{ "cells": [ { "cell_type": "code", "execution_count": 19, "id": "27deb847", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "2536ab2b", "metadata": {}, "source": [ "# Import Deps" ] }, { "cell_type": "code", "execution_count": 1, "id": "9bbb376c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: librosa in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (0.10.0)\n", "Requirement already satisfied: soxr>=0.3.2 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (0.3.5)\n", "Requirement already satisfied: lazy-loader>=0.1 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (0.1)\n", "Requirement already satisfied: scikit-learn>=0.20.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (1.2.2)\n", "Requirement already satisfied: joblib>=0.14 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (1.1.1)\n", "Requirement already satisfied: audioread>=2.1.9 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (3.0.0)\n", "Requirement already satisfied: decorator>=4.3.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (5.1.1)\n", "Requirement already satisfied: soundfile>=0.12.1 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (0.12.1)\n", "Requirement already satisfied: numba>=0.51.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (0.56.4)\n", "Requirement already satisfied: pooch>=1.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (1.4.0)\n", "Requirement already satisfied: msgpack>=1.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (1.0.3)\n", "Requirement already satisfied: numpy>=1.20.3 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (1.23.5)\n", "Requirement already satisfied: scipy>=1.2.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (1.10.0)\n", "Requirement already satisfied: typing-extensions>=4.1.1 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from librosa) (4.5.0)\n", "Requirement already satisfied: setuptools in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from numba>=0.51.0->librosa) (66.0.0)\n", "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from numba>=0.51.0->librosa) (0.39.1)\n", "Requirement already satisfied: appdirs in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from pooch>=1.0->librosa) (1.4.4)\n", "Requirement already satisfied: packaging in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from pooch>=1.0->librosa) (23.0)\n", "Requirement already satisfied: requests in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from pooch>=1.0->librosa) (2.29.0)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from scikit-learn>=0.20.0->librosa) (2.2.0)\n", "Requirement already satisfied: cffi>=1.0 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from soundfile>=0.12.1->librosa) (1.15.1)\n", "Requirement already satisfied: pycparser in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from cffi>=1.0->soundfile>=0.12.1->librosa) (2.21)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from requests->pooch>=1.0->librosa) (1.26.15)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from requests->pooch>=1.0->librosa) (2.0.4)\n", "Requirement already satisfied: certifi>=2017.4.17 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from requests->pooch>=1.0->librosa) (2023.5.7)\n", "Requirement already satisfied: idna<4,>=2.5 in /Users/amanmibra/anaconda3/envs/void/lib/python3.9/site-packages (from requests->pooch>=1.0->librosa) (3.4)\n" ] } ], "source": [ "!pip install librosa" ] }, { "cell_type": "code", "execution_count": 2, "id": "2019a9c0", "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append('..')" ] }, { "cell_type": "code", "execution_count": 3, "id": "24b482dc", "metadata": {}, "outputs": [], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "from IPython.display import Audio\n", "import numpy as np\n", "import librosa\n", "\n", "# torch\n", "import torch\n", "import torchaudio\n", "from torch.utils.data import DataLoader\n", "\n", "# model training\n", "from cnn import CNNetwork\n", "from dataset import VoiceDataset" ] }, { "cell_type": "markdown", "id": "2bf224a0", "metadata": {}, "source": [ "# Test Dataset" ] }, { "cell_type": "code", "execution_count": 4, "id": "77a0394b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cpu device.\n" ] } ], "source": [ "if torch.cuda.is_available():\n", " device = \"cuda\"\n", "else:\n", " device = \"cpu\"\n", "print(f\"Using {device} device.\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "a52cde0b", "metadata": {}, "outputs": [], "source": [ "DATA_PATH = os.path.join('..', 'data')\n", "TEST_PATH = os.path.join(DATA_PATH, 'test')\n", "SAMPLE_RATE = 48000\n", "MEL_SPEC = torchaudio.transforms.MelSpectrogram(\n", " sample_rate=SAMPLE_RATE,\n", " n_fft=2048,\n", " hop_length=512,\n", " n_mels=128\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "id": "5c1d4624", "metadata": {}, "outputs": [], "source": [ "test_dataset = VoiceDataset(TEST_PATH, MEL_SPEC, device, SAMPLE_RATE)" ] }, { "cell_type": "markdown", "id": "52aaf0b6", "metadata": {}, "source": [ "## Choose Example" ] }, { "cell_type": "code", "execution_count": 7, "id": "de395f46", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "19" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(test_dataset)" ] }, { "cell_type": "code", "execution_count": 8, "id": "58bb8a16", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i = 0\n", "test_dataset[i][1]" ] }, { "cell_type": "code", "execution_count": 9, "id": "5a7e8e7b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'aman': 0, 'imran': 1, 'labib': 2}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_dataset.label_mapping" ] }, { "cell_type": "code", "execution_count": 31, "id": "6f759da6", "metadata": {}, "outputs": [], "source": [ "wav, actual_output = test_dataset[i]" ] }, { "cell_type": "markdown", "id": "d79b6e47", "metadata": {}, "source": [ "## Show Example Spec" ] }, { "cell_type": "code", "execution_count": 11, "id": "1cb1b126", "metadata": {}, "outputs": [], "source": [ "def plot_waveform(waveform, sample_rate, title = \"Waveform\"):\n", " waveform = waveform.numpy()\n", " num_channels, num_frames = waveform.shape\n", " time = np.arange(0, num_frames) / sample_rate\n", "\n", " fig, axes = plt.subplots(num_channels, 1)\n", "\n", " if num_channels == 1:\n", " axes = [axes]\n", " for ch in range(num_channels):\n", " axes[ch].plot(time, waveform[ch])\n", " axes[ch].grid(True)\n", "\n", " if num_channels > 1:\n", " axes[ch].set_ylabel(f\"Channel: {ch+1}\")\n", " plt.suptitle(title)\n", " plt.show(block = False)\n", "\n", "def plot_spectrogram(specgram, title=None, ylabel=\"freq_bin\"):\n", " fig, axs = plt.subplots(1, 1)\n", " axs.set_title(title or \"Spectrogram (db)\")\n", " axs.set_ylabel(ylabel)\n", " axs.set_xlabel(\"frame\")\n", " im = axs.imshow(librosa.power_to_db(specgram), origin=\"lower\", aspect=\"auto\")\n", " fig.colorbar(im, ax=axs)\n", " plt.show(block=False)" ] }, { "cell_type": "code", "execution_count": 12, "id": "74ae8c37", "metadata": {}, "outputs": [], "source": [ "file, label = test_dataset.audio_files_labels[i]\n", "path = os.path.join(TEST_PATH, label, file)\n", "audio_wavform, sr = torchaudio.load(path)" ] }, { "cell_type": "code", "execution_count": 13, "id": "2c468e16", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(audio_wavform, rate=sr)" ] }, { "cell_type": "code", "execution_count": 14, "id": "c6ae3a30", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_waveform(audio_wavform, sr)" ] }, { "cell_type": "code", "execution_count": 15, "id": "9545b662", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_spectrogram(MEL_SPEC(audio_wavform).squeeze(0))" ] }, { "cell_type": "markdown", "id": "bed0cd39", "metadata": {}, "source": [ "# Model" ] }, { "cell_type": "code", "execution_count": 20, "id": "72b7e38c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = CNNetwork().to(device)\n", "state_dict = torch.load(\"../models/void_demo.pth\")\n", "model.load_state_dict(state_dict)" ] }, { "cell_type": "code", "execution_count": 21, "id": "32de1219", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CNNetwork(\n", " (conv1): Sequential(\n", " (0): Conv2d(1, 16, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2))\n", " (1): ReLU()\n", " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (conv2): Sequential(\n", " (0): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2))\n", " (1): ReLU()\n", " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (conv3): Sequential(\n", " (0): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2))\n", " (1): ReLU()\n", " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (conv4): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2))\n", " (1): ReLU()\n", " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (flatten): Flatten(start_dim=1, end_dim=-1)\n", " (linear): Linear(in_features=35712, out_features=3, bias=True)\n", " (softmax): Softmax(dim=1)\n", ")\n" ] } ], "source": [ "print(model)" ] }, { "cell_type": "code", "execution_count": 46, "id": "32621820", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "input = wav.unsqueeze(0)\n", "output = model(input)\n", "prediction = torch.argmax(output, 1).item()\n", "prediction" ] }, { "cell_type": "code", "execution_count": 49, "id": "9455a818", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "actual_output == prediction" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 5 }