{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:08.757930Z",
     "start_time": "2023-10-31T13:11:07.428603Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import itertools\n",
    "import seaborn as sns\n",
    "from multiprocessing import Pool, Queue\n",
    "import subprocess\n",
    "import re\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "sns.set_style(\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:08.761377Z",
     "start_time": "2023-10-31T13:11:08.759530Z"
    }
   },
   "outputs": [],
   "source": [
    "# if true, will re-run the training of eval\n",
    "force = False\n",
    "CUDA_VISIBLE_DEVICES = [0, 1, 2, 3]\n",
    "N_GPU = len(CUDA_VISIBLE_DEVICES)\n",
    "path_to_model = \"~/../victor/checkpoints/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup the check points / models to eval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:08.814512Z",
     "start_time": "2023-10-31T13:11:08.762416Z"
    }
   },
   "outputs": [],
   "source": [
    "tony_downstream_path = \"/home/tony/Work/glockenspiel/s3prl/s3prl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:08.864520Z",
     "start_time": "2023-10-31T13:11:08.816278Z"
    }
   },
   "outputs": [],
   "source": [
    "# import shutil\n",
    "# log_dir = \"/home/tony/Work/tony/MERT/train_log/\"\n",
    "# for f in os.listdir(log_dir):\n",
    "#     if \"mert_music_30sec_mask2.log\" in f:\n",
    "#         print(f)\n",
    "#         # shutil.copyfile(os.path.join(log_dir, f), os.path.join(log_dir, f.replace(\".log\", \"_320k.log\")))\n",
    "#         # os.remove(os.path.join(log_dir, f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:08.918553Z",
     "start_time": "2023-10-31T13:11:08.866131Z"
    }
   },
   "outputs": [],
   "source": [
    "checkpoints = [\n",
    "    {\"model\": \"wavlm\", \"path\": \"\", \"name\": \"wavlm\"},\n",
    "    {\n",
    "        \"model\": \"hubert_custom\",\n",
    "        \"path\": \"/home/tony/Data/MERT/hubert_d2v2_800k.pt\",\n",
    "        \"name\": \"hubert_d2v2_25hz_800k\",\n",
    "    },\n",
    "#     {\n",
    "#         \"model\": \"data2vec2_custom\",\n",
    "#         \"path\": \"/home/victor/checkpoints/d2v2_25hz_1100k.pt\",\n",
    "#         \"name\": \"d2v2_25hz_1100k_victor\",\n",
    "#     },\n",
    "#     {\n",
    "#         \"model\": \"data2vec2_custom\",\n",
    "#         \"path\": \"/app/suno/checkpoints/d2v_test_speech/checkpoint_last.pt\",\n",
    "#         \"name\": \"d2v2_25hz_400k\",\n",
    "#     },\n",
    "#     {\n",
    "#         \"model\": \"data2vec2_custom\",\n",
    "#         \"path\": \"/app/suno/checkpoints/d2v_test_speech_music/checkpoint_last.pt\",\n",
    "#         \"name\": \"d2v2_25hz_music_400k\",\n",
    "#     },\n",
    "    {\n",
    "        \"model\": \"data2vec2_custom\",\n",
    "        \"path\": \"/app/suno/checkpoints/d2v_test_speech_music_a100/checkpoint_last.pt\",\n",
    "        \"name\": \"d2v_test_speech_music_a100\",\n",
    "    },\n",
    "    {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M\"},\n",
    "    {\"model\": \"mert_330M\", \"path\": \"\", \"name\": \"mert_330M\"},\n",
    "    # {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M_2nd_layer\"},\n",
    "    # {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M_7_layer\", \"layer\": 7},\n",
    "    # {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M_last_2nd_layer\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_15sec_25hz_cp23\",\n",
    "    #         \"path\": \"/home/tony/Data/MERT/mert_test_15sec_25hz_cp23.pt\",\n",
    "    #         \"name\": \"mert_test_15sec_25hz_cp23\",\n",
    "    #     },\n",
    "    # {\"model\": \"mert_25HZ_cp41\", \"path\": \"/home/tony/Data/MERT/mert_test_25hz_cp41.pt\", \"name\": \"mert_test_25hz_cp41\"},\n",
    "    # {\"model\": \"mert_25HZ_cp22\", \"path\": \"/home/tony/Data/MERT/mert_test_25hz_cp22.pt\", \"name\": \"mert_test_25hz_cp22\"},\n",
    "    # {\"model\": \"mert_test_15sec_25hz_cp19\", \"path\": \"/home/tony/Data/MERT/mert_test_15sec_25hz_cp19.pt\", \"name\": \"mert_test_15sec_25hz_cp19\"},\n",
    "    # {\"model\": \"mert_test_8x_100k\", \"path\": \"/home/tony/Data/MERT/mert_test_8x_100k.pt\", \"name\": \"mert_test_8x_100k\"},\n",
    "    # {\"model\": \"mert_25HZ\", \"path\": \"\", \"name\": \"mert_test_25hz_7th_layer\"},\n",
    "    # {\"model\": \"mert_test_8x_100k\", \"path\": \"\", \"name\": \"mert_test_8x_100k_7th_layer\"},\n",
    "    # {\"model\": \"mert_test_8x_100k\", \"path\": \"\", \"name\": \"mert_test_8x_100k\"},\n",
    "    # {\"model\": \"mert_test_8x_200k\", \"path\": \"\", \"name\": \"mert_test_8x_200k\"},\n",
    "    # {\"model\": \"mert_test_8x_200k\", \"path\": \"\", \"name\": \"mert_test_8x_200k_2nd_layer\"},\n",
    "    # {\"model\": \"mert_test_8x_200k\", \"path\": \"\", \"name\": \"mert_test_8x_200k_7th_layer\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_200k\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_200k_last_2nd_layer\",\n",
    "    #     },\n",
    "    # {\"model\": \"mert_test_8x_300k\", \"path\": \"\", \"name\": \"mert_test_8x_300k\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_300k_ly7\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_300k_7th_layer\",\n",
    "    #     },\n",
    "    # {\"model\": \"wav2vec2\", \"path\": \"\", \"name\": \"wav2vec2_public\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": os.path.join(path_to_model, \"hubert25hz600k.pt\"), \"name\": \"hubert_25hz_600k\"},\n",
    "    # {\"model\": \"data2vec2_custom\", \"path\": \"~/checkpoints/d2v2_25hz_1100k.pt\", \"name\": \"d2v2_25hz_1100k\"},\n",
    "    # {\"model\": \"data2vec2_custom\", \"path\": \"~/checkpoints/d2v2_50hz_400k.pt\", \"name\": \"d2v2_50hz_400k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"~/checkpoints/hubert_d2v2_400k.pt\", \"name\": \"hubert_d2v2_25hz_400k\"},\n",
    "    {\"model\": \"mert_test_8x_400k\", \"path\": \"\", \"name\": \"mert_test_8x_400k\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_5sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_5sec_att_relax\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_5sec_att_relax_addmel\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_5sec_att_relax_addmel\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax_2k\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax_5k\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_12sec_att_relax\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_12sec_att_relax_10k\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_test_8x_400k_7_layer\",\n",
    "    #         \"layer\": 7,\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_demuc_6x\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_demuc_6x\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_2nd_iter_1x\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_2nd_iter_1x\",\n",
    "    },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_demuc_6x\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_demuc_6x_7_layer\",\n",
    "    #         \"layer\": 7,\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_demuc_vocal\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_test_demuc_vocal\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter_train_var\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter_train_var\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_label_update4_4and2codebook\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_label_update4_4and2codebook\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_label_update4_4and2codebook_varmask\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_label_update4_4and2codebook_varmask\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_label_update4_4and2codebook_varmask_12sec\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_label_update4_4and2codebook_varmask_12sec\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter_varmask\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter_varmask\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_hubert\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_test_8x_400k_hubert\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_test_demuc_data\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_test_demuc_data\",\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_test_only_demuc_label2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_test_only_demuc_label2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_25HZ\",\n",
    "        \"path\": \"/home/tony/Data/MERT/mert_test_25hz.pt\",\n",
    "        \"name\": \"mert_test_25hz\",\n",
    "    },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_victor_no_cqt\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_victor_no_cqt\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_25hz_2nd_iter_var_12sec\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_25hz_2nd_iter_var_12sec\",\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_25hz_test_only_2codebook\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_25hz_test_only_2codebook\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_speech_test\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_speech_test\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_speech_test_nocqt\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_speech_test_nocqt\",\n",
    "    },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_speech_test_valid\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_speech_test_valid\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_speech_test_valid_shuffled\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_speech_test_valid_shuffled\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_speech_test_valid_random\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": f\"mert_speech_test_valid_random\",\n",
    "    #     },\n",
    "    {\n",
    "        \"model\": \"mert_mus_speech_test\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_mus_speech_test\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_mus_speech_test_4code\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_mus_speech_test_4code\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_mus_speech_test_nocqt_4code\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_mus_speech_test_nocqt_4code\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_music_30sec_mask2\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_music_30sec_mask2\",\n",
    "    },\n",
    "    {\n",
    "        \"model\": \"mert_music_30sec_mask8\",\n",
    "        \"path\": \"\",\n",
    "        \"name\": f\"mert_music_30sec_mask8\",\n",
    "    },\n",
    "    # 8x\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_34_200000.pt\", \"name\": \"hubert_8x_200k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_67_400000.pt\", \"name\": \"hubert_8x_400k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_101_600000.pt\", \"name\": \"hubert_8x_600k\"},\n",
    "    # {\"model\": \"hubert_custom\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k\"},\n",
    "    # {\"model\": \"hubert_layer4\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k_layer4\"},\n",
    "    # {\"model\": \"hubert_layer6\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k_layer6\"},\n",
    "    # {\"model\": \"hubert_layer8\", \"path\": \"/home/victor/fairseq/outputs/2023-08-12/22-59-46/checkpoints/checkpoint_134_800000.pt\", \"name\": \"hubert_8x_800k_layer8\"},\n",
    "    #     {\"model\": \"mert_95M_encode\", \"path\": \"\", \"name\": \"mert_95M_encode\"},\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_encode\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_400k_encode\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_encode_norm2\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_400k_encode_norm2\",\n",
    "    #     },\n",
    "    #     {\n",
    "    #         \"model\": \"mert_test_8x_400k_encode_norm\",\n",
    "    #         \"path\": \"\",\n",
    "    #         \"name\": \"mert_test_8x_400k_encode_norm\",\n",
    "    #     },\n",
    "]\n",
    "# checkpoints = [\n",
    "#     {\"model\": \"mert_95M\", \"path\": \"\", \"name\": \"mert_95M\"},\n",
    "# ]\n",
    "# for i in range(13):\n",
    "#     checkpoints.append(\n",
    "#         {\"model\": \"mert_95M\", \"path\": \"\", \"name\": f\"mert_95M_{i}_layer\", \"layer\": i},\n",
    "#     )\n",
    "# path_to_config = \"/home/tony/Work/glockenspiel/s3prl/s3prl/\"\n",
    "tasks = [\n",
    "    {\n",
    "        \"task\": \"nsynth_p\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/nsynth_p/config.yaml\"),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"vocalset_s\",\n",
    "        \"config\": os.path.join(\n",
    "            tony_downstream_path, \"downstream/vocalset_s/config.yaml\"\n",
    "        ),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"vocalset_t\",\n",
    "        \"config\": os.path.join(\n",
    "            tony_downstream_path, \"downstream/vocalset_t/config.yaml\"\n",
    "        ),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"ctc\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/ctc/libriphone.yaml\"),\n",
    "        \"metric\": \"per\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"lyrics\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/ctc/lyrics.yaml\"),\n",
    "        \"metric\": \"per\",\n",
    "    },\n",
    "    {\n",
    "        \"task\": \"nsynth_i\",\n",
    "        \"config\": os.path.join(tony_downstream_path, \"downstream/nsynth_i/config.yaml\"),\n",
    "        \"metric\": \"acc\",\n",
    "    },\n",
    "]\n",
    "task_cp_outer_product = list(itertools.product(tasks, checkpoints))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:08.972900Z",
     "start_time": "2023-10-31T13:11:08.919557Z"
    }
   },
   "outputs": [],
   "source": [
    "queue = Queue()\n",
    "# initialize the queue with the GPU ids\n",
    "for gpu_ids in CUDA_VISIBLE_DEVICES:\n",
    "    queue.put(gpu_ids)\n",
    "\n",
    "train_log_dir = \"train_log\"\n",
    "if not os.path.exists(train_log_dir):\n",
    "    os.makedirs(train_log_dir)\n",
    "\n",
    "\n",
    "def get_log_path(task, checkpoint):\n",
    "    return f\"{train_log_dir}/{task['task']}_{checkpoint['name']}.log\"\n",
    "\n",
    "\n",
    "def parse_log_file(path, task, checkpoint):\n",
    "    if not os.path.exists(path):\n",
    "        print(f\"{path} does not exist, skipping...\")\n",
    "        return None\n",
    "\n",
    "    # parse the log file\n",
    "    # search for \"Test accuracy\" and \"Test loss\"\n",
    "    log = open(path, \"r\").read()\n",
    "    try:\n",
    "        test_accuracy = float(\n",
    "            re.findall(rf\"(test|dev) {task['metric']}: (\\d+\\.\\d+)\", log)[-1][1]\n",
    "        )\n",
    "        test_loss = float(re.findall(r\"(test|dev) loss: (\\d+\\.\\d+)\", log)[-1][1])\n",
    "        # print(f\"{task['task']} {checkpoint['name']} {test_accuracy} {test_loss}\")\n",
    "        return {\n",
    "            \"task\": task[\"task\"],\n",
    "            \"checkpoint\": checkpoint[\"name\"],\n",
    "            \"test_metric\": test_accuracy,\n",
    "            \"test_loss\": test_loss,\n",
    "        }\n",
    "    except IndexError as e:\n",
    "        print(e)\n",
    "        return None\n",
    "\n",
    "\n",
    "def run_eval(task, checkpoint):\n",
    "    log_path = get_log_path(task, checkpoint)\n",
    "    # print(log_path)\n",
    "    if os.path.exists(log_path) and not force:\n",
    "        if parse_log_file(log_path, task, checkpoint) is None:\n",
    "            print(f\"{log_path} exists but is incomplete, rerunning...\\n\")\n",
    "            # os.remove(log_path)\n",
    "        else:\n",
    "            print(f\"{log_path} already exists, skipping...\\n\")\n",
    "            return None\n",
    "\n",
    "    gpu_id = queue.get()\n",
    "\n",
    "    print(f\"Running {task['task']} on {checkpoint} using GPU {gpu_id}\\n\")\n",
    "\n",
    "    # run the evaluation\n",
    "    # python3 run_downstream.py -n d2v2_49 -m train -u wav2vec2 -d vocalset_s -c downstream/vocalset_s/config.yaml\n",
    "    actual_task = task[\"task\"]\n",
    "    if actual_task == \"lyrics\":\n",
    "        # this is a dirty conversion under the hood\n",
    "        actual_task = \"ctc\"\n",
    "    cmd = f\"\"\"CUDA_VISIBLE_DEVICES={gpu_id} python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u {checkpoint['model']} -d {actual_task} -c {task['config']}\"\"\"\n",
    "    if checkpoint[\"path\"]:\n",
    "        cmd += f\" -k {checkpoint['path']}\"\n",
    "    if checkpoint.get(\"layer\") is not None:\n",
    "        cmd += f\" -l {checkpoint['layer']}\"\n",
    "    print(cmd + \"\\n\")\n",
    "    with open(log_path, \"w\") as f:\n",
    "        subprocess.run(cmd, shell=True, stdout=f, stderr=f)\n",
    "\n",
    "    queue.put(gpu_id)\n",
    "    print(f\"Finished {task['task']} on {checkpoint} using GPU {gpu_id}\\n\")\n",
    "    return None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train / Gather outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:11:10.193608Z",
     "start_time": "2023-10-31T13:11:08.974563Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "needed_task_cp_outer_product = []\n",
    "for task, checkpoint in task_cp_outer_product:\n",
    "    log_path = get_log_path(task, checkpoint)\n",
    "    # print(log_path)\n",
    "    if os.path.exists(log_path) and not force:\n",
    "        if parse_log_file(log_path, task, checkpoint) is None:\n",
    "            print(f\"{log_path} exists but is incomplete, rerunning...\\n\")\n",
    "            needed_task_cp_outer_product.append((task, checkpoint))\n",
    "            # os.remove(log_path)\n",
    "        else:\n",
    "            # print(f\"{log_path} already exists, skipping...\\n\")\n",
    "            pass\n",
    "    if not os.path.exists(log_path):\n",
    "        needed_task_cp_outer_product.append((task, checkpoint))\n",
    "print(len(needed_task_cp_outer_product))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:43.896016Z",
     "start_time": "2023-10-31T13:11:10.194778Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running vocalset_s on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 1\n",
      "Running vocalset_t on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 2\n",
      "Running nsynth_p on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 0\n",
      "Running ctc on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 3\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=2 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_30sec_mask8 -d vocalset_t -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_t/config.yaml\n",
      "CUDA_VISIBLE_DEVICES=0 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_30sec_mask8 -d nsynth_p -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_p/config.yaml\n",
      "CUDA_VISIBLE_DEVICES=1 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_30sec_mask8 -d vocalset_s -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/vocalset_s/config.yaml\n",
      "CUDA_VISIBLE_DEVICES=3 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_30sec_mask8 -d ctc -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/ctc/libriphone.yaml\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Finished nsynth_p on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 0\n",
      "\n",
      "Running lyrics on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 0\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=0 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_30sec_mask8 -d ctc -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/ctc/lyrics.yaml\n",
      "\n",
      "Finished ctc on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 3\n",
      "\n",
      "Running nsynth_i on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 3\n",
      "\n",
      "CUDA_VISIBLE_DEVICES=3 python3 /home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py -n grid -m train -u mert_music_30sec_mask8 -d nsynth_i -c /home/tony/Work/glockenspiel/s3prl/s3prl/downstream/nsynth_i/config.yaml\n",
      "\n",
      "Finished vocalset_t on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 2\n",
      "\n",
      "Finished vocalset_s on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 1\n",
      "\n",
      "Finished nsynth_i on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 3\n",
      "\n",
      "Finished lyrics on {'model': 'mert_music_30sec_mask8', 'path': '', 'name': 'mert_music_30sec_mask8'} using GPU 0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with Pool(N_GPU) as p:\n",
    "    p.starmap(run_eval, needed_task_cp_outer_product, chunksize=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:45.069535Z",
     "start_time": "2023-10-31T14:43:43.898231Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_log/nsynth_p_wavlm.log\n",
      "train_log/nsynth_p_hubert_d2v2_25hz_800k.log\n",
      "train_log/nsynth_p_d2v_test_speech_music_a100.log\n",
      "train_log/nsynth_p_mert_95M.log\n",
      "train_log/nsynth_p_mert_330M.log\n",
      "train_log/nsynth_p_mert_test_8x_400k.log\n",
      "train_log/nsynth_p_mert_25hz_demuc_6x.log\n",
      "train_log/nsynth_p_mert_25hz_2nd_iter_1x.log\n",
      "train_log/nsynth_p_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/nsynth_p_mert_test_25hz.log\n",
      "train_log/nsynth_p_mert_25hz_test_only_2codebook.log\n",
      "train_log/nsynth_p_mert_speech_test.log\n",
      "train_log/nsynth_p_mert_speech_test_nocqt.log\n",
      "train_log/nsynth_p_mert_mus_speech_test.log\n",
      "train_log/nsynth_p_mert_mus_speech_test_4code.log\n",
      "train_log/nsynth_p_mert_mus_speech_test_nocqt_4code.log\n",
      "train_log/nsynth_p_mert_music_30sec_mask2.log\n",
      "train_log/nsynth_p_mert_music_30sec_mask8.log\n",
      "train_log/vocalset_s_wavlm.log\n",
      "train_log/vocalset_s_hubert_d2v2_25hz_800k.log\n",
      "train_log/vocalset_s_d2v_test_speech_music_a100.log\n",
      "train_log/vocalset_s_mert_95M.log\n",
      "train_log/vocalset_s_mert_330M.log\n",
      "train_log/vocalset_s_mert_test_8x_400k.log\n",
      "train_log/vocalset_s_mert_25hz_demuc_6x.log\n",
      "train_log/vocalset_s_mert_25hz_2nd_iter_1x.log\n",
      "train_log/vocalset_s_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/vocalset_s_mert_test_25hz.log\n",
      "train_log/vocalset_s_mert_25hz_test_only_2codebook.log\n",
      "train_log/vocalset_s_mert_speech_test.log\n",
      "train_log/vocalset_s_mert_speech_test_nocqt.log\n",
      "train_log/vocalset_s_mert_mus_speech_test.log\n",
      "train_log/vocalset_s_mert_mus_speech_test_4code.log\n",
      "train_log/vocalset_s_mert_mus_speech_test_nocqt_4code.log\n",
      "train_log/vocalset_s_mert_music_30sec_mask2.log\n",
      "train_log/vocalset_s_mert_music_30sec_mask8.log\n",
      "train_log/vocalset_t_wavlm.log\n",
      "train_log/vocalset_t_hubert_d2v2_25hz_800k.log\n",
      "train_log/vocalset_t_d2v_test_speech_music_a100.log\n",
      "train_log/vocalset_t_mert_95M.log\n",
      "train_log/vocalset_t_mert_330M.log\n",
      "train_log/vocalset_t_mert_test_8x_400k.log\n",
      "train_log/vocalset_t_mert_25hz_demuc_6x.log\n",
      "train_log/vocalset_t_mert_25hz_2nd_iter_1x.log\n",
      "train_log/vocalset_t_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/vocalset_t_mert_test_25hz.log\n",
      "train_log/vocalset_t_mert_25hz_test_only_2codebook.log\n",
      "train_log/vocalset_t_mert_speech_test.log\n",
      "train_log/vocalset_t_mert_speech_test_nocqt.log\n",
      "train_log/vocalset_t_mert_mus_speech_test.log\n",
      "train_log/vocalset_t_mert_mus_speech_test_4code.log\n",
      "train_log/vocalset_t_mert_mus_speech_test_nocqt_4code.log\n",
      "train_log/vocalset_t_mert_music_30sec_mask2.log\n",
      "train_log/vocalset_t_mert_music_30sec_mask8.log\n",
      "train_log/ctc_wavlm.log\n",
      "train_log/ctc_hubert_d2v2_25hz_800k.log\n",
      "train_log/ctc_d2v_test_speech_music_a100.log\n",
      "train_log/ctc_mert_95M.log\n",
      "train_log/ctc_mert_330M.log\n",
      "train_log/ctc_mert_test_8x_400k.log\n",
      "train_log/ctc_mert_25hz_demuc_6x.log\n",
      "train_log/ctc_mert_25hz_2nd_iter_1x.log\n",
      "train_log/ctc_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/ctc_mert_test_25hz.log\n",
      "train_log/ctc_mert_25hz_test_only_2codebook.log\n",
      "train_log/ctc_mert_speech_test.log\n",
      "train_log/ctc_mert_speech_test_nocqt.log\n",
      "train_log/ctc_mert_mus_speech_test.log\n",
      "train_log/ctc_mert_mus_speech_test_4code.log\n",
      "train_log/ctc_mert_mus_speech_test_nocqt_4code.log\n",
      "train_log/ctc_mert_music_30sec_mask2.log\n",
      "train_log/ctc_mert_music_30sec_mask8.log\n",
      "train_log/lyrics_wavlm.log\n",
      "train_log/lyrics_hubert_d2v2_25hz_800k.log\n",
      "train_log/lyrics_d2v_test_speech_music_a100.log\n",
      "train_log/lyrics_mert_95M.log\n",
      "train_log/lyrics_mert_330M.log\n",
      "train_log/lyrics_mert_test_8x_400k.log\n",
      "train_log/lyrics_mert_25hz_demuc_6x.log\n",
      "train_log/lyrics_mert_25hz_2nd_iter_1x.log\n",
      "train_log/lyrics_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/lyrics_mert_test_25hz.log\n",
      "train_log/lyrics_mert_25hz_test_only_2codebook.log\n",
      "train_log/lyrics_mert_speech_test.log\n",
      "train_log/lyrics_mert_speech_test_nocqt.log\n",
      "train_log/lyrics_mert_mus_speech_test.log\n",
      "train_log/lyrics_mert_mus_speech_test_4code.log\n",
      "train_log/lyrics_mert_mus_speech_test_nocqt_4code.log\n",
      "train_log/lyrics_mert_music_30sec_mask2.log\n",
      "train_log/lyrics_mert_music_30sec_mask8.log\n",
      "train_log/nsynth_i_wavlm.log\n",
      "train_log/nsynth_i_hubert_d2v2_25hz_800k.log\n",
      "train_log/nsynth_i_d2v_test_speech_music_a100.log\n",
      "train_log/nsynth_i_mert_95M.log\n",
      "train_log/nsynth_i_mert_330M.log\n",
      "train_log/nsynth_i_mert_test_8x_400k.log\n",
      "train_log/nsynth_i_mert_25hz_demuc_6x.log\n",
      "train_log/nsynth_i_mert_25hz_2nd_iter_1x.log\n",
      "train_log/nsynth_i_mert_25hz_test_only_demuc_label2.log\n",
      "train_log/nsynth_i_mert_test_25hz.log\n",
      "train_log/nsynth_i_mert_25hz_test_only_2codebook.log\n",
      "train_log/nsynth_i_mert_speech_test.log\n",
      "train_log/nsynth_i_mert_speech_test_nocqt.log\n",
      "train_log/nsynth_i_mert_mus_speech_test.log\n",
      "train_log/nsynth_i_mert_mus_speech_test_4code.log\n",
      "train_log/nsynth_i_mert_mus_speech_test_nocqt_4code.log\n",
      "train_log/nsynth_i_mert_music_30sec_mask2.log\n",
      "train_log/nsynth_i_mert_music_30sec_mask8.log\n"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "for task, checkpoint in task_cp_outer_product:\n",
    "    log_path = get_log_path(task, checkpoint)\n",
    "    if not os.path.exists(log_path):\n",
    "        print(f\"{log_path} does not exist, skipping...\")\n",
    "        continue\n",
    "    print(log_path)\n",
    "\n",
    "    result = parse_log_file(log_path, task, checkpoint)\n",
    "    if result is not None:\n",
    "        results.append(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:45.082880Z",
     "start_time": "2023-10-31T14:43:45.071610Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test_loss</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>checkpoint</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>d2v_test_speech_music_a100</th>\n",
       "      <td>1.675927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hubert_d2v2_25hz_800k</th>\n",
       "      <td>1.539501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_2nd_iter_1x</th>\n",
       "      <td>1.522745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_demuc_6x</th>\n",
       "      <td>1.559310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_test_only_2codebook</th>\n",
       "      <td>1.590944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_25hz_test_only_demuc_label2</th>\n",
       "      <td>1.614226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_330M</th>\n",
       "      <td>1.540268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_95M</th>\n",
       "      <td>1.543479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_mus_speech_test</th>\n",
       "      <td>1.546220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_mus_speech_test_4code</th>\n",
       "      <td>1.524856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_mus_speech_test_nocqt_4code</th>\n",
       "      <td>1.959351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_music_30sec_mask2</th>\n",
       "      <td>1.620681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_music_30sec_mask8</th>\n",
       "      <td>1.660865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_speech_test</th>\n",
       "      <td>1.530916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_speech_test_nocqt</th>\n",
       "      <td>1.506296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_25hz</th>\n",
       "      <td>2.061703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mert_test_8x_400k</th>\n",
       "      <td>1.538917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wavlm</th>\n",
       "      <td>1.487074</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  test_loss\n",
       "checkpoint                                 \n",
       "d2v_test_speech_music_a100         1.675927\n",
       "hubert_d2v2_25hz_800k              1.539501\n",
       "mert_25hz_2nd_iter_1x              1.522745\n",
       "mert_25hz_demuc_6x                 1.559310\n",
       "mert_25hz_test_only_2codebook      1.590944\n",
       "mert_25hz_test_only_demuc_label2   1.614226\n",
       "mert_330M                          1.540268\n",
       "mert_95M                           1.543479\n",
       "mert_mus_speech_test               1.546220\n",
       "mert_mus_speech_test_4code         1.524856\n",
       "mert_mus_speech_test_nocqt_4code   1.959351\n",
       "mert_music_30sec_mask2             1.620681\n",
       "mert_music_30sec_mask8             1.660865\n",
       "mert_speech_test                   1.530916\n",
       "mert_speech_test_nocqt             1.506296\n",
       "mert_test_25hz                     2.061703\n",
       "mert_test_8x_400k                  1.538917\n",
       "wavlm                              1.487074"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(results)\n",
    "# groupby checkpoint\n",
    "df.groupby('checkpoint').agg({'test_loss': 'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:47.122656Z",
     "start_time": "2023-10-31T14:43:45.084216Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make bar chart for each checkpoint and task in df\n",
    "for task in tasks:\n",
    "    plt.clf()\n",
    "    plt.figure(figsize=(10, 7))\n",
    "    plt_title = (\n",
    "        task[\"task\"]\n",
    "        .replace(\"vocalset_s\", \"vocalset singer\")\n",
    "        .replace(\"vocalset_t\", \"vocalset tech\")\n",
    "        .replace(\"nsynth_i\", \"Nsynth instrument\")\n",
    "        .replace(\"nsynth_p\", \"Nsynth picth\")\n",
    "    )\n",
    "    plt.title(plt_title)\n",
    "    df_slice = df[df[\"task\"] == task[\"task\"]].copy().reset_index()\n",
    "    # print(df_slice)\n",
    "    plt_seires = df_slice[\"test_metric\"]\n",
    "    plt.bar(df_slice[\"checkpoint\"], plt_seires)\n",
    "    # print(df_slice[\"checkpoint\"])\n",
    "    for i in range(len(df_slice[\"checkpoint\"])):\n",
    "        plt.text(\n",
    "            df_slice[\"checkpoint\"][i], plt_seires[i], f\"{plt_seires[i]:.2}\", ha=\"center\"\n",
    "        )\n",
    "    # normalize y axis\n",
    "    plt.ylim(min(plt_seires) * 0.8, min(1, max(plt_seires) * 1.1))\n",
    "    # rotate x axis labels\n",
    "    plt.xticks(rotation=90)\n",
    "#     plt.savefig(\n",
    "#         f\"/home/tony/Work/tony/plots/{plt_title.replace(' ', '_')}.png\",\n",
    "#         bbox_inches=\"tight\",\n",
    "#     )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:47.657852Z",
     "start_time": "2023-10-31T14:43:47.124169Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make bar chart for each checkpoint and task in df\n",
    "plt.clf()\n",
    "plt.figure(figsize=(10, 7))\n",
    "plt.title(\"Eval tasks\")\n",
    "for task in tasks:\n",
    "    plt_title = (\n",
    "        task[\"task\"]\n",
    "        .replace(\"vocalset_s\", \"vocalset singer\")\n",
    "        .replace(\"vocalset_t\", \"vocalset tech\")\n",
    "        .replace(\"nsynth_i\", \"Nsynth instrument\")\n",
    "        .replace(\"nsynth_p\", \"Nsynth picth\")\n",
    "    )\n",
    "    df_slice = df[df[\"task\"] == task[\"task\"]].copy().reset_index()\n",
    "    plt_seires = df_slice[\"test_metric\"]\n",
    "    if task[\"task\"] == \"ctc\" or task[\"task\"] == \"lyrics\":\n",
    "        plt_seires = 1 - plt_seires\n",
    "    plt.plot(df_slice[\"checkpoint\"], plt_seires, label=f\"{plt_title}\")\n",
    "    # print(df_slice[\"checkpoint\"])\n",
    "    for i in range(len(df_slice[\"checkpoint\"])):\n",
    "        plt.text(\n",
    "            df_slice[\"checkpoint\"][i], plt_seires[i], f\"{plt_seires[i]:.2}\", ha=\"center\"\n",
    "        )\n",
    "plt.legend()\n",
    "# normalize y axis\n",
    "plt.ylim(0, 1)\n",
    "# rotate x axis labels\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- waveLM is waveLM trained on spech I assume\n",
    "- hubert_d2v2_25hz_800k is our 25 HZ mert trained on speech + music + sounds ()\n",
    "- mert_95M is the 75 HZ mert \n",
    "- mert_test_8x_400k is our 25 HZ mert (fully trained, chirp v2)\n",
    "- mert_25hz_demuc_6x is our 25 HZ mert with 4 original + 2 demuc codebooks (fully trained)\n",
    "- mert_25hz_2nd_iter_1x is our 25 HZ mert trained on mert cluster (already have chroma info) without CQT loss (fully trained)\n",
    "- mert_test_25hz is trained with bad codec labels -- basically CQT loss only (fully trained)\n",
    "- mert_25hz_test_tony_only_demuc_label2 is trained with 2 demuc codebooks and CQT loss (fully trained)\n",
    "- mert_25hz_test_test_tony_only_2codebook is trained with 2 original codebooks and CQT loss (fully trained)\n",
    "- mert_speech_test is trained on 5 hrs of speech data, 2 codebooks and CQT loss (fully trained)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:47.662165Z",
     "start_time": "2023-10-31T14:43:47.660528Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:47.713769Z",
     "start_time": "2023-10-31T14:43:47.663143Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "np.random.randint(2, 10)"
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   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:49.849111Z",
     "start_time": "2023-10-31T14:43:47.714715Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch"
   ]
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   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:49.873976Z",
     "start_time": "2023-10-31T14:43:49.851313Z"
    }
   },
   "outputs": [],
   "source": [
    "a = torch.ones(size=[16, 768])\n",
    "b = torch.ones(size=[16, 768])\n",
    "c = [a.unsqueeze(0), b.unsqueeze(0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T14:43:49.904680Z",
     "start_time": "2023-10-31T14:43:49.875636Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 16, 768])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cat(c, dim=0).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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