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* Minor fix to conformer-mmi * Minor fixes * Fix decode.py * add training files * train with ctc warmup * add pruned_transducer_stateless7_mmi * add zipformer_mmi/mmi_decode.py, using HP as decoding graph * add mmi_decode.py * remove pruned_transducer_stateless7_mmi * rename zipformer_mmi/train_with_ctc.py as zipformer_mmi/train.py * remove unused method * rename mmi_decode.py * add export.py pretrained.py jit_pretrained.py ... * add RESULTS.md * add CI test * add docs * add README.md Co-authored-by: pkufool <[email protected]>
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103 changes: 103 additions & 0 deletions
103
.github/scripts/run-librispeech-zipformer-mmi-2022-12-08.sh
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| #!/usr/bin/env bash | ||
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| set -e | ||
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| 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]}) $*" | ||
| } | ||
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| cd egs/librispeech/ASR | ||
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| repo_url=https://huggingface.co/Zengwei/icefall-asr-librispeech-zipformer-mmi-2022-12-08 | ||
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| log "Downloading pre-trained model from $repo_url" | ||
| GIT_LFS_SKIP_SMUDGE=1 git clone $repo_url | ||
| repo=$(basename $repo_url) | ||
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| log "Display test files" | ||
| tree $repo/ | ||
| soxi $repo/test_wavs/*.wav | ||
| ls -lh $repo/test_wavs/*.wav | ||
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| pushd $repo/exp | ||
| git lfs pull --include "data/lang_bpe_500/3gram.pt" | ||
| git lfs pull --include "data/lang_bpe_500/4gram.pt" | ||
| git lfs pull --include "data/lang_bpe_500/L.pt" | ||
| git lfs pull --include "data/lang_bpe_500/LG.pt" | ||
| git lfs pull --include "data/lang_bpe_500/Linv.pt" | ||
| git lfs pull --include "data/lang_bpe_500/bpe.model" | ||
| git lfs pull --include "exp/cpu_jit.pt" | ||
| git lfs pull --include "exp/pretrained.pt" | ||
| ln -s pretrained.pt epoch-99.pt | ||
| ls -lh *.pt | ||
| popd | ||
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| log "Export to torchscript model" | ||
| ./zipformer_mmi/export.py \ | ||
| --exp-dir $repo/exp \ | ||
| --use-averaged-model false \ | ||
| --bpe-model $repo/data/lang_bpe_500/bpe.model \ | ||
| --epoch 99 \ | ||
| --avg 1 \ | ||
| --jit 1 | ||
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| ls -lh $repo/exp/*.pt | ||
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| log "Decode with models exported by torch.jit.script()" | ||
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| ./zipformer_mmi/jit_pretrained.py \ | ||
| --bpe-model $repo/data/lang_bpe_500/bpe.model \ | ||
| --nn-model-filename $repo/exp/cpu_jit.pt \ | ||
| --lang-dir $repo/data/lang_bpe_500 \ | ||
| $repo/test_wavs/1089-134686-0001.wav \ | ||
| $repo/test_wavs/1221-135766-0001.wav \ | ||
| $repo/test_wavs/1221-135766-0002.wav | ||
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| for method in 1best nbest nbest-rescoring-LG nbest-rescoring-3-gram nbest-rescoring-4-gram; do | ||
| log "$method" | ||
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| ./zipformer_mmi/pretrained.py \ | ||
| --method $method \ | ||
| --checkpoint $repo/exp/pretrained.pt \ | ||
| --lang-dir $repo/data/lang_bpe_500 \ | ||
| --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 | ||
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| 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"run-decode" ]]; then | ||
| mkdir -p zipformer_mmi/exp | ||
| ln -s $PWD/$repo/exp/pretrained.pt zipformer_mmi/exp/epoch-999.pt | ||
| ln -s $PWD/$repo/data/lang_bpe_500 data/ | ||
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| ls -lh data | ||
| ls -lh zipformer_mmi/exp | ||
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| log "Decoding test-clean and test-other" | ||
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| # use a small value for decoding with CPU | ||
| max_duration=100 | ||
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| for method in 1best nbest nbest-rescoring-LG nbest-rescoring-3-gram nbest-rescoring-4-gram; do | ||
| log "Decoding with $method" | ||
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| ./zipformer_mmi/decode.py \ | ||
| --decoding-method $method \ | ||
| --epoch 999 \ | ||
| --avg 1 \ | ||
| --use-averaged-model 0 \ | ||
| --nbest-scale 1.2 \ | ||
| --hp-scale 1.0 \ | ||
| --max-duration $max_duration \ | ||
| --lang-dir $repo/data/lang_bpe_500 \ | ||
| --exp-dir zipformer_mmi/exp | ||
| done | ||
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| rm zipformer_mmi/exp/*.pt | ||
| fi |
167 changes: 167 additions & 0 deletions
167
.github/workflows/run-librispeech-2022-12-08-zipformer-mmi.yml
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| # Copyright 2022 Zengwei Yao | ||
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| # See ../../LICENSE for clarification regarding multiple authors | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
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| name: run-librispeech-2022-12-08-zipformer-mmi | ||
| # zipformer | ||
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| on: | ||
| push: | ||
| branches: | ||
| - master | ||
| pull_request: | ||
| types: [labeled] | ||
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| schedule: | ||
| # minute (0-59) | ||
| # hour (0-23) | ||
| # day of the month (1-31) | ||
| # month (1-12) | ||
| # day of the week (0-6) | ||
| # nightly build at 15:50 UTC time every day | ||
| - cron: "50 15 * * *" | ||
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| concurrency: | ||
| group: run_librispeech_2022_12_08_zipformer-${{ github.ref }} | ||
| cancel-in-progress: true | ||
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| jobs: | ||
| run_librispeech_2022_12_08_zipformer: | ||
| if: github.event.label.name == 'ready' || github.event.label.name == 'run-decode' || github.event_name == 'push' || github.event_name == 'schedule' | ||
| runs-on: ${{ matrix.os }} | ||
| strategy: | ||
| matrix: | ||
| os: [ubuntu-latest] | ||
| python-version: [3.8] | ||
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| fail-fast: false | ||
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| steps: | ||
| - uses: actions/checkout@v2 | ||
| with: | ||
| fetch-depth: 0 | ||
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| - name: Setup Python ${{ matrix.python-version }} | ||
| uses: actions/setup-python@v2 | ||
| with: | ||
| python-version: ${{ matrix.python-version }} | ||
| cache: 'pip' | ||
| cache-dependency-path: '**/requirements-ci.txt' | ||
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| - name: Install Python dependencies | ||
| run: | | ||
| grep -v '^#' ./requirements-ci.txt | xargs -n 1 -L 1 pip install | ||
| pip uninstall -y protobuf | ||
| pip install --no-binary protobuf protobuf | ||
| - name: Cache kaldifeat | ||
| id: my-cache | ||
| uses: actions/cache@v2 | ||
| with: | ||
| path: | | ||
| ~/tmp/kaldifeat | ||
| key: cache-tmp-${{ matrix.python-version }}-2022-09-25 | ||
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| - 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 | ||
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| - 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 | ||
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| - 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:$PYTHONPATH | ||
| .github/scripts/run-librispeech-zipformer-mmi-2022-12-08.sh | ||
| - name: Display decoding results for librispeech zipformer-mmi | ||
| if: github.event_name == 'schedule' || github.event.label.name == 'run-decode' | ||
| shell: bash | ||
| run: | | ||
| cd egs/librispeech/ASR/ | ||
| tree ./zipformer-mmi/exp | ||
| cd zipformer-mmi | ||
| echo "results for zipformer-mmi" | ||
| echo "===1best===" | ||
| find exp/1best -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 | ||
| find exp/1best -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 | ||
| echo "===nbest===" | ||
| find exp/nbest -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 | ||
| find exp/nbest -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 | ||
| echo "===nbest-rescoring-LG===" | ||
| find exp/nbest-rescoring-LG -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 | ||
| find exp/nbest-rescoring-LG -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 | ||
| echo "===nbest-rescoring-3-gram===" | ||
| find exp/nbest-rescoring-3-gram -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 | ||
| find exp/nbest-rescoring-3-gram -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 | ||
| echo "===nbest-rescoring-4-gram===" | ||
| find exp/nbest-rescoring-4-gram -name "log-*" -exec grep -n --color "best for test-clean" {} + | sort -n -k2 | ||
| find exp/nbest-rescoring-4-gram -name "log-*" -exec grep -n --color "best for test-other" {} + | sort -n -k2 | ||
| - name: Upload decoding results for librispeech zipformer-mmi | ||
| uses: actions/upload-artifact@v2 | ||
| if: github.event_name == 'schedule' || github.event.label.name == 'run-decode' | ||
| with: | ||
| name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-ubuntu-18.04-cpu-zipformer_mmi-2022-12-08 | ||
| path: egs/librispeech/ASR/zipformer_mmi/exp/ |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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|
@@ -7,3 +7,4 @@ LibriSpeech | |
| tdnn_lstm_ctc | ||
| conformer_ctc | ||
| lstm_pruned_stateless_transducer | ||
| zipformer_mmi | ||
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