{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0dc39984",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:51.823323Z",
     "start_time": "2023-10-24T17:15:51.821901Z"
    }
   },
   "outputs": [],
   "source": [
    "# https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_with_NeMo.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "66bb0efd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:51.887272Z",
     "start_time": "2023-10-24T17:15:51.824271Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "# This is where the an4/ directory will be placed.\n",
    "# Change this if you don't want the data to be extracted in the current directory.\n",
    "data_dir = '.'\n",
    "\n",
    "if not os.path.exists(data_dir):\n",
    "    os.makedirs(data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "526b0bd6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:51.934676Z",
     "start_time": "2023-10-24T17:15:51.888247Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******\n",
      "Tarfile already exists.\n",
      "Finished conversion.\n",
      "******\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "import os\n",
    "import subprocess\n",
    "import tarfile\n",
    "import wget\n",
    "\n",
    "# Download the dataset. This will take a few moments...\n",
    "print(\"******\")\n",
    "if not os.path.exists(data_dir + '/an4_sphere.tar.gz'):\n",
    "    an4_url = 'https://dldata-public.s3.us-east-2.amazonaws.com/an4_sphere.tar.gz'\n",
    "    an4_path = wget.download(an4_url, data_dir)\n",
    "    print(f\"Dataset downloaded at: {an4_path}\")\n",
    "else:\n",
    "    print(\"Tarfile already exists.\")\n",
    "    an4_path = data_dir + '/an4_sphere.tar.gz'\n",
    "\n",
    "if not os.path.exists(data_dir + '/an4/'):\n",
    "    # Untar and convert .sph to .wav (using sox)\n",
    "    tar = tarfile.open(an4_path)\n",
    "    tar.extractall(path=data_dir)\n",
    "\n",
    "    print(\"Converting .sph to .wav...\")\n",
    "    sph_list = glob.glob(data_dir + '/an4/**/*.sph', recursive=True)\n",
    "    for sph_path in sph_list:\n",
    "        wav_path = sph_path[:-4] + '.wav'\n",
    "        cmd = [\"sox\", sph_path, wav_path]\n",
    "        subprocess.run(cmd)\n",
    "print(\"Finished conversion.\\n******\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd690b13",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:53.225502Z",
     "start_time": "2023-10-24T17:15:51.936328Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22050\n"
     ]
    },
    {
     "data": {
      "text/html": [
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import librosa\n",
    "import IPython.display as ipd\n",
    "\n",
    "# Load and listen to the audio file\n",
    "example_file = data_dir + '/an4/wav/an4_clstk/mgah/cen2-mgah-b.wav'\n",
    "audio, sample_rate = librosa.load(example_file)\n",
    "print(sample_rate)\n",
    "ipd.Audio(example_file, rate=sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6d0967cb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:53.632094Z",
     "start_time": "2023-10-24T17:15:53.226732Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Amplitude')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import librosa.display\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plot our example audio file's waveform\n",
    "plt.rcParams['figure.figsize'] = (15,7)\n",
    "plt.title('Waveform of Audio Example')\n",
    "plt.ylabel('Amplitude')\n",
    "\n",
    "# librosa.display.waveshow(audio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9ecfb387",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:54.030366Z",
     "start_time": "2023-10-24T17:15:53.633299Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Get spectrogram using Librosa's Short-Time Fourier Transform (stft)\n",
    "spec = np.abs(librosa.stft(audio))\n",
    "spec_db = librosa.amplitude_to_db(spec, ref=np.max)  # Decibels\n",
    "\n",
    "# Use log scale to view frequencies\n",
    "librosa.display.specshow(spec_db, y_axis='log', x_axis='time')\n",
    "plt.colorbar()\n",
    "plt.title('Audio Spectrogram');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7e555499",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:54.334390Z",
     "start_time": "2023-10-24T17:15:54.032148Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the mel spectrogram of our sample\n",
    "mel_spec = librosa.feature.melspectrogram(y=audio, sr=sample_rate)\n",
    "mel_spec_db = librosa.power_to_db(mel_spec, ref=np.max)\n",
    "\n",
    "librosa.display.specshow(\n",
    "    mel_spec_db, x_axis='time', y_axis='mel')\n",
    "plt.colorbar()\n",
    "plt.title('Mel Spectrogram');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ecda6105",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.063125Z",
     "start_time": "2023-10-24T17:15:54.335977Z"
    }
   },
   "outputs": [],
   "source": [
    "# NeMo's \"core\" package\n",
    "import nemo\n",
    "# NeMo's ASR collection - this collections contains complete ASR models and\n",
    "# building blocks (modules) for ASR\n",
    "import nemo.collections.asr as nemo_asr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "62f7d310",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.067084Z",
     "start_time": "2023-10-24T17:15:58.065165Z"
    }
   },
   "outputs": [],
   "source": [
    "# This line will download pre-trained QuartzNet15x5 model from NVIDIA's NGC cloud and instantiate it for you\n",
    "# quartznet = nemo_asr.models.EncDecCTCModel.from_pretrained(model_name=\"QuartzNet15x5Base-En\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e8efd0c6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.115805Z",
     "start_time": "2023-10-24T17:15:58.068648Z"
    }
   },
   "outputs": [],
   "source": [
    "# files = [os.path.join(data_dir, 'an4/wav/an4_clstk/mgah/cen2-mgah-b.wav')]\n",
    "# for fname, transcription in zip(files, quartznet.transcribe(paths2audio_files=files)):\n",
    "#     print(f\"Audio in {fname} was recognized as: {transcription}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1a337322",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.159279Z",
     "start_time": "2023-10-24T17:15:58.116889Z"
    }
   },
   "outputs": [],
   "source": [
    "# files = [os.path.join(\"/home/tony/Data/Lyrics/test/1310/0\", '1310-0-0001.wav')]\n",
    "# for fname, transcription in zip(files, quartznet.transcribe(paths2audio_files=files)):\n",
    "#     print(f\"Audio in {fname} was recognized as: {transcription}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "20460dde",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.207901Z",
     "start_time": "2023-10-24T17:15:58.160409Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******\n",
      "***Done***\n"
     ]
    }
   ],
   "source": [
    "# --- Building Manifest Files --- #\n",
    "import json\n",
    "\n",
    "# Function to build a manifest\n",
    "def build_manifest(transcripts_path, manifest_path, wav_path):\n",
    "    with open(transcripts_path, \"r\") as fin:\n",
    "        with open(manifest_path, \"w\") as fout:\n",
    "            for line in fin:\n",
    "                # Lines look like this:\n",
    "                # <s> transcript </s> (fileID)\n",
    "                transcript = line[: line.find(\"(\") - 1].lower()\n",
    "                transcript = transcript.replace(\"<s>\", \"\").replace(\"</s>\", \"\")\n",
    "                transcript = transcript.strip()\n",
    "\n",
    "                file_id = line[line.find(\"(\") + 1 : -2]  # e.g. \"cen4-fash-b\"\n",
    "                audio_path = os.path.join(\n",
    "                    data_dir,\n",
    "                    wav_path,\n",
    "                    file_id[file_id.find(\"-\") + 1 : file_id.rfind(\"-\")],\n",
    "                    file_id + \".wav\",\n",
    "                )\n",
    "\n",
    "                duration = librosa.core.get_duration(filename=audio_path)\n",
    "\n",
    "                # Write the metadata to the manifest\n",
    "                metadata = {\n",
    "                    \"audio_filepath\": audio_path,\n",
    "                    \"duration\": duration,\n",
    "                    \"text\": transcript,\n",
    "                }\n",
    "                json.dump(metadata, fout)\n",
    "                fout.write(\"\\n\")\n",
    "\n",
    "\n",
    "# Building Manifests\n",
    "print(\"******\")\n",
    "train_transcripts = data_dir + \"/an4/etc/an4_train.transcription\"\n",
    "train_manifest = data_dir + \"/an4/train_manifest.json\"\n",
    "if not os.path.isfile(train_manifest):\n",
    "    build_manifest(train_transcripts, train_manifest, \"an4/wav/an4_clstk\")\n",
    "    print(\"Training manifest created.\")\n",
    "\n",
    "test_transcripts = data_dir + \"/an4/etc/an4_test.transcription\"\n",
    "test_manifest = data_dir + \"/an4/test_manifest.json\"\n",
    "if not os.path.isfile(test_manifest):\n",
    "    build_manifest(test_transcripts, test_manifest, \"an4/wav/an4test_clstk\")\n",
    "    print(\"Test manifest created.\")\n",
    "print(\"***Done***\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0fd197df",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.273141Z",
     "start_time": "2023-10-24T17:15:58.209967Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'name': 'QuartzNet15x5', 'sample_rate': 16000, 'repeat': 1, 'dropout': 0.0, 'separable': True, 'labels': [' ', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', \"'\"], 'model': {'train_ds': {'manifest_filepath': '???', 'sample_rate': 16000, 'labels': [' ', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', \"'\"], 'batch_size': 32, 'trim_silence': True, 'max_duration': 16.7, 'shuffle': True, 'num_workers': 8, 'pin_memory': True, 'is_tarred': False, 'tarred_audio_filepaths': None, 'shuffle_n': 2048, 'bucketing_strategy': 'synced_randomized', 'bucketing_batch_size': None}, 'validation_ds': {'manifest_filepath': '???', 'sample_rate': 16000, 'labels': [' ', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', \"'\"], 'batch_size': 32, 'shuffle': False, 'num_workers': 8, 'pin_memory': True}, 'preprocessor': {'_target_': 'nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor', 'normalize': 'per_feature', 'window_size': 0.02, 'sample_rate': 16000, 'window_stride': 0.01, 'window': 'hann', 'features': 64, 'n_fft': 512, 'frame_splicing': 1, 'dither': 1e-05, 'stft_conv': False}, 'spec_augment': {'_target_': 'nemo.collections.asr.modules.SpectrogramAugmentation', 'rect_freq': 50, 'rect_masks': 5, 'rect_time': 120}, 'encoder': {'_target_': 'nemo.collections.asr.modules.ConvASREncoder', 'feat_in': 64, 'activation': 'relu', 'conv_mask': True, 'jasper': [{'filters': 128, 'repeat': 1, 'kernel': [11], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': True, 'separable': True, 'se': True, 'se_context_size': -1}, {'filters': 256, 'repeat': 1, 'kernel': [13], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': True, 'separable': True, 'se': True, 'se_context_size': -1}, {'filters': 256, 'repeat': 1, 'kernel': [15], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': True, 'separable': True, 'se': True, 'se_context_size': -1}, {'filters': 256, 'repeat': 1, 'kernel': [17], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': True, 'separable': True, 'se': True, 'se_context_size': -1}, {'filters': 256, 'repeat': 1, 'kernel': [19], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': True, 'separable': True, 'se': True, 'se_context_size': -1}, {'filters': 256, 'repeat': 1, 'kernel': [21], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': False, 'separable': True, 'se': True, 'se_context_size': -1}, {'filters': 1024, 'repeat': 1, 'kernel': [1], 'stride': [1], 'dilation': [1], 'dropout': 0.0, 'residual': False, 'separable': True, 'se': True, 'se_context_size': -1}]}, 'decoder': {'_target_': 'nemo.collections.asr.modules.ConvASRDecoder', 'feat_in': 1024, 'num_classes': 28, 'vocabulary': [' ', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', \"'\"]}, 'optim': {'name': 'novograd', 'lr': 0.01, 'betas': [0.8, 0.5], 'weight_decay': 0.001, 'sched': {'name': 'CosineAnnealing', 'monitor': 'val_loss', 'reduce_on_plateau': False, 'warmup_steps': None, 'warmup_ratio': None, 'min_lr': 0.0, 'last_epoch': -1}}}, 'trainer': {'devices': 1, 'max_epochs': 5, 'max_steps': -1, 'num_nodes': 1, 'accelerator': 'gpu', 'strategy': 'ddp', 'accumulate_grad_batches': 1, 'enable_checkpointing': False, 'logger': False, 'log_every_n_steps': 1, 'val_check_interval': 1.0, 'benchmark': False}, 'exp_manager': {'exp_dir': None, 'name': 'QuartzNet15x5', 'create_tensorboard_logger': True, 'create_checkpoint_callback': True}}\n"
     ]
    }
   ],
   "source": [
    "# --- Config Information ---#\n",
    "try:\n",
    "    from ruamel.yaml import YAML\n",
    "except ModuleNotFoundError:\n",
    "    from ruamel_yaml import YAML\n",
    "config_path = './configs/config.yaml'\n",
    "\n",
    "if not os.path.exists(config_path):\n",
    "    # Grab the config we'll use in this example\n",
    "    BRANCH = 'r1.20.0'\n",
    "    !mkdir configs\n",
    "    !wget -P configs/ https://raw.githubusercontent.com/NVIDIA/NeMo/$BRANCH/examples/asr/conf/config.yaml\n",
    "\n",
    "yaml = YAML(typ='safe')\n",
    "with open(config_path) as f:\n",
    "    params = yaml.load(f)\n",
    "print(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "345355ae",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.355410Z",
     "start_time": "2023-10-24T17:15:58.274546Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NeMo W 2023-10-24 17:15:58 nemo_logging:349] /home/tony/anaconda3/envs/nemo/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/accelerator_connector.py:478: LightningDeprecationWarning: Setting `Trainer(gpus=1)` is deprecated in v1.7 and will be removed in v2.0. Please use `Trainer(accelerator='gpu', devices=1)` instead.\n",
      "      rank_zero_deprecation(\n",
      "    \n",
      "[NeMo W 2023-10-24 17:15:58 nemo_logging:349] /home/tony/anaconda3/envs/nemo/lib/python3.10/site-packages/lightning_fabric/plugins/environments/slurm.py:166: PossibleUserWarning: The `srun` command is available on your system but is not used. HINT: If your intention is to run Lightning on SLURM, prepend your python command with `srun` like so: srun python /home/tony/anaconda3/envs/nemo/lib/python3.10/site-p ...\n",
      "      rank_zero_warn(\n",
      "    \n",
      "Using 16bit None Automatic Mixed Precision (AMP)\n",
      "GPU available: True (cuda), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    }
   ],
   "source": [
    "import pytorch_lightning as pl\n",
    "\n",
    "trainer = pl.Trainer(\n",
    "    gpus=1,\n",
    "    accelerator=\"gpu\",\n",
    "    max_epochs=50,\n",
    "    precision=16,\n",
    "    # strategy='ddp_notebook'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "36a8a293",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:15:58.626129Z",
     "start_time": "2023-10-24T17:15:58.357381Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NeMo I 2023-10-24 17:15:58 audio_to_text_dataset:45] Model level config does not contain `sample_rate`, please explicitly provide `sample_rate` to the dataloaders.\n",
      "[NeMo I 2023-10-24 17:15:58 audio_to_text_dataset:45] Model level config does not contain `labels`, please explicitly provide `labels` to the dataloaders.\n",
      "[NeMo I 2023-10-24 17:15:58 collections:196] Dataset loaded with 948 files totalling 0.71 hours\n",
      "[NeMo I 2023-10-24 17:15:58 collections:197] 0 files were filtered totalling 0.00 hours\n",
      "[NeMo I 2023-10-24 17:15:58 audio_to_text_dataset:45] Model level config does not contain `sample_rate`, please explicitly provide `sample_rate` to the dataloaders.\n",
      "[NeMo I 2023-10-24 17:15:58 audio_to_text_dataset:45] Model level config does not contain `labels`, please explicitly provide `labels` to the dataloaders.\n",
      "[NeMo I 2023-10-24 17:15:58 collections:196] Dataset loaded with 130 files totalling 0.10 hours\n",
      "[NeMo I 2023-10-24 17:15:58 collections:197] 0 files were filtered totalling 0.00 hours\n",
      "[NeMo I 2023-10-24 17:15:58 features:289] PADDING: 16\n",
      "[NeMo I 2023-10-24 17:15:58 audio_preprocessing:517] Numba CUDA SpecAugment kernel is being used\n"
     ]
    }
   ],
   "source": [
    "from omegaconf import DictConfig\n",
    "params['model']['train_ds']['manifest_filepath'] = train_manifest\n",
    "params['model']['validation_ds']['manifest_filepath'] = test_manifest\n",
    "first_asr_model = nemo_asr.models.EncDecCTCModel(cfg=DictConfig(params['model']), trainer=trainer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "dff0092c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T17:17:43.277525Z",
     "start_time": "2023-10-24T17:15:58.627798Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "You are using a CUDA device ('NVIDIA A10') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1,2,3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NeMo I 2023-10-24 17:15:58 modelPT:721] Optimizer config = Novograd (\n",
      "    Parameter Group 0\n",
      "        amsgrad: False\n",
      "        betas: [0.8, 0.5]\n",
      "        eps: 1e-08\n",
      "        grad_averaging: False\n",
      "        lr: 0.01\n",
      "        weight_decay: 0.001\n",
      "    )\n",
      "[NeMo I 2023-10-24 17:15:58 lr_scheduler:910] Scheduler \"<nemo.core.optim.lr_scheduler.CosineAnnealing object at 0x7fafc1dbfa60>\" \n",
      "    will be used during training (effective maximum steps = 1500) - \n",
      "    Parameters : \n",
      "    (warmup_steps: null\n",
      "    warmup_ratio: null\n",
      "    min_lr: 0.0\n",
      "    last_epoch: -1\n",
      "    max_steps: 1500\n",
      "    )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  | Name              | Type                              | Params\n",
      "------------------------------------------------------------------------\n",
      "0 | preprocessor      | AudioToMelSpectrogramPreprocessor | 0     \n",
      "1 | encoder           | ConvASREncoder                    | 1.2 M \n",
      "2 | decoder           | ConvASRDecoder                    | 29.7 K\n",
      "3 | loss              | CTCLoss                           | 0     \n",
      "4 | spec_augmentation | SpectrogramAugmentation           | 0     \n",
      "5 | _wer              | WER                               | 0     \n",
      "------------------------------------------------------------------------\n",
      "1.2 M     Trainable params\n",
      "0         Non-trainable params\n",
      "1.2 M     Total params\n",
      "2.418     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Sanity Checking: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NeMo W 2023-10-24 17:15:59 nemo_logging:349] /home/tony/anaconda3/envs/nemo/lib/python3.10/site-packages/pytorch_lightning/trainer/trainer.py:1609: PossibleUserWarning: The number of training batches (30) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n",
      "      rank_zero_warn(\n",
      "    \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac4faa11e4284fe58adb0da658c81cac",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[NeMo W 2023-10-24 17:16:00 nemo_logging:349] /home/tony/anaconda3/envs/nemo/lib/python3.10/site-packages/torch/optim/lr_scheduler.py:136: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`.  Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n",
      "      warnings.warn(\"Detected call of `lr_scheduler.step()` before `optimizer.step()`. \"\n",
      "    \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "application/vnd.jupyter.widget-view+json": {
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     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "# Start training!!!\n",
    "trainer.fit(first_asr_model)"
   ]
  },
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   "id": "4d4380d6",
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     "end_time": "2023-10-24T17:17:43.335209Z",
     "start_time": "2023-10-24T17:17:43.279343Z"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "Transcribing:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['    ', ' fie six', ' n fi o', 'oe  si']\n"
     ]
    }
   ],
   "source": [
    "paths2audio_files = [os.path.join(data_dir, 'an4/wav/an4_clstk/mgah/cen2-mgah-b.wav'),\n",
    "                     os.path.join(data_dir, 'an4/wav/an4_clstk/fmjd/cen7-fmjd-b.wav'),\n",
    "                     os.path.join(data_dir, 'an4/wav/an4_clstk/fmjd/cen8-fmjd-b.wav'),\n",
    "                     os.path.join(data_dir, 'an4/wav/an4_clstk/fkai/cen8-fkai-b.wav')]\n",
    "print(first_asr_model.transcribe(paths2audio_files=paths2audio_files,\n",
    "                                 batch_size=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
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     "start_time": "2023-10-24T17:17:43.336488Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NeMo I 2023-10-24 17:17:43 audio_to_text_dataset:45] Model level config does not contain `sample_rate`, please explicitly provide `sample_rate` to the dataloaders.\n",
      "[NeMo I 2023-10-24 17:17:43 audio_to_text_dataset:45] Model level config does not contain `labels`, please explicitly provide `labels` to the dataloaders.\n",
      "[NeMo I 2023-10-24 17:17:43 collections:196] Dataset loaded with 130 files totalling 0.10 hours\n",
      "[NeMo I 2023-10-24 17:17:43 collections:197] 0 files were filtered totalling 0.00 hours\n",
      "WER = 0.9547218628719275\n"
     ]
    }
   ],
   "source": [
    "# Bigger batch-size = bigger throughput\n",
    "params['model']['validation_ds']['batch_size'] = 16\n",
    "\n",
    "# Setup the test data loader and make sure the model is on GPU\n",
    "first_asr_model.setup_test_data(test_data_config=params['model']['validation_ds'])\n",
    "first_asr_model.cuda()\n",
    "first_asr_model.eval()\n",
    "\n",
    "# We will be computing Word Error Rate (WER) metric between our hypothesis and predictions.\n",
    "# WER is computed as numerator/denominator.\n",
    "# We'll gather all the test batches' numerators and denominators.\n",
    "wer_nums = []\n",
    "wer_denoms = []\n",
    "\n",
    "# Loop over all test batches.\n",
    "# Iterating over the model's `test_dataloader` will give us:\n",
    "# (audio_signal, audio_signal_length, transcript_tokens, transcript_length)\n",
    "# See the AudioToCharDataset for more details.\n",
    "for test_batch in first_asr_model.test_dataloader():\n",
    "        test_batch = [x.cuda() for x in test_batch]\n",
    "        targets = test_batch[2]\n",
    "        targets_lengths = test_batch[3]        \n",
    "        log_probs, encoded_len, greedy_predictions = first_asr_model(\n",
    "            input_signal=test_batch[0], input_signal_length=test_batch[1]\n",
    "        )\n",
    "        # Notice the model has a helper object to compute WER\n",
    "        first_asr_model._wer.update(greedy_predictions, targets, targets_lengths)\n",
    "        _, wer_num, wer_denom = first_asr_model._wer.compute()\n",
    "        first_asr_model._wer.reset()\n",
    "        wer_nums.append(wer_num.detach().cpu().numpy())\n",
    "        wer_denoms.append(wer_denom.detach().cpu().numpy())\n",
    "\n",
    "        # Release tensors from GPU memory\n",
    "        del test_batch, log_probs, targets, targets_lengths, encoded_len, greedy_predictions\n",
    "\n",
    "# We need to sum all numerators and denominators first. Then divide.\n",
    "print(f\"WER = {sum(wer_nums)/sum(wer_denoms)}\")"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "id": "78c04f5f",
   "metadata": {},
   "outputs": [],
   "source": []
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