.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "tutorials/audio_feature_extractions_tutorial.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here <sphx_glr_download_tutorials_audio_feature_extractions_tutorial.py>` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_tutorials_audio_feature_extractions_tutorial.py: Audio Feature Extractions ========================= **Author**: `Moto Hira <moto@meta.com>`__ ``torchaudio`` implements feature extractions commonly used in the audio domain. They are available in ``torchaudio.functional`` and ``torchaudio.transforms``. ``functional`` implements features as standalone functions. They are stateless. ``transforms`` implements features as objects, using implementations from ``functional`` and ``torch.nn.Module``. They can be serialized using TorchScript. .. GENERATED FROM PYTHON SOURCE LINES 19-31 .. code-block:: default import torch import torchaudio import torchaudio.functional as F import torchaudio.transforms as T print(torch.__version__) print(torchaudio.__version__) import librosa import matplotlib.pyplot as plt .. rst-class:: sphx-glr-script-out .. code-block:: none 2.4.0 2.4.0 .. GENERATED FROM PYTHON SOURCE LINES 32-43 Overview of audio features -------------------------- The following diagram shows the relationship between common audio features and torchaudio APIs to generate them. .. image:: https://download.pytorch.org/torchaudio/tutorial-assets/torchaudio_feature_extractions.png For the complete list of available features, please refer to the documentation. .. GENERATED FROM PYTHON SOURCE LINES 46-57 Preparation ----------- .. note:: When running this tutorial in Google Colab, install the required packages .. code:: !pip install librosa .. GENERATED FROM PYTHON SOURCE LINES 57-97 .. code-block:: default from IPython.display import Audio from matplotlib.patches import Rectangle from torchaudio.utils import download_asset torch.random.manual_seed(0) SAMPLE_SPEECH = download_asset("tutorial-assets/Lab41-SRI-VOiCES-src-sp0307-ch127535-sg0042.wav") def plot_waveform(waveform, sr, title="Waveform", ax=None): waveform = waveform.numpy() num_channels, num_frames = waveform.shape time_axis = torch.arange(0, num_frames) / sr if ax is None: _, ax = plt.subplots(num_channels, 1) ax.plot(time_axis, waveform[0], linewidth=1) ax.grid(True) ax.set_xlim([0, time_axis[-1]]) ax.set_title(title) def plot_spectrogram(specgram, title=None, ylabel="freq_bin", ax=None): if ax is None: _, ax = plt.subplots(1, 1) if title is not None: ax.set_title(title) ax.set_ylabel(ylabel) ax.imshow(librosa.power_to_db(specgram), origin="lower", aspect="auto", interpolation="nearest") def plot_fbank(fbank, title=None): fig, axs = plt.subplots(1, 1) axs.set_title(title or "Filter bank") axs.imshow(fbank, aspect="auto") axs.set_ylabel("frequency bin") axs.set_xlabel("mel bin") .. GENERATED FROM PYTHON SOURCE LINES 98-104 Spectrogram ----------- To get the frequency make-up of an audio signal as it varies with time, you can use :py:func:`torchaudio.transforms.Spectrogram`. .. GENERATED FROM PYTHON SOURCE LINES 104-114 .. code-block:: default # Load audio SPEECH_WAVEFORM, SAMPLE_RATE = torchaudio.load(SAMPLE_SPEECH) # Define transform spectrogram = T.Spectrogram(n_fft=512) # Perform transform spec = spectrogram(SPEECH_WAVEFORM) .. GENERATED FROM PYTHON SOURCE LINES 116-122 .. code-block:: default fig, axs = plt.subplots(2, 1) plot_waveform(SPEECH_WAVEFORM, SAMPLE_RATE, title="Original waveform", ax=axs[0]) plot_spectrogram(spec[0], title="spectrogram", ax=axs[1]) fig.tight_layout() .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_001.png :alt: Original waveform, spectrogram :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 124-127 .. code-block:: default Audio(SPEECH_WAVEFORM.numpy(), rate=SAMPLE_RATE) .. raw:: html <div class="output_subarea output_html rendered_html output_result"> <audio controls="controls" > <source 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xUASgBsAHMAiQB9AHsAWAAzADUARgB5AG4AgQB7AGMAQQAuAC4AHgApAEAANQBEAFUASgBEAG0AcABlAGAAVwBRAE4AQwA5ADEAFwAqAEwAXQBMACUALwAyACcAIAA3AFkAOgAjAD8AVABNADwAPgBpAA==" type="audio/wav" /> Your browser does not support the audio element. </audio> </div> <br /> <br /> .. GENERATED FROM PYTHON SOURCE LINES 128-147 The effect of ``n_fft`` parameter ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The core of spectrogram computation is (short-term) Fourier transform, and the ``n_fft`` parameter corresponds to the :math:`N` in the following definition of descrete Fourier transform. $$ X_k = \\sum_{n=0}^{N-1} x_n e^{-\\frac{2\\pi i}{N} nk} $$ (For the detail of Fourier transform, please refer to `Wikipedia <https://en.wikipedia.org/wiki/Fast_Fourier_transform>`__. The value of ``n_fft`` determines the resolution of frequency axis. However, with the higher ``n_fft`` value, the energy will be distributed among more bins, so when you visualize it, it might look more blurry, even thought they are higher resolution. The following illustrates this; .. GENERATED FROM PYTHON SOURCE LINES 149-157 .. note:: ``hop_length`` determines the time axis resolution. By default, (i.e. ``hop_length=None`` and ``win_length=None``), the value of ``n_fft // 4`` is used. Here we use the same ``hop_length`` value across different ``n_fft`` so that they have the same number of elemets in the time axis. .. GENERATED FROM PYTHON SOURCE LINES 158-168 .. code-block:: default n_ffts = [32, 128, 512, 2048] hop_length = 64 specs = [] for n_fft in n_ffts: spectrogram = T.Spectrogram(n_fft=n_fft, hop_length=hop_length) spec = spectrogram(SPEECH_WAVEFORM) specs.append(spec) .. GENERATED FROM PYTHON SOURCE LINES 170-177 .. code-block:: default fig, axs = plt.subplots(len(specs), 1, sharex=True) for i, (spec, n_fft) in enumerate(zip(specs, n_ffts)): plot_spectrogram(spec[0], ylabel=f"n_fft={n_fft}", ax=axs[i]) axs[i].set_xlabel(None) fig.tight_layout() .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_002.png :alt: audio feature extractions tutorial :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 178-187 When comparing signals, it is desirable to use the same sampling rate, however if you must use the different sampling rate, care must be taken for interpretating the meaning of ``n_fft``. Recall that ``n_fft`` determines the resolution of the frequency axis for a given sampling rate. In other words, what each bin on the frequency axis represents is subject to the sampling rate. As we have seen above, changing the value of ``n_fft`` does not change the coverage of frequency range for the same input signal. .. GENERATED FROM PYTHON SOURCE LINES 190-192 Let's downsample the audio and apply spectrogram with the same ``n_fft`` value. .. GENERATED FROM PYTHON SOURCE LINES 193-199 .. code-block:: default # Downsample to half of the original sample rate speech2 = torchaudio.functional.resample(SPEECH_WAVEFORM, SAMPLE_RATE, SAMPLE_RATE // 2) # Upsample to the original sample rate speech3 = torchaudio.functional.resample(speech2, SAMPLE_RATE // 2, SAMPLE_RATE) .. GENERATED FROM PYTHON SOURCE LINES 201-209 .. code-block:: default # Apply the same spectrogram spectrogram = T.Spectrogram(n_fft=512) spec0 = spectrogram(SPEECH_WAVEFORM) spec2 = spectrogram(speech2) spec3 = spectrogram(speech3) .. GENERATED FROM PYTHON SOURCE LINES 211-220 .. code-block:: default # Visualize it fig, axs = plt.subplots(3, 1) plot_spectrogram(spec0[0], ylabel="Original", ax=axs[0]) axs[0].add_patch(Rectangle((0, 3), 212, 128, edgecolor="r", facecolor="none")) plot_spectrogram(spec2[0], ylabel="Downsampled", ax=axs[1]) plot_spectrogram(spec3[0], ylabel="Upsampled", ax=axs[2]) fig.tight_layout() .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_003.png :alt: audio feature extractions tutorial :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 221-230 In the above visualization, the second plot ("Downsampled") might give the impression that the spectrogram is streched. This is because the meaning of frequency bins is different from the original one. Even though, they have the same number of bins, in the second plot, the frequency is only covered to the half of the original sampling rate. This becomes more clear if we resample the downsampled signal again so that it has the same sample rate as the original. .. GENERATED FROM PYTHON SOURCE LINES 233-240 GriffinLim ---------- To recover a waveform from a spectrogram, you can use :py:class:`torchaudio.transforms.GriffinLim`. The same set of parameters used for spectrogram must be used. .. GENERATED FROM PYTHON SOURCE LINES 240-250 .. code-block:: default # Define transforms n_fft = 1024 spectrogram = T.Spectrogram(n_fft=n_fft) griffin_lim = T.GriffinLim(n_fft=n_fft) # Apply the transforms spec = spectrogram(SPEECH_WAVEFORM) reconstructed_waveform = griffin_lim(spec) .. GENERATED FROM PYTHON SOURCE LINES 252-258 .. code-block:: default _, axes = plt.subplots(2, 1, sharex=True, sharey=True) plot_waveform(SPEECH_WAVEFORM, SAMPLE_RATE, title="Original", ax=axes[0]) plot_waveform(reconstructed_waveform, SAMPLE_RATE, title="Reconstructed", ax=axes[1]) Audio(reconstructed_waveform, rate=SAMPLE_RATE) .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_004.png :alt: Original, Reconstructed :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_004.png :class: sphx-glr-single-img .. raw:: html <div class="output_subarea output_html rendered_html output_result"> <audio controls="controls" > <source 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" type="audio/wav" /> Your browser does not support the audio element. </audio> </div> <br /> <br /> .. GENERATED FROM PYTHON SOURCE LINES 259-268 Mel Filter Bank --------------- :py:func:`torchaudio.functional.melscale_fbanks` generates the filter bank for converting frequency bins to mel-scale bins. Since this function does not require input audio/features, there is no equivalent transform in :py:func:`torchaudio.transforms`. .. GENERATED FROM PYTHON SOURCE LINES 268-282 .. code-block:: default n_fft = 256 n_mels = 64 sample_rate = 6000 mel_filters = F.melscale_fbanks( int(n_fft // 2 + 1), n_mels=n_mels, f_min=0.0, f_max=sample_rate / 2.0, sample_rate=sample_rate, norm="slaney", ) .. GENERATED FROM PYTHON SOURCE LINES 284-287 .. code-block:: default plot_fbank(mel_filters, "Mel Filter Bank - torchaudio") .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_005.png :alt: Mel Filter Bank - torchaudio :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_005.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 288-294 Comparison against librosa ~~~~~~~~~~~~~~~~~~~~~~~~~~ For reference, here is the equivalent way to get the mel filter bank with ``librosa``. .. GENERATED FROM PYTHON SOURCE LINES 294-305 .. code-block:: default mel_filters_librosa = librosa.filters.mel( sr=sample_rate, n_fft=n_fft, n_mels=n_mels, fmin=0.0, fmax=sample_rate / 2.0, norm="slaney", htk=True, ).T .. GENERATED FROM PYTHON SOURCE LINES 307-313 .. code-block:: default plot_fbank(mel_filters_librosa, "Mel Filter Bank - librosa") mse = torch.square(mel_filters - mel_filters_librosa).mean().item() print("Mean Square Difference: ", mse) .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_006.png :alt: Mel Filter Bank - librosa :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_006.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none Mean Square Difference: 3.934872696751886e-17 .. GENERATED FROM PYTHON SOURCE LINES 314-322 MelSpectrogram -------------- Generating a mel-scale spectrogram involves generating a spectrogram and performing mel-scale conversion. In ``torchaudio``, :py:func:`torchaudio.transforms.MelSpectrogram` provides this functionality. .. GENERATED FROM PYTHON SOURCE LINES 322-343 .. code-block:: default n_fft = 1024 win_length = None hop_length = 512 n_mels = 128 mel_spectrogram = T.MelSpectrogram( sample_rate=sample_rate, n_fft=n_fft, win_length=win_length, hop_length=hop_length, center=True, pad_mode="reflect", power=2.0, norm="slaney", n_mels=n_mels, mel_scale="htk", ) melspec = mel_spectrogram(SPEECH_WAVEFORM) .. GENERATED FROM PYTHON SOURCE LINES 345-348 .. code-block:: default plot_spectrogram(melspec[0], title="MelSpectrogram - torchaudio", ylabel="mel freq") .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_007.png :alt: MelSpectrogram - torchaudio :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_007.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 349-355 Comparison against librosa ~~~~~~~~~~~~~~~~~~~~~~~~~~ For reference, here is the equivalent means of generating mel-scale spectrograms with ``librosa``. .. GENERATED FROM PYTHON SOURCE LINES 355-370 .. code-block:: default melspec_librosa = librosa.feature.melspectrogram( y=SPEECH_WAVEFORM.numpy()[0], sr=sample_rate, n_fft=n_fft, hop_length=hop_length, win_length=win_length, center=True, pad_mode="reflect", power=2.0, n_mels=n_mels, norm="slaney", htk=True, ) .. GENERATED FROM PYTHON SOURCE LINES 372-378 .. code-block:: default plot_spectrogram(melspec_librosa, title="MelSpectrogram - librosa", ylabel="mel freq") mse = torch.square(melspec - melspec_librosa).mean().item() print("Mean Square Difference: ", mse) .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_008.png :alt: MelSpectrogram - librosa :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_008.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none Mean Square Difference: 1.2895221557229775e-09 .. GENERATED FROM PYTHON SOURCE LINES 379-382 MFCC ---- .. GENERATED FROM PYTHON SOURCE LINES 382-402 .. code-block:: default n_fft = 2048 win_length = None hop_length = 512 n_mels = 256 n_mfcc = 256 mfcc_transform = T.MFCC( sample_rate=sample_rate, n_mfcc=n_mfcc, melkwargs={ "n_fft": n_fft, "n_mels": n_mels, "hop_length": hop_length, "mel_scale": "htk", }, ) mfcc = mfcc_transform(SPEECH_WAVEFORM) .. GENERATED FROM PYTHON SOURCE LINES 404-407 .. code-block:: default plot_spectrogram(mfcc[0], title="MFCC") .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_009.png :alt: MFCC :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_009.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 408-411 Comparison against librosa ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. GENERATED FROM PYTHON SOURCE LINES 411-430 .. code-block:: default melspec = librosa.feature.melspectrogram( y=SPEECH_WAVEFORM.numpy()[0], sr=sample_rate, n_fft=n_fft, win_length=win_length, hop_length=hop_length, n_mels=n_mels, htk=True, norm=None, ) mfcc_librosa = librosa.feature.mfcc( S=librosa.core.spectrum.power_to_db(melspec), n_mfcc=n_mfcc, dct_type=2, norm="ortho", ) .. GENERATED FROM PYTHON SOURCE LINES 432-438 .. code-block:: default plot_spectrogram(mfcc_librosa, title="MFCC (librosa)") mse = torch.square(mfcc - mfcc_librosa).mean().item() print("Mean Square Difference: ", mse) .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_010.png :alt: MFCC (librosa) :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_010.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none Mean Square Difference: 0.8104011416435242 .. GENERATED FROM PYTHON SOURCE LINES 439-442 LFCC ---- .. GENERATED FROM PYTHON SOURCE LINES 442-461 .. code-block:: default n_fft = 2048 win_length = None hop_length = 512 n_lfcc = 256 lfcc_transform = T.LFCC( sample_rate=sample_rate, n_lfcc=n_lfcc, speckwargs={ "n_fft": n_fft, "win_length": win_length, "hop_length": hop_length, }, ) lfcc = lfcc_transform(SPEECH_WAVEFORM) plot_spectrogram(lfcc[0], title="LFCC") .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_011.png :alt: LFCC :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_011.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 462-465 Pitch ----- .. GENERATED FROM PYTHON SOURCE LINES 465-468 .. code-block:: default pitch = F.detect_pitch_frequency(SPEECH_WAVEFORM, SAMPLE_RATE) .. GENERATED FROM PYTHON SOURCE LINES 470-489 .. code-block:: default def plot_pitch(waveform, sr, pitch): figure, axis = plt.subplots(1, 1) axis.set_title("Pitch Feature") axis.grid(True) end_time = waveform.shape[1] / sr time_axis = torch.linspace(0, end_time, waveform.shape[1]) axis.plot(time_axis, waveform[0], linewidth=1, color="gray", alpha=0.3) axis2 = axis.twinx() time_axis = torch.linspace(0, end_time, pitch.shape[1]) axis2.plot(time_axis, pitch[0], linewidth=2, label="Pitch", color="green") axis2.legend(loc=0) plot_pitch(SPEECH_WAVEFORM, SAMPLE_RATE, pitch) .. image-sg:: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_012.png :alt: Pitch Feature :srcset: /tutorials/images/sphx_glr_audio_feature_extractions_tutorial_012.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** ( 0 minutes 10.014 seconds) .. _sphx_glr_download_tutorials_audio_feature_extractions_tutorial.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: audio_feature_extractions_tutorial.py <audio_feature_extractions_tutorial.py>` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: audio_feature_extractions_tutorial.ipynb <audio_feature_extractions_tutorial.ipynb>` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_