{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "clXymfTM9m7f"
      },
      "outputs": [],
      "source": [
        "#hide\n",
        "! [ -e /content ] && pip install -Uqq fastbook\n",
        "import fastbook\n",
        "fastbook.setup_book()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#hide\n",
        "from fastbook import *\n",
        "from fastai.vision.widgets import *"
      ],
      "metadata": {
        "id": "yI-WGrp09sah"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Download Nsynth Dataset"
      ],
      "metadata": {
        "id": "StEgCgSWQvoV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget http://download.magenta.tensorflow.org/datasets/nsynth/nsynth-test.jsonwav.tar.gz"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Jf_QLi2MQvHO",
        "outputId": "bc678820-4c48-42e9-bdf4-51733317e125"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-04-05 11:54:30--  http://download.magenta.tensorflow.org/datasets/nsynth/nsynth-test.jsonwav.tar.gz\n",
            "Resolving download.magenta.tensorflow.org (download.magenta.tensorflow.org)... 142.250.141.128, 2607:f8b0:4023:c0d::80\n",
            "Connecting to download.magenta.tensorflow.org (download.magenta.tensorflow.org)|142.250.141.128|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 349501546 (333M) [application/gzip]\n",
            "Saving to: ‘nsynth-test.jsonwav.tar.gz’\n",
            "\n",
            "nsynth-test.jsonwav 100%[===================>] 333.31M  84.1MB/s    in 4.0s    \n",
            "\n",
            "2023-04-05 11:54:34 (84.1 MB/s) - ‘nsynth-test.jsonwav.tar.gz’ saved [349501546/349501546]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!tar --gunzip --extract --verbose --file=nsynth-test.jsonwav.tar.gz"
      ],
      "metadata": {
        "id": "dHQ_R1kQ9vT3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Converting Nsynth Dataset to Mel Spectrogram"
      ],
      "metadata": {
        "id": "hKYV3O1icvls"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Audio\n",
        "from tqdm import tqdm\n",
        "import librosa.display\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from functools import partial\n",
        "from pathlib import Path\n",
        "from multiprocessing import Pool\n",
        "import os\n",
        "import shutil\n",
        "import pandas as pd\n",
        "import librosa\n",
        "from scipy.io import wavfile"
      ],
      "metadata": {
        "id": "955H-HffRszK"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def read_file(filename, path='', sample_rate=None, trim=False):\n",
        "    ''' Reads in a wav file and returns it as an np.float32 array in the range [-1,1] '''\n",
        "    filename = Path(path) / filename\n",
        "    file_sr, data = wavfile.read(filename)\n",
        "    if data.dtype == np.int16:\n",
        "        data = np.float32(data) / np.iinfo(np.int16).max\n",
        "    elif data.dtype != np.float32:\n",
        "        raise OSError('Encounted unexpected dtype: {}'.format(data.dtype))\n",
        "    if sample_rate is not None and sample_rate != file_sr:\n",
        "        if len(data) > 0:\n",
        "            data = librosa.core.resample(data, file_sr, sample_rate, res_type='kaiser_fast')\n",
        "        file_sr = sample_rate\n",
        "    if trim and len(data) > 1:\n",
        "        data = librosa.effects.trim(data, top_db=40)[0]\n",
        "    return data, file_sr\n",
        "\n",
        "\n",
        "def transform_path(src_path, dst_path, transform_fn, fnames=None, processes=None, delete=False, **kwargs):\n",
        "    src_path, dst_path = Path(src_path), Path(dst_path)\n",
        "    if dst_path.exists() and delete:\n",
        "        shutil.rmtree(dst_path)\n",
        "    os.makedirs(dst_path, exist_ok=True)\n",
        "    \n",
        "    _transformer = partial(transform_fn, src_path=src_path, dst_path=dst_path, **kwargs)\n",
        "    if fnames is None:\n",
        "        fnames = [f.name for f in src_path.iterdir()]\n",
        "    with Pool(processes=processes) as pool:\n",
        "        with tqdm(total=len(fnames), unit='files') as pbar:\n",
        "            for _ in pool.imap_unordered(_transformer, fnames):\n",
        "                pbar.update()"
      ],
      "metadata": {
        "id": "KyyO3oGAUEEH"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def log_mel_spec_tfm(fname, src_path, dst_path):\n",
        "    os.makedirs(dst_path, exist_ok = True)\n",
        "    y, sr = librosa.load(str(src_path/fname), mono=True)\n",
        "    D = librosa.amplitude_to_db(np.abs(librosa.stft(y)), ref=np.max)\n",
        "    img = librosa.display.specshow(D, y_axis='linear', x_axis='time',\n",
        "                                  sr=sr)\n",
        "    plt.savefig(str(dst_path/fname[:-4]) + '.png')\n",
        "    plt.close()"
      ],
      "metadata": {
        "id": "Eaj61UrmSrOM"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "DATA = Path('nsynth-test')\n",
        "IMG_DATA = Path('Spectrogram')\n",
        "# these folders must be in place\n",
        "NSYNTH_AUDIO = DATA/'audio'\n",
        "\n",
        "# these folders will be created\n",
        "NSYNTH_IMAGES = IMG_DATA/'nsynth_images'\n",
        "TRAIN_IMAGE_PATH = NSYNTH_IMAGES/'train'\n",
        "VALID_IMAGE_PATH = NSYNTH_IMAGES/'valid'"
      ],
      "metadata": {
        "id": "nOIIW75XSxtb"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nsynth_acoustic_fnames = [f.name for f in NSYNTH_AUDIO.iterdir()\n",
        "                         if 'acoustic' in f.name]"
      ],
      "metadata": {
        "id": "fboeu4jHUzsi"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fn = nsynth_acoustic_fnames[8]; fn"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "8F-A8aygU0g6",
        "outputId": "eea9fb43-f33d-4101-e2ed-a0215f716d1e"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'reed_acoustic_018-062-050.wav'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Audio(str(NSYNTH_AUDIO/fn))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "BBZZDiyyVTw1",
        "outputId": "04273ec4-2c29-463d-f3cc-06a54aba4f5e"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y, sr = librosa.load(str(NSYNTH_AUDIO/fn), mono=True)\n",
        "D = librosa.amplitude_to_db(np.abs(librosa.stft(y)), ref=np.max)\n",
        "img = librosa.display.specshow(D, y_axis='linear', x_axis='time',\n",
        "                              sr=sr)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457
        },
        "id": "qElpWU4mdFDx",
        "outputId": "c852b5d7-5b83-44ad-d0a3-a3dabdbec42c"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for aud in tqdm(nsynth_acoustic_fnames[1002:]):\n",
        "  log_mel_spec_tfm(aud, NSYNTH_AUDIO, IMG_DATA/(aud.split('_')[1] + '/' + aud.split('_')[0]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BKjcHPoMXl6Q",
        "outputId": "5af33d2b-67ce-4bb1-bdc8-c6899ea16461"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 687/687 [06:42<00:00,  1.71it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Training The Classifier"
      ],
      "metadata": {
        "id": "JgpGp6qRlbEI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "path = Path('/content/Spectrogram/acoustic')"
      ],
      "metadata": {
        "id": "fOKd8OmrnOKh"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "instruments = DataBlock(\n",
        "    blocks=(ImageBlock, CategoryBlock), \n",
        "    get_items=get_image_files, \n",
        "    splitter=RandomSplitter(valid_pct=0.2, seed=42),\n",
        "    get_y=parent_label,\n",
        "    item_tfms=Resize(128))"
      ],
      "metadata": {
        "id": "ToAWgHAQiYdW"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dls = instruments.dataloaders(path)"
      ],
      "metadata": {
        "id": "BTATt71CnR-w"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dls.valid.show_batch(max_n=4, nrows=1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262
        },
        "id": "TN1CJL_yngVn",
        "outputId": "0243378c-2190-407b-98cd-aaebb61933cf"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x300 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "learn = vision_learner(dls, resnet18, metrics=error_rate)\n",
        "learn.remove_cb(ProgressCallback)\n",
        "learn.fine_tune(4)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8rKuiVhbniW3",
        "outputId": "c5b6e0a6-1455-4e8d-d7eb-3a03e5d96c9a"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n",
            "  warnings.warn(msg)\n",
            "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n",
            "100%|██████████| 44.7M/44.7M [00:00<00:00, 85.6MB/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 2.2309460639953613, 1.1499130725860596, 0.34124627709388733, '02:27']\n",
            "[0, 0.8142037987709045, 0.46892863512039185, 0.15727002918720245, '02:58']\n",
            "[1, 0.6003009080886841, 0.24919655919075012, 0.0771513357758522, '03:03']\n",
            "[2, 0.44896599650382996, 0.2560895085334778, 0.06824925541877747, '02:59']\n",
            "[3, 0.3368159830570221, 0.2207743525505066, 0.05637982115149498, '03:00']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "learn.fine_tune(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ilk393cdn1Z-",
        "outputId": "7c7387e5-06a4-450b-8272-8fda10d58005"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 0.2025192379951477, 0.1809772551059723, 0.05044510215520859, '02:18']\n",
            "[0, 0.1600448042154312, 0.11298105120658875, 0.020771512761712074, '02:57']\n",
            "[1, 0.16306310892105103, 0.16183611750602722, 0.04747774451971054, '02:58']\n",
            "[2, 0.1804511696100235, 0.16890127956867218, 0.03264094889163971, '02:56']\n",
            "[3, 0.15507426857948303, 0.0906248465180397, 0.017804155126214027, '03:01']\n",
            "[4, 0.1331464648246765, 0.08352791517972946, 0.017804155126214027, '02:56']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "interp = ClassificationInterpretation.from_learner(learn)\n",
        "interp.plot_confusion_matrix()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "IyH8HP8XrNpU",
        "outputId": "480fe549-364e-4937-8ed0-fe4c820d89b4"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "learn.export('model.pkl')"
      ],
      "metadata": {
        "id": "Wbae9yq_vNuG"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "NjGgm4zhvrwp"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}