{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Audio spectrogram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "In this example we will go through the steps to build a DALI audio processing pipeline, including the calculation of a spectrogram. A spectrogram is a representation of a signal (e.g. an audio signal) that shows the evolution of the frequency spectrum in time.\n", "\n", "Typically, a spectrogram is calculated by computing the fast fourier transform (FFT) over a series of overlapping windows extracted from the original signal. The process of dividing the signal in short term sequences of fixed size and applying FFT on those independently is called Short-time Fourier transform (STFT). The spectrogram is then calculated as the (typically squared) complex magnitude of the STFT.\n", "\n", "Extracting short term windows of the original image affects the calculated spectrum by producing aliasing artifacts. This is often call spectral leakage. To control/reduce the spectral leakage effect, we use different window functions when extracting the windows. Some examples of window functions are: Hann, Hanning, etc.\n", "\n", "It is beyond the scope of this example to go deeper into the details of the signal processing concepts we mentioned above. More information can be found here:\n", "- [STFT](https://en.wikipedia.org/wiki/Short-time_Fourier_transform)\n", "- [Window functions](https://en.wikipedia.org/wiki/Window_function)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reference implementation\n", "\n", "To verify the correctness of DALI's implementation, we will compare it against librosa (https://librosa.github.io/librosa/)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import librosa as librosa\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "import librosa.display" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Librosa provides an API to calculate the STFT, producing a complex output (i.e. complex numbers). It is then trivial to calculate the power spectrum from the complex STFT by the following" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Size of the FFT, which will also be used as the window length\n", "n_fft=2048\n", "\n", "# Step or stride between windows. If the step is smaller than the window lenght, the windows will overlap\n", "hop_length=512\n", "\n", "# Load sample audio file\n", "y, sr = librosa.load(librosa.util.example_audio_file())\n", "\n", "# Calculate the spectrogram as the square of the complex magnitude of the STFT\n", "spectrogram_librosa = np.abs(librosa.stft(\n", " y, n_fft=n_fft, hop_length=hop_length, win_length=n_fft, window='hann')) ** 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now transform the spectrogram output to a logarithmic scale by transforming the amplitude to decibels. While doing so we will also normalize the spectrogram so that its maximum represent the 0 dB point." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "spectrogram_librosa_db = librosa.power_to_db(spectrogram_librosa, ref=np.max)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last step is to display the spectrogram" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "librosa.display.specshow(spectrogram_librosa_db, sr=sr, y_axis='log', x_axis='time', hop_length=hop_length)\n", "plt.title('Reference power spectrogram')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating the spectrogram using DALI\n", "\n", "To demonstrate DALI's Spectrogram operator we will define a DALI pipeline, whose input will be provided externally with the help of ExternalSource operator. For demonstration purposes, we can just feed the same input in every iteration, as we will be only calculating one spectrogram." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from nvidia.dali.pipeline import Pipeline\n", "import nvidia.dali.ops as ops\n", "import nvidia.dali.types as types\n", "import nvidia.dali as dali\n", "\n", "class SpectrogramPipeline(Pipeline):\n", " def __init__(self, device, batch_size, nfft, window_length, window_step, num_threads=1, device_id=0):\n", " super(SpectrogramPipeline, self).__init__(batch_size, num_threads, device_id)\n", " self.device = device\n", " \n", " self.batch_data = []\n", " y, sr = librosa.load(librosa.util.example_audio_file())\n", " for _ in range(batch_size):\n", " self.batch_data.append(np.array(y, dtype=np.float32))\n", " \n", " self.external_source = ops.ExternalSource()\n", " self.spectrogram = ops.Spectrogram(device=self.device, \n", " nfft=nfft, \n", " window_length=window_length,\n", " window_step=window_step)\n", "\n", " def define_graph(self):\n", " self.data = self.external_source()\n", " out = self.data.gpu() if self.device == 'gpu' else self.data\n", " out = self.spectrogram(out)\n", " return out\n", "\n", " def iter_setup(self):\n", " self.feed_input(self.data, self.batch_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the pipeline defined, we can now just build it and run it" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pipe = SpectrogramPipeline(device='cpu', batch_size=1, nfft=n_fft, window_length=n_fft, window_step=hop_length)\n", "pipe.build()\n", "outputs = pipe.run()\n", "spectrogram_dali = outputs[0].at(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and display it as we did with the reference implementation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spectrogram_dali_db = librosa.power_to_db(spectrogram_dali, ref=np.max)\n", "librosa.display.specshow(spectrogram_dali_db, sr=sr, y_axis='log', x_axis='time', hop_length=hop_length)\n", "plt.title('DALI power spectrogram')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a last sanity check, we can verify that the numerical difference between the reference implementation and DALI's is insignificant" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average error: 0.01145 dB\n" ] } ], "source": [ "print(\"Average error: {0:.5f} dB\".format(np.mean(np.abs(spectrogram_dali_db - spectrogram_librosa_db))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mel spectrogram\n", "\n", "The mel scale is a non-linear transformation of frequency scale based on the perception of pitches. The mel scale is calculated so that two pairs of frequencies separated by a delta in the mel scale are perceived by humans as being equidistant. More information can be found here: https://en.wikipedia.org/wiki/Mel_scale.\n", "\n", "In machine learning applications involving speech and audio, we typically want to represent the power spectrogram in the mel scale domain. We do that by applying a bank of overlapping triangular filters that compute the energy of the spectrum in each band.\n", "\n", "Typically, we want the mel spectrogram represented in decibels. We can calculate a mel spectrogram in decibels by using the following DALI pipeline. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "class MelSpectrogramPipeline(Pipeline):\n", " def __init__(self, device, batch_size, nfft, window_length, window_step, num_threads=1, device_id=0):\n", " super(MelSpectrogramPipeline, self).__init__(batch_size, num_threads, device_id)\n", " self.device = device\n", " \n", " self.batch_data = []\n", " y, sr = librosa.load(librosa.util.example_audio_file())\n", " for _ in range(batch_size):\n", " self.batch_data.append(np.array(y, dtype=np.float32))\n", " \n", " self.external_source = ops.ExternalSource()\n", " self.spectrogram = ops.Spectrogram(device=self.device, \n", " nfft=nfft, \n", " window_length=window_length,\n", " window_step=window_step)\n", " \n", " self.mel_fbank = ops.MelFilterBank(device=self.device,\n", " sample_rate=sr,\n", " nfilter = 128,\n", " freq_high = 8000.0)\n", " \n", " self.dB = ops.ToDecibels(device=self.device, \n", " multiplier = 10.0,\n", " cutoff_db = -80)\n", "\n", " def define_graph(self):\n", " self.data = self.external_source()\n", " out = self.data.gpu() if self.device == 'gpu' else self.data\n", " out = self.spectrogram(out)\n", " out = self.mel_fbank(out)\n", " out = self.dB(out)\n", " return out\n", "\n", " def iter_setup(self):\n", " self.feed_input(self.data, self.batch_data)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "pipe = MelSpectrogramPipeline(device='cpu', batch_size=1, nfft=n_fft, window_length=n_fft, window_step=hop_length)\n", "pipe.build()\n", "outputs = pipe.run()\n", "mel_spectrogram_dali_db = outputs[0].at(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now verify that it produces the same result as Librosa" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "librosa.display.specshow(mel_spectrogram_dali_db, sr=sr, y_axis='mel', x_axis='time', hop_length=hop_length)\n", "plt.title('DALI Mel-frequency spectrogram')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average error: 0.01046 dB\n" ] } ], "source": [ "mel_spectrogram_librosa = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128, fmax=8000)\n", "mel_spectrogram_librosa_db = librosa.power_to_db(mel_spectrogram_librosa, ref=np.max)\n", "print(\"Average error: {0:.5f} dB\".format(np.mean(np.abs(mel_spectrogram_dali_db - mel_spectrogram_librosa_db))))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }