From b4ed1aeb9f752dc7f074f8568288cd61dd46330e Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Wed, 17 Jul 2019 11:58:06 -0400 Subject: [PATCH 01/12] Adding initial tutorial. --- docs/source/_static/img/tutorial_11_1.png | Bin 0 -> 28800 bytes docs/source/_static/img/tutorial_13_1.png | Bin 0 -> 21219 bytes docs/source/_static/img/tutorial_16_0.png | Bin 0 -> 28800 bytes docs/source/_static/img/tutorial_19_0.png | Bin 0 -> 13373 bytes docs/source/_static/img/tutorial_21_0.png | Bin 0 -> 13277 bytes docs/source/_static/img/tutorial_23_0.png | Bin 0 -> 13377 bytes docs/source/_static/img/tutorial_8_0.png | Bin 0 -> 13055 bytes docs/source/tutorial.rst | 262 ++++++++++++++++++++++ 8 files changed, 262 insertions(+) create mode 100644 docs/source/_static/img/tutorial_11_1.png create mode 100644 docs/source/_static/img/tutorial_13_1.png create mode 100644 docs/source/_static/img/tutorial_16_0.png create mode 100644 docs/source/_static/img/tutorial_19_0.png create mode 100644 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For instance the VCTK +dataset can be loaded like so. + +.. code:: ipython3 + + dataset = torchaudio.datasets.VCTK("~/VCTK", download=True) + +Let’s see how many samples there are in this dataset, but let’s focus on +the first audio signal. + +.. code:: ipython3 + + dataset.num_samples + + + + +.. parsed-literal:: + + 44257 + + + +.. code:: ipython3 + + ith_sample = 0 + tensor = dataset[ith_sample][0] + + tensor.size() + + + + +.. parsed-literal:: + + torch.Size([1, 235536]) + + + +.. code:: ipython3 + + p = plt.plot(tensor.transpose(0,1).numpy()) + + + +.. image:: _static/img/tutorial_8_0.png + + +Transformations +=============== + +Torch audio supports a growing list of +`transformations `__. + +- **Scale**: Scale audio tensor from a 16-bit integer (represented as a + FloatTensor) to a floating point number between -1.0 and 1.0. Note + the 16-bit number is called the “bit depth” or “precision”, not to be + confused with “bit rate”. +- **PadTrim**: PadTrim a 2d-Tensor +- **Downmix**: Downmix any stereo signals to mono. +- **LC2CL**: Permute a 2d tensor from samples (n x c) to (c x n) +- **Spectrogram**: Create a spectrogram from a raw audio signal +- **MelScale**: This turns a normal STFT into a mel frequency STFT, + using a conversion matrix. This uses triangular filter banks. +- **SpectrogramToDB**: This turns a spectrogram from the + power/amplitude scale to the decibel scale. +- **MFCC**: Create the Mel-frequency cepstrum coefficients from an + audio signal +- **MelSpectrogram**: Create MEL Spectrograms from a raw audio signal + using the STFT function in PyTorch. +- **BLC2CBL**: Permute a 3d tensor from Bands x Sample length x + Channels to Channels x Bands x Samples length. +- **MuLawEncoding**: Encode signal based on mu-law companding. +- **MuLawExpanding**: Decode mu-law encoded signal. + +Since all transforms are nn.Modules or jit.ScriptModules, they can be +used as part of a neural network at any point. + +To start, we can look at the log of the spectrogram on a log scale. + +.. code:: ipython3 + + spec = torchaudio.transforms.Spectrogram()(tensor) + print(spec.size()) + p = plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') + + +.. parsed-literal:: + + torch.Size([1, 1178, 201]) + + + +.. image:: _static/img/tutorial_11_1.png + + +Or we can look at the Mel Spectrogram on a log scale. + +.. code:: ipython3 + + mel = torchaudio.transforms.MelSpectrogram()(tensor) + print(mel.size()) + p = plt.imshow(mel.log2().transpose(1,2)[0,:,:].detach().numpy(), cmap='gray') + + +.. parsed-literal:: + + torch.Size([1, 1178, 128]) + + + +.. image:: _static/img/tutorial_13_1.png + + +We can also compose transformations. For instance, we can reduce the +signal from stereo to mono and revisit the spectrogram. However, the +signal was already mono since the size of the tensor was 1 x n. :-) + +.. code:: ipython3 + + spec = composed = torchaudio.transforms.Compose([ + torchaudio.transforms.LC2CL(), + torchaudio.transforms.DownmixMono(), + torchaudio.transforms.LC2CL(), + torchaudio.transforms.Spectrogram(), + ])(tensor) + print(spec.size()) + + +.. parsed-literal:: + + torch.Size([1, 1178, 201]) + + +.. code:: ipython3 + + p = plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') + + + +.. image:: _static/img/tutorial_16_0.png + + +As another example of transformations, we can encode the signal based on +the Mu-Law companding. But to do so, we need the signal to be between -1 +and 1. Since the tensor is just a regular PyTorch tensor, we can apply +standard operators on it. + +.. code:: ipython3 + + # Let's check if the tensor is in the interval [-1,1] + tensor.min(), tensor.max(), tensor.mean() + + + + +.. parsed-literal:: + + (tensor(-0.6873), tensor(0.7480), tensor(-4.2871e-06)) + + + +.. code:: ipython3 + + def normalize(tensor): + # Subtract the mean, and scale to the interval [-1,1] + tensor_minusmean = tensor - tensor.mean() + return tensor_minusmean/tensor_minusmean.abs().max() + + normalized = normalize(tensor) # Let's normalize to the full interval [-1,1] + + p = plt.plot(normalized[0,:].numpy()) + + + +.. image:: _static/img/tutorial_19_0.png + + +.. code:: ipython3 + + transformed = torchaudio.transforms.MuLawEncoding()(normalized) + transformed.size() + + + + +.. parsed-literal:: + + torch.Size([1, 235536]) + + + +.. code:: ipython3 + + p = plt.plot(transformed[0,:].numpy()) + + + +.. image:: _static/img/tutorial_21_0.png + + +.. code:: ipython3 + + recovered = torchaudio.transforms.MuLawExpanding()(transformed) + recovered.size() + + + + +.. parsed-literal:: + + torch.Size([1, 235536]) + + + +.. code:: ipython3 + + p = plt.plot(recovered[0,:].numpy()) + + + +.. image:: _static/img/tutorial_23_0.png + + +.. code:: ipython3 + + recovered = torchaudio.transforms.MuLawExpanding()(transformed) + + def compute_median_relative_difference(normalized, recovered): + diff = (normalized-recovered) + return (diff.abs()/normalized.abs()).median() + + err = compute_median_relative_difference(normalized, recovered) + print("Median relative difference is {:.2%} between the original and MuLaw reconstucted signals".format(err)) + + +.. parsed-literal:: + + Median relative difference is 1.49% between the original and MuLaw reconstucted signals From bd9b2454c8a8e5e0104ede978b449b81eed89366 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Wed, 17 Jul 2019 14:13:11 -0400 Subject: [PATCH 02/12] Adding details for Kaldi. --- 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z)IIkuxQgPGLr5=?ox4tC=@03xD;Fozn6MQ$5YSf^{>9@f4QIJ5xOwz-Mp)h-{8+^b z8L00R9(3gvlK|PDm3~bAqzewVlG$v`6rDD<`sxu@Cs87b?&$uilVjO$nohU@HR-u_ zj7}m8FXK11_V+-?o3HYVdV2pB-I|7L`NZU7_1jL7#wxjfuW{U6FRI>a7n!+6tp`nt zHZ$I9-rbn7fBTO`__, a toolkit for speech +recognition. Torch Audio offers compatibility with it in +``torchaudio.kaldi_io``. It can indeed read from kaldi scp, or ark file +or streams with: + +- read_vec_int_ark +- read_vec_flt_scp +- read_vec_flt_arkfile/stream +- read_mat_scp +- read_mat_ark + Transformations =============== @@ -114,7 +129,7 @@ To start, we can look at the log of the spectrogram on a log scale. -.. image:: _static/img/tutorial_11_1.png +.. image:: Tutorial_files/Tutorial_12_1.png Or we can look at the Mel Spectrogram on a log scale. @@ -132,7 +147,7 @@ Or we can look at the Mel Spectrogram on a log scale. -.. image:: _static/img/tutorial_13_1.png +.. image:: Tutorial_files/Tutorial_14_1.png We can also compose transformations. For instance, we can reduce the @@ -161,7 +176,7 @@ signal was already mono since the size of the tensor was 1 x n. :-) -.. image:: _static/img/tutorial_16_0.png +.. image:: Tutorial_files/Tutorial_17_0.png As another example of transformations, we can encode the signal based on @@ -196,7 +211,7 @@ standard operators on it. -.. image:: _static/img/tutorial_19_0.png +.. image:: Tutorial_files/Tutorial_20_0.png .. code:: ipython3 @@ -219,7 +234,7 @@ standard operators on it. -.. image:: _static/img/tutorial_21_0.png +.. image:: Tutorial_files/Tutorial_22_0.png .. code:: ipython3 @@ -242,7 +257,7 @@ standard operators on it. -.. image:: _static/img/tutorial_23_0.png +.. image:: Tutorial_files/Tutorial_24_0.png .. code:: ipython3 @@ -260,3 +275,33 @@ standard operators on it. .. parsed-literal:: Median relative difference is 1.49% between the original and MuLaw reconstucted signals + + +Just as in Kaldi, we can apply have a resample transformation. + +.. code:: ipython3 + + # Original frequency of the signal + # NOTE It can be obtained when loading data: tensor, frequency = torchaudio.load(filename) + original_frequency = 48000 + new_frequency = original_frequency/48 + resampled = torchaudio.compliance.kaldi.resample_waveform(tensor, original_frequency, new_frequency) + resampled.size() + + + + +.. parsed-literal:: + + torch.Size([1, 4907]) + + + +.. code:: ipython3 + + p = plt.plot(resampled[0,:].numpy()) + + + +.. image:: Tutorial_files/Tutorial_28_0.png + From 4a8dc7a73e7744d7f4c6a377767b87473b93e017 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Wed, 17 Jul 2019 11:19:57 -0700 Subject: [PATCH 03/12] typo, phrasing. --- docs/source/tutorial.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index c64bf68741..0ae8b950b8 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -277,7 +277,7 @@ standard operators on it. Median relative difference is 1.49% between the original and MuLaw reconstucted signals -Just as in Kaldi, we can apply have a resample transformation. +Just as in Kaldi, we can resample the signal. .. code:: ipython3 From af40bdb85f91c197fb9fab5ce434c4dffecd4877 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Wed, 17 Jul 2019 11:34:17 -0700 Subject: [PATCH 04/12] mentioning mono transformation applies if signal is not already mono. --- docs/source/tutorial.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 0ae8b950b8..3f34744d69 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -151,8 +151,8 @@ Or we can look at the Mel Spectrogram on a log scale. We can also compose transformations. For instance, we can reduce the -signal from stereo to mono and revisit the spectrogram. However, the -signal was already mono since the size of the tensor was 1 x n. :-) +signal from stereo to mono (if the signal is not already in mono) and revisit the spectrogram. In our case, the +signal was already mono since the size of the tensor was 1 x n. .. code:: ipython3 From 924732dd3b9771bcd619c65c5590479005925506 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Wed, 17 Jul 2019 15:59:57 -0400 Subject: [PATCH 05/12] Reorganizing. Command to replace image path in tutorial. --- docs/Makefile | 3 + docs/source/index.rst | 1 + docs/source/tutorial.rst | 186 ++++++++++++--------------------------- 3 files changed, 58 insertions(+), 132 deletions(-) diff --git a/docs/Makefile b/docs/Makefile index 630a95dc19..4ef1a53563 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -19,6 +19,9 @@ docset: html cp $(SPHINXPROJ).docset/icon.png $(SPHINXPROJ).docset/icon@2x.png convert $(SPHINXPROJ).docset/icon@2x.png -resize 16x16 $(SPHINXPROJ).docset/icon.png +fiximgpath: + sed -in-place 's/_images/_static\/img/g;' build/html/tutorial.html + .PHONY: help Makefile docset # Catch-all target: route all unknown targets to Sphinx using the new diff --git a/docs/source/index.rst b/docs/source/index.rst index 3420643ff1..f80a161d09 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -14,6 +14,7 @@ The :mod:`torchaudio` package consists of I/O, popular datasets and common audio transforms functional legacy + tutorial .. automodule:: torchaudio :members: diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 3f34744d69..0b4892aaac 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -1,3 +1,7 @@ +torchaudio.tutorial +=================== + +.. currentmodule:: torchaudio.tutorial Significant effort in solving machine learning problems goes into data preparation. PyTorch provides many tools to make data loading easy and @@ -16,7 +20,7 @@ installed for easier visualization. import matplotlib.pyplot as plt Opening a dataset -================= +----------------- Torch audio supports loading sound files in the wav and mp3 format with ``tensor, frequency = torchaudio.load(filename)``. It also supports @@ -28,21 +32,14 @@ dataset can be loaded like so. dataset = torchaudio.datasets.VCTK("~/VCTK", download=True) -Let’s see how many samples there are in this dataset, but let’s focus on -the first audio signal. +Let’s quickly see how many samples there are in this dataset. .. code:: ipython3 dataset.num_samples + # 44257 - - - -.. parsed-literal:: - - 44257 - - +But let’s focus on the first audio signal. .. code:: ipython3 @@ -50,27 +47,15 @@ the first audio signal. tensor = dataset[ith_sample][0] tensor.size() + # torch.Size([1, 235536]) + plt.plot(tensor.transpose(0,1).numpy()) - - -.. parsed-literal:: - - torch.Size([1, 235536]) - - - -.. code:: ipython3 - - p = plt.plot(tensor.transpose(0,1).numpy()) - - - -.. image:: Tutorial_files/Tutorial_8_0.png - +.. image:: _static/img/tutorial_8_0.png + :width: 350 px Migrating to Torch Audio from Kaldi -=================================== +----------------------------------- Users may be familiar with `Kaldi `__, a toolkit for speech @@ -85,7 +70,7 @@ or streams with: - read_mat_ark Transformations -=============== +--------------- Torch audio supports a growing list of `transformations `__. @@ -119,40 +104,34 @@ To start, we can look at the log of the spectrogram on a log scale. .. code:: ipython3 spec = torchaudio.transforms.Spectrogram()(tensor) - print(spec.size()) - p = plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') - - -.. parsed-literal:: - - torch.Size([1, 1178, 201]) - + spec.size() + # torch.Size([1, 1178, 201]) -.. image:: Tutorial_files/Tutorial_12_1.png + plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') +.. image:: _static/img/tutorial_12_1.png + :width: 350 px Or we can look at the Mel Spectrogram on a log scale. .. code:: ipython3 mel = torchaudio.transforms.MelSpectrogram()(tensor) - print(mel.size()) - p = plt.imshow(mel.log2().transpose(1,2)[0,:,:].detach().numpy(), cmap='gray') + mel.size() + # torch.Size([1, 1178, 128]) -.. parsed-literal:: + plt.imshow(mel.log2().transpose(1,2)[0,:,:].detach().numpy(), cmap='gray') - torch.Size([1, 1178, 128]) +.. image:: _static/img/tutorial_14_1.png + :width: 350 px - -.. image:: Tutorial_files/Tutorial_14_1.png - - -We can also compose transformations. For instance, we can reduce the -signal from stereo to mono (if the signal is not already in mono) and revisit the spectrogram. In our case, the -signal was already mono since the size of the tensor was 1 x n. +We can also compose transformations. For instance, we can reduce the signal +from stereo to mono (if the signal is not already in mono) and revisit the +spectrogram. In our case, the signal was already mono since the size of the +tensor was 1 x n. .. code:: ipython3 @@ -162,22 +141,14 @@ signal was already mono since the size of the tensor was 1 x n. torchaudio.transforms.LC2CL(), torchaudio.transforms.Spectrogram(), ])(tensor) - print(spec.size()) - - -.. parsed-literal:: - - torch.Size([1, 1178, 201]) - - -.. code:: ipython3 - - p = plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') - + spec.size() + # torch.Size([1, 1178, 201]) -.. image:: Tutorial_files/Tutorial_17_0.png + plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') +.. image:: _static/img/tutorial_17_0.png + :width: 350 px As another example of transformations, we can encode the signal based on the Mu-Law companding. But to do so, we need the signal to be between -1 @@ -188,17 +159,7 @@ standard operators on it. # Let's check if the tensor is in the interval [-1,1] tensor.min(), tensor.max(), tensor.mean() - - - - -.. parsed-literal:: - - (tensor(-0.6873), tensor(0.7480), tensor(-4.2871e-06)) - - - -.. code:: ipython3 + # (tensor(-0.6873), tensor(0.7480), tensor(-4.2871e-06)) def normalize(tensor): # Subtract the mean, and scale to the interval [-1,1] @@ -207,58 +168,34 @@ standard operators on it. normalized = normalize(tensor) # Let's normalize to the full interval [-1,1] - p = plt.plot(normalized[0,:].numpy()) - - - -.. image:: Tutorial_files/Tutorial_20_0.png + plt.plot(normalized[0,:].numpy()) +.. image:: _static/img/tutorial_20_0.png + :width: 350 px .. code:: ipython3 transformed = torchaudio.transforms.MuLawEncoding()(normalized) - transformed.size() - - - - -.. parsed-literal:: - - torch.Size([1, 235536]) - - - -.. code:: ipython3 - - p = plt.plot(transformed[0,:].numpy()) - + transformed.size() + # torch.Size([1, 235536]) -.. image:: Tutorial_files/Tutorial_22_0.png + plt.plot(transformed[0,:].numpy()) +.. image:: _static/img/tutorial_22_0.png + :width: 350 px .. code:: ipython3 recovered = torchaudio.transforms.MuLawExpanding()(transformed) - recovered.size() - - - - -.. parsed-literal:: - - torch.Size([1, 235536]) - - - -.. code:: ipython3 - - p = plt.plot(recovered[0,:].numpy()) - + recovered.size() + # torch.Size([1, 235536]) -.. image:: Tutorial_files/Tutorial_24_0.png + plt.plot(recovered[0,:].numpy()) +.. image:: _static/img/tutorial_24_0.png + :width: 350 px .. code:: ipython3 @@ -270,12 +207,7 @@ standard operators on it. err = compute_median_relative_difference(normalized, recovered) print("Median relative difference is {:.2%} between the original and MuLaw reconstucted signals".format(err)) - - -.. parsed-literal:: - - Median relative difference is 1.49% between the original and MuLaw reconstucted signals - + # Median relative difference is 1.49% between the original and MuLaw reconstucted signals Just as in Kaldi, we can resample the signal. @@ -285,23 +217,13 @@ Just as in Kaldi, we can resample the signal. # NOTE It can be obtained when loading data: tensor, frequency = torchaudio.load(filename) original_frequency = 48000 new_frequency = original_frequency/48 - resampled = torchaudio.compliance.kaldi.resample_waveform(tensor, original_frequency, new_frequency) - resampled.size() - - - - -.. parsed-literal:: - - torch.Size([1, 4907]) - - - -.. code:: ipython3 - - p = plt.plot(resampled[0,:].numpy()) + resampled = torchaudio.compliance.kaldi.resample_waveform(tensor, original_frequency, new_frequency) + resampled.size() + # torch.Size([1, 4907]) -.. image:: Tutorial_files/Tutorial_28_0.png + plt.plot(resampled[0,:].numpy()) +.. image:: _static/img/tutorial_28_0.png + :width: 350 px From c7127709050148399673e6f3fae76a8911df2beb Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Thu, 18 Jul 2019 12:33:02 -0400 Subject: [PATCH 06/12] adding conclusion, and using resample transform. --- docs/source/tutorial.rst | 54 +++++++++++++++++++++++++++------------- 1 file changed, 37 insertions(+), 17 deletions(-) diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 0b4892aaac..12f28fcb0a 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -19,6 +19,7 @@ installed for easier visualization. %matplotlib inline import matplotlib.pyplot as plt + Opening a dataset ----------------- @@ -54,6 +55,7 @@ But let’s focus on the first audio signal. .. image:: _static/img/tutorial_8_0.png :width: 350 px + Migrating to Torch Audio from Kaldi ----------------------------------- @@ -69,6 +71,7 @@ or streams with: - read_mat_scp - read_mat_ark + Transformations --------------- @@ -81,7 +84,8 @@ Torch audio supports a growing list of confused with “bit rate”. - **PadTrim**: PadTrim a 2d-Tensor - **Downmix**: Downmix any stereo signals to mono. -- **LC2CL**: Permute a 2d tensor from samples (n x c) to (c x n) +- **LC2CL**: Permute a 2d tensor from samples (n x c) to (c x n). +- **Resample**: Resample the signal to a different frequency. - **Spectrogram**: Create a spectrogram from a raw audio signal - **MelScale**: This turns a normal STFT into a mel frequency STFT, using a conversion matrix. This uses triangular filter banks. @@ -113,6 +117,7 @@ To start, we can look at the log of the spectrogram on a log scale. .. image:: _static/img/tutorial_12_1.png :width: 350 px + Or we can look at the Mel Spectrogram on a log scale. .. code:: ipython3 @@ -128,6 +133,26 @@ Or we can look at the Mel Spectrogram on a log scale. :width: 350 px +We can resample the signal. + +.. code:: ipython3 + + # Original frequency of the signal + # NOTE It can be obtained when loading data: tensor, frequency = torchaudio.load(filename) + original_frequency = 48000 + new_frequency = original_frequency/48 + + resampled = torchaudio.transforms.Resample(original_frequency, new_frequency)(tensor) + + resampled.size() + # torch.Size([1, 4907]) + + plt.plot(resampled[0,:].numpy()) + +.. image:: _static/img/tutorial_28_0.png + :width: 350 px + + We can also compose transformations. For instance, we can reduce the signal from stereo to mono (if the signal is not already in mono) and revisit the spectrogram. In our case, the signal was already mono since the size of the @@ -150,6 +175,7 @@ tensor was 1 x n. .. image:: _static/img/tutorial_17_0.png :width: 350 px + As another example of transformations, we can encode the signal based on the Mu-Law companding. But to do so, we need the signal to be between -1 and 1. Since the tensor is just a regular PyTorch tensor, we can apply @@ -173,6 +199,7 @@ standard operators on it. .. image:: _static/img/tutorial_20_0.png :width: 350 px + .. code:: ipython3 transformed = torchaudio.transforms.MuLawEncoding()(normalized) @@ -185,6 +212,7 @@ standard operators on it. .. image:: _static/img/tutorial_22_0.png :width: 350 px + .. code:: ipython3 recovered = torchaudio.transforms.MuLawExpanding()(transformed) @@ -197,6 +225,7 @@ standard operators on it. .. image:: _static/img/tutorial_24_0.png :width: 350 px + .. code:: ipython3 recovered = torchaudio.transforms.MuLawExpanding()(transformed) @@ -209,21 +238,12 @@ standard operators on it. print("Median relative difference is {:.2%} between the original and MuLaw reconstucted signals".format(err)) # Median relative difference is 1.49% between the original and MuLaw reconstucted signals -Just as in Kaldi, we can resample the signal. - -.. code:: ipython3 - - # Original frequency of the signal - # NOTE It can be obtained when loading data: tensor, frequency = torchaudio.load(filename) - original_frequency = 48000 - new_frequency = original_frequency/48 - - resampled = torchaudio.compliance.kaldi.resample_waveform(tensor, original_frequency, new_frequency) - - resampled.size() - # torch.Size([1, 4907]) - plt.plot(resampled[0,:].numpy()) +Conclusion +---------- -.. image:: _static/img/tutorial_28_0.png - :width: 350 px +We used the VCTK dataset to illustrate how to open a dataset or +another data using Torch Audio, and how to pre-process and transform an +audio signal. Given that Torch Audio is built on PyTorch, these +techniques can be used as building blocks for more advanced audio +applications, such as speech recognition. From 2ba1a213e74ac58da71cc82f94a00ebf8eed8bcb Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Thu, 18 Jul 2019 12:46:36 -0400 Subject: [PATCH 07/12] center img. move kaldi at end. changing title. --- docs/source/index.rst | 2 +- docs/source/tutorial.rst | 44 +++++++++++++++++++++++----------------- 2 files changed, 26 insertions(+), 20 deletions(-) diff --git a/docs/source/index.rst b/docs/source/index.rst index f80a161d09..3b5fae742e 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -7,6 +7,7 @@ The :mod:`torchaudio` package consists of I/O, popular datasets and common audio :maxdepth: 2 :caption: Package Reference + tutorial sox_effects datasets compliance.kaldi @@ -14,7 +15,6 @@ The :mod:`torchaudio` package consists of I/O, popular datasets and common audio transforms functional legacy - tutorial .. automodule:: torchaudio :members: diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 12f28fcb0a..bfc48d5307 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -1,8 +1,6 @@ -torchaudio.tutorial +Torch Audio Tutorial =================== -.. currentmodule:: torchaudio.tutorial - Significant effort in solving machine learning problems goes into data preparation. PyTorch provides many tools to make data loading easy and more readable. In this tutorial, we will see how to load and preprocess @@ -54,22 +52,7 @@ But let’s focus on the first audio signal. .. image:: _static/img/tutorial_8_0.png :width: 350 px - - -Migrating to Torch Audio from Kaldi ------------------------------------ - -Users may be familiar with -`Kaldi `__, a toolkit for speech -recognition. Torch Audio offers compatibility with it in -``torchaudio.kaldi_io``. It can indeed read from kaldi scp, or ark file -or streams with: - -- read_vec_int_ark -- read_vec_flt_scp -- read_vec_flt_arkfile/stream -- read_mat_scp -- read_mat_ark + :align: center Transformations @@ -116,6 +99,7 @@ To start, we can look at the log of the spectrogram on a log scale. .. image:: _static/img/tutorial_12_1.png :width: 350 px + :align: center Or we can look at the Mel Spectrogram on a log scale. @@ -131,6 +115,7 @@ Or we can look at the Mel Spectrogram on a log scale. .. image:: _static/img/tutorial_14_1.png :width: 350 px + :align: center We can resample the signal. @@ -151,6 +136,7 @@ We can resample the signal. .. image:: _static/img/tutorial_28_0.png :width: 350 px + :align: center We can also compose transformations. For instance, we can reduce the signal @@ -174,6 +160,7 @@ tensor was 1 x n. .. image:: _static/img/tutorial_17_0.png :width: 350 px + :align: center As another example of transformations, we can encode the signal based on @@ -198,6 +185,7 @@ standard operators on it. .. image:: _static/img/tutorial_20_0.png :width: 350 px + :align: center .. code:: ipython3 @@ -211,6 +199,7 @@ standard operators on it. .. image:: _static/img/tutorial_22_0.png :width: 350 px + :align: center .. code:: ipython3 @@ -224,6 +213,7 @@ standard operators on it. .. image:: _static/img/tutorial_24_0.png :width: 350 px + :align: center .. code:: ipython3 @@ -239,6 +229,22 @@ standard operators on it. # Median relative difference is 1.49% between the original and MuLaw reconstucted signals +Migrating to Torch Audio from Kaldi +----------------------------------- + +Users may be familiar with +`Kaldi `__, a toolkit for speech +recognition. Torch Audio offers compatibility with it in +``torchaudio.kaldi_io``. It can indeed read from kaldi scp, or ark file +or streams with: + +- read_vec_int_ark +- read_vec_flt_scp +- read_vec_flt_arkfile/stream +- read_mat_scp +- read_mat_ark + + Conclusion ---------- From b9142e0ec01a956cea937ca180aad767948a7b62 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Thu, 18 Jul 2019 14:46:58 -0400 Subject: [PATCH 08/12] changing sound file used. --- docs/source/_static/img/tutorial_12_1.png | Bin 28800 -> 0 bytes docs/source/_static/img/tutorial_14_1.png | Bin 21219 -> 0 bytes docs/source/_static/img/tutorial_17_0.png | Bin 28800 -> 0 bytes docs/source/_static/img/tutorial_20_0.png | Bin 13373 -> 0 bytes docs/source/_static/img/tutorial_22_0.png | Bin 13277 -> 0 bytes docs/source/_static/img/tutorial_24_0.png | Bin 13377 -> 0 bytes docs/source/_static/img/tutorial_28_0.png | Bin 13882 -> 0 bytes .../_static/img/tutorial_melspectrogram.png | Bin 0 -> 19879 bytes docs/source/_static/img/tutorial_mulawdec.png | Bin 0 -> 15566 bytes docs/source/_static/img/tutorial_mulawenc.png | Bin 0 -> 12911 bytes .../source/_static/img/tutorial_normalize.png | Bin 0 -> 15534 bytes docs/source/_static/img/tutorial_original.png | Bin 0 -> 19058 bytes docs/source/_static/img/tutorial_resample.png | Bin 0 -> 13436 bytes .../_static/img/tutorial_resample_mono.png | Bin 0 -> 13173 bytes .../_static/img/tutorial_spectrogram.png | Bin 0 -> 29301 bytes ...histle-daniel_simon-converted-from-mp3.wav | Bin 0 -> 1107596 bytes docs/source/tutorial.rst | 88 +++++++----------- 17 files changed, 33 insertions(+), 55 deletions(-) delete mode 100644 docs/source/_static/img/tutorial_12_1.png delete mode 100644 docs/source/_static/img/tutorial_14_1.png delete mode 100644 docs/source/_static/img/tutorial_17_0.png delete mode 100644 docs/source/_static/img/tutorial_20_0.png delete mode 100644 docs/source/_static/img/tutorial_22_0.png delete mode 100644 docs/source/_static/img/tutorial_24_0.png delete mode 100644 docs/source/_static/img/tutorial_28_0.png create mode 100644 docs/source/_static/img/tutorial_melspectrogram.png create mode 100644 docs/source/_static/img/tutorial_mulawdec.png create mode 100644 docs/source/_static/img/tutorial_mulawenc.png create mode 100644 docs/source/_static/img/tutorial_normalize.png create mode 100644 docs/source/_static/img/tutorial_original.png create mode 100644 docs/source/_static/img/tutorial_resample.png create mode 100644 docs/source/_static/img/tutorial_resample_mono.png create mode 100644 docs/source/_static/img/tutorial_spectrogram.png create mode 100644 docs/source/_static/sound/steam-train-whistle-daniel_simon-converted-from-mp3.wav diff --git a/docs/source/_static/img/tutorial_12_1.png b/docs/source/_static/img/tutorial_12_1.png deleted file mode 100644 index e61186f45a12e25901a489aeddee872e9a7ba6d9..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 28800 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Opening a dataset ----------------- -Torch audio supports loading sound files in the wav and mp3 format with -``tensor, frequency = torchaudio.load(filename)``. It also supports -importing the VCTK and YESNO dataset `out of the -box `__. For instance the VCTK -dataset can be loaded like so. +Torch audio supports loading sound files in the wav and mp3 format. .. code:: ipython3 - dataset = torchaudio.datasets.VCTK("~/VCTK", download=True) + filename = "_static/sound/steam-train-whistle-daniel_simon-converted-from-mp3.wav" + tensor, frequency = torchaudio.load(filename) -Let’s quickly see how many samples there are in this dataset. - -.. code:: ipython3 - - dataset.num_samples - # 44257 - -But let’s focus on the first audio signal. + tensor.size() + # torch.Size([2, 276858]) + frequency + # 44100 .. code:: ipython3 @@ -50,9 +43,8 @@ But let’s focus on the first audio signal. plt.plot(tensor.transpose(0,1).numpy()) -.. image:: _static/img/tutorial_8_0.png +.. image:: _static/img/tutorial_original.png :width: 350 px - :align: center Transformations @@ -91,15 +83,13 @@ To start, we can look at the log of the spectrogram on a log scale. .. code:: ipython3 spec = torchaudio.transforms.Spectrogram()(tensor) - spec.size() # torch.Size([1, 1178, 201]) plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') -.. image:: _static/img/tutorial_12_1.png +.. image:: _static/img/tutorial_spectrogram.png :width: 350 px - :align: center Or we can look at the Mel Spectrogram on a log scale. @@ -113,54 +103,45 @@ Or we can look at the Mel Spectrogram on a log scale. plt.imshow(mel.log2().transpose(1,2)[0,:,:].detach().numpy(), cmap='gray') -.. image:: _static/img/tutorial_14_1.png +.. image:: _static/img/tutorial_melspectrogram.png :width: 350 px - :align: center -We can resample the signal. +We can resample the signal, one channel at a time. .. code:: ipython3 - # Original frequency of the signal - # NOTE It can be obtained when loading data: tensor, frequency = torchaudio.load(filename) - original_frequency = 48000 - new_frequency = original_frequency/48 - - resampled = torchaudio.transforms.Resample(original_frequency, new_frequency)(tensor) + new_frequency = frequency/10 + # Since Resample applies to a single channel, we resample first channel here + resampled = torchaudio.transforms.Resample(frequency, new_frequency)(tensor[0,:].view(1,-1)) resampled.size() - # torch.Size([1, 4907]) + # torch.Size([1, 27686]) plt.plot(resampled[0,:].numpy()) -.. image:: _static/img/tutorial_28_0.png +.. image:: _static/img/tutorial_resample.png :width: 350 px - :align: center - -We can also compose transformations. For instance, we can reduce the signal -from stereo to mono (if the signal is not already in mono) and revisit the -spectrogram. In our case, the signal was already mono since the size of the -tensor was 1 x n. +Or we can first convert the stereo to mono, and resample, using +composition. .. code:: ipython3 - spec = composed = torchaudio.transforms.Compose([ + resampled = torchaudio.transforms.Compose([ torchaudio.transforms.LC2CL(), torchaudio.transforms.DownmixMono(), torchaudio.transforms.LC2CL(), - torchaudio.transforms.Spectrogram(), + torchaudio.transforms.Resample(frequency, new_frequency) ])(tensor) - spec.size() - # torch.Size([1, 1178, 201]) + resampled.size() + # torch.Size([1, 27686]) - plt.imshow(spec.log2().transpose(1,2)[0,:,:].numpy(), cmap='gray') + plt.plot(resampled[0,:].numpy()) -.. image:: _static/img/tutorial_17_0.png +.. image:: _static/img/tutorial_resample_mono.png :width: 350 px - :align: center As another example of transformations, we can encode the signal based on @@ -172,7 +153,7 @@ standard operators on it. # Let's check if the tensor is in the interval [-1,1] tensor.min(), tensor.max(), tensor.mean() - # (tensor(-0.6873), tensor(0.7480), tensor(-4.2871e-06)) + # (tensor(-0.5728), tensor(0.5760), tensor(9.2938e-05)) def normalize(tensor): # Subtract the mean, and scale to the interval [-1,1] @@ -183,9 +164,8 @@ standard operators on it. plt.plot(normalized[0,:].numpy()) -.. image:: _static/img/tutorial_20_0.png +.. image:: _static/img/tutorial_normalize.png :width: 350 px - :align: center .. code:: ipython3 @@ -193,13 +173,12 @@ standard operators on it. transformed = torchaudio.transforms.MuLawEncoding()(normalized) transformed.size() - # torch.Size([1, 235536]) + # torch.Size([2, 276858]) plt.plot(transformed[0,:].numpy()) -.. image:: _static/img/tutorial_22_0.png +.. image:: _static/img/tutorial_mulawenc.png :width: 350 px - :align: center .. code:: ipython3 @@ -207,13 +186,12 @@ standard operators on it. recovered = torchaudio.transforms.MuLawExpanding()(transformed) recovered.size() - # torch.Size([1, 235536]) + # torch.Size([2, 276858]) plt.plot(recovered[0,:].numpy()) -.. image:: _static/img/tutorial_24_0.png +.. image:: _static/img/tutorial_mulawdec.png :width: 350 px - :align: center .. code:: ipython3 @@ -224,9 +202,9 @@ standard operators on it. diff = (normalized-recovered) return (diff.abs()/normalized.abs()).median() - err = compute_median_relative_difference(normalized, recovered) - print("Median relative difference is {:.2%} between the original and MuLaw reconstucted signals".format(err)) - # Median relative difference is 1.49% between the original and MuLaw reconstucted signals + # Median relative difference between original and MuLaw reconstucted signals + compute_median_relative_difference(normalized, recovered) + # tensor(0.0122) Migrating to Torch Audio from Kaldi From 6c27e83b0fcb9970422f613569859547f5e94f15 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Thu, 18 Jul 2019 14:46:58 -0400 Subject: [PATCH 09/12] changing sound file used. --- docs/source/tutorial.rst | 8 -------- 1 file changed, 8 deletions(-) diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 585d129579..68edbc4d02 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -33,14 +33,6 @@ Torch audio supports loading sound files in the wav and mp3 format. frequency # 44100 -.. code:: ipython3 - - ith_sample = 0 - tensor = dataset[ith_sample][0] - - tensor.size() - # torch.Size([1, 235536]) - plt.plot(tensor.transpose(0,1).numpy()) .. image:: _static/img/tutorial_original.png From 2c2fe173a2096239dd19bca22de088e62d63b3e9 Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Fri, 19 Jul 2019 17:52:44 -0400 Subject: [PATCH 10/12] kaldi's support added. --- docs/source/tutorial.rst | 48 ++++++++++++++++++++++++++++++---------- 1 file changed, 36 insertions(+), 12 deletions(-) diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 68edbc4d02..8ba28ec4ee 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -1,10 +1,15 @@ -Torch Audio Tutorial +Torchaudio Tutorial =================== +PyTorch is an open source deep learning platform that provides a +seamless path from research prototyping to production deployment with +GPU support. + Significant effort in solving machine learning problems goes into data -preparation. PyTorch provides many tools to make data loading easy and -more readable. In this tutorial, we will see how to load and preprocess -data from a simple dataset. +preparation. Torchaudio leverages PyTorch’s GPU support, and provides +many tools to make data loading easy and more readable. In this +tutorial, we will see how to load and preprocess data from a simple +dataset. For this tutorial, please make sure the ``matplotlib`` package is installed for easier visualization. @@ -21,7 +26,7 @@ installed for easier visualization. Opening a dataset ----------------- -Torch audio supports loading sound files in the wav and mp3 format. +Torchaudio supports loading sound files in the wav and mp3 format. .. code:: ipython3 @@ -42,7 +47,7 @@ Torch audio supports loading sound files in the wav and mp3 format. Transformations --------------- -Torch audio supports a growing list of +Torchaudio supports a growing list of `transformations `__. - **Scale**: Scale audio tensor from a 16-bit integer (represented as a @@ -199,12 +204,12 @@ standard operators on it. # tensor(0.0122) -Migrating to Torch Audio from Kaldi +Migrating to Torchaudio from Kaldi ----------------------------------- Users may be familiar with `Kaldi `__, a toolkit for speech -recognition. Torch Audio offers compatibility with it in +recognition. Torchaudio offers compatibility with it in ``torchaudio.kaldi_io``. It can indeed read from kaldi scp, or ark file or streams with: @@ -214,12 +219,31 @@ or streams with: - read_mat_scp - read_mat_ark +Torchaudio provides Kaldi-compatible transforms for ``fbank`` and +``spectrogram`` with the benefit of GPU support. + +.. code:: ipython3 + + spec = torchaudio.compliance.kaldi.spectrogram(tensor, channel=0) + + spec.size() + # torch.Size([1728, 257]) + + +We also support computing the filterbank features from raw audio signal, +matching Kaldi’s implementation. + +.. code:: ipython3 + + torchaudio.compliance.kaldi.fbank(tensor).size() + # torch.Size([1728, 23]) + Conclusion ---------- -We used the VCTK dataset to illustrate how to open a dataset or -another data using Torch Audio, and how to pre-process and transform an -audio signal. Given that Torch Audio is built on PyTorch, these +We used an example sound signal to illustrate how to open an audio file or +using Torchaudio, and how to pre-process and transform an +audio signal. Given that Torchaudio is built on PyTorch, these techniques can be used as building blocks for more advanced audio -applications, such as speech recognition. +applications, such as speech recognition, while leveraging GPUs. 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zD*=4Kv}xEPKtrl2|DSfc0A^J;He~c*>t3p>hoQl2`wT5)P>ymf=06#L11ojy%3gK) zANMp1d5BkZ@s|gYkR%}G+hyimK4oQ8l@$5>#a?|9F*=BDl-H;T{gDzRzP|8X(ow^) zGqx)nj%CkEUx_c4GV}dEZMg#}ojP1C;fGW$ST-byAAmd~s|2+!PrEyR?i&D=qYR8U z{x_y!T)>?kLb|g4VaNf{eRe7cf+=64R?*oTI>fBN)gH=HMbB Date: Fri, 19 Jul 2019 17:52:44 -0400 Subject: [PATCH 12/12] kaldi's support added. --- docs/source/tutorial.rst | 22 ++++++++++++++++++---- 1 file changed, 18 insertions(+), 4 deletions(-) diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst index 79cba602d1..1f69c0fe56 100644 --- a/docs/source/tutorial.rst +++ b/docs/source/tutorial.rst @@ -219,12 +219,26 @@ or streams with: - read_mat_scp - read_mat_ark -Torchaudio provides Kaldi-compatible transforms for ``fbank`` and -``spectrogram`` with the benefit of GPU support. +Torchaudio provides Kaldi-compatible transforms for ``spectrogram`` and ``fbank`` with the benefit of GPU support, see [here](compliance.kaldi.html) for more information. .. code:: ipython3 - spec = torchaudio.compliance.kaldi.spectrogram(tensor, channel=0) + n_fft = 400.0 + frame_length = n_fft / frequency * 1000.0 + frame_shift = frame_length / 2.0 + + params = { + "channel": 0, + "dither": 0.0, + "window_type": "hanning", + "frame_length": frame_length, + "frame_shift": frame_shift, + "remove_dc_offset": False, + "round_to_power_of_two": False, + "sample_frequency": frequency, + } + + spec = torchaudio.compliance.kaldi.spectrogram(tensor, **params) spec.size() # torch.Size([1728, 257]) @@ -235,7 +249,7 @@ matching Kaldi’s implementation. .. code:: ipython3 - fbank = torchaudio.compliance.kaldi.fbank(tensor) + fbank = torchaudio.compliance.kaldi.fbank(tensor, **params) fbank.size() # torch.Size([1728, 23])

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