| 2022-02-15 02:15:13,142 - speechbrain.core - INFO - Beginning experiment! | |
| 2022-02-15 02:15:13,142 - speechbrain.core - INFO - Experiment folder: results/BPE51/112011 | |
| 2022-02-15 02:15:14,668 - speechbrain.utils.superpowers - DEBUG - absl-py==1.0.0 | |
| aiohttp==3.8.1 | |
| aiosignal==1.2.0 | |
| alabaster==0.7.12 | |
| albumentations==0.1.12 | |
| altair==4.2.0 | |
| appdirs==1.4.4 | |
| argon2-cffi==21.3.0 | |
| argon2-cffi-bindings==21.2.0 | |
| arviz==0.11.4 | |
| astor==0.8.1 | |
| astropy==4.3.1 | |
| astunparse==1.6.3 | |
| async-timeout==4.0.2 | |
| asynctest==0.13.0 | |
| atari-py==0.2.9 | |
| atomicwrites==1.4.0 | |
| attrs==21.4.0 | |
| audioread==2.1.9 | |
| autograd==1.3 | |
| Babel==2.9.1 | |
| backcall==0.2.0 | |
| beautifulsoup4==4.6.3 | |
| black==19.10b0 | |
| bleach==4.1.0 | |
| blis==0.4.1 | |
| bokeh==2.3.3 | |
| Bottleneck==1.3.2 | |
| branca==0.4.2 | |
| bs4==0.0.1 | |
| CacheControl==0.12.10 | |
| cached-property==1.5.2 | |
| cachetools==4.2.4 | |
| catalogue==1.0.0 | |
| certifi==2021.10.8 | |
| cffi==1.15.0 | |
| cfgv==3.3.1 | |
| cftime==1.5.2 | |
| chardet==3.0.4 | |
| charset-normalizer==2.0.11 | |
| click==7.1.2 | |
| cloudpickle==1.3.0 | |
| cmake==3.12.0 | |
| cmdstanpy==0.9.5 | |
| colorcet==3.0.0 | |
| colorlover==0.3.0 | |
| community==1.0.0b1 | |
| contextlib2==0.5.5 | |
| convertdate==2.4.0 | |
| coverage==3.7.1 | |
| coveralls==0.5 | |
| crcmod==1.7 | |
| cufflinks==0.17.3 | |
| cupy-cuda111==9.4.0 | |
| cvxopt==1.2.7 | |
| cvxpy==1.0.31 | |
| cycler==0.11.0 | |
| cymem==2.0.6 | |
| Cython==0.29.27 | |
| daft==0.0.4 | |
| dask==2.12.0 | |
| datascience==0.10.6 | |
| datasets==1.18.3 | |
| debugpy==1.0.0 | |
| decorator==4.4.2 | |
| defusedxml==0.7.1 | |
| descartes==1.1.0 | |
| dill==0.3.4 | |
| distlib==0.3.4 | |
| distributed==1.25.3 | |
| dlib @ file:///dlib-19.18.0-cp37-cp37m-linux_x86_64.whl | |
| dm-tree==0.1.6 | |
| docopt==0.6.2 | |
| docutils==0.17.1 | |
| dopamine-rl==1.0.5 | |
| earthengine-api==0.1.297 | |
| easydict==1.9 | |
| ecos==2.0.10 | |
| editdistance==0.5.3 | |
| en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz | |
| entrypoints==0.3 | |
| ephem==4.1.3 | |
| et-xmlfile==1.1.0 | |
| fa2==0.3.5 | |
| fastai==1.0.61 | |
| fastdtw==0.3.4 | |
| fastprogress==1.0.0 | |
| fastrlock==0.8 | |
| fbprophet==0.7.1 | |
| feather-format==0.4.1 | |
| filelock==3.4.2 | |
| firebase-admin==4.4.0 | |
| fix-yahoo-finance==0.0.22 | |
| flake8==3.7.9 | |
| Flask==1.1.4 | |
| flatbuffers==2.0 | |
| folium==0.8.3 | |
| frozenlist==1.3.0 | |
| fsspec==2022.1.0 | |
| future==0.16.0 | |
| gast==0.4.0 | |
| GDAL==2.2.2 | |
| gdown==4.2.1 | |
| gensim==3.6.0 | |
| geographiclib==1.52 | |
| geopy==1.17.0 | |
| gin-config==0.5.0 | |
| glob2==0.7 | |
| google==2.0.3 | |
| google-api-core==1.26.3 | |
| google-api-python-client==1.12.10 | |
| google-auth==1.35.0 | |
| google-auth-httplib2==0.0.4 | |
| google-auth-oauthlib==0.4.6 | |
| google-cloud-bigquery==1.21.0 | |
| google-cloud-bigquery-storage==1.1.0 | |
| google-cloud-core==1.0.3 | |
| google-cloud-datastore==1.8.0 | |
| google-cloud-firestore==1.7.0 | |
| google-cloud-language==1.2.0 | |
| google-cloud-storage==1.18.1 | |
| google-cloud-translate==1.5.0 | |
| google-colab @ file:///colabtools/dist/google-colab-1.0.0.tar.gz | |
| google-pasta==0.2.0 | |
| google-resumable-media==0.4.1 | |
| googleapis-common-protos==1.54.0 | |
| googledrivedownloader==0.4 | |
| graphviz==0.10.1 | |
| greenlet==1.1.2 | |
| grpcio==1.43.0 | |
| gspread==3.4.2 | |
| gspread-dataframe==3.0.8 | |
| gym==0.17.3 | |
| h5py==3.1.0 | |
| HeapDict==1.0.1 | |
| hijri-converter==2.2.2 | |
| holidays==0.10.5.2 | |
| holoviews==1.14.7 | |
| html5lib==1.0.1 | |
| httpimport==0.5.18 | |
| httplib2==0.17.4 | |
| httplib2shim==0.0.3 | |
| huggingface-hub==0.4.0 | |
| humanize==0.5.1 | |
| hyperopt==0.1.2 | |
| HyperPyYAML==1.0.0 | |
| ideep4py==2.0.0.post3 | |
| identify==2.4.10 | |
| idna==2.10 | |
| imageio==2.4.1 | |
| imagesize==1.3.0 | |
| imbalanced-learn==0.8.1 | |
| imblearn==0.0 | |
| imgaug==0.2.9 | |
| importlib-metadata==4.10.1 | |
| importlib-resources==5.4.0 | |
| imutils==0.5.4 | |
| inflect==2.1.0 | |
| iniconfig==1.1.1 | |
| intel-openmp==2022.0.2 | |
| intervaltree==2.1.0 | |
| ipykernel==4.10.1 | |
| ipython==5.5.0 | |
| ipython-genutils==0.2.0 | |
| ipython-sql==0.3.9 | |
| ipywidgets==7.6.5 | |
| itsdangerous==1.1.0 | |
| jax==0.2.25 | |
| jaxlib @ https://storage.googleapis.com/jax-releases/cuda111/jaxlib-0.1.71+cuda111-cp37-none-manylinux2010_x86_64.whl | |
| jedi==0.18.1 | |
| jieba==0.42.1 | |
| Jinja2==2.11.3 | |
| joblib==1.1.0 | |
| jpeg4py==0.1.4 | |
| jsonschema==4.3.3 | |
| jupyter==1.0.0 | |
| jupyter-client==5.3.5 | |
| jupyter-console==5.2.0 | |
| jupyter-core==4.9.1 | |
| jupyterlab-pygments==0.1.2 | |
| jupyterlab-widgets==1.0.2 | |
| kaggle==1.5.12 | |
| kapre==0.3.7 | |
| keras==2.7.0 | |
| Keras-Preprocessing==1.1.2 | |
| keras-vis==0.4.1 | |
| kiwisolver==1.3.2 | |
| korean-lunar-calendar==0.2.1 | |
| libclang==13.0.0 | |
| librosa==0.9.0 | |
| lightgbm==2.2.3 | |
| llvmlite==0.34.0 | |
| lmdb==0.99 | |
| LunarCalendar==0.0.9 | |
| lxml==4.2.6 | |
| Markdown==3.3.6 | |
| MarkupSafe==2.0.1 | |
| matplotlib==3.2.2 | |
| matplotlib-inline==0.1.3 | |
| matplotlib-venn==0.11.6 | |
| mccabe==0.6.1 | |
| missingno==0.5.0 | |
| mistune==0.8.4 | |
| mizani==0.6.0 | |
| mkl==2019.0 | |
| mlxtend==0.14.0 | |
| more-itertools==8.12.0 | |
| moviepy==0.2.3.5 | |
| mpmath==1.2.1 | |
| msgpack==1.0.3 | |
| multidict==6.0.2 | |
| multiprocess==0.70.12.2 | |
| multitasking==0.0.10 | |
| murmurhash==1.0.6 | |
| music21==5.5.0 | |
| natsort==5.5.0 | |
| nbclient==0.5.10 | |
| nbconvert==5.6.1 | |
| nbformat==5.1.3 | |
| nest-asyncio==1.5.4 | |
| netCDF4==1.5.8 | |
| networkx==2.6.3 | |
| nibabel==3.0.2 | |
| nltk==3.2.5 | |
| nodeenv==1.6.0 | |
| notebook==5.3.1 | |
| numba==0.51.2 | |
| numexpr==2.8.1 | |
| numpy==1.19.5 | |
| nvidia-ml-py3==7.352.0 | |
| oauth2client==4.1.3 | |
| oauthlib==3.2.0 | |
| okgrade==0.4.3 | |
| opencv-contrib-python==4.1.2.30 | |
| opencv-python==4.1.2.30 | |
| openpyxl==3.0.9 | |
| opt-einsum==3.3.0 | |
| osqp==0.6.2.post0 | |
| packaging==21.3 | |
| palettable==3.3.0 | |
| pandas==1.3.5 | |
| pandas-datareader==0.9.0 | |
| pandas-gbq==0.13.3 | |
| pandas-profiling==1.4.1 | |
| pandocfilters==1.5.0 | |
| panel==0.12.1 | |
| param==1.12.0 | |
| parso==0.8.3 | |
| pathlib==1.0.1 | |
| pathspec==0.9.0 | |
| patsy==0.5.2 | |
| pep517==0.12.0 | |
| pexpect==4.8.0 | |
| pickleshare==0.7.5 | |
| Pillow==7.1.2 | |
| pip-tools==6.2.0 | |
| plac==1.1.3 | |
| platformdirs==2.5.0 | |
| plotly==5.5.0 | |
| plotnine==0.6.0 | |
| pluggy==0.13.1 | |
| pooch==1.6.0 | |
| portpicker==1.3.9 | |
| pre-commit==2.17.0 | |
| prefetch-generator==1.0.1 | |
| preshed==3.0.6 | |
| prettytable==3.0.0 | |
| progressbar2==3.38.0 | |
| prometheus-client==0.13.1 | |
| promise==2.3 | |
| prompt-toolkit==1.0.18 | |
| protobuf==3.17.3 | |
| psutil==5.4.8 | |
| psycopg2==2.7.6.1 | |
| ptyprocess==0.7.0 | |
| py==1.11.0 | |
| pyarrow==6.0.1 | |
| pyasn1==0.4.8 | |
| pyasn1-modules==0.2.8 | |
| pycocotools==2.0.4 | |
| pycodestyle==2.5.0 | |
| pycparser==2.21 | |
| pyct==0.4.8 | |
| pydata-google-auth==1.3.0 | |
| pydot==1.3.0 | |
| pydot-ng==2.0.0 | |
| pydotplus==2.0.2 | |
| PyDrive==1.3.1 | |
| pyemd==0.5.1 | |
| pyerfa==2.0.0.1 | |
| pyflakes==2.1.1 | |
| pyglet==1.5.0 | |
| Pygments==2.6.1 | |
| pygobject==3.26.1 | |
| pymc3==3.11.4 | |
| PyMeeus==0.5.11 | |
| pymongo==4.0.1 | |
| pymystem3==0.2.0 | |
| PyOpenGL==3.1.5 | |
| pyparsing==3.0.7 | |
| pyrsistent==0.18.1 | |
| pysndfile==1.3.8 | |
| PySocks==1.7.1 | |
| pystan==2.19.1.1 | |
| pytest==5.4.1 | |
| python-apt==0.0.0 | |
| python-chess==0.23.11 | |
| python-dateutil==2.8.2 | |
| python-louvain==0.16 | |
| python-slugify==5.0.2 | |
| python-utils==3.1.0 | |
| pytz==2018.9 | |
| pyviz-comms==2.1.0 | |
| PyWavelets==1.2.0 | |
| PyYAML==6.0 | |
| pyzmq==22.3.0 | |
| qdldl==0.1.5.post0 | |
| qtconsole==5.2.2 | |
| QtPy==2.0.1 | |
| regex==2019.12.20 | |
| requests==2.23.0 | |
| requests-oauthlib==1.3.1 | |
| resampy==0.2.2 | |
| rpy2==3.4.5 | |
| rsa==4.8 | |
| ruamel.yaml==0.17.21 | |
| ruamel.yaml.clib==0.2.6 | |
| sacremoses==0.0.47 | |
| scikit-image==0.18.3 | |
| scikit-learn==1.0.2 | |
| scipy==1.4.1 | |
| screen-resolution-extra==0.0.0 | |
| scs==3.1.0 | |
| seaborn==0.11.2 | |
| semver==2.13.0 | |
| Send2Trash==1.8.0 | |
| sentencepiece==0.1.96 | |
| setuptools-git==1.2 | |
| Shapely==1.8.0 | |
| simplegeneric==0.8.1 | |
| six==1.15.0 | |
| sklearn==0.0 | |
| sklearn-pandas==1.8.0 | |
| smart-open==5.2.1 | |
| snowballstemmer==2.2.0 | |
| sortedcontainers==2.4.0 | |
| SoundFile==0.10.3.post1 | |
| spacy==2.2.4 | |
| speechbrain==0.5.11 | |
| Sphinx==1.8.6 | |
| sphinxcontrib-serializinghtml==1.1.5 | |
| sphinxcontrib-websupport==1.2.4 | |
| SQLAlchemy==1.4.31 | |
| sqlparse==0.4.2 | |
| srsly==1.0.5 | |
| statsmodels==0.10.2 | |
| sympy==1.7.1 | |
| tables==3.7.0 | |
| tabulate==0.8.9 | |
| tblib==1.7.0 | |
| tenacity==8.0.1 | |
| tensorboard==2.7.0 | |
| tensorboard-data-server==0.6.1 | |
| tensorboard-plugin-wit==1.8.1 | |
| tensorflow @ file:///tensorflow-2.7.0-cp37-cp37m-linux_x86_64.whl | |
| tensorflow-datasets==4.0.1 | |
| tensorflow-estimator==2.7.0 | |
| tensorflow-gcs-config==2.7.0 | |
| tensorflow-hub==0.12.0 | |
| tensorflow-io-gcs-filesystem==0.24.0 | |
| tensorflow-metadata==1.6.0 | |
| tensorflow-probability==0.15.0 | |
| termcolor==1.1.0 | |
| terminado==0.13.1 | |
| testpath==0.5.0 | |
| text-unidecode==1.3 | |
| textblob==0.15.3 | |
| Theano-PyMC==1.1.2 | |
| thinc==7.4.0 | |
| threadpoolctl==3.1.0 | |
| tifffile==2021.11.2 | |
| tokenizers==0.11.4 | |
| toml==0.10.2 | |
| tomli==2.0.0 | |
| toolz==0.11.2 | |
| torch @ https://download.pytorch.org/whl/cu111/torch-1.10.0%2Bcu111-cp37-cp37m-linux_x86_64.whl | |
| torchaudio @ https://download.pytorch.org/whl/cu111/torchaudio-0.10.0%2Bcu111-cp37-cp37m-linux_x86_64.whl | |
| torchsummary==1.5.1 | |
| torchtext==0.11.0 | |
| torchvision @ https://download.pytorch.org/whl/cu111/torchvision-0.11.1%2Bcu111-cp37-cp37m-linux_x86_64.whl | |
| tornado==5.1.1 | |
| tqdm==4.62.3 | |
| traitlets==5.1.1 | |
| transformers==4.16.2 | |
| tweepy==3.10.0 | |
| typed-ast==1.5.2 | |
| typeguard==2.7.1 | |
| typing-extensions==3.10.0.2 | |
| tzlocal==1.5.1 | |
| uritemplate==3.0.1 | |
| urllib3==1.24.3 | |
| vega-datasets==0.9.0 | |
| virtualenv==20.13.1 | |
| wasabi==0.9.0 | |
| wcwidth==0.2.5 | |
| webencodings==0.5.1 | |
| Werkzeug==1.0.1 | |
| widgetsnbextension==3.5.2 | |
| wordcloud==1.5.0 | |
| wrapt==1.13.3 | |
| xarray==0.18.2 | |
| xgboost==0.90 | |
| xkit==0.0.0 | |
| xlrd==1.1.0 | |
| xlwt==1.3.0 | |
| xxhash==2.0.2 | |
| yamllint==1.23.0 | |
| yarl==1.7.2 | |
| yellowbrick==1.3.post1 | |
| zict==2.0.0 | |
| zipp==3.7.0 | |
| 2022-02-15 02:15:14,791 - speechbrain.utils.superpowers - DEBUG - 9d56d508 | |
| 2022-02-15 02:15:14,794 - prepare - INFO - Preparing results/BPE51/112011/train.csv... | |
| 2022-02-15 02:15:51,789 - prepare - INFO - Preparing results/BPE51/112011/valid.csv... | |
| 2022-02-15 02:15:54,371 - prepare - INFO - Preparing results/BPE51/112011/test.csv... | |
| 2022-02-15 02:15:57,696 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/BPE51/112011/save/FSC_tokenizer. | |
| 2022-02-15 02:15:57,696 - speechbrain.pretrained.fetching - INFO - Fetch 51_unigram.model?dl=1: Downloading from normal URL https://www.dropbox.com/s/hvf2huofnq0sjbn/51_unigram.model?dl=1. | |
| 2022-02-15 02:15:58,662 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer | |
| 2022-02-15 02:15:58,689 - speechbrain.core - INFO - 9.3M trainable parameters in SLU | |
| 2022-02-15 02:15:58,690 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. | |
| 2022-02-15 02:15:58,690 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 | |
| 2022-02-15 02:55:37,944 - speechbrain.utils.train_logger - INFO - epoch: 1, lr: 3.00e-04 - train loss: 7.70e-01 - valid loss: 7.10e-01, valid CER: 3.82e-01, valid WER: 1.01 | |
| 2022-02-15 02:55:38,203 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/BPE51/112011/save/CKPT+2022-02-15+02-55-37+00 | |
| 2022-02-15 02:55:38,208 - speechbrain.utils.epoch_loop - INFO - Going into epoch 2 | |
| 2022-02-15 03:34:48,102 - speechbrain.utils.train_logger - INFO - epoch: 2, lr: 3.00e-04 - train loss: 7.10e-01 - valid loss: 7.08e-01, valid CER: 3.45e-01, valid WER: 8.11e-01 | |
| 2022-02-15 03:34:48,368 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/BPE51/112011/save/CKPT+2022-02-15+03-34-48+00 | |
| 2022-02-15 03:34:48,400 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/BPE51/112011/save/CKPT+2022-02-15+02-55-37+00 | |
| 2022-02-15 03:34:48,401 - speechbrain.utils.epoch_loop - INFO - Going into epoch 3 | |
| 2022-02-15 04:14:03,140 - speechbrain.utils.train_logger - INFO - epoch: 3, lr: 3.00e-04 - train loss: 7.08e-01 - valid loss: 7.07e-01, valid CER: 2.30e-01, valid WER: 5.79e-01 | |
| 2022-02-15 04:14:03,373 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/BPE51/112011/save/CKPT+2022-02-15+04-14-03+00 | |
| 2022-02-15 04:14:03,429 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/BPE51/112011/save/CKPT+2022-02-15+03-34-48+00 | |
| 2022-02-15 04:14:03,430 - speechbrain.utils.epoch_loop - INFO - Going into epoch 4 | |
| 2022-02-15 04:53:03,184 - speechbrain.nnet.schedulers - INFO - Changing lr from 0.0003 to 0.00024 | |
| 2022-02-15 04:53:03,184 - speechbrain.utils.train_logger - INFO - epoch: 4, lr: 3.00e-04 - train loss: 7.08e-01 - valid loss: 7.07e-01, valid CER: 3.17e-01, valid WER: 7.26e-01 | |
| 2022-02-15 04:53:03,440 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/BPE51/112011/save/CKPT+2022-02-15+04-53-03+00 | |
| 2022-02-15 04:53:03,473 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/BPE51/112011/save/CKPT+2022-02-15+04-53-03+00 | |
| 2022-02-15 04:53:03,520 - root - DEBUG - SaveableDataLoader was requested to load a checkpoint, but the DataLoader has already been iterated. The DataLoader file will be ignored. This is normal in evaluation, when a checkpoint is loaded just to retrieve the best model. | |
| 2022-02-15 04:56:32,698 - speechbrain.utils.train_logger - INFO - Epoch loaded: 4 - test loss: 7.05e-01, test CER: 2.37e-02, test WER: 6.91e-02 | |