From 436942211cf9bef5b55a9772914b929e6048f852 Mon Sep 17 00:00:00 2001 From: Teo Wen Shen <36886809+teowenshen@users.noreply.github.com> Date: Tue, 20 Sep 2022 10:52:24 +0800 Subject: [PATCH 01/18] Adding Dockerfile for Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8 (#572) * Changed Dockerfile * Update Dockerfile * Dockerfile * Update README.md * Add Dockerfiles * Update README.md Removed misleading CUDA version, as the Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8 Dockerfile can only support CUDA versions >11.0. --- docker/README.md | 110 ++++++++++++++++-- .../Dockerfile | 72 ++++++++++++ .../Dockerfile | 63 +++++----- 3 files changed, 203 insertions(+), 42 deletions(-) create mode 100644 docker/Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8/Dockerfile diff --git a/docker/README.md b/docker/README.md index 0c8cb0ed9..0a39b7a49 100644 --- a/docker/README.md +++ b/docker/README.md @@ -1,24 +1,114 @@ # icefall dockerfile -We provide a dockerfile for some users, the configuration of dockerfile is : Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8-python3.8. You can use the dockerfile by following the steps: +2 sets of configuration are provided - (a) Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8, and (b) Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8. -## Building images locally +If your NVIDIA driver supports CUDA Version: 11.3, please go for case (a) Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8. + +Otherwise, since the older PyTorch images are not updated with the [apt-key rotation by NVIDIA](https://developer.nvidia.com/blog/updating-the-cuda-linux-gpg-repository-key), you have to go for case (b) Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8. Ensure that your NVDIA driver supports at least CUDA 11.0. + +You can check the highest CUDA version within your NVIDIA driver's support with the `nvidia-smi` command below. In this example, the highest CUDA version is 11.0, i.e. case (b) Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8. ```bash -cd docker/Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8 -docker build -t icefall/pytorch1.7.1:latest -f ./Dockerfile ./ +$ nvidia-smi +Tue Sep 20 00:26:13 2022 ++-----------------------------------------------------------------------------+ +| NVIDIA-SMI 450.119.03 Driver Version: 450.119.03 CUDA Version: 11.0 | +|-------------------------------+----------------------+----------------------+ +| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | +| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | +| | | MIG M. | +|===============================+======================+======================| +| 0 TITAN RTX On | 00000000:03:00.0 Off | N/A | +| 41% 31C P8 4W / 280W | 16MiB / 24219MiB | 0% Default | +| | | N/A | ++-------------------------------+----------------------+----------------------+ +| 1 TITAN RTX On | 00000000:04:00.0 Off | N/A | +| 41% 30C P8 11W / 280W | 6MiB / 24220MiB | 0% Default | +| | | N/A | ++-------------------------------+----------------------+----------------------+ + ++-----------------------------------------------------------------------------+ +| Processes: | +| GPU GI CI PID Type Process name GPU Memory | +| ID ID Usage | +|=============================================================================| +| 0 N/A N/A 2085 G /usr/lib/xorg/Xorg 9MiB | +| 0 N/A N/A 2240 G /usr/bin/gnome-shell 4MiB | +| 1 N/A N/A 2085 G /usr/lib/xorg/Xorg 4MiB | ++-----------------------------------------------------------------------------+ + ``` -## Using built images -Sample usage of the GPU based images: +## Building images locally +If your environment requires a proxy to access the Internet, remember to add those information into the Dockerfile directly. +For most cases, you can uncomment these lines in the Dockerfile and add in your proxy details. + +```dockerfile +ENV http_proxy=http://aaa.bb.cc.net:8080 \ + https_proxy=http://aaa.bb.cc.net:8080 +``` + +Then, proceed with these commands. + +### If you are case (a), i.e. your NVIDIA driver supports CUDA version >= 11.3: + +```bash +cd docker/Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8 +docker build -t icefall/pytorch1.12.1 . +``` + +### If you are case (b), i.e. your NVIDIA driver can only support CUDA versions 11.0 <= x < 11.3: +```bash +cd docker/Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8 +docker build -t icefall/pytorch1.7.1 . +``` + +## Running your built local image +Sample usage of the GPU based images. These commands are written with case (a) in mind, so please make the necessary changes to your image name if you are case (b). Note: use [nvidia-docker](https://github.com/NVIDIA/nvidia-docker) to run the GPU images. ```bash -docker run -it --runtime=nvidia --name=icefall_username --gpus all icefall/pytorch1.7.1:latest +docker run -it --runtime=nvidia --shm-size=2gb --name=icefall --gpus all icefall/pytorch1.12.1 ``` -Sample usage of the CPU based images: +### Tips: +1. Since your data and models most probably won't be in the docker, you must use the -v flag to access the host machine. Do this by specifying `-v {/path/in/docker}:{/path/in/host/machine}`. + +2. Also, if your environment requires a proxy, this would be a good time to add it in too: `-e http_proxy=http://aaa.bb.cc.net:8080 -e https_proxy=http://aaa.bb.cc.net:8080`. + +Overall, your docker run command should look like this. ```bash -docker run -it icefall/pytorch1.7.1:latest /bin/bash -``` \ No newline at end of file +docker run -it --runtime=nvidia --shm-size=2gb --name=icefall --gpus all -v {/path/in/docker}:{/path/in/host/machine} -e http_proxy=http://aaa.bb.cc.net:8080 -e https_proxy=http://aaa.bb.cc.net:8080 icefall/pytorch1.12.1 +``` + +You can explore more docker run options [here](https://docs.docker.com/engine/reference/commandline/run/) to suit your environment. + +### Linking to icefall in your host machine + +If you already have icefall downloaded onto your host machine, you can use that repository instead so that changes in your code are visible inside and outside of the container. + +Note: Remember to set the -v flag above during the first run of the container, as that is the only way for your container to access your host machine. +Warning: Check that the icefall in your host machine is visible from within your container before proceeding to the commands below. + +Use these commands once you are inside the container. + +```bash +rm -r /workspace/icefall +ln -s {/path/in/docker/to/icefall} /workspace/icefall +``` + +## Starting another session in the same running container. +```bash +docker exec -it icefall /bin/bash +``` + +## Restarting a killed container that has been run before. +```bash +docker start -ai icefall +``` + +## Sample usage of the CPU based images: +```bash +docker run -it icefall /bin/bash +``` diff --git a/docker/Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8/Dockerfile b/docker/Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8/Dockerfile new file mode 100644 index 000000000..db4dda864 --- /dev/null +++ b/docker/Ubuntu18.04-pytorch1.12.1-cuda11.3-cudnn8/Dockerfile @@ -0,0 +1,72 @@ +FROM pytorch/pytorch:1.12.1-cuda11.3-cudnn8-devel + +# ENV http_proxy=http://aaa.bbb.cc.net:8080 \ +# https_proxy=http://aaa.bbb.cc.net:8080 + +# install normal source +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + g++ \ + make \ + automake \ + autoconf \ + bzip2 \ + unzip \ + wget \ + sox \ + libtool \ + git \ + subversion \ + zlib1g-dev \ + gfortran \ + ca-certificates \ + patch \ + ffmpeg \ + valgrind \ + libssl-dev \ + vim \ + curl + +# cmake +RUN wget -P /opt https://cmake.org/files/v3.18/cmake-3.18.0.tar.gz && \ + cd /opt && \ + tar -zxvf cmake-3.18.0.tar.gz && \ + cd cmake-3.18.0 && \ + ./bootstrap && \ + make && \ + make install && \ + rm -rf cmake-3.18.0.tar.gz && \ + find /opt/cmake-3.18.0 -type f \( -name "*.o" -o -name "*.la" -o -name "*.a" \) -exec rm {} \; && \ + cd - + +# flac +RUN wget -P /opt https://downloads.xiph.org/releases/flac/flac-1.3.2.tar.xz && \ + cd /opt && \ + xz -d flac-1.3.2.tar.xz && \ + tar -xvf flac-1.3.2.tar && \ + cd flac-1.3.2 && \ + ./configure && \ + make && make install && \ + rm -rf flac-1.3.2.tar && \ + find /opt/flac-1.3.2 -type f \( -name "*.o" -o -name "*.la" -o -name "*.a" \) -exec rm {} \; && \ + cd - + +RUN pip install kaldiio graphviz && \ + conda install -y -c pytorch torchaudio + +#install k2 from source +RUN git clone https://github.com/k2-fsa/k2.git /opt/k2 && \ + cd /opt/k2 && \ + python3 setup.py install && \ + cd - + +# install lhotse +RUN pip install git+https://github.com/lhotse-speech/lhotse + +RUN git clone https://github.com/k2-fsa/icefall /workspace/icefall && \ + cd /workspace/icefall && \ + pip install -r requirements.txt + +ENV PYTHONPATH /workspace/icefall:$PYTHONPATH + +WORKDIR /workspace/icefall \ No newline at end of file diff --git a/docker/Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8/Dockerfile b/docker/Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8/Dockerfile index 746c2c4f3..7a14a00ad 100644 --- a/docker/Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8/Dockerfile +++ b/docker/Ubuntu18.04-pytorch1.7.1-cuda11.0-cudnn8/Dockerfile @@ -1,7 +1,13 @@ FROM pytorch/pytorch:1.7.1-cuda11.0-cudnn8-devel -# install normal source +# ENV http_proxy=http://aaa.bbb.cc.net:8080 \ +# https_proxy=http://aaa.bbb.cc.net:8080 +RUN rm /etc/apt/sources.list.d/cuda.list && \ + rm /etc/apt/sources.list.d/nvidia-ml.list && \ + apt-key del 7fa2af80 + +# install normal source RUN apt-get update && \ apt-get install -y --no-install-recommends \ g++ \ @@ -21,20 +27,25 @@ RUN apt-get update && \ patch \ ffmpeg \ valgrind \ - libssl-dev \ - vim && \ - rm -rf /var/lib/apt/lists/* + libssl-dev \ + vim \ + curl - -RUN mv /opt/conda/lib/libcufft.so.10 /opt/libcufft.so.10.bak && \ +# Add new keys and reupdate +RUN curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub | apt-key add - && \ + curl -fsSL https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub | apt-key add - && \ + echo "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 /" > /etc/apt/sources.list.d/cuda.list && \ + echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /" > /etc/apt/sources.list.d/nvidia-ml.list && \ + rm -rf /var/lib/apt/lists/* && \ + mv /opt/conda/lib/libcufft.so.10 /opt/libcufft.so.10.bak && \ mv /opt/conda/lib/libcurand.so.10 /opt/libcurand.so.10.bak && \ mv /opt/conda/lib/libcublas.so.11 /opt/libcublas.so.11.bak && \ mv /opt/conda/lib/libnvrtc.so.11.0 /opt/libnvrtc.so.11.1.bak && \ - mv /opt/conda/lib/libnvToolsExt.so.1 /opt/libnvToolsExt.so.1.bak && \ - mv /opt/conda/lib/libcudart.so.11.0 /opt/libcudart.so.11.0.bak + # mv /opt/conda/lib/libnvToolsExt.so.1 /opt/libnvToolsExt.so.1.bak && \ + mv /opt/conda/lib/libcudart.so.11.0 /opt/libcudart.so.11.0.bak && \ + apt-get update && apt-get -y upgrade # cmake - RUN wget -P /opt https://cmake.org/files/v3.18/cmake-3.18.0.tar.gz && \ cd /opt && \ tar -zxvf cmake-3.18.0.tar.gz && \ @@ -45,11 +56,7 @@ RUN wget -P /opt https://cmake.org/files/v3.18/cmake-3.18.0.tar.gz && \ rm -rf cmake-3.18.0.tar.gz && \ find /opt/cmake-3.18.0 -type f \( -name "*.o" -o -name "*.la" -o -name "*.a" \) -exec rm {} \; && \ cd - - -#kaldiio - -RUN pip install kaldiio - + # flac RUN wget -P /opt https://downloads.xiph.org/releases/flac/flac-1.3.2.tar.xz && \ cd /opt && \ @@ -62,15 +69,8 @@ RUN wget -P /opt https://downloads.xiph.org/releases/flac/flac-1.3.2.tar.xz && find /opt/flac-1.3.2 -type f \( -name "*.o" -o -name "*.la" -o -name "*.a" \) -exec rm {} \; && \ cd - -# graphviz -RUN pip install graphviz - -# kaldifeat -RUN git clone https://github.com/csukuangfj/kaldifeat.git /opt/kaldifeat && \ - cd /opt/kaldifeat && \ - python setup.py install && \ - cd - - +RUN pip install kaldiio graphviz && \ + conda install -y -c pytorch torchaudio=0.7.1 #install k2 from source RUN git clone https://github.com/k2-fsa/k2.git /opt/k2 && \ @@ -79,14 +79,13 @@ RUN git clone https://github.com/k2-fsa/k2.git /opt/k2 && \ cd - # install lhotse -RUN pip install torchaudio==0.7.2 -RUN pip install git+https://github.com/lhotse-speech/lhotse -#RUN pip install lhotse +RUN pip install git+https://github.com/lhotse-speech/lhotse -# install icefall -RUN git clone https://github.com/k2-fsa/icefall && \ - cd icefall && \ - pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple - -ENV PYTHONPATH /workspace/icefall:$PYTHONPATH +RUN git clone https://github.com/k2-fsa/icefall /workspace/icefall && \ + cd /workspace/icefall && \ + pip install -r requirements.txt + +ENV PYTHONPATH /workspace/icefall:$PYTHONPATH + +WORKDIR /workspace/icefall From 099cd3a215a4f840bf6312b62aaa4693af31fc51 Mon Sep 17 00:00:00 2001 From: Fangjun Kuang Date: Tue, 20 Sep 2022 22:52:49 +0800 Subject: [PATCH 02/18] support exporting to ncnn format via PNNX (#571) --- ...-lstm-transducer-stateless2-2022-09-03.yml | 160 +++++ ...-lstm-transducer-stateless2-2022-09-03.yml | 136 ++++ .gitignore | 2 + ...speech-lstm-transducer-tensorboard-log.png | Bin 0 -> 423059 bytes docs/source/recipes/librispeech/index.rst | 1 + .../lstm_pruned_stateless_transducer.rst | 625 ++++++++++++++++++ .../ASR/lstm_transducer_stateless/lstm.py | 41 +- .../ASR/lstm_transducer_stateless2/export.py | 29 +- .../lstm_transducer_stateless2/ncnn-decode.py | 295 +++++++++ .../streaming-ncnn-decode.py | 353 ++++++++++ .../ASR/lstm_transducer_stateless2/train.py | 3 + .../scaling_converter.py | 36 + 12 files changed, 1674 insertions(+), 7 deletions(-) create mode 100755 .github/scripts/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml create mode 100644 .github/workflows/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml create mode 100644 docs/source/recipes/librispeech/images/librispeech-lstm-transducer-tensorboard-log.png create mode 100644 docs/source/recipes/librispeech/lstm_pruned_stateless_transducer.rst create mode 100755 egs/librispeech/ASR/lstm_transducer_stateless2/ncnn-decode.py create mode 100755 egs/librispeech/ASR/lstm_transducer_stateless2/streaming-ncnn-decode.py diff --git a/.github/scripts/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml b/.github/scripts/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml new file mode 100755 index 000000000..19d606682 --- /dev/null +++ b/.github/scripts/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml @@ -0,0 +1,160 @@ +#!/usr/bin/env bash + +log() { + # This function is from espnet + local fname=${BASH_SOURCE[1]##*/} + echo -e "$(date '+%Y-%m-%d %H:%M:%S') (${fname}:${BASH_LINENO[0]}:${FUNCNAME[1]}) $*" +} + +cd egs/librispeech/ASR + +repo_url=https://huggingface.co/csukuangfj/icefall-asr-librispeech-lstm-transducer-stateless2-2022-09-03 + +log "Downloading pre-trained model from $repo_url" +git lfs install +git clone $repo_url +repo=$(basename $repo_url) + +log "Display test files" +tree $repo/ +soxi $repo/test_wavs/*.wav +ls -lh $repo/test_wavs/*.wav + +pushd $repo/exp +ln -s pretrained-iter-468000-avg-16.pt pretrained.pt +ln -s pretrained-iter-468000-avg-16.pt epoch-99.pt +popd + +log "Install ncnn and pnnx" + +# We are using a modified ncnn here. Will try to merge it to the official repo +# of ncnn +git clone https://github.com/csukuangfj/ncnn +pushd ncnn +git submodule init +git submodule update python/pybind11 +python3 setup.py bdist_wheel +ls -lh dist/ +pip install dist/*.whl +cd tools/pnnx +mkdir build +cd build +cmake .. +make -j4 pnnx + +./src/pnnx || echo "pass" + +popd + +log "Test exporting to pnnx format" + +./lstm_transducer_stateless2/export.py \ + --exp-dir $repo/exp \ + --bpe-model $repo/data/lang_bpe_500/bpe.model \ + --epoch 99 \ + --avg 1 \ + --use-averaged-model 0 \ + --pnnx 1 + +./ncnn/tools/pnnx/build/src/pnnx $repo/exp/encoder_jit_trace-pnnx.pt +./ncnn/tools/pnnx/build/src/pnnx $repo/exp/decoder_jit_trace-pnnx.pt +./ncnn/tools/pnnx/build/src/pnnx $repo/exp/joiner_jit_trace-pnnx.pt + +./lstm_transducer_stateless2/ncnn-decode.py \ + --bpe-model-filename $repo/data/lang_bpe_500/bpe.model \ + --encoder-param-filename $repo/exp/encoder_jit_trace-pnnx.ncnn.param \ + --encoder-bin-filename $repo/exp/encoder_jit_trace-pnnx.ncnn.bin \ + --decoder-param-filename $repo/exp/decoder_jit_trace-pnnx.ncnn.param \ + --decoder-bin-filename $repo/exp/decoder_jit_trace-pnnx.ncnn.bin \ + --joiner-param-filename $repo/exp/joiner_jit_trace-pnnx.ncnn.param \ + --joiner-bin-filename $repo/exp/joiner_jit_trace-pnnx.ncnn.bin \ + $repo/test_wavs/1089-134686-0001.wav + +./lstm_transducer_stateless2/streaming-ncnn-decode.py \ + --bpe-model-filename $repo/data/lang_bpe_500/bpe.model \ + --encoder-param-filename $repo/exp/encoder_jit_trace-pnnx.ncnn.param \ + --encoder-bin-filename $repo/exp/encoder_jit_trace-pnnx.ncnn.bin \ + --decoder-param-filename $repo/exp/decoder_jit_trace-pnnx.ncnn.param \ + --decoder-bin-filename $repo/exp/decoder_jit_trace-pnnx.ncnn.bin \ + --joiner-param-filename $repo/exp/joiner_jit_trace-pnnx.ncnn.param \ + --joiner-bin-filename $repo/exp/joiner_jit_trace-pnnx.ncnn.bin \ + $repo/test_wavs/1089-134686-0001.wav + + + +log "Test exporting with torch.jit.trace()" + +./lstm_transducer_stateless2/export.py \ + --exp-dir $repo/exp \ + --bpe-model $repo/data/lang_bpe_500/bpe.model \ + --epoch 99 \ + --avg 1 \ + --use-averaged-model 0 \ + --jit-trace 1 + +log "Decode with models exported by torch.jit.trace()" + +./lstm_transducer_stateless2/jit_pretrained.py \ + --bpe-model $repo/data/lang_bpe_500/bpe.model \ + --encoder-model-filename $repo/exp/encoder_jit_trace.pt \ + --decoder-model-filename $repo/exp/decoder_jit_trace.pt \ + --joiner-model-filename $repo/exp/joiner_jit_trace.pt \ + $repo/test_wavs/1089-134686-0001.wav \ + $repo/test_wavs/1221-135766-0001.wav \ + $repo/test_wavs/1221-135766-0002.wav + +for sym in 1 2 3; do + log "Greedy search with --max-sym-per-frame $sym" + + ./lstm_transducer_stateless2/pretrained.py \ + --method greedy_search \ + --max-sym-per-frame $sym \ + --checkpoint $repo/exp/pretrained.pt \ + --bpe-model $repo/data/lang_bpe_500/bpe.model \ + $repo/test_wavs/1089-134686-0001.wav \ + $repo/test_wavs/1221-135766-0001.wav \ + $repo/test_wavs/1221-135766-0002.wav +done + +for method in modified_beam_search beam_search fast_beam_search; do + log "$method" + + ./lstm_transducer_stateless2/pretrained.py \ + --method $method \ + --beam-size 4 \ + --checkpoint $repo/exp/pretrained.pt \ + --bpe-model $repo/data/lang_bpe_500/bpe.model \ + $repo/test_wavs/1089-134686-0001.wav \ + $repo/test_wavs/1221-135766-0001.wav \ + $repo/test_wavs/1221-135766-0002.wav +done + +echo "GITHUB_EVENT_NAME: ${GITHUB_EVENT_NAME}" +echo "GITHUB_EVENT_LABEL_NAME: ${GITHUB_EVENT_LABEL_NAME}" +if [[ x"${GITHUB_EVENT_NAME}" == x"schedule" || x"${GITHUB_EVENT_LABEL_NAME}" == x"ncnn" ]]; then + mkdir -p lstm_transducer_stateless2/exp + ln -s $PWD/$repo/exp/pretrained.pt lstm_transducer_stateless2/exp/epoch-999.pt + ln -s $PWD/$repo/data/lang_bpe_500 data/ + + ls -lh data + ls -lh lstm_transducer_stateless2/exp + + log "Decoding test-clean and test-other" + + # use a small value for decoding with CPU + max_duration=100 + + for method in greedy_search fast_beam_search modified_beam_search; do + log "Decoding with $method" + + ./lstm_transducer_stateless2/decode.py \ + --decoding-method $method \ + --epoch 999 \ + --avg 1 \ + --use-averaged-model 0 \ + --max-duration $max_duration \ + --exp-dir lstm_transducer_stateless2/exp + done + + rm lstm_transducer_stateless2/exp/*.pt +fi diff --git a/.github/workflows/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml b/.github/workflows/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml new file mode 100644 index 000000000..a3aa0c0b8 --- /dev/null +++ b/.github/workflows/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml @@ -0,0 +1,136 @@ +name: run-librispeech-lstm-transducer-2022-09-03 + +on: + push: + branches: + - master + pull_request: + types: [labeled] + + schedule: + # minute (0-59) + # hour (0-23) + # day of the month (1-31) + # month (1-12) + # day of the week (0-6) + # nightly build at 15:50 UTC time every day + - cron: "50 15 * * *" + +jobs: + run_librispeech_pruned_transducer_stateless3_2022_05_13: + if: github.event.label.name == 'ncnn' || github.event_name == 'push' || github.event_name == 'schedule' + runs-on: ${{ matrix.os }} + strategy: + matrix: + os: [ubuntu-18.04] + python-version: [3.8] + + fail-fast: false + + steps: + - uses: actions/checkout@v2 + with: + fetch-depth: 0 + + - name: Setup Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + cache-dependency-path: '**/requirements-ci.txt' + + - name: Install Python dependencies + run: | + grep -v '^#' ./requirements-ci.txt | xargs -n 1 -L 1 pip install + pip uninstall -y protobuf + pip install --no-binary protobuf protobuf + + - name: Cache kaldifeat + id: my-cache + uses: actions/cache@v2 + with: + path: | + ~/tmp/kaldifeat + key: cache-tmp-${{ matrix.python-version }} + + - name: Install kaldifeat + if: steps.my-cache.outputs.cache-hit != 'true' + shell: bash + run: | + .github/scripts/install-kaldifeat.sh + + - name: Cache LibriSpeech test-clean and test-other datasets + id: libri-test-clean-and-test-other-data + uses: actions/cache@v2 + with: + path: | + ~/tmp/download + key: cache-libri-test-clean-and-test-other + + - name: Download LibriSpeech test-clean and test-other + if: steps.libri-test-clean-and-test-other-data.outputs.cache-hit != 'true' + shell: bash + run: | + .github/scripts/download-librispeech-test-clean-and-test-other-dataset.sh + + - name: Prepare manifests for LibriSpeech test-clean and test-other + shell: bash + run: | + .github/scripts/prepare-librispeech-test-clean-and-test-other-manifests.sh + + - name: Cache LibriSpeech test-clean and test-other fbank features + id: libri-test-clean-and-test-other-fbank + uses: actions/cache@v2 + with: + path: | + ~/tmp/fbank-libri + key: cache-libri-fbank-test-clean-and-test-other-v2 + + - name: Compute fbank for LibriSpeech test-clean and test-other + if: steps.libri-test-clean-and-test-other-fbank.outputs.cache-hit != 'true' + shell: bash + run: | + .github/scripts/compute-fbank-librispeech-test-clean-and-test-other.sh + + - name: Inference with pre-trained model + shell: bash + env: + GITHUB_EVENT_NAME: ${{ github.event_name }} + GITHUB_EVENT_LABEL_NAME: ${{ github.event.label.name }} + run: | + mkdir -p egs/librispeech/ASR/data + ln -sfv ~/tmp/fbank-libri egs/librispeech/ASR/data/fbank + ls -lh egs/librispeech/ASR/data/* + + sudo apt-get -qq install git-lfs tree sox + export PYTHONPATH=$PWD:$PYTHONPATH + export PYTHONPATH=~/tmp/kaldifeat/kaldifeat/python:$PYTHONPATH + export PYTHONPATH=~/tmp/kaldifeat/build/lib:$PYTHONPATH + + .github/scripts/run-librispeech-lstm-transducer-stateless2-2022-09-03.yml + + - name: Display decoding results for lstm_transducer_stateless2 + if: github.event_name == 'schedule' || github.event.label.name == 'ncnn' + shell: bash + run: | + cd egs/librispeech/ASR + tree lstm_transducer_stateless2/exp + cd lstm_transducer_stateless2/exp + echo "===greedy search===" + find greedy_search -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 + find greedy_search -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 + + echo "===fast_beam_search===" + find fast_beam_search -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 + find fast_beam_search -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 + + echo "===modified beam search===" + find modified_beam_search -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 + find modified_beam_search -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 + + - name: Upload decoding results for lstm_transducer_stateless2 + uses: actions/upload-artifact@v2 + if: github.event_name == 'schedule' || github.event.label.name == 'ncnn' + with: + name: torch-${{ matrix.torch }}-python-${{ matrix.python-version 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