022-09-24 00:47:56,136][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1577 | Reco 0.1577 | Nsdr 6.413\r\n",
      "[2022-09-24 00:48:49,562][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1659 | Reco 0.1659 | Nsdr 5.999\r\n",
      "[2022-09-24 00:49:04,157][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.157\r\n",
      "[2022-09-24 00:49:24,383][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.332\r\n",
      "[2022-09-24 00:49:40,666][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.426\r\n",
      "[2022-09-24 00:50:32,615][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.7 sec/it | Loss 0.1677 | Reco 0.1677 | Nsdr 5.922\r\n",
      "[2022-09-24 00:50:47,215][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.099\r\n",
      "[2022-09-24 00:51:07,376][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.294\r\n",
      "[2022-09-24 00:51:23,617][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.383\r\n",
      "[2022-09-24 00:52:17,002][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1677 | Reco 0.1677 | Nsdr 5.924\r\n",
      "[2022-09-24 00:52:31,677][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.102\r\n",
      "[2022-09-24 00:52:51,922][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.296\r\n",
      "[2022-09-24 00:53:08,209][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.380\r\n",
      "[2022-09-24 00:53:18,636][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1589 | Reco=0.1589 | Nsdr=6.282 | Best=0.1586 | Bname=ema_batch_1 | Penalty=206.0840\u001b[0m\r\n",
      "[2022-09-24 00:53:23,272][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 00:53:23,275][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 01:39:41,850][demucs.solver][INFO] - Train | Epoch 9 | 1164/4656 | 0.42 it/sec | Loss 0.0920 | Reco 0.0900 | Grad 0.0827 | Penalty 202.0684\r\n",
      "[2022-09-24 02:25:43,742][demucs.solver][INFO] - Train | Epoch 9 | 2328/4656 | 0.42 it/sec | Loss 0.0911 | Reco 0.0891 | Grad 0.0838 | Penalty 201.0399\r\n",
      "[2022-09-24 03:11:11,088][demucs.solver][INFO] - Train | Epoch 9 | 3492/4656 | 0.42 it/sec | Loss 0.0910 | Reco 0.0890 | Grad 0.0839 | Penalty 200.4949\r\n",
      "[2022-09-24 03:59:11,841][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.0909 | Reco=0.0889 | Grad=0.0834 | Penalty=200.1950\u001b[0m\r\n",
      "[2022-09-24 03:59:11,842][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 03:59:11,842][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 04:00:01,149][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.2 sec/it | Loss 0.1676 | Reco 0.1676 | Nsdr 5.910\r\n",
      "[2022-09-24 04:00:16,610][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1606 | Reco 0.1606 | Nsdr 6.025\r\n",
      "[2022-09-24 04:00:37,905][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.198\r\n",
      "[2022-09-24 04:00:55,148][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.313\r\n",
      "[2022-09-24 04:01:55,940][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.7 sec/it | Loss 0.1657 | Reco 0.1657 | Nsdr 6.021\r\n",
      "[2022-09-24 04:02:11,451][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.153\r\n",
      "[2022-09-24 04:02:32,733][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.11 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.327\r\n",
      "[2022-09-24 04:02:49,960][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.425\r\n",
      "[2022-09-24 04:03:48,957][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.2 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 6.023\r\n",
      "[2022-09-24 04:04:04,562][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.153\r\n",
      "[2022-09-24 04:04:25,937][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.348\r\n",
      "[2022-09-24 04:04:43,137][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.445\r\n",
      "[2022-09-24 04:05:41,799][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.1 sec/it | Loss 0.1668 | Reco 0.1668 | Nsdr 5.964\r\n",
      "[2022-09-24 04:05:57,267][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.119\r\n",
      "[2022-09-24 04:06:18,491][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1593 | Reco 0.1593 | Nsdr 6.307\r\n",
      "[2022-09-24 04:06:35,715][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.403\r\n",
      "[2022-09-24 04:07:34,460][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.1 sec/it | Loss 0.1667 | Reco 0.1667 | Nsdr 5.966\r\n",
      "[2022-09-24 04:07:49,934][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.127\r\n",
      "[2022-09-24 04:08:11,233][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.318\r\n",
      "[2022-09-24 04:08:28,554][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1577 | Reco 0.1577 | Nsdr 6.413\r\n",
      "[2022-09-24 04:08:39,620][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1587 | Reco=0.1587 | Nsdr=6.298 | Best=0.1586 | Bname=ema_batch_1 | Penalty=205.5264\u001b[0m\r\n",
      "[2022-09-24 04:08:45,694][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 04:08:45,698][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 04:55:28,364][demucs.solver][INFO] - Train | Epoch 10 | 1164/4656 | 0.42 it/sec | Loss 0.0903 | Reco 0.0883 | Grad 0.0859 | Penalty 199.2823\r\n",
      "[2022-09-24 05:41:47,779][demucs.solver][INFO] - Train | Epoch 10 | 2328/4656 | 0.42 it/sec | Loss 0.0915 | Reco 0.0895 | Grad 0.0866 | Penalty 199.1291\r\n",
      "[2022-09-24 06:27:58,232][demucs.solver][INFO] - Train | Epoch 10 | 3492/4656 | 0.42 it/sec | Loss 0.0913 | Reco 0.0893 | Grad 0.0851 | Penalty 198.7397\r\n",
      "[2022-09-24 07:13:58,563][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.0911 | Reco=0.0892 | Grad=0.0842 | Penalty=198.5601\u001b[0m\r\n",
      "[2022-09-24 07:13:58,564][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 07:13:58,564][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 07:14:42,366][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.8 sec/it | Loss 0.1713 | Reco 0.1713 | Nsdr 5.758\r\n",
      "[2022-09-24 07:14:56,926][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1630 | Reco 0.1630 | Nsdr 5.915\r\n",
      "[2022-09-24 07:15:17,160][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.106\r\n",
      "[2022-09-24 07:15:33,426][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1611 | Reco 0.1611 | Nsdr 6.246\r\n",
      "[2022-09-24 07:16:26,772][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.0 sec/it | Loss 0.1664 | Reco 0.1664 | Nsdr 5.981\r\n",
      "[2022-09-24 07:16:41,292][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.140\r\n",
      "[2022-09-24 07:17:01,485][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.313\r\n",
      "[2022-09-24 07:17:17,684][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.419\r\n",
      "[2022-09-24 07:18:11,920][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.3 sec/it | Loss 0.1656 | Reco 0.1656 | Nsdr 6.020\r\n",
      "[2022-09-24 07:18:26,468][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.163\r\n",
      "[2022-09-24 07:18:46,647][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.352\r\n",
      "[2022-09-24 07:19:02,880][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.454\r\n",
      "[2022-09-24 07:19:54,987][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.7 sec/it | Loss 0.1670 | Reco 0.1670 | Nsdr 5.963\r\n",
      "[2022-09-24 07:20:09,640][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.127\r\n",
      "[2022-09-24 07:20:29,905][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.313\r\n",
      "[2022-09-24 07:20:46,252][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.422\r\n",
      "[2022-09-24 07:21:38,799][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.8 sec/it | Loss 0.1668 | Reco 0.1668 | Nsdr 5.971\r\n",
      "[2022-09-24 07:21:53,404][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.130\r\n",
      "[2022-09-24 07:22:13,550][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.320\r\n",
      "[2022-09-24 07:22:29,755][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.417\r\n",
      "[2022-09-24 07:22:40,131][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1583 | Reco=0.1583 | Nsdr=6.312 | Best=0.1583 | Bname=ema_batch_1 | Penalty=202.3547\u001b[0m\r\n",
      "[2022-09-24 07:22:40,131][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1583\u001b[0m\r\n",
      "[2022-09-24 07:22:45,155][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 07:22:45,156][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 08:09:01,342][demucs.solver][INFO] - Train | Epoch 11 | 1164/4656 | 0.42 it/sec | Loss 0.0902 | Reco 0.0882 | Grad 0.0854 | Penalty 197.5803\r\n",
      "[2022-09-24 08:54:32,584][demucs.solver][INFO] - Train | Epoch 11 | 2328/4656 | 0.42 it/sec | Loss 0.0912 | Reco 0.0892 | Grad 0.0836 | Penalty 197.5184\r\n",
      "[2022-09-24 09:40:03,484][demucs.solver][INFO] - Train | Epoch 11 | 3492/4656 | 0.42 it/sec | Loss 0.0908 | Reco 0.0888 | Grad 0.0851 | Penalty 198.3693\r\n",
      "[2022-09-24 10:25:41,958][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.0905 | Reco=0.0886 | Grad=0.0842 | Penalty=198.0890\u001b[0m\r\n",
      "[2022-09-24 10:25:41,959][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 10:25:41,959][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 10:26:24,809][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.6 sec/it | Loss 0.1677 | Reco 0.1677 | Nsdr 5.964\r\n",
      "[2022-09-24 10:26:39,256][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1601 | Reco 0.1601 | Nsdr 6.110\r\n",
      "[2022-09-24 10:26:59,305][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.253\r\n",
      "[2022-09-24 10:27:15,402][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1601 | Reco 0.1601 | Nsdr 6.332\r\n",
      "[2022-09-24 10:28:06,774][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.6 sec/it | Loss 0.1653 | Reco 0.1653 | Nsdr 6.046\r\n",
      "[2022-09-24 10:28:21,226][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1577 | Reco 0.1577 | Nsdr 6.195\r\n",
      "[2022-09-24 10:28:41,271][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.369\r\n",
      "[2022-09-24 10:28:57,428][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.460\r\n",
      "[2022-09-24 10:29:48,324][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.4 sec/it | Loss 0.1651 | Reco 0.1651 | Nsdr 6.053\r\n",
      "[2022-09-24 10:30:02,790][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.196\r\n",
      "[2022-09-24 10:30:22,935][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.385\r\n",
      "[2022-09-24 10:30:39,032][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.481\r\n",
      "[2022-09-24 10:31:30,451][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.6 sec/it | Loss 0.1661 | Reco 0.1661 | Nsdr 6.008\r\n",
      "[2022-09-24 10:31:44,954][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.160\r\n",
      "[2022-09-24 10:32:05,010][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.343\r\n",
      "[2022-09-24 10:32:21,096][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.438\r\n",
      "[2022-09-24 10:33:13,718][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1662 | Reco 0.1662 | Nsdr 6.001\r\n",
      "[2022-09-24 10:33:28,168][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.153\r\n",
      "[2022-09-24 10:33:48,247][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.335\r\n",
      "[2022-09-24 10:34:04,367][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.427\r\n",
      "[2022-09-24 10:34:14,644][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1580 | Reco=0.1580 | Nsdr=6.335 | Best=0.1580 | Bname=ema_batch_1 | Penalty=201.9065\u001b[0m\r\n",
      "[2022-09-24 10:34:14,644][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1580\u001b[0m\r\n",
      "[2022-09-24 10:34:22,395][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 10:34:22,396][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 11:20:21,280][demucs.solver][INFO] - Train | Epoch 12 | 1164/4656 | 0.42 it/sec | Loss 0.0913 | Reco 0.0893 | Grad 0.0826 | Penalty 196.9431\r\n",
      "[2022-09-24 12:06:41,638][demucs.solver][INFO] - Train | Epoch 12 | 2328/4656 | 0.42 it/sec | Loss 0.0910 | Reco 0.0890 | Grad 0.0825 | Penalty 196.8410\r\n",
      "[2022-09-24 12:52:55,893][demucs.solver][INFO] - Train | Epoch 12 | 3492/4656 | 0.42 it/sec | Loss 0.0909 | Reco 0.0889 | Grad 0.0832 | Penalty 196.7159\r\n",
      "[2022-09-24 13:38:46,215][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.0907 | Reco=0.0887 | Grad=0.0837 | Penalty=196.6368\u001b[0m\r\n",
      "[2022-09-24 13:38:46,216][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 13:38:46,216][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 13:39:31,390][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.2 sec/it | Loss 0.1720 | Reco 0.1720 | Nsdr 5.750\r\n",
      "[2022-09-24 13:39:45,905][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1634 | Reco 0.1634 | Nsdr 5.948\r\n",
      "[2022-09-24 13:40:06,032][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.129\r\n",
      "[2022-09-24 13:40:22,204][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.239\r\n",
      "[2022-09-24 13:41:15,876][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.1 sec/it | Loss 0.1658 | Reco 0.1658 | Nsdr 6.017\r\n",
      "[2022-09-24 13:41:30,417][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.155\r\n",
      "[2022-09-24 13:41:50,506][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.319\r\n",
      "[2022-09-24 13:42:06,667][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.424\r\n",
      "[2022-09-24 13:42:59,578][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.9 sec/it | Loss 0.1642 | Reco 0.1642 | Nsdr 6.088\r\n",
      "[2022-09-24 13:43:14,096][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.211\r\n",
      "[2022-09-24 13:43:34,265][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.399\r\n",
      "[2022-09-24 13:43:50,445][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.492\r\n",
      "[2022-09-24 13:44:42,287][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 10.6 sec/it | Loss 0.1665 | Reco 0.1665 | Nsdr 5.991\r\n",
      "[2022-09-24 13:44:56,794][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.151\r\n",
      "[2022-09-24 13:45:16,975][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.345\r\n",
      "[2022-09-24 13:45:33,135][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.444\r\n",
      "[2022-09-24 13:46:26,721][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.1 sec/it | Loss 0.1667 | Reco 0.1667 | Nsdr 5.981\r\n",
      "[2022-09-24 13:46:41,246][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.139\r\n",
      "[2022-09-24 13:47:01,396][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.337\r\n",
      "[2022-09-24 13:47:17,599][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.433\r\n",
      "[2022-09-24 13:47:27,922][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1578 | Reco=0.1578 | Nsdr=6.348 | Best=0.1578 | Bname=ema_batch_1 | Penalty=201.1647\u001b[0m\r\n",
      "[2022-09-24 13:47:27,922][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1578\u001b[0m\r\n",
      "[2022-09-24 13:47:32,900][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 13:47:32,901][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 14:34:17,768][demucs.solver][INFO] - Train | Epoch 13 | 1164/4656 | 0.42 it/sec | Loss 0.0903 | Reco 0.0884 | Grad 0.0844 | Penalty 196.0334\r\n",
      "[2022-09-24 15:21:41,765][demucs.solver][INFO] - Train | Epoch 13 | 2328/4656 | 0.41 it/sec | Loss 0.0902 | Reco 0.0882 | Grad 0.0846 | Penalty 195.9873\r\n",
      "[2022-09-24 16:09:17,875][demucs.solver][INFO] - Train | Epoch 13 | 3492/4656 | 0.41 it/sec | Loss 0.0905 | Reco 0.0886 | Grad 0.0842 | Penalty 195.8182\r\n",
      "[2022-09-24 16:55:06,743][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=0.0902 | Reco=0.0883 | Grad=0.0833 | Penalty=195.4904\u001b[0m\r\n",
      "[2022-09-24 16:55:06,743][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 16:55:06,744][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 16:55:51,747][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 11.1 sec/it | Loss 0.1713 | Reco 0.1713 | Nsdr 5.771\r\n",
      "[2022-09-24 16:56:06,594][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1616 | Reco 0.1616 | Nsdr 5.993\r\n",
      "[2022-09-24 16:56:26,689][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 6.106\r\n",
      "[2022-09-24 16:56:42,824][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1619 | Reco 0.1619 | Nsdr 6.206\r\n",
      "[2022-09-24 16:57:35,309][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.8 sec/it | Loss 0.1660 | Reco 0.1660 | Nsdr 5.993\r\n",
      "[2022-09-24 16:57:49,812][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.150\r\n",
      "[2022-09-24 16:58:09,847][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.305\r\n",
      "[2022-09-24 16:58:26,032][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.414\r\n",
      "[2022-09-24 16:59:18,750][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.9 sec/it | Loss 0.1647 | Reco 0.1647 | Nsdr 6.068\r\n",
      "[2022-09-24 16:59:33,274][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.202\r\n",
      "[2022-09-24 16:59:53,408][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.370\r\n",
      "[2022-09-24 17:00:09,538][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.469\r\n",
      "[2022-09-24 17:01:01,518][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.7 sec/it | Loss 0.1660 | Reco 0.1660 | Nsdr 6.010\r\n",
      "[2022-09-24 17:01:16,037][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.161\r\n",
      "[2022-09-24 17:01:36,192][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.342\r\n",
      "[2022-09-24 17:01:52,336][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.445\r\n",
      "[2022-09-24 17:02:45,547][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 11.0 sec/it | Loss 0.1661 | Reco 0.1661 | Nsdr 6.007\r\n",
      "[2022-09-24 17:03:00,087][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.166\r\n",
      "[2022-09-24 17:03:20,200][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.353\r\n",
      "[2022-09-24 17:03:36,405][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.446\r\n",
      "[2022-09-24 17:03:46,754][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1581 | Reco=0.1581 | Nsdr=6.324 | Best=0.1578 | Bname=ema_batch_1 | Penalty=199.8938\u001b[0m\r\n",
      "[2022-09-24 17:03:52,070][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 17:03:52,073][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 17:49:56,568][demucs.solver][INFO] - Train | Epoch 14 | 1164/4656 | 0.42 it/sec | Loss 0.0896 | Reco 0.0877 | Grad 0.0824 | Penalty 194.2660\r\n",
      "[2022-09-24 18:35:31,800][demucs.solver][INFO] - Train | Epoch 14 | 2328/4656 | 0.42 it/sec | Loss 0.0905 | Reco 0.0885 | Grad 0.0859 | Penalty 194.5995\r\n",
      "[2022-09-24 19:21:20,065][demucs.solver][INFO] - Train | Epoch 14 | 3492/4656 | 0.42 it/sec | Loss 0.0907 | Reco 0.0887 | Grad 0.0855 | Penalty 194.7568\r\n",
      "[2022-09-24 20:07:44,047][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.0905 | Reco=0.0886 | Grad=0.0851 | Penalty=194.6580\u001b[0m\r\n",
      "[2022-09-24 20:07:44,048][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 20:07:44,048][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 20:08:30,256][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.4 sec/it | Loss 0.1701 | Reco 0.1701 | Nsdr 5.832\r\n",
      "[2022-09-24 20:08:45,288][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1614 | Reco 0.1614 | Nsdr 6.024\r\n",
      "[2022-09-24 20:09:05,678][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.1616 | Reco 0.1616 | Nsdr 6.199\r\n",
      "[2022-09-24 20:09:21,991][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.288\r\n",
      "[2022-09-24 20:10:15,302][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.0 sec/it | Loss 0.1668 | Reco 0.1668 | Nsdr 5.974\r\n",
      "[2022-09-24 20:10:29,857][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.176\r\n",
      "[2022-09-24 20:10:50,126][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.334\r\n",
      "[2022-09-24 20:11:06,372][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.428\r\n",
      "[2022-09-24 20:11:58,935][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.8 sec/it | Loss 0.1650 | Reco 0.1650 | Nsdr 6.050\r\n",
      "[2022-09-24 20:12:13,530][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.202\r\n",
      "[2022-09-24 20:12:33,768][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.367\r\n",
      "[2022-09-24 20:12:50,018][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.464\r\n",
      "[2022-09-24 20:13:43,936][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.1 sec/it | Loss 0.1657 | Reco 0.1657 | Nsdr 6.026\r\n",
      "[2022-09-24 20:13:58,572][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.171\r\n",
      "[2022-09-24 20:14:18,753][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.359\r\n",
      "[2022-09-24 20:14:34,925][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.451\r\n",
      "[2022-09-24 20:15:29,736][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.4 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 6.034\r\n",
      "[2022-09-24 20:15:44,784][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.176\r\n",
      "[2022-09-24 20:16:05,252][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.358\r\n",
      "[2022-09-24 20:16:21,554][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.449\r\n",
      "[2022-09-24 20:16:31,990][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.1580 | Reco=0.1580 | Nsdr=6.323 | Best=0.1578 | Bname=ema_batch_1 | Penalty=198.6648\u001b[0m\r\n",
      "[2022-09-24 20:16:36,614][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 20:16:36,616][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-24 21:02:30,534][demucs.solver][INFO] - Train | Epoch 15 | 1164/4656 | 0.42 it/sec | Loss 0.0895 | Reco 0.0876 | Grad 0.0846 | Penalty 193.9206\r\n",
      "[2022-09-24 21:48:51,842][demucs.solver][INFO] - Train | Epoch 15 | 2328/4656 | 0.42 it/sec | Loss 0.0897 | Reco 0.0878 | Grad 0.0847 | Penalty 194.0734\r\n",
      "[2022-09-24 22:35:31,899][demucs.solver][INFO] - Train | Epoch 15 | 3492/4656 | 0.42 it/sec | Loss 0.0904 | Reco 0.0885 | Grad 0.0856 | Penalty 194.6471\r\n",
      "[2022-09-24 23:22:03,006][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.0904 | Reco=0.0884 | Grad=0.0848 | Penalty=194.6633\u001b[0m\r\n",
      "[2022-09-24 23:22:03,006][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 23:22:03,006][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-24 23:22:46,254][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.7 sec/it | Loss 0.1757 | Reco 0.1757 | Nsdr 5.641\r\n",
      "[2022-09-24 23:23:00,747][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1650 | Reco 0.1650 | Nsdr 5.881\r\n",
      "[2022-09-24 23:23:20,800][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1646 | Reco 0.1646 | Nsdr 6.088\r\n",
      "[2022-09-24 23:23:36,971][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.244\r\n",
      "[2022-09-24 23:24:28,827][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.7 sec/it | Loss 0.1676 | Reco 0.1676 | Nsdr 5.933\r\n",
      "[2022-09-24 23:24:43,266][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.122\r\n",
      "[2022-09-24 23:25:03,310][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.308\r\n",
      "[2022-09-24 23:25:19,404][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.417\r\n",
      "[2022-09-24 23:26:10,183][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.4 sec/it | Loss 0.1650 | Reco 0.1650 | Nsdr 6.055\r\n",
      "[2022-09-24 23:26:24,634][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.211\r\n",
      "[2022-09-24 23:26:44,681][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.387\r\n",
      "[2022-09-24 23:27:00,843][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.482\r\n",
      "[2022-09-24 23:27:51,707][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.4 sec/it | Loss 0.1660 | Reco 0.1660 | Nsdr 6.024\r\n",
      "[2022-09-24 23:28:06,193][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.168\r\n",
      "[2022-09-24 23:28:26,233][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.356\r\n",
      "[2022-09-24 23:28:42,412][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.460\r\n",
      "[2022-09-24 23:29:33,595][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.5 sec/it | Loss 0.1663 | Reco 0.1663 | Nsdr 6.007\r\n",
      "[2022-09-24 23:29:48,081][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1586 | Reco 0.1586 | Nsdr 6.158\r\n",
      "[2022-09-24 23:30:08,180][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.350\r\n",
      "[2022-09-24 23:30:24,321][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.444\r\n",
      "[2022-09-24 23:30:34,591][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.1579 | Reco=0.1579 | Nsdr=6.336 | Best=0.1578 | Bname=ema_batch_1 | Penalty=199.7693\u001b[0m\r\n",
      "[2022-09-24 23:30:39,413][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-24 23:30:39,416][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 00:17:11,004][demucs.solver][INFO] - Train | Epoch 16 | 1164/4656 | 0.42 it/sec | Loss 0.0881 | Reco 0.0862 | Grad 0.0833 | Penalty 194.2901\r\n",
      "[2022-09-25 01:03:14,721][demucs.solver][INFO] - Train | Epoch 16 | 2328/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0870 | Grad 0.0849 | Penalty 194.2853\r\n",
      "[2022-09-25 01:49:12,470][demucs.solver][INFO] - Train | Epoch 16 | 3492/4656 | 0.42 it/sec | Loss 0.0899 | Reco 0.0879 | Grad 0.0852 | Penalty 194.3112\r\n",
      "[2022-09-25 02:34:59,481][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.0900 | Reco=0.0880 | Grad=0.0850 | Penalty=194.1794\u001b[0m\r\n",
      "[2022-09-25 02:34:59,482][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 02:34:59,482][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 02:35:45,841][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.5 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 5.997\r\n",
      "[2022-09-25 02:36:00,851][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.096\r\n",
      "[2022-09-25 02:36:21,475][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.225\r\n",
      "[2022-09-25 02:36:37,992][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.299\r\n",
      "[2022-09-25 02:37:33,204][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.5 sec/it | Loss 0.1653 | Reco 0.1653 | Nsdr 6.025\r\n",
      "[2022-09-25 02:37:47,896][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.190\r\n",
      "[2022-09-25 02:38:08,292][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.378\r\n",
      "[2022-09-25 02:38:24,678][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.480\r\n",
      "[2022-09-25 02:39:20,297][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.5 sec/it | Loss 0.1660 | Reco 0.1660 | Nsdr 6.011\r\n",
      "[2022-09-25 02:39:35,992][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.11 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.196\r\n",
      "[2022-09-25 02:39:56,763][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.371\r\n",
      "[2022-09-25 02:40:13,182][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.476\r\n",
      "[2022-09-25 02:41:06,921][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.1 sec/it | Loss 0.1657 | Reco 0.1657 | Nsdr 6.040\r\n",
      "[2022-09-25 02:41:21,646][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1582 | Reco 0.1582 | Nsdr 6.183\r\n",
      "[2022-09-25 02:41:42,021][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.376\r\n",
      "[2022-09-25 02:41:58,461][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.471\r\n",
      "[2022-09-25 02:42:52,443][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.1 sec/it | Loss 0.1656 | Reco 0.1656 | Nsdr 6.036\r\n",
      "[2022-09-25 02:43:07,165][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.186\r\n",
      "[2022-09-25 02:43:27,528][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.377\r\n",
      "[2022-09-25 02:43:43,813][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.471\r\n",
      "[2022-09-25 02:43:54,196][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.1580 | Reco=0.1580 | Nsdr=6.327 | Best=0.1578 | Bname=ema_batch_1 | Penalty=198.8032\u001b[0m\r\n",
      "[2022-09-25 02:43:59,052][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 02:43:59,056][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 03:30:59,072][demucs.solver][INFO] - Train | Epoch 17 | 1164/4656 | 0.41 it/sec | Loss 0.0911 | Reco 0.0891 | Grad 0.0864 | Penalty 200.7183\r\n",
      "[2022-09-25 04:16:54,049][demucs.solver][INFO] - Train | Epoch 17 | 2328/4656 | 0.42 it/sec | Loss 0.0901 | Reco 0.0882 | Grad 0.0849 | Penalty 197.7831\r\n",
      "[2022-09-25 05:02:26,694][demucs.solver][INFO] - Train | Epoch 17 | 3492/4656 | 0.42 it/sec | Loss 0.0901 | Reco 0.0881 | Grad 0.0849 | Penalty 196.7733\r\n",
      "[2022-09-25 05:48:45,293][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.0900 | Reco=0.0880 | Grad=0.0842 | Penalty=196.0848\u001b[0m\r\n",
      "[2022-09-25 05:48:45,294][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 05:48:45,294][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 05:49:28,740][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.8 sec/it | Loss 0.1651 | Reco 0.1651 | Nsdr 6.013\r\n",
      "[2022-09-25 05:49:43,252][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.114\r\n",
      "[2022-09-25 05:50:03,291][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1599 | Reco 0.1599 | Nsdr 6.311\r\n",
      "[2022-09-25 05:50:19,408][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.357\r\n",
      "[2022-09-25 05:51:11,988][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.9 sec/it | Loss 0.1636 | Reco 0.1636 | Nsdr 6.113\r\n",
      "[2022-09-25 05:51:26,496][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.251\r\n",
      "[2022-09-25 05:51:46,539][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1570 | Reco 0.1570 | Nsdr 6.427\r\n",
      "[2022-09-25 05:52:02,664][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.511\r\n",
      "[2022-09-25 05:52:54,481][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.7 sec/it | Loss 0.1648 | Reco 0.1648 | Nsdr 6.064\r\n",
      "[2022-09-25 05:53:08,977][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.229\r\n",
      "[2022-09-25 05:53:29,134][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.417\r\n",
      "[2022-09-25 05:53:45,202][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.513\r\n",
      "[2022-09-25 05:54:37,406][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.7 sec/it | Loss 0.1648 | Reco 0.1648 | Nsdr 6.075\r\n",
      "[2022-09-25 05:54:51,851][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.210\r\n",
      "[2022-09-25 05:55:11,889][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.400\r\n",
      "[2022-09-25 05:55:28,023][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.484\r\n",
      "[2022-09-25 05:56:19,193][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.5 sec/it | Loss 0.1652 | Reco 0.1652 | Nsdr 6.058\r\n",
      "[2022-09-25 05:56:33,709][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.191\r\n",
      "[2022-09-25 05:56:53,754][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.385\r\n",
      "[2022-09-25 05:57:09,919][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.470\r\n",
      "[2022-09-25 05:57:20,205][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.1573 | Reco=0.1573 | Nsdr=6.368 | Best=0.1573 | Bname=ema_batch_0 | Penalty=199.1154\u001b[0m\r\n",
      "[2022-09-25 05:57:20,205][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1573\u001b[0m\r\n",
      "[2022-09-25 05:57:25,006][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 05:57:25,007][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 06:43:02,629][demucs.solver][INFO] - Train | Epoch 18 | 1164/4656 | 0.43 it/sec | Loss 0.0909 | Reco 0.0890 | Grad 0.0850 | Penalty 194.4395\r\n",
      "[2022-09-25 07:29:38,652][demucs.solver][INFO] - Train | Epoch 18 | 2328/4656 | 0.42 it/sec | Loss 0.0902 | Reco 0.0883 | Grad 0.0830 | Penalty 194.1528\r\n",
      "[2022-09-25 08:15:15,363][demucs.solver][INFO] - Train | Epoch 18 | 3492/4656 | 0.42 it/sec | Loss 0.0901 | Reco 0.0881 | Grad 0.0834 | Penalty 193.9287\r\n",
      "[2022-09-25 09:01:39,868][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.0901 | Reco=0.0882 | Grad=0.0841 | Penalty=194.0368\u001b[0m\r\n",
      "[2022-09-25 09:01:39,869][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 09:01:39,869][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 09:02:23,265][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1689 | Reco 0.1689 | Nsdr 5.851\r\n",
      "[2022-09-25 09:02:37,727][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.007\r\n",
      "[2022-09-25 09:02:57,748][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1604 | Reco 0.1604 | Nsdr 6.268\r\n",
      "[2022-09-25 09:03:13,852][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.327\r\n",
      "[2022-09-25 09:04:05,554][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1654 | Reco 0.1654 | Nsdr 6.020\r\n",
      "[2022-09-25 09:04:19,990][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1577 | Reco 0.1577 | Nsdr 6.172\r\n",
      "[2022-09-25 09:04:40,061][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.371\r\n",
      "[2022-09-25 09:04:56,147][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1570 | Reco 0.1570 | Nsdr 6.442\r\n",
      "[2022-09-25 09:05:47,383][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.5 sec/it | Loss 0.1648 | Reco 0.1648 | Nsdr 6.066\r\n",
      "[2022-09-25 09:06:01,840][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.231\r\n",
      "[2022-09-25 09:06:21,896][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1571 | Reco 0.1571 | Nsdr 6.421\r\n",
      "[2022-09-25 09:06:37,988][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.502\r\n",
      "[2022-09-25 09:07:28,789][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.4 sec/it | Loss 0.1653 | Reco 0.1653 | Nsdr 6.050\r\n",
      "[2022-09-25 09:07:43,235][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.192\r\n",
      "[2022-09-25 09:08:03,275][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.397\r\n",
      "[2022-09-25 09:08:19,408][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.486\r\n",
      "[2022-09-25 09:09:11,956][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.8 sec/it | Loss 0.1662 | Reco 0.1662 | Nsdr 6.018\r\n",
      "[2022-09-25 09:09:26,421][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.175\r\n",
      "[2022-09-25 09:09:46,538][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.383\r\n",
      "[2022-09-25 09:10:02,643][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.473\r\n",
      "[2022-09-25 09:10:12,948][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.1574 | Reco=0.1574 | Nsdr=6.357 | Best=0.1573 | Bname=ema_batch_1 | Penalty=198.7619\u001b[0m\r\n",
      "[2022-09-25 09:10:17,159][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 09:10:17,162][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 09:55:52,896][demucs.solver][INFO] - Train | Epoch 19 | 1164/4656 | 0.43 it/sec | Loss 0.0905 | Reco 0.0885 | Grad 0.0834 | Penalty 193.8313\r\n",
      "[2022-09-25 10:41:24,643][demucs.solver][INFO] - Train | Epoch 19 | 2328/4656 | 0.43 it/sec | Loss 0.0907 | Reco 0.0888 | Grad 0.0840 | Penalty 193.5199\r\n",
      "[2022-09-25 11:27:04,522][demucs.solver][INFO] - Train | Epoch 19 | 3492/4656 | 0.43 it/sec | Loss 0.0901 | Reco 0.0882 | Grad 0.0838 | Penalty 193.5783\r\n",
      "[2022-09-25 12:12:36,640][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.0902 | Reco=0.0883 | Grad=0.0841 | Penalty=193.5822\u001b[0m\r\n",
      "[2022-09-25 12:12:36,641][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 12:12:36,641][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 12:13:21,254][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.1 sec/it | Loss 0.1704 | Reco 0.1704 | Nsdr 5.825\r\n",
      "[2022-09-25 12:13:35,719][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1633 | Reco 0.1633 | Nsdr 5.941\r\n",
      "[2022-09-25 12:13:55,815][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 6.181\r\n",
      "[2022-09-25 12:14:11,971][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1608 | Reco 0.1608 | Nsdr 6.299\r\n",
      "[2022-09-25 12:15:04,016][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.8 sec/it | Loss 0.1649 | Reco 0.1649 | Nsdr 6.054\r\n",
      "[2022-09-25 12:15:18,469][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.183\r\n",
      "[2022-09-25 12:15:38,482][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.389\r\n",
      "[2022-09-25 12:15:55,402][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.473\r\n",
      "[2022-09-25 12:16:46,289][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.4 sec/it | Loss 0.1651 | Reco 0.1651 | Nsdr 6.050\r\n",
      "[2022-09-25 12:17:00,755][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.211\r\n",
      "[2022-09-25 12:17:20,863][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.402\r\n",
      "[2022-09-25 12:17:37,000][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.497\r\n",
      "[2022-09-25 12:18:27,823][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.4 sec/it | Loss 0.1656 | Reco 0.1656 | Nsdr 6.047\r\n",
      "[2022-09-25 12:18:42,300][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.197\r\n",
      "[2022-09-25 12:19:02,341][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.397\r\n",
      "[2022-09-25 12:19:18,546][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.487\r\n",
      "[2022-09-25 12:20:09,639][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.5 sec/it | Loss 0.1656 | Reco 0.1656 | Nsdr 6.046\r\n",
      "[2022-09-25 12:20:24,139][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.191\r\n",
      "[2022-09-25 12:20:44,200][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.391\r\n",
      "[2022-09-25 12:21:00,386][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.484\r\n",
      "[2022-09-25 12:21:10,701][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.1574 | Reco=0.1574 | Nsdr=6.354 | Best=0.1573 | Bname=ema_batch_1 | Penalty=198.7581\u001b[0m\r\n",
      "[2022-09-25 12:21:15,198][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 12:21:15,201][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 13:07:01,726][demucs.solver][INFO] - Train | Epoch 20 | 1164/4656 | 0.42 it/sec | Loss 0.0912 | Reco 0.0893 | Grad 0.0845 | Penalty 193.0517\r\n",
      "[2022-09-25 13:52:39,704][demucs.solver][INFO] - Train | Epoch 20 | 2328/4656 | 0.42 it/sec | Loss 0.0906 | Reco 0.0887 | Grad 0.0846 | Penalty 193.1907\r\n",
      "[2022-09-25 14:38:21,162][demucs.solver][INFO] - Train | Epoch 20 | 3492/4656 | 0.42 it/sec | Loss 0.0902 | Reco 0.0883 | Grad 0.0841 | Penalty 193.1825\r\n",
      "[2022-09-25 15:24:01,484][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.0900 | Reco=0.0880 | Grad=0.0841 | Penalty=193.2521\u001b[0m\r\n",
      "[2022-09-25 15:24:01,485][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 15:24:01,485][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 15:24:43,854][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.5 sec/it | Loss 0.1691 | Reco 0.1691 | Nsdr 5.877\r\n",
      "[2022-09-25 15:24:58,348][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.013\r\n",
      "[2022-09-25 15:25:18,397][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1622 | Reco 0.1622 | Nsdr 6.157\r\n",
      "[2022-09-25 15:25:34,918][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.281\r\n",
      "[2022-09-25 15:26:27,190][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.7 sec/it | Loss 0.1665 | Reco 0.1665 | Nsdr 5.974\r\n",
      "[2022-09-25 15:26:41,676][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.156\r\n",
      "[2022-09-25 15:27:01,730][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.340\r\n",
      "[2022-09-25 15:27:17,920][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.454\r\n",
      "[2022-09-25 15:28:09,673][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.7 sec/it | Loss 0.1652 | Reco 0.1652 | Nsdr 6.046\r\n",
      "[2022-09-25 15:28:24,162][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.209\r\n",
      "[2022-09-25 15:28:44,244][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.406\r\n",
      "[2022-09-25 15:29:00,404][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.508\r\n",
      "[2022-09-25 15:29:51,762][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.5 sec/it | Loss 0.1651 | Reco 0.1651 | Nsdr 6.069\r\n",
      "[2022-09-25 15:30:06,245][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.215\r\n",
      "[2022-09-25 15:30:26,265][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.405\r\n",
      "[2022-09-25 15:30:42,349][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.495\r\n",
      "[2022-09-25 15:31:34,153][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.5 sec/it | Loss 0.1653 | Reco 0.1653 | Nsdr 6.056\r\n",
      "[2022-09-25 15:31:48,576][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.196\r\n",
      "[2022-09-25 15:32:08,674][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.390\r\n",
      "[2022-09-25 15:32:25,680][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.483\r\n",
      "[2022-09-25 15:32:36,089][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.1573 | Reco=0.1573 | Nsdr=6.365 | Best=0.1573 | Bname=ema_batch_1 | Penalty=197.8172\u001b[0m\r\n",
      "[2022-09-25 15:32:36,090][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 15:32:36,090][demucs.solver][INFO] - Evaluating on the test set...\r\n",
      "[2022-09-25 15:33:15,922][demucs.evaluate][INFO] - Eval | 2/10 | 12.8 sec/it\r\n",
      "[2022-09-25 15:33:43,066][demucs.evaluate][INFO] - Eval | 4/10 | 13.1 sec/it\r\n",
      "[2022-09-25 15:34:14,418][demucs.evaluate][INFO] - Eval | 6/10 | 13.8 sec/it\r\n",
      "[2022-09-25 15:34:45,391][demucs.evaluate][INFO] - Eval | 8/10 | 14.2 sec/it\r\n",
      "[2022-09-25 15:46:31,635][demucs.evaluate][INFO] - Eval (BSS) | 2/10 | 231.4 sec/it\r\n",
      "[2022-09-25 15:52:36,473][demucs.evaluate][INFO] - Eval (BSS) | 4/10 | 211.8 sec/it\r\n",
      "[2022-09-25 16:00:04,767][demucs.evaluate][INFO] - Eval (BSS) | 6/10 | 215.3 sec/it\r\n",
      "[2022-09-25 16:08:09,833][demucs.evaluate][INFO] - Eval (BSS) | 8/10 | 221.4 sec/it\r\n",
      "[2022-09-25 16:10:09,361][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.915 | Nsdr=5.386 | Sdr_drums=6.956 | Nsdr_drums=6.996 | Sdr_bass=4.164 | Nsdr_bass=4.644 | Sdr_other=2.472 | Nsdr_other=3.090 | Sdr_vocals=6.068 | Nsdr_vocals=6.813\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "#Running with lr cut by half\n",
    "#runs with:\n",
    "#!dora run -d -f 538354e6 continue_from=538354e6 epochs=20 optim.lr=0.00025 \n",
    "run_path = Main_path + 'demucs-main/demucs-main/outputs/xps/5e8ce54e/train.log'\n",
    "!cat $run_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "98b41666",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cat: more: No such file or directory\r\n",
      "[2022-09-25 16:37:27,399][demucs.train][INFO] - For logs, checkpoints and samples check /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/10d3d91d\r\n",
      "[2022-09-25 16:37:27,412][dora.distrib][INFO] - world_size is 1, skipping init.\r\n",
      "[2022-09-25 16:37:36,311][demucs.train][INFO] - train/valid set size: 18626 14\r\n",
      "[2022-09-25 16:37:36,554][demucs.solver][INFO] - Loading from /home/paperspace/Source_Sep_Rea/Facebook_Transformers/demucs-main/demucs-main/outputs/xps/5e8ce54e/checkpoint.th\r\n",
      "[2022-09-25 16:37:37,793][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 16:37:37,793][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 17:23:26,629][demucs.solver][INFO] - Train | Epoch 1 | 1164/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0796 | Penalty 190.5043\r\n",
      "[2022-09-25 18:09:08,553][demucs.solver][INFO] - Train | Epoch 1 | 2328/4656 | 0.42 it/sec | Loss 0.0889 | Reco 0.0870 | Grad 0.0792 | Penalty 190.9272\r\n",
      "[2022-09-25 18:54:48,936][demucs.solver][INFO] - Train | Epoch 1 | 3492/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0795 | Penalty 191.1780\r\n",
      "[2022-09-25 19:40:33,139][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 1 | Loss=0.0892 | Reco=0.0873 | Grad=0.0798 | Penalty=191.4521\u001b[0m\r\n",
      "[2022-09-25 19:40:33,139][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 19:40:33,139][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 19:41:17,140][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.8 sec/it | Loss 0.1679 | Reco 0.1679 | Nsdr 5.922\r\n",
      "[2022-09-25 19:41:31,660][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.074\r\n",
      "[2022-09-25 19:41:51,715][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.280\r\n",
      "[2022-09-25 19:42:07,875][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1589 | Reco 0.1589 | Nsdr 6.335\r\n",
      "[2022-09-25 19:42:59,708][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.6 sec/it | Loss 0.1651 | Reco 0.1651 | Nsdr 6.046\r\n",
      "[2022-09-25 19:43:14,136][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.200\r\n",
      "[2022-09-25 19:43:34,188][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1577 | Reco 0.1577 | Nsdr 6.402\r\n",
      "[2022-09-25 19:43:50,301][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.495\r\n",
      "[2022-09-25 19:44:43,362][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.0 sec/it | Loss 0.1644 | Reco 0.1644 | Nsdr 6.072\r\n",
      "[2022-09-25 19:44:57,816][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1570 | Reco 0.1570 | Nsdr 6.215\r\n",
      "[2022-09-25 19:45:17,908][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.418\r\n",
      "[2022-09-25 19:45:34,057][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.506\r\n",
      "[2022-09-25 19:46:26,416][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 10.7 sec/it | Loss 0.1677 | Reco 0.1677 | Nsdr 5.927\r\n",
      "[2022-09-25 19:46:40,857][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.075\r\n",
      "[2022-09-25 19:47:00,911][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.284\r\n",
      "[2022-09-25 19:47:17,144][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.338\r\n",
      "[2022-09-25 19:48:10,694][demucs.solver][INFO] - Valid | Epoch 1 | 3/14 | 11.0 sec/it | Loss 0.1678 | Reco 0.1678 | Nsdr 5.926\r\n",
      "[2022-09-25 19:48:25,167][demucs.solver][INFO] - Valid | Epoch 1 | 6/14 | 0.12 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.083\r\n",
      "[2022-09-25 19:48:45,201][demucs.solver][INFO] - Valid | Epoch 1 | 9/14 | 0.13 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.287\r\n",
      "[2022-09-25 19:49:01,357][demucs.solver][INFO] - Valid | Epoch 1 | 12/14 | 0.14 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.342\r\n",
      "[2022-09-25 19:49:11,646][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 1 | Loss=0.1576 | Reco=0.1576 | Nsdr=6.356 | Best=0.1576 | Bname=ema_batch_1 | Penalty=196.8898\u001b[0m\r\n",
      "[2022-09-25 19:49:11,646][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1576\u001b[0m\r\n",
      "[2022-09-25 19:49:13,886][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 19:49:13,887][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 20:35:02,462][demucs.solver][INFO] - Train | Epoch 2 | 1164/4656 | 0.42 it/sec | Loss 0.0896 | Reco 0.0876 | Grad 0.0780 | Penalty 191.7069\r\n",
      "[2022-09-25 21:20:39,314][demucs.solver][INFO] - Train | Epoch 2 | 2328/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0791 | Penalty 191.9330\r\n",
      "[2022-09-25 22:06:15,822][demucs.solver][INFO] - Train | Epoch 2 | 3492/4656 | 0.42 it/sec | Loss 0.0895 | Reco 0.0876 | Grad 0.0804 | Penalty 192.3051\r\n",
      "[2022-09-25 22:51:49,413][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 2 | Loss=0.0896 | Reco=0.0877 | Grad=0.0803 | Penalty=192.2909\u001b[0m\r\n",
      "[2022-09-25 22:51:49,414][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 22:51:49,415][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-25 22:52:34,675][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.2 sec/it | Loss 0.1691 | Reco 0.1691 | Nsdr 5.902\r\n",
      "[2022-09-25 22:52:49,153][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.121\r\n",
      "[2022-09-25 22:53:09,229][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.272\r\n",
      "[2022-09-25 22:53:25,442][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.316\r\n",
      "[2022-09-25 22:54:17,396][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.7 sec/it | Loss 0.1635 | Reco 0.1635 | Nsdr 6.128\r\n",
      "[2022-09-25 22:54:31,834][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.270\r\n",
      "[2022-09-25 22:54:51,841][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.463\r\n",
      "[2022-09-25 22:55:08,001][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.550\r\n",
      "[2022-09-25 22:56:02,576][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.3 sec/it | Loss 0.1634 | Reco 0.1634 | Nsdr 6.130\r\n",
      "[2022-09-25 22:56:17,425][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1563 | Reco 0.1563 | Nsdr 6.256\r\n",
      "[2022-09-25 22:56:37,504][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.12 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.453\r\n",
      "[2022-09-25 22:56:53,636][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.538\r\n",
      "[2022-09-25 22:57:47,155][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 11.0 sec/it | Loss 0.1663 | Reco 0.1663 | Nsdr 6.016\r\n",
      "[2022-09-25 22:58:01,659][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.202\r\n",
      "[2022-09-25 22:58:21,769][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.399\r\n",
      "[2022-09-25 22:58:37,947][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.448\r\n",
      "[2022-09-25 22:59:30,528][demucs.solver][INFO] - Valid | Epoch 2 | 3/14 | 10.8 sec/it | Loss 0.1664 | Reco 0.1664 | Nsdr 6.016\r\n",
      "[2022-09-25 22:59:44,999][demucs.solver][INFO] - Valid | Epoch 2 | 6/14 | 0.12 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.195\r\n",
      "[2022-09-25 23:00:05,044][demucs.solver][INFO] - Valid | Epoch 2 | 9/14 | 0.13 it/sec | Loss 0.1577 | Reco 0.1577 | Nsdr 6.388\r\n",
      "[2022-09-25 23:00:21,226][demucs.solver][INFO] - Valid | Epoch 2 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.440\r\n",
      "[2022-09-25 23:00:31,584][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 2 | Loss=0.1570 | Reco=0.1570 | Nsdr=6.392 | Best=0.1570 | Bname=ema_batch_0 | Penalty=196.3713\u001b[0m\r\n",
      "[2022-09-25 23:00:31,585][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1570\u001b[0m\r\n",
      "[2022-09-25 23:00:36,785][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-25 23:00:36,786][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-25 23:46:31,776][demucs.solver][INFO] - Train | Epoch 3 | 1164/4656 | 0.42 it/sec | Loss 0.0884 | Reco 0.0865 | Grad 0.0789 | Penalty 192.5410\r\n",
      "[2022-09-26 00:32:14,774][demucs.solver][INFO] - Train | Epoch 3 | 2328/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0798 | Penalty 191.7355\r\n",
      "[2022-09-26 01:17:50,172][demucs.solver][INFO] - Train | Epoch 3 | 3492/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0796 | Penalty 191.3153\r\n",
      "[2022-09-26 02:03:25,658][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 3 | Loss=0.0889 | Reco=0.0870 | Grad=0.0795 | Penalty=191.1415\u001b[0m\r\n",
      "[2022-09-26 02:03:25,659][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 02:03:25,659][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 02:04:10,036][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.0 sec/it | Loss 0.1695 | Reco 0.1695 | Nsdr 5.850\r\n",
      "[2022-09-26 02:04:24,646][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1626 | Reco 0.1626 | Nsdr 5.998\r\n",
      "[2022-09-26 02:04:44,753][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1628 | Reco 0.1628 | Nsdr 6.182\r\n",
      "[2022-09-26 02:05:01,003][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1614 | Reco 0.1614 | Nsdr 6.270\r\n",
      "[2022-09-26 02:05:54,509][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.1 sec/it | Loss 0.1643 | Reco 0.1643 | Nsdr 6.086\r\n",
      "[2022-09-26 02:06:08,954][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.235\r\n",
      "[2022-09-26 02:06:28,983][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1576 | Reco 0.1576 | Nsdr 6.406\r\n",
      "[2022-09-26 02:06:45,095][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1563 | Reco 0.1563 | Nsdr 6.496\r\n",
      "[2022-09-26 02:07:37,624][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.8 sec/it | Loss 0.1641 | Reco 0.1641 | Nsdr 6.110\r\n",
      "[2022-09-26 02:07:52,095][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.256\r\n",
      "[2022-09-26 02:08:12,195][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.450\r\n",
      "[2022-09-26 02:08:28,844][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.542\r\n",
      "[2022-09-26 02:09:22,576][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 11.0 sec/it | Loss 0.1659 | Reco 0.1659 | Nsdr 6.027\r\n",
      "[2022-09-26 02:09:37,337][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.207\r\n",
      "[2022-09-26 02:09:57,433][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.386\r\n",
      "[2022-09-26 02:10:13,633][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1570 | Reco 0.1570 | Nsdr 6.452\r\n",
      "[2022-09-26 02:11:05,969][demucs.solver][INFO] - Valid | Epoch 3 | 3/14 | 10.7 sec/it | Loss 0.1656 | Reco 0.1656 | Nsdr 6.049\r\n",
      "[2022-09-26 02:11:20,475][demucs.solver][INFO] - Valid | Epoch 3 | 6/14 | 0.12 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.203\r\n",
      "[2022-09-26 02:11:40,555][demucs.solver][INFO] - Valid | Epoch 3 | 9/14 | 0.13 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.390\r\n",
      "[2022-09-26 02:11:57,424][demucs.solver][INFO] - Valid | Epoch 3 | 12/14 | 0.14 it/sec | Loss 0.1570 | Reco 0.1570 | Nsdr 6.458\r\n",
      "[2022-09-26 02:12:07,683][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 3 | Loss=0.1572 | Reco=0.1572 | Nsdr=6.387 | Best=0.1570 | Bname=ema_batch_1 | Penalty=195.0111\u001b[0m\r\n",
      "[2022-09-26 02:12:13,720][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 02:12:13,723][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 02:58:01,937][demucs.solver][INFO] - Train | Epoch 4 | 1164/4656 | 0.42 it/sec | Loss 0.0895 | Reco 0.0876 | Grad 0.0817 | Penalty 190.6695\r\n",
      "[2022-09-26 03:43:42,968][demucs.solver][INFO] - Train | Epoch 4 | 2328/4656 | 0.42 it/sec | Loss 0.0896 | Reco 0.0877 | Grad 0.0814 | Penalty 190.5558\r\n",
      "[2022-09-26 04:29:25,410][demucs.solver][INFO] - Train | Epoch 4 | 3492/4656 | 0.42 it/sec | Loss 0.0899 | Reco 0.0880 | Grad 0.0818 | Penalty 190.9388\r\n",
      "[2022-09-26 05:15:06,886][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 4 | Loss=0.0895 | Reco=0.0876 | Grad=0.0815 | Penalty=190.9106\u001b[0m\r\n",
      "[2022-09-26 05:15:06,886][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 05:15:06,886][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 05:15:51,558][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.0 sec/it | Loss 0.1697 | Reco 0.1697 | Nsdr 5.840\r\n",
      "[2022-09-26 05:16:06,059][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1612 | Reco 0.1612 | Nsdr 6.043\r\n",
      "[2022-09-26 05:16:26,076][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1621 | Reco 0.1621 | Nsdr 6.223\r\n",
      "[2022-09-26 05:16:42,250][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.332\r\n",
      "[2022-09-26 05:17:36,444][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.2 sec/it | Loss 0.1650 | Reco 0.1650 | Nsdr 6.047\r\n",
      "[2022-09-26 05:17:51,771][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.225\r\n",
      "[2022-09-26 05:18:12,991][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.12 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.408\r\n",
      "[2022-09-26 05:18:29,869][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.13 it/sec | Loss 0.1558 | Reco 0.1558 | Nsdr 6.512\r\n",
      "[2022-09-26 05:19:22,967][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.9 sec/it | Loss 0.1635 | Reco 0.1635 | Nsdr 6.125\r\n",
      "[2022-09-26 05:19:37,419][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.267\r\n",
      "[2022-09-26 05:19:57,498][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.451\r\n",
      "[2022-09-26 05:20:13,674][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.548\r\n",
      "[2022-09-26 05:21:07,000][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 11.0 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 6.047\r\n",
      "[2022-09-26 05:21:21,482][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.212\r\n",
      "[2022-09-26 05:21:41,520][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.400\r\n",
      "[2022-09-26 05:21:57,600][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.478\r\n",
      "[2022-09-26 05:22:49,900][demucs.solver][INFO] - Valid | Epoch 4 | 3/14 | 10.7 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 6.049\r\n",
      "[2022-09-26 05:23:04,430][demucs.solver][INFO] - Valid | Epoch 4 | 6/14 | 0.12 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.216\r\n",
      "[2022-09-26 05:23:24,597][demucs.solver][INFO] - Valid | Epoch 4 | 9/14 | 0.13 it/sec | Loss 0.1579 | Reco 0.1579 | Nsdr 6.402\r\n",
      "[2022-09-26 05:23:40,782][demucs.solver][INFO] - Valid | Epoch 4 | 12/14 | 0.14 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.481\r\n",
      "[2022-09-26 05:23:51,066][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 4 | Loss=0.1570 | Reco=0.1570 | Nsdr=6.391 | Best=0.1570 | Bname=ema_batch_1 | Penalty=195.2295\u001b[0m\r\n",
      "[2022-09-26 05:23:54,852][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 05:23:54,854][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 06:09:48,398][demucs.solver][INFO] - Train | Epoch 5 | 1164/4656 | 0.42 it/sec | Loss 0.0899 | Reco 0.0880 | Grad 0.0837 | Penalty 190.8156\r\n",
      "[2022-09-26 06:55:34,269][demucs.solver][INFO] - Train | Epoch 5 | 2328/4656 | 0.42 it/sec | Loss 0.0899 | Reco 0.0880 | Grad 0.0830 | Penalty 190.6919\r\n",
      "[2022-09-26 07:41:20,775][demucs.solver][INFO] - Train | Epoch 5 | 3492/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0815 | Penalty 190.5119\r\n",
      "[2022-09-26 08:27:00,795][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 5 | Loss=0.0893 | Reco=0.0874 | Grad=0.0815 | Penalty=190.5056\u001b[0m\r\n",
      "[2022-09-26 08:27:00,795][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 08:27:00,795][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 08:27:43,640][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.1691 | Reco 0.1691 | Nsdr 5.812\r\n",
      "[2022-09-26 08:27:58,078][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1595 | Reco 0.1595 | Nsdr 6.074\r\n",
      "[2022-09-26 08:28:18,089][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.256\r\n",
      "[2022-09-26 08:28:34,217][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.356\r\n",
      "[2022-09-26 08:29:25,802][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.1660 | Reco 0.1660 | Nsdr 5.998\r\n",
      "[2022-09-26 08:29:40,235][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1578 | Reco 0.1578 | Nsdr 6.180\r\n",
      "[2022-09-26 08:30:00,265][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.351\r\n",
      "[2022-09-26 08:30:16,450][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.453\r\n",
      "[2022-09-26 08:31:10,162][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 11.1 sec/it | Loss 0.1634 | Reco 0.1634 | Nsdr 6.127\r\n",
      "[2022-09-26 08:31:24,623][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.270\r\n",
      "[2022-09-26 08:31:44,691][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.447\r\n",
      "[2022-09-26 08:32:01,175][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.538\r\n",
      "[2022-09-26 08:32:53,491][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.7 sec/it | Loss 0.1646 | Reco 0.1646 | Nsdr 6.078\r\n",
      "[2022-09-26 08:33:08,400][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.246\r\n",
      "[2022-09-26 08:33:28,667][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.427\r\n",
      "[2022-09-26 08:33:44,839][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.510\r\n",
      "[2022-09-26 08:34:36,558][demucs.solver][INFO] - Valid | Epoch 5 | 3/14 | 10.6 sec/it | Loss 0.1644 | Reco 0.1644 | Nsdr 6.085\r\n",
      "[2022-09-26 08:34:51,059][demucs.solver][INFO] - Valid | Epoch 5 | 6/14 | 0.12 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.252\r\n",
      "[2022-09-26 08:35:11,133][demucs.solver][INFO] - Valid | Epoch 5 | 9/14 | 0.13 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.430\r\n",
      "[2022-09-26 08:35:27,350][demucs.solver][INFO] - Valid | Epoch 5 | 12/14 | 0.14 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.507\r\n",
      "[2022-09-26 08:35:37,613][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 5 | Loss=0.1569 | Reco=0.1569 | Nsdr=6.388 | Best=0.1569 | Bname=ema_batch_1 | Penalty=195.8961\u001b[0m\r\n",
      "[2022-09-26 08:35:37,613][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1569\u001b[0m\r\n",
      "[2022-09-26 08:35:42,757][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 08:35:42,758][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 09:21:34,580][demucs.solver][INFO] - Train | Epoch 6 | 1164/4656 | 0.42 it/sec | Loss 0.0901 | Reco 0.0881 | Grad 0.0798 | Penalty 190.4858\r\n",
      "[2022-09-26 10:07:18,327][demucs.solver][INFO] - Train | Epoch 6 | 2328/4656 | 0.42 it/sec | Loss 0.0894 | Reco 0.0875 | Grad 0.0809 | Penalty 190.3048\r\n",
      "[2022-09-26 10:53:02,347][demucs.solver][INFO] - Train | Epoch 6 | 3492/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0817 | Penalty 190.2374\r\n",
      "[2022-09-26 11:38:44,890][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 6 | Loss=0.0890 | Reco=0.0871 | Grad=0.0817 | Penalty=190.2618\u001b[0m\r\n",
      "[2022-09-26 11:38:44,891][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 11:38:44,891][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 11:39:28,579][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.8 sec/it | Loss 0.1675 | Reco 0.1675 | Nsdr 5.900\r\n",
      "[2022-09-26 11:39:43,079][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.081\r\n",
      "[2022-09-26 11:40:03,163][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.282\r\n",
      "[2022-09-26 11:40:19,389][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.348\r\n",
      "[2022-09-26 11:41:13,471][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.2 sec/it | Loss 0.1637 | Reco 0.1637 | Nsdr 6.097\r\n",
      "[2022-09-26 11:41:27,954][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1563 | Reco 0.1563 | Nsdr 6.244\r\n",
      "[2022-09-26 11:41:48,016][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.418\r\n",
      "[2022-09-26 11:42:04,178][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.488\r\n",
      "[2022-09-26 11:42:57,743][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.1 sec/it | Loss 0.1635 | Reco 0.1635 | Nsdr 6.114\r\n",
      "[2022-09-26 11:43:12,546][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.265\r\n",
      "[2022-09-26 11:43:32,580][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.430\r\n",
      "[2022-09-26 11:43:48,739][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.521\r\n",
      "[2022-09-26 11:44:41,330][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 10.8 sec/it | Loss 0.1637 | Reco 0.1637 | Nsdr 6.110\r\n",
      "[2022-09-26 11:44:55,757][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.264\r\n",
      "[2022-09-26 11:45:15,849][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.13 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.449\r\n",
      "[2022-09-26 11:45:31,968][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.14 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.527\r\n",
      "[2022-09-26 11:46:26,480][demucs.solver][INFO] - Valid | Epoch 6 | 3/14 | 11.3 sec/it | Loss 0.1638 | Reco 0.1638 | Nsdr 6.109\r\n",
      "[2022-09-26 11:46:41,624][demucs.solver][INFO] - Valid | Epoch 6 | 6/14 | 0.12 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.266\r\n",
      "[2022-09-26 11:47:01,825][demucs.solver][INFO] - Valid | Epoch 6 | 9/14 | 0.12 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.448\r\n",
      "[2022-09-26 11:47:18,031][demucs.solver][INFO] - Valid | Epoch 6 | 12/14 | 0.13 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.527\r\n",
      "[2022-09-26 11:47:28,267][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 6 | Loss=0.1570 | Reco=0.1570 | Nsdr=6.375 | Best=0.1569 | Bname=ema_batch_1 | Penalty=195.1019\u001b[0m\r\n",
      "[2022-09-26 11:47:32,233][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 11:47:32,236][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 12:33:28,370][demucs.solver][INFO] - Train | Epoch 7 | 1164/4656 | 0.42 it/sec | Loss 0.0881 | Reco 0.0862 | Grad 0.0863 | Penalty 190.6179\r\n",
      "[2022-09-26 13:19:15,844][demucs.solver][INFO] - Train | Epoch 7 | 2328/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0872 | Grad 0.0851 | Penalty 190.7289\r\n",
      "[2022-09-26 14:05:04,637][demucs.solver][INFO] - Train | Epoch 7 | 3492/4656 | 0.42 it/sec | Loss 0.0893 | Reco 0.0874 | Grad 0.0841 | Penalty 190.5955\r\n",
      "[2022-09-26 14:50:48,723][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 7 | Loss=0.0892 | Reco=0.0873 | Grad=0.0836 | Penalty=190.5063\u001b[0m\r\n",
      "[2022-09-26 14:50:48,724][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 14:50:48,724][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 14:51:33,645][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.1 sec/it | Loss 0.1670 | Reco 0.1670 | Nsdr 5.929\r\n",
      "[2022-09-26 14:51:48,180][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.065\r\n",
      "[2022-09-26 14:52:08,227][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1603 | Reco 0.1603 | Nsdr 6.253\r\n",
      "[2022-09-26 14:52:24,389][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.319\r\n",
      "[2022-09-26 14:53:16,326][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.7 sec/it | Loss 0.1630 | Reco 0.1630 | Nsdr 6.145\r\n",
      "[2022-09-26 14:53:30,805][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1563 | Reco 0.1563 | Nsdr 6.263\r\n",
      "[2022-09-26 14:53:50,902][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1571 | Reco 0.1571 | Nsdr 6.428\r\n",
      "[2022-09-26 14:54:07,039][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.501\r\n",
      "[2022-09-26 14:55:00,465][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 11.0 sec/it | Loss 0.1628 | Reco 0.1628 | Nsdr 6.155\r\n",
      "[2022-09-26 14:55:15,418][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.288\r\n",
      "[2022-09-26 14:55:36,626][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.12 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.458\r\n",
      "[2022-09-26 14:55:52,923][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.13 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.539\r\n",
      "[2022-09-26 14:56:46,089][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.9 sec/it | Loss 0.1635 | Reco 0.1635 | Nsdr 6.123\r\n",
      "[2022-09-26 14:57:00,564][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.269\r\n",
      "[2022-09-26 14:57:20,642][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1565 | Reco 0.1565 | Nsdr 6.449\r\n",
      "[2022-09-26 14:57:36,826][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.530\r\n",
      "[2022-09-26 14:58:29,192][demucs.solver][INFO] - Valid | Epoch 7 | 3/14 | 10.7 sec/it | Loss 0.1639 | Reco 0.1639 | Nsdr 6.114\r\n",
      "[2022-09-26 14:58:43,720][demucs.solver][INFO] - Valid | Epoch 7 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.270\r\n",
      "[2022-09-26 14:59:03,730][demucs.solver][INFO] - Valid | Epoch 7 | 9/14 | 0.13 it/sec | Loss 0.1565 | Reco 0.1565 | Nsdr 6.462\r\n",
      "[2022-09-26 14:59:19,883][demucs.solver][INFO] - Valid | Epoch 7 | 12/14 | 0.14 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.535\r\n",
      "[2022-09-26 14:59:30,169][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 7 | Loss=0.1568 | Reco=0.1568 | Nsdr=6.391 | Best=0.1568 | Bname=ema_batch_1 | Penalty=196.3977\u001b[0m\r\n",
      "[2022-09-26 14:59:30,169][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1568\u001b[0m\r\n",
      "[2022-09-26 14:59:35,246][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 14:59:35,247][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 15:45:29,112][demucs.solver][INFO] - Train | Epoch 8 | 1164/4656 | 0.42 it/sec | Loss 0.0883 | Reco 0.0864 | Grad 0.0824 | Penalty 190.0022\r\n",
      "[2022-09-26 16:31:13,862][demucs.solver][INFO] - Train | Epoch 8 | 2328/4656 | 0.42 it/sec | Loss 0.0894 | Reco 0.0875 | Grad 0.0816 | Penalty 190.1714\r\n",
      "[2022-09-26 17:17:01,340][demucs.solver][INFO] - Train | Epoch 8 | 3492/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0828 | Penalty 190.3003\r\n",
      "[2022-09-26 18:03:20,782][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 8 | Loss=0.0889 | Reco=0.0870 | Grad=0.0832 | Penalty=190.4107\u001b[0m\r\n",
      "[2022-09-26 18:03:20,783][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 18:03:20,783][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 18:04:06,532][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.3 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 6.025\r\n",
      "[2022-09-26 18:04:21,152][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.189\r\n",
      "[2022-09-26 18:04:41,417][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.309\r\n",
      "[2022-09-26 18:04:57,824][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.13 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.388\r\n",
      "[2022-09-26 18:05:51,755][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.2 sec/it | Loss 0.1620 | Reco 0.1620 | Nsdr 6.198\r\n",
      "[2022-09-26 18:06:06,361][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.305\r\n",
      "[2022-09-26 18:06:26,585][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.463\r\n",
      "[2022-09-26 18:06:42,802][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.537\r\n",
      "[2022-09-26 18:07:36,161][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 11.0 sec/it | Loss 0.1617 | Reco 0.1617 | Nsdr 6.205\r\n",
      "[2022-09-26 18:07:50,781][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.307\r\n",
      "[2022-09-26 18:08:10,948][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.485\r\n",
      "[2022-09-26 18:08:27,209][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.561\r\n",
      "[2022-09-26 18:09:20,186][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.9 sec/it | Loss 0.1629 | Reco 0.1629 | Nsdr 6.147\r\n",
      "[2022-09-26 18:09:34,745][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.296\r\n",
      "[2022-09-26 18:09:54,957][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.473\r\n",
      "[2022-09-26 18:10:11,259][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.544\r\n",
      "[2022-09-26 18:11:04,330][demucs.solver][INFO] - Valid | Epoch 8 | 3/14 | 10.9 sec/it | Loss 0.1631 | Reco 0.1631 | Nsdr 6.143\r\n",
      "[2022-09-26 18:11:18,958][demucs.solver][INFO] - Valid | Epoch 8 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.293\r\n",
      "[2022-09-26 18:11:39,162][demucs.solver][INFO] - Valid | Epoch 8 | 9/14 | 0.13 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.474\r\n",
      "[2022-09-26 18:11:55,427][demucs.solver][INFO] - Valid | Epoch 8 | 12/14 | 0.14 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.555\r\n",
      "[2022-09-26 18:12:05,877][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 8 | Loss=0.1565 | Reco=0.1565 | Nsdr=6.418 | Best=0.1565 | Bname=ema_batch_1 | Penalty=197.9984\u001b[0m\r\n",
      "[2022-09-26 18:12:05,878][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1565\u001b[0m\r\n",
      "[2022-09-26 18:12:11,107][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 18:12:11,108][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 18:58:22,641][demucs.solver][INFO] - Train | Epoch 9 | 1164/4656 | 0.42 it/sec | Loss 0.0891 | Reco 0.0872 | Grad 0.0819 | Penalty 190.4394\r\n",
      "[2022-09-26 19:44:39,577][demucs.solver][INFO] - Train | Epoch 9 | 2328/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0818 | Penalty 190.1120\r\n",
      "[2022-09-26 20:31:04,000][demucs.solver][INFO] - Train | Epoch 9 | 3492/4656 | 0.42 it/sec | Loss 0.0888 | Reco 0.0869 | Grad 0.0824 | Penalty 190.1024\r\n",
      "[2022-09-26 21:17:18,455][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 9 | Loss=0.0885 | Reco=0.0866 | Grad=0.0822 | Penalty=190.2437\u001b[0m\r\n",
      "[2022-09-26 21:17:18,455][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 21:17:18,455][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-26 21:18:03,983][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.2 sec/it | Loss 0.1696 | Reco 0.1696 | Nsdr 5.834\r\n",
      "[2022-09-26 21:18:18,575][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1613 | Reco 0.1613 | Nsdr 6.018\r\n",
      "[2022-09-26 21:18:38,835][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.200\r\n",
      "[2022-09-26 21:18:55,131][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.316\r\n",
      "[2022-09-26 21:19:53,873][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.3 sec/it | Loss 0.1641 | Reco 0.1641 | Nsdr 6.101\r\n",
      "[2022-09-26 21:20:09,119][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1565 | Reco 0.1565 | Nsdr 6.252\r\n",
      "[2022-09-26 21:20:29,489][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.426\r\n",
      "[2022-09-26 21:20:45,798][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1558 | Reco 0.1558 | Nsdr 6.529\r\n",
      "[2022-09-26 21:21:40,454][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.3 sec/it | Loss 0.1618 | Reco 0.1618 | Nsdr 6.205\r\n",
      "[2022-09-26 21:21:55,266][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.323\r\n",
      "[2022-09-26 21:22:15,672][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.481\r\n",
      "[2022-09-26 21:22:32,414][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1549 | Reco 0.1549 | Nsdr 6.566\r\n",
      "[2022-09-26 21:23:29,934][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 12.0 sec/it | Loss 0.1634 | Reco 0.1634 | Nsdr 6.134\r\n",
      "[2022-09-26 21:23:44,680][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.11 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.287\r\n",
      "[2022-09-26 21:24:04,964][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.12 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.468\r\n",
      "[2022-09-26 21:24:21,310][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.13 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.547\r\n",
      "[2022-09-26 21:25:14,645][demucs.solver][INFO] - Valid | Epoch 9 | 3/14 | 11.0 sec/it | Loss 0.1637 | Reco 0.1637 | Nsdr 6.114\r\n",
      "[2022-09-26 21:25:29,296][demucs.solver][INFO] - Valid | Epoch 9 | 6/14 | 0.12 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.277\r\n",
      "[2022-09-26 21:25:49,570][demucs.solver][INFO] - Valid | Epoch 9 | 9/14 | 0.13 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.465\r\n",
      "[2022-09-26 21:26:05,828][demucs.solver][INFO] - Valid | Epoch 9 | 12/14 | 0.14 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.546\r\n",
      "[2022-09-26 21:26:16,231][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 9 | Loss=0.1563 | Reco=0.1563 | Nsdr=6.426 | Best=0.1563 | Bname=ema_batch_1 | Penalty=196.1523\u001b[0m\r\n",
      "[2022-09-26 21:26:16,231][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1563\u001b[0m\r\n",
      "[2022-09-26 21:26:21,222][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-26 21:26:21,223][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-26 22:12:51,200][demucs.solver][INFO] - Train | Epoch 10 | 1164/4656 | 0.42 it/sec | Loss 0.0894 | Reco 0.0875 | Grad 0.0844 | Penalty 191.1749\r\n",
      "[2022-09-26 22:59:06,901][demucs.solver][INFO] - Train | Epoch 10 | 2328/4656 | 0.42 it/sec | Loss 0.0888 | Reco 0.0869 | Grad 0.0828 | Penalty 190.9103\r\n",
      "[2022-09-26 23:45:43,394][demucs.solver][INFO] - Train | Epoch 10 | 3492/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0870 | Grad 0.0826 | Penalty 190.7851\r\n",
      "[2022-09-27 00:32:02,266][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 10 | Loss=0.0885 | Reco=0.0866 | Grad=0.0820 | Penalty=190.5696\u001b[0m\r\n",
      "[2022-09-27 00:32:02,267][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 00:32:02,267][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 00:32:48,449][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.4 sec/it | Loss 0.1673 | Reco 0.1673 | Nsdr 5.914\r\n",
      "[2022-09-27 00:33:03,059][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.058\r\n",
      "[2022-09-27 00:33:23,264][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.12 it/sec | Loss 0.1605 | Reco 0.1605 | Nsdr 6.238\r\n",
      "[2022-09-27 00:33:39,532][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.13 it/sec | Loss 0.1592 | Reco 0.1592 | Nsdr 6.342\r\n",
      "[2022-09-27 00:34:32,664][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.0 sec/it | Loss 0.1636 | Reco 0.1636 | Nsdr 6.127\r\n",
      "[2022-09-27 00:34:47,254][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.261\r\n",
      "[2022-09-27 00:35:07,484][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.434\r\n",
      "[2022-09-27 00:35:24,305][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.522\r\n",
      "[2022-09-27 00:36:17,474][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 10.9 sec/it | Loss 0.1624 | Reco 0.1624 | Nsdr 6.179\r\n",
      "[2022-09-27 00:36:32,110][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.308\r\n",
      "[2022-09-27 00:36:52,261][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.473\r\n",
      "[2022-09-27 00:37:08,572][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.559\r\n",
      "[2022-09-27 00:38:03,172][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.3 sec/it | Loss 0.1633 | Reco 0.1633 | Nsdr 6.134\r\n",
      "[2022-09-27 00:38:17,795][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.288\r\n",
      "[2022-09-27 00:38:37,966][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.471\r\n",
      "[2022-09-27 00:38:54,266][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1550 | Reco 0.1550 | Nsdr 6.561\r\n",
      "[2022-09-27 00:39:47,730][demucs.solver][INFO] - Valid | Epoch 10 | 3/14 | 11.0 sec/it | Loss 0.1633 | Reco 0.1633 | Nsdr 6.135\r\n",
      "[2022-09-27 00:40:02,563][demucs.solver][INFO] - Valid | Epoch 10 | 6/14 | 0.12 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.293\r\n",
      "[2022-09-27 00:40:22,709][demucs.solver][INFO] - Valid | Epoch 10 | 9/14 | 0.13 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.475\r\n",
      "[2022-09-27 00:40:39,822][demucs.solver][INFO] - Valid | Epoch 10 | 12/14 | 0.14 it/sec | Loss 0.1550 | Reco 0.1550 | Nsdr 6.558\r\n",
      "[2022-09-27 00:40:50,302][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 10 | Loss=0.1565 | Reco=0.1565 | Nsdr=6.409 | Best=0.1563 | Bname=ema_epoch_1 | Penalty=195.2262\u001b[0m\r\n",
      "[2022-09-27 00:40:54,441][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 00:40:54,444][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 01:27:19,555][demucs.solver][INFO] - Train | Epoch 11 | 1164/4656 | 0.42 it/sec | Loss 0.0884 | Reco 0.0865 | Grad 0.0816 | Penalty 189.6231\r\n",
      "[2022-09-27 02:13:38,518][demucs.solver][INFO] - Train | Epoch 11 | 2328/4656 | 0.42 it/sec | Loss 0.0887 | Reco 0.0868 | Grad 0.0826 | Penalty 189.5307\r\n",
      "[2022-09-27 02:59:55,868][demucs.solver][INFO] - Train | Epoch 11 | 3492/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0824 | Penalty 189.4508\r\n",
      "[2022-09-27 03:46:12,641][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 11 | Loss=0.0888 | Reco=0.0869 | Grad=0.0827 | Penalty=189.3716\u001b[0m\r\n",
      "[2022-09-27 03:46:12,642][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 03:46:12,642][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 03:46:57,031][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1631 | Reco 0.1631 | Nsdr 6.096\r\n",
      "[2022-09-27 03:47:11,711][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1594 | Reco 0.1594 | Nsdr 6.122\r\n",
      "[2022-09-27 03:47:31,950][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.310\r\n",
      "[2022-09-27 03:47:48,181][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1590 | Reco 0.1590 | Nsdr 6.377\r\n",
      "[2022-09-27 03:48:41,215][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1635 | Reco 0.1635 | Nsdr 6.146\r\n",
      "[2022-09-27 03:48:55,766][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.274\r\n",
      "[2022-09-27 03:49:15,938][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.474\r\n",
      "[2022-09-27 03:49:32,190][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.565\r\n",
      "[2022-09-27 03:50:25,423][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 10.9 sec/it | Loss 0.1625 | Reco 0.1625 | Nsdr 6.185\r\n",
      "[2022-09-27 03:50:40,001][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.315\r\n",
      "[2022-09-27 03:51:00,200][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.13 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.492\r\n",
      "[2022-09-27 03:51:16,438][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.14 it/sec | Loss 0.1548 | Reco 0.1548 | Nsdr 6.581\r\n",
      "[2022-09-27 03:52:11,061][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.3 sec/it | Loss 0.1627 | Reco 0.1627 | Nsdr 6.162\r\n",
      "[2022-09-27 03:52:25,877][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.297\r\n",
      "[2022-09-27 03:52:46,116][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.488\r\n",
      "[2022-09-27 03:53:02,398][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.13 it/sec | Loss 0.1550 | Reco 0.1550 | Nsdr 6.566\r\n",
      "[2022-09-27 03:53:57,722][demucs.solver][INFO] - Valid | Epoch 11 | 3/14 | 11.5 sec/it | Loss 0.1629 | Reco 0.1629 | Nsdr 6.154\r\n",
      "[2022-09-27 03:54:12,487][demucs.solver][INFO] - Valid | Epoch 11 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.294\r\n",
      "[2022-09-27 03:54:32,930][demucs.solver][INFO] - Valid | Epoch 11 | 9/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.486\r\n",
      "[2022-09-27 03:54:49,230][demucs.solver][INFO] - Valid | Epoch 11 | 12/14 | 0.13 it/sec | Loss 0.1550 | Reco 0.1550 | Nsdr 6.564\r\n",
      "[2022-09-27 03:54:59,656][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 11 | Loss=0.1563 | Reco=0.1563 | Nsdr=6.435 | Best=0.1563 | Bname=ema_batch_1 | Penalty=194.6503\u001b[0m\r\n",
      "[2022-09-27 03:54:59,656][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1563\u001b[0m\r\n",
      "[2022-09-27 03:55:04,502][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 03:55:04,503][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 04:41:35,627][demucs.solver][INFO] - Train | Epoch 12 | 1164/4656 | 0.42 it/sec | Loss 0.0882 | Reco 0.0863 | Grad 0.0832 | Penalty 189.6755\r\n",
      "[2022-09-27 05:27:52,416][demucs.solver][INFO] - Train | Epoch 12 | 2328/4656 | 0.42 it/sec | Loss 0.0888 | Reco 0.0869 | Grad 0.0820 | Penalty 189.5821\r\n",
      "[2022-09-27 06:14:27,813][demucs.solver][INFO] - Train | Epoch 12 | 3492/4656 | 0.42 it/sec | Loss 0.0893 | Reco 0.0874 | Grad 0.0833 | Penalty 189.7254\r\n",
      "[2022-09-27 07:00:58,299][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 12 | Loss=0.0892 | Reco=0.0873 | Grad=0.0832 | Penalty=189.8254\u001b[0m\r\n",
      "[2022-09-27 07:00:58,300][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 07:00:58,300][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 07:01:43,008][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.0 sec/it | Loss 0.1706 | Reco 0.1706 | Nsdr 5.853\r\n",
      "[2022-09-27 07:01:57,610][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.045\r\n",
      "[2022-09-27 07:02:17,824][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1614 | Reco 0.1614 | Nsdr 6.225\r\n",
      "[2022-09-27 07:02:34,112][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.316\r\n",
      "[2022-09-27 07:03:28,516][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.2 sec/it | Loss 0.1649 | Reco 0.1649 | Nsdr 6.087\r\n",
      "[2022-09-27 07:03:43,201][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1570 | Reco 0.1570 | Nsdr 6.229\r\n",
      "[2022-09-27 07:04:03,427][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1571 | Reco 0.1571 | Nsdr 6.439\r\n",
      "[2022-09-27 07:04:19,682][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.546\r\n",
      "[2022-09-27 07:05:15,602][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.6 sec/it | Loss 0.1623 | Reco 0.1623 | Nsdr 6.190\r\n",
      "[2022-09-27 07:05:31,083][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.11 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.312\r\n",
      "[2022-09-27 07:05:51,884][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.12 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.490\r\n",
      "[2022-09-27 07:06:08,189][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.13 it/sec | Loss 0.1547 | Reco 0.1547 | Nsdr 6.587\r\n",
      "[2022-09-27 07:07:02,237][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.1 sec/it | Loss 0.1630 | Reco 0.1630 | Nsdr 6.154\r\n",
      "[2022-09-27 07:07:16,822][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.301\r\n",
      "[2022-09-27 07:07:37,031][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.485\r\n",
      "[2022-09-27 07:07:53,405][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1549 | Reco 0.1549 | Nsdr 6.563\r\n",
      "[2022-09-27 07:08:47,198][demucs.solver][INFO] - Valid | Epoch 12 | 3/14 | 11.0 sec/it | Loss 0.1630 | Reco 0.1630 | Nsdr 6.156\r\n",
      "[2022-09-27 07:09:01,824][demucs.solver][INFO] - Valid | Epoch 12 | 6/14 | 0.12 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.307\r\n",
      "[2022-09-27 07:09:22,125][demucs.solver][INFO] - Valid | Epoch 12 | 9/14 | 0.13 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.488\r\n",
      "[2022-09-27 07:09:38,459][demucs.solver][INFO] - Valid | Epoch 12 | 12/14 | 0.14 it/sec | Loss 0.1548 | Reco 0.1548 | Nsdr 6.572\r\n",
      "[2022-09-27 07:09:48,880][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 12 | Loss=0.1561 | Reco=0.1561 | Nsdr=6.442 | Best=0.1561 | Bname=ema_batch_1 | Penalty=195.5384\u001b[0m\r\n",
      "[2022-09-27 07:09:48,881][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1561\u001b[0m\r\n",
      "[2022-09-27 07:09:54,100][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 07:09:54,101][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 07:56:37,719][demucs.solver][INFO] - Train | Epoch 13 | 1164/4656 | 0.42 it/sec | Loss 0.0879 | Reco 0.0860 | Grad 0.0852 | Penalty 190.1534\r\n",
      "[2022-09-27 08:43:10,859][demucs.solver][INFO] - Train | Epoch 13 | 2328/4656 | 0.42 it/sec | Loss 0.0878 | Reco 0.0859 | Grad 0.0842 | Penalty 190.4706\r\n",
      "[2022-09-27 09:29:30,265][demucs.solver][INFO] - Train | Epoch 13 | 3492/4656 | 0.42 it/sec | Loss 0.0884 | Reco 0.0865 | Grad 0.0841 | Penalty 190.5553\r\n",
      "[2022-09-27 10:15:38,096][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 13 | Loss=0.0884 | Reco=0.0865 | Grad=0.0843 | Penalty=190.8673\u001b[0m\r\n",
      "[2022-09-27 10:15:38,096][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 10:15:38,096][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 10:16:23,145][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 11.1 sec/it | Loss 0.1664 | Reco 0.1664 | Nsdr 5.973\r\n",
      "[2022-09-27 10:16:37,810][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1581 | Reco 0.1581 | Nsdr 6.142\r\n",
      "[2022-09-27 10:16:58,008][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1591 | Reco 0.1591 | Nsdr 6.303\r\n",
      "[2022-09-27 10:17:14,296][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.381\r\n",
      "[2022-09-27 10:18:08,776][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 11.3 sec/it | Loss 0.1655 | Reco 0.1655 | Nsdr 6.058\r\n",
      "[2022-09-27 10:18:23,378][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.230\r\n",
      "[2022-09-27 10:18:43,539][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1574 | Reco 0.1574 | Nsdr 6.433\r\n",
      "[2022-09-27 10:18:59,747][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1558 | Reco 0.1558 | Nsdr 6.542\r\n",
      "[2022-09-27 10:19:52,841][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.9 sec/it | Loss 0.1636 | Reco 0.1636 | Nsdr 6.138\r\n",
      "[2022-09-27 10:20:07,416][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.288\r\n",
      "[2022-09-27 10:20:27,555][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1563 | Reco 0.1563 | Nsdr 6.479\r\n",
      "[2022-09-27 10:20:43,783][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1549 | Reco 0.1549 | Nsdr 6.576\r\n",
      "[2022-09-27 10:21:36,674][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 10.8 sec/it | Loss 0.1629 | Reco 0.1629 | Nsdr 6.153\r\n",
      "[2022-09-27 10:21:51,239][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.299\r\n",
      "[2022-09-27 10:22:11,479][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.472\r\n",
      "[2022-09-27 10:22:27,689][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1548 | Reco 0.1548 | Nsdr 6.559\r\n",
      "[2022-09-27 10:23:20,952][demucs.solver][INFO] - Valid | Epoch 13 | 3/14 | 11.0 sec/it | Loss 0.1629 | Reco 0.1629 | Nsdr 6.162\r\n",
      "[2022-09-27 10:23:35,552][demucs.solver][INFO] - Valid | Epoch 13 | 6/14 | 0.12 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.313\r\n",
      "[2022-09-27 10:23:55,697][demucs.solver][INFO] - Valid | Epoch 13 | 9/14 | 0.13 it/sec | Loss 0.1558 | Reco 0.1558 | Nsdr 6.492\r\n",
      "[2022-09-27 10:24:12,037][demucs.solver][INFO] - Valid | Epoch 13 | 12/14 | 0.14 it/sec | Loss 0.1546 | Reco 0.1546 | Nsdr 6.578\r\n",
      "[2022-09-27 10:24:22,404][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 13 | Loss=0.1561 | Reco=0.1561 | Nsdr=6.428 | Best=0.1561 | Bname=ema_epoch_1 | Penalty=196.3878\u001b[0m\r\n",
      "[2022-09-27 10:24:26,454][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 10:24:26,458][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 11:10:48,231][demucs.solver][INFO] - Train | Epoch 14 | 1164/4656 | 0.42 it/sec | Loss 0.0897 | Reco 0.0877 | Grad 0.0879 | Penalty 192.7415\r\n",
      "[2022-09-27 11:57:01,332][demucs.solver][INFO] - Train | Epoch 14 | 2328/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0857 | Penalty 192.4575\r\n",
      "[2022-09-27 12:43:27,107][demucs.solver][INFO] - Train | Epoch 14 | 3492/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0848 | Penalty 192.1865\r\n",
      "[2022-09-27 13:29:41,117][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 14 | Loss=0.0889 | Reco=0.0870 | Grad=0.0844 | Penalty=191.8807\u001b[0m\r\n",
      "[2022-09-27 13:29:41,117][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 13:29:41,117][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 13:30:27,577][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.5 sec/it | Loss 0.1668 | Reco 0.1668 | Nsdr 5.980\r\n",
      "[2022-09-27 13:30:42,533][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1597 | Reco 0.1597 | Nsdr 6.105\r\n",
      "[2022-09-27 13:31:02,776][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.306\r\n",
      "[2022-09-27 13:31:19,012][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.1585 | Reco 0.1585 | Nsdr 6.408\r\n",
      "[2022-09-27 13:32:11,935][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.9 sec/it | Loss 0.1627 | Reco 0.1627 | Nsdr 6.166\r\n",
      "[2022-09-27 13:32:26,363][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.283\r\n",
      "[2022-09-27 13:32:46,423][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.493\r\n",
      "[2022-09-27 13:33:03,335][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1549 | Reco 0.1549 | Nsdr 6.594\r\n",
      "[2022-09-27 13:33:57,945][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.3 sec/it | Loss 0.1623 | Reco 0.1623 | Nsdr 6.187\r\n",
      "[2022-09-27 13:34:12,919][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.315\r\n",
      "[2022-09-27 13:34:33,014][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.12 it/sec | Loss 0.1558 | Reco 0.1558 | Nsdr 6.512\r\n",
      "[2022-09-27 13:34:49,163][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.13 it/sec | Loss 0.1545 | Reco 0.1545 | Nsdr 6.609\r\n",
      "[2022-09-27 13:35:41,956][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 10.9 sec/it | Loss 0.1629 | Reco 0.1629 | Nsdr 6.162\r\n",
      "[2022-09-27 13:35:56,476][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.301\r\n",
      "[2022-09-27 13:36:16,598][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.493\r\n",
      "[2022-09-27 13:36:32,783][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1546 | Reco 0.1546 | Nsdr 6.587\r\n",
      "[2022-09-27 13:37:26,123][demucs.solver][INFO] - Valid | Epoch 14 | 3/14 | 11.0 sec/it | Loss 0.1626 | Reco 0.1626 | Nsdr 6.168\r\n",
      "[2022-09-27 13:37:40,702][demucs.solver][INFO] - Valid | Epoch 14 | 6/14 | 0.12 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.307\r\n",
      "[2022-09-27 13:38:00,780][demucs.solver][INFO] - Valid | Epoch 14 | 9/14 | 0.13 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.495\r\n",
      "[2022-09-27 13:38:17,300][demucs.solver][INFO] - Valid | Epoch 14 | 12/14 | 0.14 it/sec | Loss 0.1547 | Reco 0.1547 | Nsdr 6.578\r\n",
      "[2022-09-27 13:38:27,803][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 14 | Loss=0.1560 | Reco=0.1560 | Nsdr=6.458 | Best=0.1560 | Bname=ema_batch_1 | Penalty=196.0062\u001b[0m\r\n",
      "[2022-09-27 13:38:27,803][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1560\u001b[0m\r\n",
      "[2022-09-27 13:38:33,246][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 13:38:33,247][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 14:24:31,745][demucs.solver][INFO] - Train | Epoch 15 | 1164/4656 | 0.42 it/sec | Loss 0.0900 | Reco 0.0881 | Grad 0.0809 | Penalty 191.6933\r\n",
      "[2022-09-27 15:10:35,061][demucs.solver][INFO] - Train | Epoch 15 | 2328/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0829 | Penalty 191.3358\r\n",
      "[2022-09-27 15:56:38,767][demucs.solver][INFO] - Train | Epoch 15 | 3492/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0838 | Penalty 191.2587\r\n",
      "[2022-09-27 16:42:25,997][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 15 | Loss=0.0891 | Reco=0.0871 | Grad=0.0847 | Penalty=195.6318\u001b[0m\r\n",
      "[2022-09-27 16:42:25,998][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 16:42:25,998][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 16:43:11,826][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 11.3 sec/it | Loss 0.1692 | Reco 0.1692 | Nsdr 5.837\r\n",
      "[2022-09-27 16:43:26,389][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1588 | Reco 0.1588 | Nsdr 6.042\r\n",
      "[2022-09-27 16:43:46,689][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.219\r\n",
      "[2022-09-27 16:44:03,098][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.13 it/sec | Loss 0.1583 | Reco 0.1583 | Nsdr 6.316\r\n",
      "[2022-09-27 16:44:56,375][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 11.0 sec/it | Loss 0.1650 | Reco 0.1650 | Nsdr 6.069\r\n",
      "[2022-09-27 16:45:10,892][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.245\r\n",
      "[2022-09-27 16:45:31,190][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1569 | Reco 0.1569 | Nsdr 6.445\r\n",
      "[2022-09-27 16:45:47,328][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.543\r\n",
      "[2022-09-27 16:46:39,288][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.6 sec/it | Loss 0.1629 | Reco 0.1629 | Nsdr 6.167\r\n",
      "[2022-09-27 16:46:53,855][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.304\r\n",
      "[2022-09-27 16:47:14,005][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1559 | Reco 0.1559 | Nsdr 6.506\r\n",
      "[2022-09-27 16:47:30,123][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1544 | Reco 0.1544 | Nsdr 6.610\r\n",
      "[2022-09-27 16:48:23,522][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 11.0 sec/it | Loss 0.1625 | Reco 0.1625 | Nsdr 6.175\r\n",
      "[2022-09-27 16:48:38,149][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.316\r\n",
      "[2022-09-27 16:48:58,227][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.516\r\n",
      "[2022-09-27 16:49:14,363][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1543 | Reco 0.1543 | Nsdr 6.603\r\n",
      "[2022-09-27 16:50:06,497][demucs.solver][INFO] - Valid | Epoch 15 | 3/14 | 10.7 sec/it | Loss 0.1623 | Reco 0.1623 | Nsdr 6.185\r\n",
      "[2022-09-27 16:50:21,077][demucs.solver][INFO] - Valid | Epoch 15 | 6/14 | 0.12 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.322\r\n",
      "[2022-09-27 16:50:41,204][demucs.solver][INFO] - Valid | Epoch 15 | 9/14 | 0.13 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.513\r\n",
      "[2022-09-27 16:50:57,388][demucs.solver][INFO] - Valid | Epoch 15 | 12/14 | 0.14 it/sec | Loss 0.1544 | Reco 0.1544 | Nsdr 6.595\r\n",
      "[2022-09-27 16:51:07,683][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 15 | Loss=0.1559 | Reco=0.1559 | Nsdr=6.447 | Best=0.1559 | Bname=ema_epoch_0 | Penalty=199.5349\u001b[0m\r\n",
      "[2022-09-27 16:51:07,683][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1559\u001b[0m\r\n",
      "[2022-09-27 16:51:13,031][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 16:51:13,032][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 17:37:10,100][demucs.solver][INFO] - Train | Epoch 16 | 1164/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0846 | Penalty 193.2583\r\n",
      "[2022-09-27 18:23:03,432][demucs.solver][INFO] - Train | Epoch 16 | 2328/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0871 | Grad 0.0844 | Penalty 192.8696\r\n",
      "[2022-09-27 19:08:57,353][demucs.solver][INFO] - Train | Epoch 16 | 3492/4656 | 0.42 it/sec | Loss 0.0884 | Reco 0.0864 | Grad 0.0840 | Penalty 192.7384\r\n",
      "[2022-09-27 19:54:47,186][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 16 | Loss=0.0888 | Reco=0.0868 | Grad=0.0868 | Penalty=193.2364\u001b[0m\r\n",
      "[2022-09-27 19:54:47,187][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 19:54:47,187][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 19:55:33,541][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.4 sec/it | Loss 0.1700 | Reco 0.1700 | Nsdr 5.861\r\n",
      "[2022-09-27 19:55:48,181][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1617 | Reco 0.1617 | Nsdr 6.010\r\n",
      "[2022-09-27 19:56:08,349][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.1618 | Reco 0.1618 | Nsdr 6.202\r\n",
      "[2022-09-27 19:56:24,546][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.1602 | Reco 0.1602 | Nsdr 6.311\r\n",
      "[2022-09-27 19:57:19,228][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.3 sec/it | Loss 0.1628 | Reco 0.1628 | Nsdr 6.164\r\n",
      "[2022-09-27 19:57:34,622][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.265\r\n",
      "[2022-09-27 19:57:54,846][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.12 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.451\r\n",
      "[2022-09-27 19:58:11,055][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.13 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.566\r\n",
      "[2022-09-27 19:59:04,047][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.9 sec/it | Loss 0.1632 | Reco 0.1632 | Nsdr 6.158\r\n",
      "[2022-09-27 19:59:18,599][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.297\r\n",
      "[2022-09-27 19:59:38,735][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.496\r\n",
      "[2022-09-27 19:59:54,976][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1545 | Reco 0.1545 | Nsdr 6.608\r\n",
      "[2022-09-27 20:00:48,850][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 11.1 sec/it | Loss 0.1625 | Reco 0.1625 | Nsdr 6.182\r\n",
      "[2022-09-27 20:01:03,418][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.314\r\n",
      "[2022-09-27 20:01:23,532][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.516\r\n",
      "[2022-09-27 20:01:39,680][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1543 | Reco 0.1543 | Nsdr 6.607\r\n",
      "[2022-09-27 20:02:32,773][demucs.solver][INFO] - Valid | Epoch 16 | 3/14 | 10.9 sec/it | Loss 0.1625 | Reco 0.1625 | Nsdr 6.178\r\n",
      "[2022-09-27 20:02:47,272][demucs.solver][INFO] - Valid | Epoch 16 | 6/14 | 0.12 it/sec | Loss 0.1550 | Reco 0.1550 | Nsdr 6.319\r\n",
      "[2022-09-27 20:03:07,471][demucs.solver][INFO] - Valid | Epoch 16 | 9/14 | 0.13 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.512\r\n",
      "[2022-09-27 20:03:23,599][demucs.solver][INFO] - Valid | Epoch 16 | 12/14 | 0.14 it/sec | Loss 0.1543 | Reco 0.1543 | Nsdr 6.600\r\n",
      "[2022-09-27 20:03:33,910][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 16 | Loss=0.1558 | Reco=0.1558 | Nsdr=6.448 | Best=0.1558 | Bname=ema_epoch_1 | Penalty=199.2232\u001b[0m\r\n",
      "[2022-09-27 20:03:33,912][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1558\u001b[0m\r\n",
      "[2022-09-27 20:03:39,450][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 20:03:39,451][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-27 20:49:44,579][demucs.solver][INFO] - Train | Epoch 17 | 1164/4656 | 0.42 it/sec | Loss 0.0892 | Reco 0.0873 | Grad 0.0820 | Penalty 192.7409\r\n",
      "[2022-09-27 21:35:34,264][demucs.solver][INFO] - Train | Epoch 17 | 2328/4656 | 0.42 it/sec | Loss 0.0889 | Reco 0.0869 | Grad 0.0818 | Penalty 192.5010\r\n",
      "[2022-09-27 22:21:27,323][demucs.solver][INFO] - Train | Epoch 17 | 3492/4656 | 0.42 it/sec | Loss 0.0886 | Reco 0.0866 | Grad 0.0821 | Penalty 192.4372\r\n",
      "[2022-09-27 23:07:19,554][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 17 | Loss=0.0885 | Reco=0.0866 | Grad=0.0823 | Penalty=192.2725\u001b[0m\r\n",
      "[2022-09-27 23:07:19,555][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 23:07:19,555][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-27 23:08:02,894][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.7 sec/it | Loss 0.1665 | Reco 0.1665 | Nsdr 5.993\r\n",
      "[2022-09-27 23:08:17,438][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.114\r\n",
      "[2022-09-27 23:08:37,573][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1600 | Reco 0.1600 | Nsdr 6.312\r\n",
      "[2022-09-27 23:08:53,717][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1580 | Reco 0.1580 | Nsdr 6.450\r\n",
      "[2022-09-27 23:09:46,698][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.9 sec/it | Loss 0.1637 | Reco 0.1637 | Nsdr 6.128\r\n",
      "[2022-09-27 23:10:01,140][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.255\r\n",
      "[2022-09-27 23:10:21,350][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.457\r\n",
      "[2022-09-27 23:10:38,326][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.569\r\n",
      "[2022-09-27 23:11:32,143][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.1 sec/it | Loss 0.1628 | Reco 0.1628 | Nsdr 6.171\r\n",
      "[2022-09-27 23:11:47,526][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.303\r\n",
      "[2022-09-27 23:12:07,988][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.12 it/sec | Loss 0.1558 | Reco 0.1558 | Nsdr 6.503\r\n",
      "[2022-09-27 23:12:24,112][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1543 | Reco 0.1543 | Nsdr 6.612\r\n",
      "[2022-09-27 23:13:17,305][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 11.0 sec/it | Loss 0.1621 | Reco 0.1621 | Nsdr 6.193\r\n",
      "[2022-09-27 23:13:31,902][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.316\r\n",
      "[2022-09-27 23:13:51,984][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.516\r\n",
      "[2022-09-27 23:14:08,440][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1542 | Reco 0.1542 | Nsdr 6.611\r\n",
      "[2022-09-27 23:14:59,925][demucs.solver][INFO] - Valid | Epoch 17 | 3/14 | 10.5 sec/it | Loss 0.1626 | Reco 0.1626 | Nsdr 6.180\r\n",
      "[2022-09-27 23:15:14,427][demucs.solver][INFO] - Valid | Epoch 17 | 6/14 | 0.12 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.320\r\n",
      "[2022-09-27 23:15:34,495][demucs.solver][INFO] - Valid | Epoch 17 | 9/14 | 0.13 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.524\r\n",
      "[2022-09-27 23:15:50,648][demucs.solver][INFO] - Valid | Epoch 17 | 12/14 | 0.14 it/sec | Loss 0.1542 | Reco 0.1542 | Nsdr 6.617\r\n",
      "[2022-09-27 23:16:00,949][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 17 | Loss=0.1558 | Reco=0.1558 | Nsdr=6.464 | Best=0.1558 | Bname=ema_epoch_1 | Penalty=196.9650\u001b[0m\r\n",
      "[2022-09-27 23:16:00,949][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1558\u001b[0m\r\n",
      "[2022-09-27 23:16:05,958][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-27 23:16:05,959][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-28 00:02:06,018][demucs.solver][INFO] - Train | Epoch 18 | 1164/4656 | 0.42 it/sec | Loss 0.0877 | Reco 0.0858 | Grad 0.0823 | Penalty 190.9901\r\n",
      "[2022-09-28 00:47:54,906][demucs.solver][INFO] - Train | Epoch 18 | 2328/4656 | 0.42 it/sec | Loss 0.0884 | Reco 0.0865 | Grad 0.0831 | Penalty 191.0851\r\n",
      "[2022-09-28 01:33:46,109][demucs.solver][INFO] - Train | Epoch 18 | 3492/4656 | 0.42 it/sec | Loss 0.0885 | Reco 0.0866 | Grad 0.0837 | Penalty 191.0592\r\n",
      "[2022-09-28 02:19:31,947][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 18 | Loss=0.0885 | Reco=0.0866 | Grad=0.0835 | Penalty=191.0022\u001b[0m\r\n",
      "[2022-09-28 02:19:31,948][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-28 02:19:31,948][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-28 02:20:15,460][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1720 | Reco 0.1720 | Nsdr 5.776\r\n",
      "[2022-09-28 02:20:29,957][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1615 | Reco 0.1615 | Nsdr 6.026\r\n",
      "[2022-09-28 02:20:50,063][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1610 | Reco 0.1610 | Nsdr 6.254\r\n",
      "[2022-09-28 02:21:06,263][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1593 | Reco 0.1593 | Nsdr 6.365\r\n",
      "[2022-09-28 02:21:58,752][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.8 sec/it | Loss 0.1648 | Reco 0.1648 | Nsdr 6.090\r\n",
      "[2022-09-28 02:22:13,270][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.239\r\n",
      "[2022-09-28 02:22:33,430][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1573 | Reco 0.1573 | Nsdr 6.444\r\n",
      "[2022-09-28 02:22:49,545][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.549\r\n",
      "[2022-09-28 02:23:42,618][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.9 sec/it | Loss 0.1633 | Reco 0.1633 | Nsdr 6.159\r\n",
      "[2022-09-28 02:23:57,064][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.287\r\n",
      "[2022-09-28 02:24:17,154][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1562 | Reco 0.1562 | Nsdr 6.489\r\n",
      "[2022-09-28 02:24:33,899][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1547 | Reco 0.1547 | Nsdr 6.599\r\n",
      "[2022-09-28 02:25:27,103][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.8 sec/it | Loss 0.1628 | Reco 0.1628 | Nsdr 6.170\r\n",
      "[2022-09-28 02:25:41,625][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.307\r\n",
      "[2022-09-28 02:26:01,740][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.512\r\n",
      "[2022-09-28 02:26:17,928][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1544 | Reco 0.1544 | Nsdr 6.605\r\n",
      "[2022-09-28 02:27:10,041][demucs.solver][INFO] - Valid | Epoch 18 | 3/14 | 10.7 sec/it | Loss 0.1630 | Reco 0.1630 | Nsdr 6.160\r\n",
      "[2022-09-28 02:27:24,526][demucs.solver][INFO] - Valid | Epoch 18 | 6/14 | 0.12 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.311\r\n",
      "[2022-09-28 02:27:44,602][demucs.solver][INFO] - Valid | Epoch 18 | 9/14 | 0.13 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.510\r\n",
      "[2022-09-28 02:28:00,782][demucs.solver][INFO] - Valid | Epoch 18 | 12/14 | 0.14 it/sec | Loss 0.1543 | Reco 0.1543 | Nsdr 6.605\r\n",
      "[2022-09-28 02:28:11,097][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 18 | Loss=0.1559 | Reco=0.1559 | Nsdr=6.455 | Best=0.1558 | Bname=ema_epoch_1 | Penalty=195.7368\u001b[0m\r\n",
      "[2022-09-28 02:28:15,423][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-28 02:28:15,426][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-28 03:14:13,953][demucs.solver][INFO] - Train | Epoch 19 | 1164/4656 | 0.42 it/sec | Loss 0.0890 | Reco 0.0870 | Grad 0.0857 | Penalty 191.4311\r\n",
      "[2022-09-28 04:00:13,486][demucs.solver][INFO] - Train | Epoch 19 | 2328/4656 | 0.42 it/sec | Loss 0.0889 | Reco 0.0870 | Grad 0.0856 | Penalty 191.6964\r\n",
      "[2022-09-28 04:46:03,379][demucs.solver][INFO] - Train | Epoch 19 | 3492/4656 | 0.42 it/sec | Loss 0.0885 | Reco 0.0865 | Grad 0.0856 | Penalty 192.0648\r\n",
      "[2022-09-28 05:31:53,268][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 19 | Loss=0.0887 | Reco=0.0867 | Grad=0.0856 | Penalty=192.0344\u001b[0m\r\n",
      "[2022-09-28 05:31:53,268][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-28 05:31:53,268][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-28 05:32:36,614][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.7 sec/it | Loss 0.1659 | Reco 0.1659 | Nsdr 6.030\r\n",
      "[2022-09-28 05:32:51,105][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1596 | Reco 0.1596 | Nsdr 6.109\r\n",
      "[2022-09-28 05:33:11,171][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1598 | Reco 0.1598 | Nsdr 6.313\r\n",
      "[2022-09-28 05:33:27,507][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1587 | Reco 0.1587 | Nsdr 6.396\r\n",
      "[2022-09-28 05:34:19,780][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.7 sec/it | Loss 0.1639 | Reco 0.1639 | Nsdr 6.143\r\n",
      "[2022-09-28 05:34:34,192][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1568 | Reco 0.1568 | Nsdr 6.259\r\n",
      "[2022-09-28 05:34:54,247][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1571 | Reco 0.1571 | Nsdr 6.451\r\n",
      "[2022-09-28 05:35:10,362][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.550\r\n",
      "[2022-09-28 05:36:03,632][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.0 sec/it | Loss 0.1628 | Reco 0.1628 | Nsdr 6.186\r\n",
      "[2022-09-28 05:36:18,097][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.308\r\n",
      "[2022-09-28 05:36:38,181][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1560 | Reco 0.1560 | Nsdr 6.502\r\n",
      "[2022-09-28 05:36:54,377][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1546 | Reco 0.1546 | Nsdr 6.602\r\n",
      "[2022-09-28 05:37:46,715][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 10.7 sec/it | Loss 0.1622 | Reco 0.1622 | Nsdr 6.198\r\n",
      "[2022-09-28 05:38:01,249][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.310\r\n",
      "[2022-09-28 05:38:21,451][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1556 | Reco 0.1556 | Nsdr 6.519\r\n",
      "[2022-09-28 05:38:38,014][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1543 | Reco 0.1543 | Nsdr 6.614\r\n",
      "[2022-09-28 05:39:32,036][demucs.solver][INFO] - Valid | Epoch 19 | 3/14 | 11.0 sec/it | Loss 0.1624 | Reco 0.1624 | Nsdr 6.190\r\n",
      "[2022-09-28 05:39:46,592][demucs.solver][INFO] - Valid | Epoch 19 | 6/14 | 0.12 it/sec | Loss 0.1554 | Reco 0.1554 | Nsdr 6.314\r\n",
      "[2022-09-28 05:40:06,802][demucs.solver][INFO] - Valid | Epoch 19 | 9/14 | 0.13 it/sec | Loss 0.1555 | Reco 0.1555 | Nsdr 6.522\r\n",
      "[2022-09-28 05:40:23,017][demucs.solver][INFO] - Valid | Epoch 19 | 12/14 | 0.14 it/sec | Loss 0.1542 | Reco 0.1542 | Nsdr 6.615\r\n",
      "[2022-09-28 05:40:33,441][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 19 | Loss=0.1558 | Reco=0.1558 | Nsdr=6.465 | Best=0.1558 | Bname=ema_epoch_1 | Penalty=198.3008\u001b[0m\r\n",
      "[2022-09-28 05:40:33,441][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1558\u001b[0m\r\n",
      "[2022-09-28 05:40:38,719][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-28 05:40:38,720][demucs.solver][INFO] - Training...\r\n",
      "[2022-09-28 06:26:35,065][demucs.solver][INFO] - Train | Epoch 20 | 1164/4656 | 0.42 it/sec | Loss 0.0888 | Reco 0.0869 | Grad 0.0867 | Penalty 192.6538\r\n",
      "[2022-09-28 07:12:27,933][demucs.solver][INFO] - Train | Epoch 20 | 2328/4656 | 0.42 it/sec | Loss 0.0887 | Reco 0.0868 | Grad 0.0849 | Penalty 192.2912\r\n",
      "[2022-09-28 07:58:17,946][demucs.solver][INFO] - Train | Epoch 20 | 3492/4656 | 0.42 it/sec | Loss 0.0887 | Reco 0.0868 | Grad 0.0863 | Penalty 192.6837\r\n",
      "[2022-09-28 08:44:06,046][demucs.solver][INFO] - \u001b[1mTrain Summary | Epoch 20 | Loss=0.0886 | Reco=0.0867 | Grad=0.0856 | Penalty=192.5857\u001b[0m\r\n",
      "[2022-09-28 08:44:06,046][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-28 08:44:06,047][demucs.solver][INFO] - Cross validation...\r\n",
      "[2022-09-28 08:44:49,928][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.8 sec/it | Loss 0.1648 | Reco 0.1648 | Nsdr 6.049\r\n",
      "[2022-09-28 08:45:04,466][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1566 | Reco 0.1566 | Nsdr 6.226\r\n",
      "[2022-09-28 08:45:24,554][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1584 | Reco 0.1584 | Nsdr 6.368\r\n",
      "[2022-09-28 08:45:40,739][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1575 | Reco 0.1575 | Nsdr 6.446\r\n",
      "[2022-09-28 08:46:34,865][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 11.2 sec/it | Loss 0.1647 | Reco 0.1647 | Nsdr 6.111\r\n",
      "[2022-09-28 08:46:50,278][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1567 | Reco 0.1567 | Nsdr 6.252\r\n",
      "[2022-09-28 08:47:11,358][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.12 it/sec | Loss 0.1572 | Reco 0.1572 | Nsdr 6.437\r\n",
      "[2022-09-28 08:47:27,484][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.13 it/sec | Loss 0.1557 | Reco 0.1557 | Nsdr 6.541\r\n",
      "[2022-09-28 08:48:20,024][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.8 sec/it | Loss 0.1635 | Reco 0.1635 | Nsdr 6.160\r\n",
      "[2022-09-28 08:48:34,518][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1561 | Reco 0.1561 | Nsdr 6.287\r\n",
      "[2022-09-28 08:48:54,631][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1564 | Reco 0.1564 | Nsdr 6.487\r\n",
      "[2022-09-28 08:49:10,774][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1547 | Reco 0.1547 | Nsdr 6.601\r\n",
      "[2022-09-28 08:50:02,730][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.6 sec/it | Loss 0.1616 | Reco 0.1616 | Nsdr 6.219\r\n",
      "[2022-09-28 08:50:17,245][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1551 | Reco 0.1551 | Nsdr 6.330\r\n",
      "[2022-09-28 08:50:37,334][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1553 | Reco 0.1553 | Nsdr 6.541\r\n",
      "[2022-09-28 08:50:53,549][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1541 | Reco 0.1541 | Nsdr 6.633\r\n",
      "[2022-09-28 08:51:46,090][demucs.solver][INFO] - Valid | Epoch 20 | 3/14 | 10.8 sec/it | Loss 0.1620 | Reco 0.1620 | Nsdr 6.210\r\n",
      "[2022-09-28 08:52:00,544][demucs.solver][INFO] - Valid | Epoch 20 | 6/14 | 0.12 it/sec | Loss 0.1550 | Reco 0.1550 | Nsdr 6.333\r\n",
      "[2022-09-28 08:52:20,661][demucs.solver][INFO] - Valid | Epoch 20 | 9/14 | 0.13 it/sec | Loss 0.1552 | Reco 0.1552 | Nsdr 6.542\r\n",
      "[2022-09-28 08:52:36,828][demucs.solver][INFO] - Valid | Epoch 20 | 12/14 | 0.14 it/sec | Loss 0.1541 | Reco 0.1541 | Nsdr 6.627\r\n",
      "[2022-09-28 08:52:47,120][demucs.solver][INFO] - \u001b[1mValid Summary | Epoch 20 | Loss=0.1556 | Reco=0.1556 | Nsdr=6.482 | Best=0.1556 | Bname=ema_epoch_0 | Penalty=198.2275\u001b[0m\r\n",
      "[2022-09-28 08:52:47,120][demucs.solver][INFO] - \u001b[1mNew best valid loss 0.1556\u001b[0m\r\n",
      "[2022-09-28 08:52:47,153][demucs.solver][INFO] - ----------------------------------------------------------------------\r\n",
      "[2022-09-28 08:52:47,153][demucs.solver][INFO] - Evaluating on the test set...\r\n",
      "[2022-09-28 08:53:29,661][demucs.evaluate][INFO] - Eval | 2/10 | 13.5 sec/it\r\n",
      "[2022-09-28 08:53:57,446][demucs.evaluate][INFO] - Eval | 4/10 | 13.7 sec/it\r\n",
      "[2022-09-28 08:54:29,887][demucs.evaluate][INFO] - Eval | 6/10 | 14.4 sec/it\r\n",
      "[2022-09-28 08:55:02,743][demucs.evaluate][INFO] - Eval | 8/10 | 14.9 sec/it\r\n",
      "[2022-09-28 09:06:48,429][demucs.evaluate][INFO] - Eval (BSS) | 2/10 | 230.9 sec/it\r\n",
      "[2022-09-28 09:12:55,322][demucs.evaluate][INFO] - Eval (BSS) | 4/10 | 211.9 sec/it\r\n",
      "[2022-09-28 09:20:24,871][demucs.evaluate][INFO] - Eval (BSS) | 6/10 | 215.6 sec/it\r\n",
      "[2022-09-28 09:28:29,409][demucs.evaluate][INFO] - Eval (BSS) | 8/10 | 221.5 sec/it\r\n",
      "[2022-09-28 09:30:28,660][demucs.solver][INFO] - \u001b[1mTest Summary | Epoch 20 | Sdr=4.886 | Nsdr=5.350 | Sdr_drums=6.807 | Nsdr_drums=6.785 | Sdr_bass=4.029 | Nsdr_bass=4.506 | Sdr_other=2.551 | Nsdr_other=3.153 | Sdr_vocals=6.157 | Nsdr_vocals=6.958\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "run_path = Main_path + 'demucs-main/demucs-main/outputs/xps/10d3d91d/train.log'\n",
    "!cat $run_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63e58337",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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