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+ +
Fig.1 The Arcitecture of deepspeech2 online modle +

- # Feature Extraction +# Feature Extraction Three methods of feature extraction is implemented, which are linear, fbank and mfcc. For a single utterance $x^i$ sampled from the training set $S$, $ S= {(x^1,y^1),(x^2,y^2),...,(x^m,y^m)}$, where $y^i$ is the label correspodding to the ${x^i} + +# Backbone +The Backbone is composed of 2D Convolution subsampling layer. From 114563465b6bab1aee241438ee34a7f363f3ceca Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Tue, 7 Sep 2021 20:13:55 +0800 Subject: [PATCH 04/18] Update modle_arcitecture.md --- doc/src/modle_arcitecture.md | 42 ++++++++++++++++++++++++------------ 1 file changed, 28 insertions(+), 14 deletions(-) diff --git a/doc/src/modle_arcitecture.md b/doc/src/modle_arcitecture.md index 67c1434a..588ccab7 100644 --- a/doc/src/modle_arcitecture.md +++ b/doc/src/modle_arcitecture.md @@ -1,25 +1,39 @@ # Model Arcitecture - The implemented arcitecure of Deepspeech2 online model is based on [Deepspeech2 model](https://arxiv.org/pdf/1512.02595.pdf) with some changes. - The model is mainly composed of 2D convolution subsampling layer and single direction rnn layers. - To illustrate the model implementation clearly, 5 parts is described in detail. - 1. Feature Extraction. - 2. 2D Convolution subsampling layer. - 3. RNN layer with only forward direction. - 4. Softmax Layer. - 5. CTC Decoder. +The implemented arcitecure of Deepspeech2 online model is based on [Deepspeech2 model](https://arxiv.org/pdf/1512.02595.pdf) with some changes. +The model is mainly composed of 2D convolution subsampling layer and stacked single direction rnn layers. + +To illustrate the model implementation clearly, 3 parts are described in detail. +- Feature Extraction. +- Softmax Layer. +- Decoder. + + The arcitecture of the model is shown in Fig.1.

-
Fig.1 The Arcitecture of deepspeech2 online modle +
Fig.1 The Arcitecture of deepspeech2 online model

-# Feature Extraction +# Data Preparation +## Vocabulary +For English data, the vocabulary dictionary is composed of 26 English characters with and . The represents the blank label in CTC, the represents the start and the end of the label. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters, which are , and . The represents the unknown characters. - Three methods of feature extraction is implemented, which are linear, fbank and mfcc. - For a single utterance $x^i$ sampled from the training set $S$, +## Mean and Std +For mean and std, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. + +## Feature Extraction + For feature extraction, three methods are implemented, which are linear (FFT without using filter bank), fbank and mfcc. + Currently, the released deepspeech2 online model use the linear feature extraction method. + # Backbone -The Backbone is composed of 2D Convolution subsampling layer. +The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. + +# Decoder +To got the possibilities of characters of each frame, the feature represention of each frame output from the stacked rnn layers are then input into the dense layer to do projection. The output dim of dense layer is same with the vocabulary size. After projection, we use the softmax function to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. + + From 67121245d817acf293669890879e55b1b61df607 Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Tue, 7 Sep 2021 20:26:16 +0800 Subject: [PATCH 05/18] Update modle_arcitecture.md --- doc/src/modle_arcitecture.md | 23 +++++++++++++---------- 1 file changed, 13 insertions(+), 10 deletions(-) diff --git a/doc/src/modle_arcitecture.md b/doc/src/modle_arcitecture.md index 588ccab7..49de8e69 100644 --- a/doc/src/modle_arcitecture.md +++ b/doc/src/modle_arcitecture.md @@ -4,8 +4,8 @@ The implemented arcitecure of Deepspeech2 online model is based on [Deepspeech2 The model is mainly composed of 2D convolution subsampling layer and stacked single direction rnn layers. To illustrate the model implementation clearly, 3 parts are described in detail. -- Feature Extraction. -- Softmax Layer. +- Data Preparation. +- Backbone. - Decoder. @@ -16,24 +16,27 @@ The arcitecture of the model is shown in Fig.1.
Fig.1 The Arcitecture of deepspeech2 online model

-# Data Preparation -## Vocabulary +## Data Preparation +### Vocabulary For English data, the vocabulary dictionary is composed of 26 English characters with and . The represents the blank label in CTC, the represents the start and the end of the label. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters, which are , and . The represents the unknown characters. -## Mean and Std -For mean and std, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. +### CMVN +For CMVN, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. -## Feature Extraction +### Feature Extraction For feature extraction, three methods are implemented, which are linear (FFT without using filter bank), fbank and mfcc. Currently, the released deepspeech2 online model use the linear feature extraction method. -# Backbone +## Backbone The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. -# Decoder -To got the possibilities of characters of each frame, the feature represention of each frame output from the stacked rnn layers are then input into the dense layer to do projection. The output dim of dense layer is same with the vocabulary size. After projection, we use the softmax function to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. +## Decoder +To got the possibilities of characters of each frame, the feature represention of each frame output from the stacked rnn layers are then input into the dense layer to do projection. The output dim of dense layer is same with the vocabulary size. After projection, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. +# Training Process + +# Testing Process From ff4ff9de2286f2fbce9951890b4feffdac7c1673 Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Tue, 7 Sep 2021 20:57:24 +0800 Subject: [PATCH 06/18] Update modle_arcitecture.md --- doc/src/modle_arcitecture.md | 18 +++++++++++++----- 1 file changed, 13 insertions(+), 5 deletions(-) diff --git a/doc/src/modle_arcitecture.md b/doc/src/modle_arcitecture.md index 49de8e69..aa3f69a7 100644 --- a/doc/src/modle_arcitecture.md +++ b/doc/src/modle_arcitecture.md @@ -4,9 +4,9 @@ The implemented arcitecure of Deepspeech2 online model is based on [Deepspeech2 The model is mainly composed of 2D convolution subsampling layer and stacked single direction rnn layers. To illustrate the model implementation clearly, 3 parts are described in detail. -- Data Preparation. -- Backbone. -- Decoder. +- Data Preparation +- Backbone +- Decoder The arcitecture of the model is shown in Fig.1. @@ -18,7 +18,7 @@ The arcitecture of the model is shown in Fig.1. ## Data Preparation ### Vocabulary -For English data, the vocabulary dictionary is composed of 26 English characters with and . The represents the blank label in CTC, the represents the start and the end of the label. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters, which are , and . The represents the unknown characters. +For English data, the vocabulary dictionary is composed of 26 English characters with \ and \. The \ represents the blank label in CTC, the represents the start and the end of the label. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters, which are \, \ and \. The \ represents the unknown characters. ### CMVN For CMVN, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. @@ -37,6 +37,14 @@ The Backbone is composed of two 2D convolution subsampling layers and a number o To got the possibilities of characters of each frame, the feature represention of each frame output from the stacked rnn layers are then input into the dense layer to do projection. The output dim of dense layer is same with the vocabulary size. After projection, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. # Training Process +``` + cd example/aishell/s0 + bash run.sh --stage 0 --stop_stage 2 +``` +By using the command above, the training process can be started. There are 5 stages in run.sh, and the first 3 stages are used for training process. The stage 0 is used for data preparation, in which the dataset will be downloaded, and the manifest files of dataset, vocabulary dictionary and CMVN file will be generated in "./data/". The stage 1 is used for training the model, the log file and model checkpoint is saved in "exp/deepspeech2_online/". The stage 2 is used to generated final model for predicting by averaging the top k model parameters. # Testing Process - + ``` + bash run.sh --stage 3 --stop_stage 5 +``` +After the training process, we use stage 3,4,5 for testing process. The stage 3 test the model generated by the stage 2 and provided the CER index of the test set. The stage 4 transform the model from dynamic graph to static graph by using "jit". The stage 5 test the model in static graph. 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Fig.1 The Arcitecture of deepspeech2 online model

-## Data Preparation -### Vocabulary -For English data, the vocabulary dictionary is composed of 26 English characters with \ and \. The \ represents the blank label in CTC, the represents the start and the end of the label. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters, which are \, \ and \. The \ represents the unknown characters. +### Data Preparation +#### Vocabulary +For English data, the vocabulary dictionary is composed of 26 English characters with ', space, \ and \. The \ represents the blank label in CTC, the \ represents the unknown character and the represents the start and the end characters. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters are added. The added characters are \, \ and \. -### CMVN +#### CMVN For CMVN, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. -### Feature Extraction +#### Feature Extraction For feature extraction, three methods are implemented, which are linear (FFT without using filter bank), fbank and mfcc. Currently, the released deepspeech2 online model use the linear feature extraction method. -## Backbone +### Backbone The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. -## Decoder -To got the possibilities of characters of each frame, the feature represention of each frame output from the stacked rnn layers are then input into the dense layer to do projection. The output dim of dense layer is same with the vocabulary size. After projection, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. +### Decoder +To got the character possibilities of each frame, the feature represention of each frame output from the backbone are input into a projection layer which is implemented as a dense layer to do projection. The output dim of the projection layer is same with the vocabulary size. After projection layer, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. -# Training Process +## Training Process ``` cd example/aishell/s0 bash run.sh --stage 0 --stop_stage 2 ``` -By using the command above, the training process can be started. There are 5 stages in run.sh, and the first 3 stages are used for training process. The stage 0 is used for data preparation, in which the dataset will be downloaded, and the manifest files of dataset, vocabulary dictionary and CMVN file will be generated in "./data/". The stage 1 is used for training the model, the log file and model checkpoint is saved in "exp/deepspeech2_online/". The stage 2 is used to generated final model for predicting by averaging the top k model parameters. +By using the command above, the training process can be started. There are 5 stages in run.sh, and the first 3 stages are used for training process. The stage 0 is used for data preparation, in which the dataset will be downloaded, and the manifest files of the datasets, vocabulary dictionary and CMVN file will be generated in "./data/". The stage 1 is used for training the model, the log files and model checkpoint is saved in "exp/deepspeech2_online/". The stage 2 is used to generated final model for predicting by averaging the top-k model parameters. -# Testing Process +## Testing Process ``` bash run.sh --stage 3 --stop_stage 5 ``` -After the training process, we use stage 3,4,5 for testing process. The stage 3 test the model generated by the stage 2 and provided the CER index of the test set. The stage 4 transform the model from dynamic graph to static graph by using "jit". The stage 5 test the model in static graph. +After the training process, we use stage 3,4,5 for testing process. The stage 3 is for testing the model generated in the stage 2 and provided the CER index of the test set. The stage 4 is for transforming the model from dynamic graph to static graph by using "paddle.jit" library. The stage 5 is for testing the model in static graph. + + +# Deepspeech2 offline Model +The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers. From 89744c13b20d026eb9018b133e0edb54c693baff Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Wed, 8 Sep 2021 16:41:54 +0800 Subject: [PATCH 09/18] Update and rename modle_arcitecture.md to deepspeech_architecture.md --- ...dle_arcitecture.md => deepspeech_architecture.md} | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) rename doc/src/{modle_arcitecture.md => deepspeech_architecture.md} (85%) diff --git a/doc/src/modle_arcitecture.md b/doc/src/deepspeech_architecture.md similarity index 85% rename from doc/src/modle_arcitecture.md rename to doc/src/deepspeech_architecture.md index 3437ebc3..af6b2042 100644 --- a/doc/src/modle_arcitecture.md +++ b/doc/src/deepspeech_architecture.md @@ -1,12 +1,12 @@ -# Deepspeech2 online Model -## Arcitecture +# Deepspeech2 +## Streaming The implemented arcitecure of Deepspeech2 online model is based on [Deepspeech2 model](https://arxiv.org/pdf/1512.02595.pdf) with some changes. The model is mainly composed of 2D convolution subsampling layer and stacked single direction rnn layers. To illustrate the model implementation clearly, 3 parts are described in detail. - Data Preparation -- Backbone +- Encoder - Decoder @@ -19,7 +19,7 @@ The arcitecture of the model is shown in Fig.1. ### Data Preparation #### Vocabulary -For English data, the vocabulary dictionary is composed of 26 English characters with ', space, \ and \. The \ represents the blank label in CTC, the \ represents the unknown character and the represents the start and the end characters. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters are added. The added characters are \, \ and \. +For English data, the vocabulary dictionary is composed of 26 English characters with " ' ", space, \ and \. The \ represents the blank label in CTC, the \ represents the unknown character and the represents the start and the end characters. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters are added. The added characters are \, \ and \. For both English and mandarin data, we set the default indexs that \=0, \=1 and \= last index. #### CMVN For CMVN, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. @@ -31,7 +31,7 @@ For CMVN, a subset of traininig set is chosed and be used to caculate the mean a For a single utterance $x^i$ sampled from the training set $S$, $ S= {(x^1,y^1),(x^2,y^2),...,(x^m,y^m)}$, where $y^i$ is the label correspodding to the ${x^i} --> -### Backbone +### Encoder The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. ### Decoder @@ -51,5 +51,5 @@ By using the command above, the training process can be started. There are 5 sta After the training process, we use stage 3,4,5 for testing process. The stage 3 is for testing the model generated in the stage 2 and provided the CER index of the test set. The stage 4 is for transforming the model from dynamic graph to static graph by using "paddle.jit" library. The stage 5 is for testing the model in static graph. -# Deepspeech2 offline Model +## No Streaming The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers. From c9ac0d06e34ebbab6d78c593e5ceeb2e9df1ba95 Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Wed, 8 Sep 2021 19:28:31 +0800 Subject: [PATCH 10/18] Update deepspeech_architecture.md --- doc/src/deepspeech_architecture.md | 99 +++++++++++++++++++++++++++++- 1 file changed, 96 insertions(+), 3 deletions(-) diff --git a/doc/src/deepspeech_architecture.md b/doc/src/deepspeech_architecture.md index af6b2042..78fc5b7b 100644 --- a/doc/src/deepspeech_architecture.md +++ b/doc/src/deepspeech_architecture.md @@ -20,9 +20,40 @@ The arcitecture of the model is shown in Fig.1. ### Data Preparation #### Vocabulary For English data, the vocabulary dictionary is composed of 26 English characters with " ' ", space, \ and \. The \ represents the blank label in CTC, the \ represents the unknown character and the represents the start and the end characters. For mandarin, the vocabulary dictionary is composed of chinese characters statisticed from the training set and three additional characters are added. The added characters are \, \ and \. For both English and mandarin data, we set the default indexs that \=0, \=1 and \= last index. +``` + # The code to build vocabulary + cd examples/aishell/s0 + python3 ../../../utils/build_vocab.py \ + --unit_type="char" \ + --count_threshold=0 \ + --vocab_path="data/vocab.txt" \ + --manifest_paths "data/manifest.train.raw" "data/manifest.dev.raw" + +# vocabulary for aishell dataset (Mandarin) +vi examples/aishell/s0/data/vocab.txt + +# vocabulary for librispeech dataset (English) +vi examples/librispeech/s0/data/vocab.txt +``` #### CMVN -For CMVN, a subset of traininig set is chosed and be used to caculate the mean and std value of the raw audio. +For CMVN, a subset or the full of traininig set is chosed and be used to compute the feature mean and std. +``` + # The code to compute the feature mean and std +cd examples/aishell/s0 +python3 ../../../utils/compute_mean_std.py \ + --manifest_path="data/manifest.train.raw" \ + --specgram_type="linear" \ + --delta_delta=false \ + --stride_ms=10.0 \ + --window_ms=20.0 \ + --sample_rate=16000 \ + --use_dB_normalization=True \ + --num_samples=2000 \ + --num_workers=10 \ + --output_path="data/mean_std.json" + +``` #### Feature Extraction For feature extraction, three methods are implemented, which are linear (FFT without using filter bank), fbank and mfcc. @@ -31,6 +62,11 @@ For CMVN, a subset of traininig set is chosed and be used to caculate the mean a For a single utterance $x^i$ sampled from the training set $S$, $ S= {(x^1,y^1),(x^2,y^2),...,(x^m,y^m)}$, where $y^i$ is the label correspodding to the ${x^i} --> + ``` + The code for feature extraction + vi deepspeech/frontend/featurizer/audio_featurizer.py + ``` + ### Encoder The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. @@ -38,16 +74,73 @@ The Backbone is composed of two 2D convolution subsampling layers and a number o To got the character possibilities of each frame, the feature represention of each frame output from the backbone are input into a projection layer which is implemented as a dense layer to do projection. The output dim of the projection layer is same with the vocabulary size. After projection layer, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. ## Training Process +Using the command below, you can train the deepspeech2 online model. ``` - cd example/aishell/s0 + cd examples/aishell/s0 bash run.sh --stage 0 --stop_stage 2 ``` -By using the command above, the training process can be started. There are 5 stages in run.sh, and the first 3 stages are used for training process. The stage 0 is used for data preparation, in which the dataset will be downloaded, and the manifest files of the datasets, vocabulary dictionary and CMVN file will be generated in "./data/". The stage 1 is used for training the model, the log files and model checkpoint is saved in "exp/deepspeech2_online/". The stage 2 is used to generated final model for predicting by averaging the top-k model parameters. +The detail commands are: +``` +# The code for training in run.sh +set -e +source path.sh + +gpus=2,3,5,7 +stage=0 +stop_stage=5 +conf_path=conf/deepspeech2_online.yaml +avg_num=1 +model_type=online + +source ${MAIN_ROOT}/utils/parse_options.sh || exit 1; + +avg_ckpt=avg_${avg_num} +ckpt=$(basename ${conf_path} | awk -F'.' '{print $1}') +echo "checkpoint name ${ckpt}" + +if [ ${stage} -le 0 ] && [ ${stop_stage} -ge 0 ]; then + # prepare data + bash ./local/data.sh || exit -1 +fi + +if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then + # train model, all `ckpt` under `exp` dir + CUDA_VISIBLE_DEVICES=${gpus} ./local/train.sh ${conf_path} ${ckpt} ${model_type} +fi + +if [ ${stage} -le 2 ] && [ ${stop_stage} -ge 2 ]; then + # avg n best model + avg.sh exp/${ckpt}/checkpoints ${avg_num} +fi +``` +By using the command above, the training process can be started. There are 5 stages in run.sh, and the first 3 stages are used for training process. The stage 0 is used for data preparation, in which the dataset will be downloaded, and the manifest files of the datasets, vocabulary dictionary and CMVN file will be generated in "./data/". The stage 1 is used for training the model, the log files and model checkpoint is saved in "exp/deepspeech2_online/". The stage 2 is used to generated final model for predicting by averaging the top-k model parameters based on validation loss. ## Testing Process +Using the command below, you can test the deepspeech2 online model. ``` bash run.sh --stage 3 --stop_stage 5 ``` +The detail commands are: +``` +conf_path=conf/deepspeech2_online.yaml +avg_num=1 +model_type=online + +if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then + # test ckpt avg_n + CUDA_VISIBLE_DEVICES=2 ./local/test.sh ${conf_path} exp/${ckpt}/checkpoints/${avg_ckpt} ${model_type}|| exit -1 +fi + +if [ ${stage} -le 4 ] && [ ${stop_stage} -ge 4 ]; then + # export ckpt avg_n + CUDA_VISIBLE_DEVICES=5 ./local/export.sh ${conf_path} exp/${ckpt}/checkpoints/${avg_ckpt} exp/${ckpt}/checkpoints/${avg_ckpt}.jit ${model_type} +fi + +if [ ${stage} -le 5 ] && [ ${stop_stage} -ge 5 ]; then + # test export ckpt avg_n + CUDA_VISIBLE_DEVICES=0 ./local/test_export.sh ${conf_path} exp/${ckpt}/checkpoints/${avg_ckpt}.jit ${model_type}|| exit -1 +fi + ``` After the training process, we use stage 3,4,5 for testing process. The stage 3 is for testing the model generated in the stage 2 and provided the CER index of the test set. The stage 4 is for transforming the model from dynamic graph to static graph by using "paddle.jit" library. The stage 5 is for testing the model in static graph. From 0ecb558f2aab24790102a2425aea75502301c774 Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Thu, 9 Sep 2021 16:51:08 +0800 Subject: [PATCH 11/18] Update deepspeech_architecture.md --- doc/src/deepspeech_architecture.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/doc/src/deepspeech_architecture.md b/doc/src/deepspeech_architecture.md index 78fc5b7b..5ef730fd 100644 --- a/doc/src/deepspeech_architecture.md +++ b/doc/src/deepspeech_architecture.md @@ -8,7 +8,7 @@ To illustrate the model implementation clearly, 3 parts are described in detail. - Data Preparation - Encoder - Decoder - +In addition, the training process and the testing process are also introduced. The arcitecture of the model is shown in Fig.1. @@ -145,4 +145,4 @@ After the training process, we use stage 3,4,5 for testing process. The stage 3 ## No Streaming -The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers. +The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers. The arcitecture of the model is shown in Fig.2. 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z$Ib0j9HQd)%^x$Gtfx`<^)i_s)iCqu%p3dzSU7gfPo>u~{ld-iZvCXS*ze04Gm1#0 zWoU{plA{01)Ix&m@jEnlRfxk7qJ#ghiP{1X^iJJu3t)*e5Tg72G3Oy1`()3q{(CqW zVHz={C_{J-5hkGe(}5F4L;Q5QdNm~Wzuf=d9wxt^bFSY9$G%N$-eL^Jb%n|9+G^Aa zs^Tio=zY_&z+Pbc{9x;T7p3sW zW@(_v<(b>-Y|h}}OLSs@bHx$+)4Tfvi>@ZfY!Mj~0}?aa3u;a<_}hcfGATCXe>$!e zi<&InvCRUm(uK2KVboMp_z#s*(PUxF5Kg)hAOX9^T*1iK6H9e*!3Z$l`mwq)89zf~ zl@aW9lxHjm2ATavx3lu}w6Yq((iB1NxCL<@r{EI21_j{zz<;oLz)+Au{g+kClX=b` z2`QoOhU$-A3MC=?m|zdT{kv>7f=>#T1ciFdwv7GH!T;4r1k9u4mC_nTG5_~D{(Brl z5GpqWd7E#Et!U1mC#6If1;5TBcz Ml#*nfxJl^$0dp-a&;S4c From dafc26d01d3e755b9fa860738d646d4e3a14950b Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Thu, 9 Sep 2021 17:23:32 +0800 Subject: [PATCH 15/18] Update deepspeech_architecture.md --- doc/src/deepspeech_architecture.md | 41 ++++++++++++++++++++++-------- 1 file changed, 30 insertions(+), 11 deletions(-) diff --git a/doc/src/deepspeech_architecture.md b/doc/src/deepspeech_architecture.md index 5ef730fd..d68ad469 100644 --- a/doc/src/deepspeech_architecture.md +++ b/doc/src/deepspeech_architecture.md @@ -8,6 +8,7 @@ To illustrate the model implementation clearly, 3 parts are described in detail. - Data Preparation - Encoder - Decoder + In addition, the training process and the testing process are also introduced. The arcitecture of the model is shown in Fig.1. @@ -58,17 +59,13 @@ python3 ../../../utils/compute_mean_std.py \ #### Feature Extraction For feature extraction, three methods are implemented, which are linear (FFT without using filter bank), fbank and mfcc. Currently, the released deepspeech2 online model use the linear feature extraction method. - ``` The code for feature extraction vi deepspeech/frontend/featurizer/audio_featurizer.py ``` ### Encoder -The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. +The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. Adding one fully connected (fc) layer after rnn layer is optional, if the number of rnn layers is less than 5, adding one fc layer after rnn layers is recommand. ### Decoder To got the character possibilities of each frame, the feature represention of each frame output from the backbone are input into a projection layer which is implemented as a dense layer to do projection. The output dim of the projection layer is same with the vocabulary size. After projection layer, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. @@ -77,7 +74,7 @@ To got the character possibilities of each frame, the feature represention of ea Using the command below, you can train the deepspeech2 online model. ``` cd examples/aishell/s0 - bash run.sh --stage 0 --stop_stage 2 + bash run.sh --stage 0 --stop_stage 2 --model_type online --conf_path conf/deepspeech2_online.yaml ``` The detail commands are: ``` @@ -88,9 +85,9 @@ source path.sh gpus=2,3,5,7 stage=0 stop_stage=5 -conf_path=conf/deepspeech2_online.yaml +conf_path=conf/deepspeech2_online.yaml # conf/deepspeech2.yaml | conf/deepspeech2_online.yaml avg_num=1 -model_type=online +model_type=online # online | offline source ${MAIN_ROOT}/utils/parse_options.sh || exit 1; @@ -118,15 +115,16 @@ By using the command above, the training process can be started. There are 5 sta ## Testing Process Using the command below, you can test the deepspeech2 online model. ``` - bash run.sh --stage 3 --stop_stage 5 + bash run.sh --stage 3 --stop_stage 5 --model_type online --conf_path conf/deepspeech2_online.yaml ``` The detail commands are: ``` conf_path=conf/deepspeech2_online.yaml avg_num=1 model_type=online - -if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then +avg_ckpt=avg_${avg_num} + + if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then # test ckpt avg_n CUDA_VISIBLE_DEVICES=2 ./local/test.sh ${conf_path} exp/${ckpt}/checkpoints/${avg_ckpt} ${model_type}|| exit -1 fi @@ -146,3 +144,24 @@ After the training process, we use stage 3,4,5 for testing process. The stage 3 ## No Streaming The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers. The arcitecture of the model is shown in Fig.2. +

+ +
Fig.2 The Arcitecture of deepspeech2 offline model +

+ +For data preparation, decoder, the deepspeech2 offline model is same with the deepspeech2 online model. +The training process and testing process of deepspeech2 offline model is very similary to deepspeech2 online model. +Only some changes should be noticed. + +For training and testing, the "model_type" and the "conf_path" must be set. + ``` + # Training offline + cd examples/aishell/s0 + bash run.sh --stage 0 --stop_stage 2 --model_type offline --conf_path conf/deepspeech2.yaml +``` + + ``` + # Testing offline + cd examples/aishell/s0 + bash run.sh --stage 3 --stop_stage 5 --model_type offline --conf_path conf/deepspeech2.yaml +``` From 21b098f2e486bcb762c2925c4f890cb74bea11b6 Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Thu, 9 Sep 2021 17:35:47 +0800 Subject: [PATCH 16/18] Update deepspeech_architecture.md --- doc/src/deepspeech_architecture.md | 42 ++++++++++++++++++++++-------- 1 file changed, 31 insertions(+), 11 deletions(-) diff --git a/doc/src/deepspeech_architecture.md b/doc/src/deepspeech_architecture.md index d68ad469..8b281ff8 100644 --- a/doc/src/deepspeech_architecture.md +++ b/doc/src/deepspeech_architecture.md @@ -66,10 +66,19 @@ python3 ../../../utils/compute_mean_std.py \ ### Encoder The Backbone is composed of two 2D convolution subsampling layers and a number of stacked single direction rnn layers. The 2D convolution subsampling layers extract feature represention from the raw audio feature and reduce the length of audio feature at the same time. After passing through the convolution subsampling layers, then the feature represention are input into the stacked rnn layers. For rnn layers, LSTM cell and GRU cell are provided. Adding one fully connected (fc) layer after rnn layer is optional, if the number of rnn layers is less than 5, adding one fc layer after rnn layers is recommand. - +The code of Encoder is in: +``` +vi deepspeech/models/ds2_online/deepspeech2.py +``` + ### Decoder To got the character possibilities of each frame, the feature represention of each frame output from the backbone are input into a projection layer which is implemented as a dense layer to do projection. The output dim of the projection layer is same with the vocabulary size. After projection layer, the softmax function is used to make frame-level feature representation be the possibilities of characters. While making model inference, the character possibilities of each frame are input into the CTC decoder to get the final speech recognition results. - +The code of Encoder is in: +``` +vi deepspeech/models/ds2_online/deepspeech2.py +vi deepspeech/modules/ctc.py +``` + ## Training Process Using the command below, you can train the deepspeech2 online model. ``` @@ -143,25 +152,36 @@ After the training process, we use stage 3,4,5 for testing process. The stage 3 ## No Streaming -The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers. The arcitecture of the model is shown in Fig.2. +The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers and the fc layer is not used. + +The arcitecture of the model is shown in Fig.2.


Fig.2 The Arcitecture of deepspeech2 offline model

+ + For data preparation, decoder, the deepspeech2 offline model is same with the deepspeech2 online model. + + The code of encoder and decoder for deepspeech2 offline model is in: +``` +vi deepspeech/models/ds2/deepspeech2.py +``` + The training process and testing process of deepspeech2 offline model is very similary to deepspeech2 online model. Only some changes should be noticed. For training and testing, the "model_type" and the "conf_path" must be set. ``` - # Training offline - cd examples/aishell/s0 - bash run.sh --stage 0 --stop_stage 2 --model_type offline --conf_path conf/deepspeech2.yaml +# Training offline +cd examples/aishell/s0 +bash run.sh --stage 0 --stop_stage 2 --model_type offline --conf_path conf/deepspeech2.yaml ``` - - ``` - # Testing offline - cd examples/aishell/s0 - bash run.sh --stage 3 --stop_stage 5 --model_type offline --conf_path conf/deepspeech2.yaml ``` +# Testing offline +cd examples/aishell/s0 +bash run.sh --stage 3 --stop_stage 5 --model_type offline --conf_path conf/deepspeech2.yaml +``` + + From ca94e366a93963079827fedb6a69a3583bf6e429 Mon Sep 17 00:00:00 2001 From: Jackwaterveg <87408988+Jackwaterveg@users.noreply.github.com> Date: Thu, 9 Sep 2021 18:58:10 +0800 Subject: [PATCH 17/18] Update deepspeech_architecture.md --- doc/src/deepspeech_architecture.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/src/deepspeech_architecture.md b/doc/src/deepspeech_architecture.md index 8b281ff8..dfa60790 100644 --- a/doc/src/deepspeech_architecture.md +++ b/doc/src/deepspeech_architecture.md @@ -151,7 +151,7 @@ fi After the training process, we use stage 3,4,5 for testing process. The stage 3 is for testing the model generated in the stage 2 and provided the CER index of the test set. The stage 4 is for transforming the model from dynamic graph to static graph by using "paddle.jit" library. The stage 5 is for testing the model in static graph. -## No Streaming +## Non-Streaming The deepspeech2 offline model is similarity to the deepspeech2 online model. The main difference between them is the offline model use the bi-directional rnn layers while the online model use the single direction rnn layers and the fc layer is not used. The arcitecture of the model is shown in Fig.2.