diff --git "a/ASR-model/asr_transformer_seg_char_ctc0.3/log.txt" "b/ASR-model/asr_transformer_seg_char_ctc0.3/log.txt"
new file mode 100644--- /dev/null
+++ "b/ASR-model/asr_transformer_seg_char_ctc0.3/log.txt"
@@ -0,0 +1,3906 @@
+2021-10-04 19:39:24,153 - speechbrain.core - INFO - Beginning experiment!
+2021-10-04 19:39:24,154 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-04 19:39:24,817 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-04 19:39:24,824 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-04 19:39:24,860 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/tokenizer.
+2021-10-04 19:39:24,860 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Linking to local file in /mnt/md0/user_wayne/speechbrain/recipes/MATBN/results/tokenizer_seg_bpe5k_char/5000_char.model.
+2021-10-04 19:39:24,861 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2021-10-04 19:39:25,097 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-04 19:39:26,695 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-04 19:39:26,696 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet.
+2021-10-04 19:39:26,696 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1
+2021-10-04 19:54:27,111 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+19-54-26+00
+2021-10-04 20:09:27,594 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-09-27+00
+2021-10-04 20:09:27,625 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+19-54-26+00
+2021-10-04 20:24:19,827 - speechbrain.utils.train_logger - INFO - epoch: 1, lr: 2.40e-05, steps: 1520, optimizer: Adam - train loss: 3.41e+02 - valid loss: 2.52e+02, valid ACC: 4.07e-01
+2021-10-04 20:24:20,228 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-24-19+00
+2021-10-04 20:24:20,236 - speechbrain.utils.epoch_loop - INFO - Going into epoch 2
+2021-10-04 20:39:20,678 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-39-20+00
+2021-10-04 20:39:20,720 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-09-27+00
+2021-10-04 20:54:21,157 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-54-20+00
+2021-10-04 20:54:21,199 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-39-20+00
+2021-10-04 21:08:49,670 - speechbrain.utils.train_logger - INFO - epoch: 2, lr: 4.81e-05, steps: 3040, optimizer: Adam - train loss: 2.36e+02 - valid loss: 2.26e+02, valid ACC: 4.36e-01
+2021-10-04 21:08:50,067 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-08-49+00
+2021-10-04 21:08:50,088 - speechbrain.utils.epoch_loop - INFO - Going into epoch 3
+2021-10-04 21:23:50,544 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-23-50+00
+2021-10-04 21:23:50,600 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-54-20+00
+2021-10-04 21:38:50,992 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-38-50+00
+2021-10-04 21:38:51,050 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-23-50+00
+2021-10-04 21:53:17,770 - speechbrain.utils.train_logger - INFO - epoch: 3, lr: 7.21e-05, steps: 4560, optimizer: Adam - train loss: 2.17e+02 - valid loss: 2.12e+02, valid ACC: 4.66e-01
+2021-10-04 21:53:18,158 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-53-17+00
+2021-10-04 21:53:18,196 - speechbrain.utils.epoch_loop - INFO - Going into epoch 4
+2021-10-04 22:08:18,628 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-08-18+00
+2021-10-04 22:08:18,702 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-38-50+00
+2021-10-04 22:23:19,124 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-23-18+00
+2021-10-04 22:23:19,203 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-08-18+00
+2021-10-04 22:37:46,787 - speechbrain.utils.train_logger - INFO - epoch: 4, lr: 9.61e-05, steps: 6080, optimizer: Adam - train loss: 2.05e+02 - valid loss: 2.02e+02, valid ACC: 4.86e-01
+2021-10-04 22:37:47,182 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-37-46+00
+2021-10-04 22:37:47,243 - speechbrain.utils.epoch_loop - INFO - Going into epoch 5
+2021-10-04 22:52:47,657 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-52-47+00
+2021-10-04 22:52:47,757 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-23-18+00
+2021-10-04 23:07:48,090 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-07-47+00
+2021-10-04 23:07:48,169 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-52-47+00
+2021-10-04 23:21:37,732 - speechbrain.utils.train_logger - INFO - epoch: 5, lr: 1.20e-04, steps: 7600, optimizer: Adam - train loss: 1.96e+02 - valid loss: 1.92e+02, valid ACC: 4.98e-01
+2021-10-04 23:21:38,066 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-21-37+00
+2021-10-04 23:21:38,134 - speechbrain.utils.epoch_loop - INFO - Going into epoch 6
+2021-10-04 23:36:38,475 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-36-38+00
+2021-10-04 23:36:38,572 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-07-47+00
+2021-10-04 23:51:38,941 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-51-38+00
+2021-10-04 23:51:39,042 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-36-38+00
+2021-10-05 00:05:12,130 - speechbrain.utils.train_logger - INFO - epoch: 6, lr: 1.44e-04, steps: 9120, optimizer: Adam - train loss: 1.70e+02 - valid loss: 1.51e+02, valid ACC: 5.30e-01
+2021-10-05 00:05:12,442 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-05-12+00
+2021-10-05 00:05:12,543 - speechbrain.utils.epoch_loop - INFO - Going into epoch 7
+2021-10-05 00:20:12,905 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-20-12+00
+2021-10-05 00:20:13,033 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-51-38+00
+2021-10-05 00:35:13,471 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-35-13+00
+2021-10-05 00:35:13,655 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-20-12+00
+2021-10-05 00:49:45,913 - speechbrain.utils.train_logger - INFO - epoch: 7, lr: 1.68e-04, steps: 10640, optimizer: Adam - train loss: 1.37e+02 - valid loss: 1.14e+02, valid ACC: 6.31e-01
+2021-10-05 00:49:46,296 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-49-45+00
+2021-10-05 00:49:46,459 - speechbrain.utils.epoch_loop - INFO - Going into epoch 8
+2021-10-05 01:04:46,911 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-04-46+00
+2021-10-05 01:04:47,122 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-35-13+00
+2021-10-05 01:19:47,514 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-19-47+00
+2021-10-05 01:19:47,725 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-04-46+00
+2021-10-05 01:34:58,597 - speechbrain.utils.train_logger - INFO - epoch: 8, lr: 1.92e-04, steps: 12160, optimizer: Adam - train loss: 1.10e+02 - valid loss: 88.56, valid ACC: 7.21e-01
+2021-10-05 01:34:58,953 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-34-58+00
+2021-10-05 01:34:59,160 - speechbrain.utils.epoch_loop - INFO - Going into epoch 9
+2021-10-05 01:49:59,542 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-49-59+00
+2021-10-05 01:49:59,770 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-19-47+00
+2021-10-05 02:05:00,162 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-04-59+00
+2021-10-05 02:05:00,428 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-49-59+00
+2021-10-05 02:20:09,040 - speechbrain.utils.train_logger - INFO - epoch: 9, lr: 2.16e-04, steps: 13680, optimizer: Adam - train loss: 86.93 - valid loss: 67.36, valid ACC: 8.03e-01
+2021-10-05 02:20:09,380 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-20-09+00
+2021-10-05 02:20:09,624 - speechbrain.utils.epoch_loop - INFO - Going into epoch 10
+2021-10-05 02:35:09,998 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-35-09+00
+2021-10-05 02:35:10,237 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-04-59+00
+2021-10-05 02:50:10,666 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-50-10+00
+2021-10-05 02:50:10,977 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-35-09+00
+2021-10-05 04:46:11,051 - speechbrain.utils.train_logger - INFO - epoch: 10, lr: 2.40e-04, steps: 15200, optimizer: Adam - train loss: 64.60 - valid loss: 51.05, valid ACC: 8.61e-01, valid CER: 22.14
+2021-10-05 04:46:11,362 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+04-46-11+00
+2021-10-05 04:46:11,597 - speechbrain.utils.epoch_loop - INFO - Going into epoch 11
+2021-10-05 05:01:11,958 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-01-11+00
+2021-10-05 05:01:12,234 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-50-10+00
+2021-10-05 05:16:12,599 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-16-12+00
+2021-10-05 05:16:12,880 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-01-11+00
+2021-10-05 05:29:48,268 - speechbrain.utils.train_logger - INFO - epoch: 11, lr: 2.64e-04, steps: 16720, optimizer: Adam - train loss: 51.94 - valid loss: 42.96, valid ACC: 8.86e-01
+2021-10-05 05:29:48,603 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-29-48+00
+2021-10-05 05:29:48,914 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+20-24-19+00
+2021-10-05 05:29:48,914 - speechbrain.utils.epoch_loop - INFO - Going into epoch 12
+2021-10-05 05:44:49,246 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-44-48+00
+2021-10-05 05:44:49,545 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-16-12+00
+2021-10-05 05:59:49,935 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-59-49+00
+2021-10-05 05:59:50,244 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-44-48+00
+2021-10-05 06:13:26,633 - speechbrain.utils.train_logger - INFO - epoch: 12, lr: 2.88e-04, steps: 18240, optimizer: Adam - train loss: 44.10 - valid loss: 37.56, valid ACC: 8.99e-01
+2021-10-05 06:13:26,968 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-13-26+00
+2021-10-05 06:13:27,300 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-08-49+00
+2021-10-05 06:13:27,300 - speechbrain.utils.epoch_loop - INFO - Going into epoch 13
+2021-10-05 06:28:27,629 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-28-27+00
+2021-10-05 06:28:27,955 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-59-49+00
+2021-10-05 06:43:28,342 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-43-27+00
+2021-10-05 06:43:28,675 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-28-27+00
+2021-10-05 06:57:03,683 - speechbrain.utils.train_logger - INFO - epoch: 13, lr: 3.12e-04, steps: 19760, optimizer: Adam - train loss: 38.66 - valid loss: 33.39, valid ACC: 9.09e-01
+2021-10-05 06:57:04,023 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-57-03+00
+2021-10-05 06:57:04,383 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+21-53-17+00
+2021-10-05 06:57:04,383 - speechbrain.utils.epoch_loop - INFO - Going into epoch 14
+2021-10-05 07:12:04,727 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-12-04+00
+2021-10-05 07:12:05,079 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-43-27+00
+2021-10-05 07:27:05,449 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-27-05+00
+2021-10-05 07:27:05,808 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-12-04+00
+2021-10-05 07:40:37,588 - speechbrain.utils.train_logger - INFO - epoch: 14, lr: 3.36e-04, steps: 21280, optimizer: Adam - train loss: 34.66 - valid loss: 31.04, valid ACC: 9.16e-01
+2021-10-05 07:40:37,922 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-40-37+00
+2021-10-05 07:40:38,306 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+22-37-46+00
+2021-10-05 07:40:38,306 - speechbrain.utils.epoch_loop - INFO - Going into epoch 15
+2021-10-05 07:55:38,667 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-55-38+00
+2021-10-05 07:55:39,040 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-27-05+00
+2021-10-05 08:10:39,384 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-10-39+00
+2021-10-05 08:10:39,763 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-55-38+00
+2021-10-05 08:24:17,744 - speechbrain.utils.train_logger - INFO - epoch: 15, lr: 3.60e-04, steps: 22800, optimizer: Adam - train loss: 31.69 - valid loss: 29.01, valid ACC: 9.19e-01
+2021-10-05 08:24:18,087 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-24-17+00
+2021-10-05 08:24:18,498 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-04+23-21-37+00
+2021-10-05 08:24:18,498 - speechbrain.utils.epoch_loop - INFO - Going into epoch 16
+2021-10-05 08:39:18,902 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-39-18+00
+2021-10-05 08:39:19,303 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-10-39+00
+2021-10-05 08:54:19,636 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-54-19+00
+2021-10-05 08:54:20,040 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-39-18+00
+2021-10-05 09:07:56,117 - speechbrain.utils.train_logger - INFO - epoch: 16, lr: 3.85e-04, steps: 24320, optimizer: Adam - train loss: 29.34 - valid loss: 27.39, valid ACC: 9.24e-01
+2021-10-05 09:07:56,434 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-07-56+00
+2021-10-05 09:07:56,872 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-05-12+00
+2021-10-05 09:07:56,872 - speechbrain.utils.epoch_loop - INFO - Going into epoch 17
+2021-10-05 09:22:57,210 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-22-56+00
+2021-10-05 09:22:57,635 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-54-19+00
+2021-10-05 09:37:57,995 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-37-57+00
+2021-10-05 09:37:58,426 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-22-56+00
+2021-10-05 09:51:32,162 - speechbrain.utils.train_logger - INFO - epoch: 17, lr: 3.89e-04, steps: 25840, optimizer: Adam - train loss: 27.37 - valid loss: 25.86, valid ACC: 9.28e-01
+2021-10-05 09:51:32,496 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-51-32+00
+2021-10-05 09:51:32,981 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+00-49-45+00
+2021-10-05 09:51:32,982 - speechbrain.utils.epoch_loop - INFO - Going into epoch 18
+2021-10-05 10:06:33,336 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-06-33+00
+2021-10-05 10:06:33,780 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-37-57+00
+2021-10-05 10:21:34,135 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-21-33+00
+2021-10-05 10:21:34,588 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-06-33+00
+2021-10-05 10:35:08,641 - speechbrain.utils.train_logger - INFO - epoch: 18, lr: 3.78e-04, steps: 27360, optimizer: Adam - train loss: 25.12 - valid loss: 24.43, valid ACC: 9.32e-01
+2021-10-05 10:35:08,953 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-35-08+00
+2021-10-05 10:35:09,433 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+01-34-58+00
+2021-10-05 10:35:09,433 - speechbrain.utils.epoch_loop - INFO - Going into epoch 19
+2021-10-05 10:50:09,774 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-50-09+00
+2021-10-05 10:50:10,246 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-21-33+00
+2021-10-05 11:05:10,597 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-05-10+00
+2021-10-05 11:05:11,078 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-50-09+00
+2021-10-05 11:18:42,502 - speechbrain.utils.train_logger - INFO - epoch: 19, lr: 3.68e-04, steps: 28880, optimizer: Adam - train loss: 23.16 - valid loss: 23.26, valid ACC: 9.35e-01
+2021-10-05 11:18:42,836 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-18-42+00
+2021-10-05 11:18:43,341 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+02-20-09+00
+2021-10-05 11:18:43,341 - speechbrain.utils.epoch_loop - INFO - Going into epoch 20
+2021-10-05 11:33:43,661 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-33-43+00
+2021-10-05 11:33:44,162 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-05-10+00
+2021-10-05 11:48:44,499 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-48-44+00
+2021-10-05 11:48:45,009 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-33-43+00
+2021-10-05 13:36:46,016 - speechbrain.utils.train_logger - INFO - epoch: 20, lr: 3.58e-04, steps: 30400, optimizer: Adam - train loss: 21.53 - valid loss: 22.58, valid ACC: 9.37e-01, valid CER: 10.20
+2021-10-05 13:36:46,356 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+13-36-46+00
+2021-10-05 13:36:46,897 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+04-46-11+00
+2021-10-05 19:58:51,023 - speechbrain.core - INFO - Beginning experiment!
+2021-10-05 19:58:51,024 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-05 19:58:51,654 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-05 19:58:51,659 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-05 19:58:51,727 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/tokenizer.
+2021-10-05 19:58:51,728 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/tokenizer/tokenizer.ckpt.
+2021-10-05 19:58:51,728 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2021-10-05 19:58:51,947 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-05 19:58:53,423 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-05 19:58:53,428 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-05+13-36-46+00
+2021-10-05 19:58:53,720 - speechbrain.utils.epoch_loop - INFO - Going into epoch 21
+2021-10-05 20:13:54,127 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-13-53+00
+2021-10-05 20:13:54,157 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-48-44+00
+2021-10-05 20:28:54,557 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-28-54+00
+2021-10-05 20:28:54,595 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-13-53+00
+2021-10-05 20:43:21,209 - speechbrain.utils.train_logger - INFO - epoch: 21, lr: 3.50e-04, steps: 31920, optimizer: Adam - train loss: 20.06 - valid loss: 21.66, valid ACC: 9.39e-01
+2021-10-05 20:43:21,547 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-43-21+00
+2021-10-05 20:43:21,603 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+05-29-48+00
+2021-10-05 20:43:21,603 - speechbrain.utils.epoch_loop - INFO - Going into epoch 22
+2021-10-05 20:58:21,960 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-58-21+00
+2021-10-05 20:58:22,015 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-28-54+00
+2021-10-05 21:13:22,382 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-13-22+00
+2021-10-05 21:13:22,444 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-58-21+00
+2021-10-05 21:27:37,462 - speechbrain.utils.train_logger - INFO - epoch: 22, lr: 3.42e-04, steps: 33440, optimizer: Adam - train loss: 18.83 - valid loss: 21.18, valid ACC: 9.41e-01
+2021-10-05 21:27:37,799 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-27-37+00
+2021-10-05 21:27:37,883 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-13-26+00
+2021-10-05 21:27:37,883 - speechbrain.utils.epoch_loop - INFO - Going into epoch 23
+2021-10-05 21:42:38,225 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-42-37+00
+2021-10-05 21:42:38,304 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-13-22+00
+2021-10-05 21:57:38,693 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-57-38+00
+2021-10-05 21:57:38,781 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-42-37+00
+2021-10-05 22:11:03,836 - speechbrain.utils.train_logger - INFO - epoch: 23, lr: 3.34e-04, steps: 34960, optimizer: Adam - train loss: 17.77 - valid loss: 20.92, valid ACC: 9.42e-01
+2021-10-05 22:11:04,170 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-11-03+00
+2021-10-05 22:11:04,278 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+06-57-03+00
+2021-10-05 22:11:04,279 - speechbrain.utils.epoch_loop - INFO - Going into epoch 24
+2021-10-05 22:26:04,652 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-26-04+00
+2021-10-05 22:26:04,756 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-57-38+00
+2021-10-05 22:41:05,099 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-41-04+00
+2021-10-05 22:41:05,211 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-26-04+00
+2021-10-05 22:54:32,262 - speechbrain.utils.train_logger - INFO - epoch: 24, lr: 3.27e-04, steps: 36480, optimizer: Adam - train loss: 16.80 - valid loss: 20.30, valid ACC: 9.43e-01
+2021-10-05 22:54:32,579 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-54-32+00
+2021-10-05 22:54:32,712 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+07-40-37+00
+2021-10-05 22:54:32,712 - speechbrain.utils.epoch_loop - INFO - Going into epoch 25
+2021-10-05 23:09:33,058 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-09-32+00
+2021-10-05 23:09:33,184 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-41-04+00
+2021-10-05 23:24:33,556 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-24-33+00
+2021-10-05 23:24:33,694 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-09-32+00
+2021-10-05 23:38:02,217 - speechbrain.utils.train_logger - INFO - epoch: 25, lr: 3.21e-04, steps: 38000, optimizer: Adam - train loss: 15.91 - valid loss: 19.68, valid ACC: 9.44e-01
+2021-10-05 23:38:02,536 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-38-02+00
+2021-10-05 23:38:02,693 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+08-24-17+00
+2021-10-05 23:38:02,693 - speechbrain.utils.epoch_loop - INFO - Going into epoch 26
+2021-10-05 23:53:03,099 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-53-02+00
+2021-10-05 23:53:03,283 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-24-33+00
+2021-10-06 00:08:03,686 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-08-03+00
+2021-10-06 00:08:03,877 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-53-02+00
+2021-10-06 00:22:01,767 - speechbrain.utils.train_logger - INFO - epoch: 26, lr: 3.14e-04, steps: 39520, optimizer: Adam - train loss: 15.12 - valid loss: 19.73, valid ACC: 9.45e-01
+2021-10-06 00:22:02,163 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-22-01+00
+2021-10-06 00:22:02,380 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-07-56+00
+2021-10-06 00:22:02,380 - speechbrain.utils.epoch_loop - INFO - Going into epoch 27
+2021-10-06 00:37:02,781 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-37-02+00
+2021-10-06 00:37:03,009 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-08-03+00
+2021-10-06 00:52:03,436 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-52-03+00
+2021-10-06 00:52:03,658 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-37-02+00
+2021-10-06 01:06:18,927 - speechbrain.utils.train_logger - INFO - epoch: 27, lr: 3.09e-04, steps: 41040, optimizer: Adam - train loss: 14.41 - valid loss: 19.30, valid ACC: 9.46e-01
+2021-10-06 01:06:19,324 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-06-18+00
+2021-10-06 01:06:19,567 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+09-51-32+00
+2021-10-06 01:06:19,568 - speechbrain.utils.epoch_loop - INFO - Going into epoch 28
+2021-10-06 01:21:19,987 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-21-19+00
+2021-10-06 01:21:20,229 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-52-03+00
+2021-10-06 01:36:20,661 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-36-20+00
+2021-10-06 01:36:20,918 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-21-19+00
+2021-10-06 01:50:35,589 - speechbrain.utils.train_logger - INFO - epoch: 28, lr: 3.03e-04, steps: 42560, optimizer: Adam - train loss: 13.79 - valid loss: 18.82, valid ACC: 9.47e-01
+2021-10-06 01:50:35,991 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-50-35+00
+2021-10-06 01:50:36,263 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+10-35-08+00
+2021-10-06 01:50:36,264 - speechbrain.utils.epoch_loop - INFO - Going into epoch 29
+2021-10-06 02:05:36,695 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-05-36+00
+2021-10-06 02:05:36,952 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-36-20+00
+2021-10-06 02:20:37,363 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-20-36+00
+2021-10-06 02:20:37,640 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-05-36+00
+2021-10-06 02:34:51,477 - speechbrain.utils.train_logger - INFO - epoch: 29, lr: 2.98e-04, steps: 44080, optimizer: Adam - train loss: 13.15 - valid loss: 19.04, valid ACC: 9.47e-01
+2021-10-06 02:34:51,875 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-34-51+00
+2021-10-06 02:34:52,172 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+11-18-42+00
+2021-10-06 02:34:52,173 - speechbrain.utils.epoch_loop - INFO - Going into epoch 30
+2021-10-06 02:49:52,600 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-49-52+00
+2021-10-06 02:49:52,903 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-20-36+00
+2021-10-06 03:04:53,282 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+03-04-52+00
+2021-10-06 03:04:53,544 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-49-52+00
+2021-10-06 04:53:41,054 - speechbrain.utils.train_logger - INFO - epoch: 30, lr: 2.93e-04, steps: 45600, optimizer: Adam - train loss: 12.66 - valid loss: 18.89, valid ACC: 9.47e-01, valid CER: 8.39
+2021-10-06 04:53:41,389 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+04-53-41+00
+2021-10-06 04:53:41,672 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+13-36-46+00
+2021-10-06 19:06:52,804 - speechbrain.core - INFO - Beginning experiment!
+2021-10-06 19:06:52,804 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-06 19:06:53,466 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-06 19:06:53,471 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-06 19:06:53,545 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/tokenizer.
+2021-10-06 19:06:53,545 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/tokenizer/tokenizer.ckpt.
+2021-10-06 19:06:53,546 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2021-10-06 19:06:53,781 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-06 19:06:55,217 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-06 19:06:55,222 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-06+04-53-41+00
+2021-10-06 19:06:55,517 - speechbrain.utils.epoch_loop - INFO - Going into epoch 31
+2021-10-06 19:21:55,996 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+19-21-55+00
+2021-10-06 19:21:56,036 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+03-04-52+00
+2021-10-06 19:36:56,449 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+19-36-56+00
+2021-10-06 19:36:56,500 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+19-21-55+00
+2021-10-06 19:51:17,332 - speechbrain.utils.train_logger - INFO - epoch: 31, lr: 2.88e-04, steps: 47120, optimizer: Adam - train loss: 12.13 - valid loss: 18.66, valid ACC: 9.48e-01
+2021-10-06 19:51:17,723 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+19-51-17+00
+2021-10-06 19:51:17,801 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+20-43-21+00
+2021-10-06 19:51:17,801 - speechbrain.utils.epoch_loop - INFO - Going into epoch 32
+2021-10-06 20:06:18,242 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-06-17+00
+2021-10-06 20:06:18,317 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+19-36-56+00
+2021-10-06 20:21:18,728 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-21-18+00
+2021-10-06 20:21:18,813 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-06-17+00
+2021-10-06 20:35:38,984 - speechbrain.utils.train_logger - INFO - epoch: 32, lr: 2.83e-04, steps: 48640, optimizer: Adam - train loss: 11.64 - valid loss: 18.51, valid ACC: 9.48e-01
+2021-10-06 20:35:39,384 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-35-38+00
+2021-10-06 20:35:39,496 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+21-27-37+00
+2021-10-06 20:35:39,497 - speechbrain.utils.epoch_loop - INFO - Going into epoch 33
+2021-10-06 20:50:39,940 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-50-39+00
+2021-10-06 20:50:40,048 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-21-18+00
+2021-10-06 21:05:40,471 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-05-40+00
+2021-10-06 21:05:40,589 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-50-39+00
+2021-10-06 21:20:01,677 - speechbrain.utils.train_logger - INFO - epoch: 33, lr: 2.79e-04, steps: 50160, optimizer: Adam - train loss: 11.21 - valid loss: 18.36, valid ACC: 9.48e-01
+2021-10-06 21:20:02,064 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-20-01+00
+2021-10-06 21:20:02,208 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-11-03+00
+2021-10-06 21:20:02,208 - speechbrain.utils.epoch_loop - INFO - Going into epoch 34
+2021-10-06 21:35:02,627 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-35-02+00
+2021-10-06 21:35:02,762 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-05-40+00
+2021-10-06 21:50:03,184 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-50-02+00
+2021-10-06 21:50:03,333 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-35-02+00
+2021-10-06 22:04:37,009 - speechbrain.utils.train_logger - INFO - epoch: 34, lr: 2.75e-04, steps: 51680, optimizer: Adam - train loss: 10.79 - valid loss: 18.65, valid ACC: 9.48e-01
+2021-10-06 22:04:37,590 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-04-37+00
+2021-10-06 22:04:37,761 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+22-54-32+00
+2021-10-06 22:04:37,762 - speechbrain.utils.epoch_loop - INFO - Going into epoch 35
+2021-10-06 22:19:38,164 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-19-37+00
+2021-10-06 22:19:38,334 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-50-02+00
+2021-10-06 22:34:38,766 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-34-38+00
+2021-10-06 22:34:38,939 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-19-37+00
+2021-10-06 22:49:39,360 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-49-38+00
+2021-10-06 22:49:39,539 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-34-38+00
+2021-10-06 22:51:58,162 - speechbrain.utils.train_logger - INFO - epoch: 35, lr: 2.71e-04, steps: 53200, optimizer: Adam - train loss: 10.43 - valid loss: 18.40, valid ACC: 9.49e-01
+2021-10-06 22:51:58,558 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-51-58+00
+2021-10-06 22:51:58,760 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-05+23-38-02+00
+2021-10-06 22:51:58,760 - speechbrain.utils.epoch_loop - INFO - Going into epoch 36
+2021-10-06 23:06:59,200 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-06-58+00
+2021-10-06 23:06:59,409 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-49-38+00
+2021-10-06 23:21:59,826 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-21-59+00
+2021-10-06 23:22:00,038 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-06-58+00
+2021-10-06 23:36:10,414 - speechbrain.utils.train_logger - INFO - epoch: 36, lr: 2.67e-04, steps: 54720, optimizer: Adam - train loss: 10.11 - valid loss: 18.29, valid ACC: 9.49e-01
+2021-10-06 23:36:10,809 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-36-10+00
+2021-10-06 23:36:11,040 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+00-22-01+00
+2021-10-06 23:36:11,040 - speechbrain.utils.epoch_loop - INFO - Going into epoch 37
+2021-10-06 23:51:11,458 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-51-11+00
+2021-10-06 23:51:11,698 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-21-59+00
+2021-10-07 00:06:12,102 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-06-11+00
+2021-10-07 00:06:12,337 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-51-11+00
+2021-10-07 00:20:21,037 - speechbrain.utils.train_logger - INFO - epoch: 37, lr: 2.64e-04, steps: 56240, optimizer: Adam - train loss: 9.78 - valid loss: 18.32, valid ACC: 9.50e-01
+2021-10-07 00:20:21,428 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-20-21+00
+2021-10-07 00:20:21,697 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-06-18+00
+2021-10-07 00:20:21,698 - speechbrain.utils.epoch_loop - INFO - Going into epoch 38
+2021-10-07 00:35:22,121 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-35-21+00
+2021-10-07 00:35:22,384 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-06-11+00
+2021-10-07 00:50:22,821 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-50-22+00
+2021-10-07 00:50:23,093 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-35-21+00
+2021-10-07 01:04:33,208 - speechbrain.utils.train_logger - INFO - epoch: 38, lr: 2.60e-04, steps: 57760, optimizer: Adam - train loss: 9.46 - valid loss: 18.12, valid ACC: 9.50e-01
+2021-10-07 01:04:33,603 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-04-33+00
+2021-10-07 01:04:33,902 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+01-50-35+00
+2021-10-07 01:04:33,903 - speechbrain.utils.epoch_loop - INFO - Going into epoch 39
+2021-10-07 01:19:34,342 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-19-33+00
+2021-10-07 01:19:34,616 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-50-22+00
+2021-10-07 01:34:35,019 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-34-34+00
+2021-10-07 01:34:35,305 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-19-33+00
+2021-10-07 01:48:43,312 - speechbrain.utils.train_logger - INFO - epoch: 39, lr: 2.57e-04, steps: 59280, optimizer: Adam - train loss: 9.17 - valid loss: 18.36, valid ACC: 9.49e-01
+2021-10-07 01:48:43,704 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-48-43+00
+2021-10-07 01:48:44,019 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+02-34-51+00
+2021-10-07 01:48:44,019 - speechbrain.utils.epoch_loop - INFO - Going into epoch 40
+2021-10-07 02:03:44,464 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+02-03-44+00
+2021-10-07 02:03:44,778 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-34-34+00
+2021-10-07 02:18:45,144 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+02-18-44+00
+2021-10-07 02:18:45,416 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+02-03-44+00
+2021-10-07 03:40:49,308 - speechbrain.core - ERROR - Exception:
+Traceback (most recent call last):
+  File "ASR/train.py", line 312, in <module>
+    asr_brain.fit(
+  File "/home/wayne/speechbrain/speechbrain/core.py", line 1067, in fit
+    loss = self.evaluate_batch(batch, stage=Stage.VALID)
+  File "ASR/train.py", line 108, in evaluate_batch
+    predictions = self.compute_forward(batch, stage=stage)
+  File "ASR/train.py", line 36, in compute_forward
+    hyps, _ = self.hparams.valid_search(enc_out.detach(), wavs_len)
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/speechbrain/speechbrain/decoders/seq2seq.py", line 678, in forward
+    ctc_log_probs, ctc_memory = ctc_scorer.forward_step(
+  File "/home/wayne/speechbrain/speechbrain/decoders/ctc.py", line 207, in forward_step
+    r_ = torch.stack([rnb_prev, phi[t - 1], rnb_prev, rb_prev]).view(
+KeyboardInterrupt
+2021-10-07 03:41:19,586 - speechbrain.core - INFO - Beginning experiment!
+2021-10-07 03:41:19,586 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-07 03:41:20,203 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-07 03:41:20,210 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-07 03:41:20,299 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/tokenizer.
+2021-10-07 03:41:20,300 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/tokenizer/tokenizer.ckpt.
+2021-10-07 03:41:20,300 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2021-10-07 03:41:20,533 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-07 03:41:21,956 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-07 03:41:21,961 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-07+02-18-44+00
+2021-10-07 03:41:22,250 - speechbrain.utils.epoch_loop - INFO - Going into epoch 40
+2021-10-07 05:30:48,368 - speechbrain.utils.train_logger - INFO - epoch: 40, lr: 2.53e-04, steps: 60800, optimizer: Adam - train loss: 8.88 - valid loss: 18.29, valid ACC: 9.49e-01, valid CER: 7.93
+2021-10-07 05:30:48,761 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+05-30-48+00
+2021-10-07 05:30:48,815 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+04-53-41+00
+2021-10-07 05:30:48,815 - speechbrain.utils.epoch_loop - INFO - Going into epoch 41
+2021-10-07 05:45:49,096 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+05-45-48+00
+2021-10-07 05:45:49,151 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+02-18-44+00
+2021-10-07 06:00:49,477 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-00-49+00
+2021-10-07 06:00:49,530 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+05-45-48+00
+2021-10-07 06:14:47,366 - speechbrain.utils.train_logger - INFO - epoch: 41, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 7.01 - valid loss: 17.34, valid ACC: 9.54e-01
+2021-10-07 06:14:47,635 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-14-47+00
+2021-10-07 06:14:47,693 - speechbrain.utils.epoch_loop - INFO - Going into epoch 42
+2021-10-07 06:29:47,979 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-29-47+00
+2021-10-07 06:29:48,061 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-00-49+00
+2021-10-07 06:44:48,363 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-44-48+00
+2021-10-07 06:44:48,432 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-29-47+00
+2021-10-07 06:58:35,394 - speechbrain.utils.train_logger - INFO - epoch: 42, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 6.32 - valid loss: 17.22, valid ACC: 9.54e-01
+2021-10-07 06:58:35,628 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-58-35+00
+2021-10-07 06:58:35,731 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+21-20-01+00
+2021-10-07 06:58:35,731 - speechbrain.utils.epoch_loop - INFO - Going into epoch 43
+2021-10-07 07:13:35,978 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-13-35+00
+2021-10-07 07:13:36,066 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-44-48+00
+2021-10-07 07:28:36,327 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-28-36+00
+2021-10-07 07:28:36,429 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-13-35+00
+2021-10-07 07:41:53,419 - speechbrain.utils.train_logger - INFO - epoch: 43, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.97 - valid loss: 17.15, valid ACC: 9.54e-01
+2021-10-07 07:41:53,656 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-41-53+00
+2021-10-07 07:41:53,789 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+19-51-17+00
+2021-10-07 07:41:53,812 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-04-37+00
+2021-10-07 07:41:53,812 - speechbrain.utils.epoch_loop - INFO - Going into epoch 44
+2021-10-07 07:56:54,052 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-56-53+00
+2021-10-07 07:56:54,159 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-28-36+00
+2021-10-07 08:11:54,429 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-11-54+00
+2021-10-07 08:11:54,554 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-56-53+00
+2021-10-07 08:25:12,415 - speechbrain.utils.train_logger - INFO - epoch: 44, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.76 - valid loss: 17.14, valid ACC: 9.55e-01
+2021-10-07 08:25:12,648 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-25-12+00
+2021-10-07 08:25:12,791 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+20-35-38+00
+2021-10-07 08:25:12,792 - speechbrain.utils.epoch_loop - INFO - Going into epoch 45
+2021-10-07 08:40:13,071 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-40-12+00
+2021-10-07 08:40:13,206 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-11-54+00
+2021-10-07 08:55:13,455 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-55-13+00
+2021-10-07 08:55:13,597 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-40-12+00
+2021-10-07 09:08:28,343 - speechbrain.utils.train_logger - INFO - epoch: 45, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.58 - valid loss: 17.19, valid ACC: 9.54e-01
+2021-10-07 09:08:28,559 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-08-28+00
+2021-10-07 09:08:28,730 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+23-36-10+00
+2021-10-07 09:08:28,730 - speechbrain.utils.epoch_loop - INFO - Going into epoch 46
+2021-10-07 09:23:28,965 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-23-28+00
+2021-10-07 09:23:29,122 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-55-13+00
+2021-10-07 09:38:29,351 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-38-29+00
+2021-10-07 09:38:29,520 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-23-28+00
+2021-10-07 09:51:45,164 - speechbrain.utils.train_logger - INFO - epoch: 46, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.45 - valid loss: 17.07, valid ACC: 9.55e-01
+2021-10-07 09:51:45,400 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-51-45+00
+2021-10-07 09:51:45,603 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-06+22-51-58+00
+2021-10-07 09:51:45,603 - speechbrain.utils.epoch_loop - INFO - Going into epoch 47
+2021-10-07 10:06:45,853 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-06-45+00
+2021-10-07 10:06:46,034 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-38-29+00
+2021-10-07 10:21:46,282 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-21-46+00
+2021-10-07 10:21:46,477 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-06-45+00
+2021-10-07 10:35:06,979 - speechbrain.utils.train_logger - INFO - epoch: 47, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.33 - valid loss: 17.07, valid ACC: 9.55e-01
+2021-10-07 10:35:07,243 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-35-06+00
+2021-10-07 10:35:07,473 - speechbrain.utils.epoch_loop - INFO - Going into epoch 48
+2021-10-07 10:50:07,771 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-50-07+00
+2021-10-07 10:50:08,047 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-21-46+00
+2021-10-07 11:05:08,339 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-05-08+00
+2021-10-07 11:05:08,607 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-50-07+00
+2021-10-07 11:19:13,219 - speechbrain.utils.train_logger - INFO - epoch: 48, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.22 - valid loss: 17.17, valid ACC: 9.55e-01
+2021-10-07 11:19:13,490 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-19-13+00
+2021-10-07 11:19:13,795 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-48-43+00
+2021-10-07 11:19:13,795 - speechbrain.utils.epoch_loop - INFO - Going into epoch 49
+2021-10-07 11:34:14,096 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-34-13+00
+2021-10-07 11:34:14,385 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-05-08+00
+2021-10-07 11:49:14,704 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-49-14+00
+2021-10-07 11:49:15,001 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-34-13+00
+2021-10-07 12:03:16,595 - speechbrain.utils.train_logger - INFO - epoch: 49, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.13 - valid loss: 17.24, valid ACC: 9.55e-01
+2021-10-07 12:03:16,866 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+12-03-16+00
+2021-10-07 12:03:17,198 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+01-04-33+00
+2021-10-07 12:03:17,227 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+05-30-48+00
+2021-10-07 12:03:17,228 - speechbrain.utils.epoch_loop - INFO - Going into epoch 50
+2021-10-07 12:18:17,532 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+12-18-17+00
+2021-10-07 12:18:17,835 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-49-14+00
+2021-10-07 12:33:18,150 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+12-33-17+00
+2021-10-07 12:33:18,455 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+12-18-17+00
+2021-10-07 14:22:24,373 - speechbrain.utils.train_logger - INFO - epoch: 50, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 5.04 - valid loss: 17.10, valid ACC: 9.55e-01, valid CER: 7.10
+2021-10-07 14:22:24,636 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+14-22-24+00
+2021-10-07 14:22:24,931 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+00-20-21+00
+2021-10-07 16:38:49,975 - speechbrain.core - INFO - Beginning experiment!
+2021-10-07 16:38:49,975 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-07 16:38:50,584 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-07 16:38:50,591 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-07 16:38:50,666 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/tokenizer.
+2021-10-07 16:38:50,667 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/tokenizer/tokenizer.ckpt.
+2021-10-07 16:38:50,668 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2021-10-07 16:38:50,912 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-07 16:38:52,343 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-07 16:38:52,349 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-07+14-22-24+00
+2021-10-07 16:38:52,552 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-07+14-22-24+00
+2021-10-07 16:38:52,752 - speechbrain.utils.epoch_loop - INFO - Going into epoch 51
+2021-10-07 16:53:53,030 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+16-53-52+00
+2021-10-07 16:53:53,063 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+12-33-17+00
+2021-10-07 17:08:53,349 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-08-53+00
+2021-10-07 17:08:53,391 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+16-53-52+00
+2021-10-07 17:22:50,910 - speechbrain.utils.train_logger - INFO - epoch: 51, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.97 - valid loss: 17.26, valid ACC: 9.55e-01
+2021-10-07 17:22:51,172 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-22-50+00
+2021-10-07 17:22:51,241 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-14-47+00
+2021-10-07 17:22:51,241 - speechbrain.utils.epoch_loop - INFO - Going into epoch 52
+2021-10-07 17:37:51,555 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-37-51+00
+2021-10-07 17:37:51,621 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-08-53+00
+2021-10-07 17:52:51,898 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-52-51+00
+2021-10-07 17:52:51,979 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-37-51+00
+2021-10-07 18:06:51,627 - speechbrain.utils.train_logger - INFO - epoch: 52, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.88 - valid loss: 17.23, valid ACC: 9.55e-01
+2021-10-07 18:06:51,895 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-06-51+00
+2021-10-07 18:06:51,998 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+06-58-35+00
+2021-10-07 18:06:51,998 - speechbrain.utils.epoch_loop - INFO - Going into epoch 53
+2021-10-07 18:21:52,299 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-21-52+00
+2021-10-07 18:21:52,403 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-52-51+00
+2021-10-07 18:36:52,711 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-36-52+00
+2021-10-07 18:36:52,828 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-21-52+00
+2021-10-07 18:50:56,141 - speechbrain.utils.train_logger - INFO - epoch: 53, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.82 - valid loss: 17.17, valid ACC: 9.55e-01
+2021-10-07 18:50:56,405 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-50-56+00
+2021-10-07 18:50:56,518 - speechbrain.utils.epoch_loop - INFO - Going into epoch 54
+2021-10-07 19:05:56,814 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-05-56+00
+2021-10-07 19:05:56,958 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-36-52+00
+2021-10-07 19:20:57,251 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-20-56+00
+2021-10-07 19:20:57,407 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-05-56+00
+2021-10-07 19:34:57,602 - speechbrain.utils.train_logger - INFO - epoch: 54, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.76 - valid loss: 17.31, valid ACC: 9.55e-01
+2021-10-07 19:34:57,862 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-34-57+00
+2021-10-07 19:34:58,031 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+07-41-53+00
+2021-10-07 19:34:58,051 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-08-28+00
+2021-10-07 19:34:58,051 - speechbrain.utils.epoch_loop - INFO - Going into epoch 55
+2021-10-07 19:49:58,325 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-49-58+00
+2021-10-07 19:49:58,486 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-20-56+00
+2021-10-07 20:04:58,776 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-04-58+00
+2021-10-07 20:04:58,955 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-49-58+00
+2021-10-07 20:18:58,562 - speechbrain.utils.train_logger - INFO - epoch: 55, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.71 - valid loss: 17.37, valid ACC: 9.55e-01
+2021-10-07 20:18:58,827 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-18-58+00
+2021-10-07 20:18:59,016 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+08-25-12+00
+2021-10-07 20:18:59,016 - speechbrain.utils.epoch_loop - INFO - Going into epoch 56
+2021-10-07 20:33:59,321 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-33-59+00
+2021-10-07 20:33:59,504 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-04-58+00
+2021-10-07 20:48:59,800 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-48-59+00
+2021-10-07 20:48:59,993 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-33-59+00
+2021-10-07 21:03:02,016 - speechbrain.utils.train_logger - INFO - epoch: 56, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.66 - valid loss: 17.26, valid ACC: 9.55e-01
+2021-10-07 21:03:02,286 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-03-02+00
+2021-10-07 21:03:02,500 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+09-51-45+00
+2021-10-07 21:03:02,500 - speechbrain.utils.epoch_loop - INFO - Going into epoch 57
+2021-10-07 21:18:02,815 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-18-02+00
+2021-10-07 21:18:03,041 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-48-59+00
+2021-10-07 21:33:03,333 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-33-03+00
+2021-10-07 21:33:03,564 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-18-02+00
+2021-10-07 21:47:01,575 - speechbrain.utils.train_logger - INFO - epoch: 57, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.60 - valid loss: 17.43, valid ACC: 9.55e-01
+2021-10-07 21:47:01,846 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-47-01+00
+2021-10-07 21:47:02,071 - speechbrain.utils.epoch_loop - INFO - Going into epoch 58
+2021-10-07 22:02:02,362 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-02-02+00
+2021-10-07 22:02:02,608 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-33-03+00
+2021-10-07 22:17:02,922 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-17-02+00
+2021-10-07 22:17:03,195 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-02-02+00
+2021-10-07 22:31:01,450 - speechbrain.utils.train_logger - INFO - epoch: 58, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.54 - valid loss: 17.52, valid ACC: 9.55e-01
+2021-10-07 22:31:01,718 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-31-01+00
+2021-10-07 22:31:01,983 - speechbrain.utils.epoch_loop - INFO - Going into epoch 59
+2021-10-07 22:46:02,304 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-46-02+00
+2021-10-07 22:46:02,608 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-17-02+00
+2021-10-07 23:01:02,910 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-01-02+00
+2021-10-07 23:01:03,222 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-46-02+00
+2021-10-07 23:15:04,775 - speechbrain.utils.train_logger - INFO - epoch: 59, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.49 - valid loss: 17.42, valid ACC: 9.55e-01
+2021-10-07 23:15:05,042 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-15-04+00
+2021-10-07 23:15:05,374 - speechbrain.utils.epoch_loop - INFO - Going into epoch 60
+2021-10-07 23:30:05,664 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-30-05+00
+2021-10-07 23:30:06,019 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-01-02+00
+2021-10-07 23:45:06,303 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-45-06+00
+2021-10-07 23:45:06,693 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-30-05+00
+2021-10-08 01:33:32,598 - speechbrain.utils.train_logger - INFO - epoch: 60, lr: 2.50e-05, steps: -1, optimizer: SGD - train loss: 4.45 - valid loss: 17.53, valid ACC: 9.55e-01, valid CER: 7.11
+2021-10-08 01:33:32,862 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+01-33-32+00
+2021-10-08 01:33:33,254 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+17-22-50+00
+2021-10-08 01:33:33,274 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+12-03-16+00
+2021-10-08 03:43:50,522 - speechbrain.core - INFO - Beginning experiment!
+2021-10-08 03:43:50,522 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-08 03:43:51,255 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-08 03:43:51,265 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-08 03:43:51,331 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-08 03:43:51,331 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Linking to local file in /mnt/md0/user_wayne/speechbrain/recipes/MATBN/results/TransformerLM_seg_char/save/CKPT+2021-10-05+20-55-37+00/model.ckpt.
+2021-10-08 03:43:51,332 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Linking to local file in /mnt/md0/user_wayne/speechbrain/recipes/MATBN/results/tokenizer_seg_bpe5k_char/5000_char.model.
+2021-10-08 03:43:51,332 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-08 03:43:53,155 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-08 03:43:53,188 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-08 03:43:53,194 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-08+01-33-32+00
+2021-10-08 05:42:07,124 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 30.17, test ACC: 9.27e-01, test CER: 7.50
+2021-10-08 05:42:07,331 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+05-42-07+00
+2021-10-08 05:42:07,369 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+10-35-06+00
+2021-10-08 05:42:07,386 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-15-04+00
+2021-10-08 05:42:07,403 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+14-22-24+00
+2021-10-08 05:42:07,420 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-06-51+00
+2021-10-08 05:42:07,437 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+11-19-13+00
+2021-10-08 05:42:07,454 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+18-50-56+00
+2021-10-08 05:42:07,470 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+19-34-57+00
+2021-10-08 05:42:07,488 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+22-31-01+00
+2021-10-08 05:42:07,505 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+01-33-32+00
+2021-10-08 05:42:07,520 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+23-45-06+00
+2021-10-08 05:42:07,538 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+20-18-58+00
+2021-10-08 05:42:07,557 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-03-02+00
+2021-10-08 05:42:07,576 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-07+21-47-01+00
+2021-10-08 08:34:08,983 - speechbrain.core - INFO - Beginning experiment!
+2021-10-08 08:34:08,983 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-08 08:34:09,619 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-08 08:34:09,626 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-08 08:34:09,694 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-08 08:34:09,695 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Linking to local file in /mnt/md0/user_wayne/speechbrain/recipes/MATBN/results/RNNLM_seg_char/save/CKPT+2021-10-04+20-20-11+00/model.ckpt.
+2021-10-08 08:34:09,695 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-08 08:34:09,696 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-08 08:34:11,342 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-08 08:34:11,376 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-08 08:34:11,377 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-08+05-42-07+00
+2021-10-08 10:22:38,519 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 15.08, test ACC: 9.27e-01, test CER: 7.74
+2021-10-08 10:22:38,976 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+10-22-38+00
+2021-10-08 10:22:38,991 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+05-42-07+00
+2021-10-08 14:11:44,596 - speechbrain.core - INFO - Beginning experiment!
+2021-10-08 14:11:44,597 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-08 14:11:45,208 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-08 14:11:45,215 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-08 14:11:45,299 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/tokenizer.
+2021-10-08 14:11:45,300 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/tokenizer/tokenizer.ckpt.
+2021-10-08 14:11:45,300 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2021-10-08 14:11:45,524 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-08 14:11:46,966 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-08 14:11:46,967 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-08+10-22-38+00
+2021-10-08 15:48:27,656 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 10.06, test ACC: 9.27e-01, test CER: 7.97
+2021-10-08 15:48:28,920 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+15-48-28+00
+2021-10-08 15:48:28,931 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+10-22-38+00
+2021-10-10 13:18:07,679 - speechbrain.core - INFO - Beginning experiment!
+2021-10-10 13:18:07,680 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-10 13:18:08,356 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-10 13:18:08,364 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-10 13:18:08,429 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-10 13:18:08,429 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Linking to local file in /mnt/md0/user_wayne/speechbrain/recipes/MATBN/results/TransformerLM_seg_char/save/CKPT+2021-10-05+20-55-37+00/model.ckpt.
+2021-10-10 13:18:08,429 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-10 13:18:08,429 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-10 13:18:10,134 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-10 13:18:10,168 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-10 13:18:10,169 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-08+15-48-28+00
+2021-10-10 13:18:11,407 - speechbrain.core - ERROR - Exception:
+Traceback (most recent call last):
+  File "ASR/test.py", line 326, in <module>
+    asr_brain.evaluate(
+  File "/home/wayne/speechbrain/speechbrain/core.py", line 1185, in evaluate
+    loss = self.evaluate_batch(batch, stage=Stage.TEST)
+  File "ASR/test.py", line 115, in evaluate_batch
+    predictions = self.compute_forward(batch, stage=stage)
+  File "ASR/test.py", line 45, in compute_forward
+    hyps, _ = self.hparams.test_search(enc_out.detach(), wavs_len)
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/speechbrain/speechbrain/decoders/seq2seq.py", line 678, in forward
+    ctc_log_probs, ctc_memory = ctc_scorer.forward_step(
+  File "/home/wayne/speechbrain/speechbrain/decoders/ctc.py", line 210, in forward_step
+    r[t] = torch.logsumexp(r_, 1) + x_inflate[:, t]
+KeyboardInterrupt
+2021-10-10 13:18:25,407 - speechbrain.core - INFO - Beginning experiment!
+2021-10-10 13:18:25,407 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-10 13:18:26,061 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
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+pycairo==1.16.2
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+screen-resolution-extra==0.0.0
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+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
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+
+
+2021-10-10 13:18:26,070 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-10 13:18:26,142 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-10 13:18:26,143 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-10 13:18:26,144 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-10 13:18:26,144 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-10 13:18:27,833 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-10 13:18:27,867 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-10 13:18:27,868 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-08+15-48-28+00
+2021-10-10 15:18:36,516 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 7.54, test ACC: 9.27e-01, test CER: 7.62
+2021-10-10 15:18:36,798 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-10+15-18-36+00
+2021-10-10 15:18:36,813 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-08+15-48-28+00
+2021-10-10 15:32:54,171 - speechbrain.core - INFO - Beginning experiment!
+2021-10-10 15:32:54,171 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-10 15:32:54,892 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
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+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
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+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
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+ipython-genutils==0.2.0
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+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
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+jupyter==1.0.0
+jupyter-client==6.1.12
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+jupyterlab-pygments==0.1.2
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+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
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+nbformat==5.1.3
+nest-asyncio==1.5.1
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+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
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+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
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+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
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+psutil==5.8.0
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+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
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+PyMySQL==1.0.2
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+pyOpenSSL==19.0.0
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+pyRFC3339==1.1
+pyrsistent==0.15.5
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+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
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+scipy==1.7.1
+screen-resolution-extra==0.0.0
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+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
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+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
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+torchaudio==0.8.1
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+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
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+wadllib==1.3.3
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+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-10 15:32:54,902 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-10 15:32:54,953 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-10 15:32:54,953 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-10 15:32:54,953 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-10 15:32:54,953 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-10 15:32:56,678 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-10 15:32:56,712 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-10 15:32:56,713 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-10+15-18-36+00
+2021-10-10 17:33:43,508 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 6.03, test ACC: 9.27e-01, test CER: 7.54
+2021-10-10 17:33:43,965 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-10+17-33-43+00
+2021-10-10 17:33:43,980 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-10+15-18-36+00
+2021-10-10 18:39:25,859 - speechbrain.core - INFO - Beginning experiment!
+2021-10-10 18:39:25,859 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-10 18:39:26,499 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
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+gpustat==0.6.0
+gpuview==0.4.0
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+huggingface-hub==0.0.16
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+HyperPyYAML==1.0.0
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+idna==2.8
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+ipykernel==6.0.2
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+jedi==0.18.0
+Jinja2==2.10.1
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+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
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+jupyterlab-pygments==0.1.2
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+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
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+matplotlib-inline==0.1.2
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+packaging==21.0
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+pandocfilters==1.4.3
+parso==0.8.2
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+pre-commit==2.15.0
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+pyasn1-modules==0.2.1
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+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
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+Pygments==2.9.0
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+pytube==10.9.3
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+screen-resolution-extra==0.0.0
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+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
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+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
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+urllib3==1.25.8
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+wadllib==1.3.3
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+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-10 18:39:26,508 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-10 18:39:26,577 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-10 18:39:26,578 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-10 18:39:26,578 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-10 18:39:26,579 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-10 18:39:28,282 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-10 18:39:28,315 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-10 18:39:28,316 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-10+17-33-43+00
+2021-10-10 20:39:22,374 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 5.03, test ACC: 9.27e-01, test CER: 7.65
+2021-10-10 20:39:22,832 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-10+20-39-22+00
+2021-10-10 20:39:22,847 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-10+17-33-43+00
+2021-10-10 22:28:57,629 - speechbrain.core - INFO - Beginning experiment!
+2021-10-10 22:28:57,629 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-10 22:28:58,361 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
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+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
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+
+
+2021-10-10 22:28:58,368 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-10 22:28:58,424 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-10 22:28:58,424 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-10 22:28:58,424 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-10 22:28:58,424 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-10 22:29:00,141 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-10 22:29:00,176 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-10 22:29:00,177 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-10+20-39-22+00
+2021-10-11 00:29:21,597 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 4.31, test ACC: 9.27e-01, test CER: 7.87
+2021-10-11 00:29:22,066 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+00-29-21+00
+2021-10-11 00:29:22,081 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-10+20-39-22+00
+2021-10-11 00:54:24,375 - speechbrain.core - INFO - Beginning experiment!
+2021-10-11 00:54:24,376 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-11 00:54:25,029 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
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+black==19.10b0
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+certifi==2019.11.28
+cffi==1.14.6
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+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
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+debugpy==1.3.0
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+defer==1.0.6
+defusedxml==0.7.1
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+flake8==3.7.9
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+pandocfilters==1.4.3
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+pathspec==0.9.0
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+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
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+pyasn1-modules==0.2.1
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+pycodestyle==2.5.0
+pycparser==2.20
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+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
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+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
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+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
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+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
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+torchaudio==0.8.1
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+traitlets==5.0.5
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+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
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+webencodings==0.5.1
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+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-11 00:54:25,039 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-11 00:54:25,119 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-11 00:54:25,120 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-11 00:54:25,120 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-11 00:54:25,121 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-11 00:54:26,823 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-11 00:54:26,857 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-11 00:54:26,858 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-11+00-29-21+00
+2021-10-11 02:54:19,694 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 3.77, test ACC: 9.27e-01, test CER: 8.13
+2021-10-11 02:54:20,172 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+02-54-19+00
+2021-10-11 02:54:20,188 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+00-29-21+00
+2021-10-11 04:10:10,689 - speechbrain.core - INFO - Beginning experiment!
+2021-10-11 04:10:10,689 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-11 04:10:11,402 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
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+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
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+httplib2==0.14.0
+huggingface-hub==0.0.16
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+HyperPyYAML==1.0.0
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+idna==2.8
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+jsonpatch==1.22
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+jupyter-client==6.1.12
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+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
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+PyHamcrest==1.9.0
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+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
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+urllib3==1.25.8
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+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-11 04:10:11,411 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-11 04:10:11,437 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-11 04:10:11,437 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-11 04:10:11,437 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-11 04:10:11,437 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-11 04:10:13,191 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-11 04:10:13,225 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-11 04:10:13,226 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-11+02-54-19+00
+2021-10-11 06:12:48,412 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 3.35, test ACC: 9.27e-01, test CER: 8.37
+2021-10-11 06:12:48,883 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+06-12-48+00
+2021-10-11 06:12:48,898 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+02-54-19+00
+2021-10-11 11:59:43,325 - speechbrain.core - INFO - Beginning experiment!
+2021-10-11 11:59:43,325 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-11 11:59:43,971 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-11 11:59:43,980 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-11 11:59:44,052 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-11 11:59:44,053 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-11 11:59:44,053 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-11 11:59:44,053 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-11 11:59:45,791 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-11 11:59:45,825 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-11 11:59:45,826 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-11+06-12-48+00
+2021-10-11 14:03:14,875 - speechbrain.utils.train_logger - INFO - Epoch loaded: 60 - test loss: 3.02, test ACC: 9.27e-01, test CER: 8.74
+2021-10-11 14:03:15,340 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+14-03-15+00
+2021-10-11 14:03:15,355 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/asr_transformer_seg_char/save/CKPT+2021-10-11+06-12-48+00
+2021-10-11 14:42:37,395 - speechbrain.core - INFO - Beginning experiment!
+2021-10-11 14:42:37,395 - speechbrain.core - INFO - Experiment folder: results/asr_transformer_seg_char
+2021-10-11 14:42:38,108 - speechbrain.utils.superpowers - DEBUG - appdirs==1.4.4
+argon2-cffi==20.1.0
+async-generator==1.10
+attrs==19.3.0
+Automat==0.8.0
+autopep8==1.5.7
+backcall==0.2.0
+backports.entry-points-selectable==1.1.0
+black==19.10b0
+bleach==3.3.1
+blessings==1.7
+blinker==1.4
+bottle==0.12.19
+certifi==2019.11.28
+cffi==1.14.6
+cfgv==3.3.0
+chardet==3.0.4
+Click==7.0
+cloud-init==21.2
+colorama==0.4.3
+command-not-found==0.3
+configobj==5.0.6
+constantly==15.1.0
+cryptography==2.8
+cupshelpers==1.0
+cycler==0.10.0
+d2l==0.16.6
+datasets==1.11.0
+dbus-python==1.2.16
+debugpy==1.3.0
+decorator==5.0.9
+defer==1.0.6
+defusedxml==0.7.1
+dill==0.3.4
+distlib==0.3.2
+distro==1.4.0
+distro-info===0.23ubuntu1
+entrypoints==0.3
+filelock==3.0.12
+flake8==3.7.9
+fsspec==2021.7.0
+gpustat==0.6.0
+gpuview==0.4.0
+httplib2==0.14.0
+huggingface-hub==0.0.16
+hyperlink==19.0.0
+HyperPyYAML==1.0.0
+identify==2.2.11
+idna==2.8
+importlib-metadata==1.5.0
+incremental==16.10.1
+ipykernel==6.0.2
+ipython==7.25.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.3
+jedi==0.18.0
+Jinja2==2.10.1
+joblib==1.0.1
+jsonpatch==1.22
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.12
+jupyter-console==6.4.0
+jupyter-core==4.7.1
+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+keyring==18.0.1
+kiwisolver==1.3.1
+language-selector==0.1
+launchpadlib==1.10.13
+lazr.restfulclient==0.14.2
+lazr.uri==1.0.3
+macaroonbakery==1.3.1
+MarkupSafe==1.1.0
+matplotlib==3.4.2
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==4.2.0
+multiprocess==0.70.12.2
+nbclient==0.5.3
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+netifaces==0.10.4
+nodeenv==1.6.0
+notebook==6.4.0
+numpy==1.21.2
+nvidia-ml-py3==7.352.0
+oauthlib==3.1.0
+packaging==21.0
+pandas==1.3.0
+pandocfilters==1.4.3
+parso==0.8.2
+pathspec==0.9.0
+pexpect==4.6.0
+pickleshare==0.7.5
+Pillow==8.3.1
+platformdirs==2.0.2
+pluggy==0.13.1
+pre-commit==2.15.0
+prometheus-client==0.11.0
+prompt-toolkit==3.0.19
+protobuf==3.6.1
+psutil==5.8.0
+ptyprocess==0.7.0
+py==1.10.0
+pyarrow==5.0.0
+pyasn1==0.4.2
+pyasn1-modules==0.2.1
+pycairo==1.16.2
+pycodestyle==2.5.0
+pycparser==2.20
+pycups==1.9.73
+pyflakes==2.1.1
+Pygments==2.9.0
+PyGObject==3.36.0
+PyHamcrest==1.9.0
+PyJWT==1.7.1
+pymacaroons==0.13.0
+PyMySQL==1.0.2
+PyNaCl==1.3.0
+pyOpenSSL==19.0.0
+pyparsing==2.4.7
+pyRFC3339==1.1
+pyrsistent==0.15.5
+pyserial==3.4
+pytest==5.4.1
+python-apt==2.0.0+ubuntu0.20.4.5
+python-dateutil==2.8.2
+python-debian===0.1.36ubuntu1
+pytube==10.9.3
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==22.1.0
+qtconsole==5.1.1
+QtPy==1.9.0
+regex==2021.7.6
+requests==2.22.0
+requests-unixsocket==0.2.0
+ruamel.yaml==0.17.10
+ruamel.yaml.clib==0.2.6
+scipy==1.7.1
+screen-resolution-extra==0.0.0
+SecretStorage==2.3.1
+Send2Trash==1.7.1
+sentencepiece==0.1.96
+service-identity==18.1.0
+simplejson==3.16.0
+six==1.14.0
+sos==4.1
+-e git+https://github.com/speechbrain/speechbrain.git@1d194bfc51ae20b9e38596d220cdf0f4977e69de#egg=speechbrain
+ssh-import-id==5.10
+supervisor==4.1.0
+systemd-python==234
+terminado==0.10.1
+testpath==0.5.0
+toml==0.10.2
+torch==1.8.1
+torchaudio==0.8.1
+torchvision==0.10.0
+tornado==6.1
+tqdm==4.62.2
+traitlets==5.0.5
+Twisted==18.9.0
+typed-ast==1.4.3
+typing-extensions==3.10.0.0
+ubuntu-advantage-tools==27.2
+ufw==0.36
+unattended-upgrades==0.1
+urllib3==1.25.8
+virtualenv==20.6.0
+wadllib==1.3.3
+wcwidth==0.2.5
+webencodings==0.5.1
+widgetsnbextension==3.5.1
+xkit==0.0.0
+xxhash==2.0.2
+yamllint==1.23.0
+zipp==1.0.0
+zope.interface==4.7.1
+
+
+2021-10-11 14:42:38,117 - speechbrain.utils.superpowers - DEBUG - e3e51338
+
+
+2021-10-11 14:42:38,173 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/asr_transformer_seg_char/save.
+2021-10-11 14:42:38,173 - speechbrain.pretrained.fetching - INFO - Fetch model.ckpt: Using existing file/symlink in results/asr_transformer_seg_char/save/lm.ckpt.
+2021-10-11 14:42:38,173 - speechbrain.pretrained.fetching - INFO - Fetch 5000_char.model: Using existing file/symlink in results/asr_transformer_seg_char/save/tokenizer.ckpt.
+2021-10-11 14:42:38,173 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: lm, tokenizer
+2021-10-11 14:42:39,911 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2021-10-11 14:42:39,946 - speechbrain.core - INFO - 31.0M trainable parameters in ASR
+2021-10-11 14:42:39,947 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/asr_transformer_seg_char/save/CKPT+2021-10-11+14-03-15+00
+2021-10-11 15:05:40,677 - speechbrain.core - ERROR - Exception:
+Traceback (most recent call last):
+  File "ASR/test.py", line 326, in <module>
+    asr_brain.evaluate(
+  File "/home/wayne/speechbrain/speechbrain/core.py", line 1185, in evaluate
+    loss = self.evaluate_batch(batch, stage=Stage.TEST)
+  File "ASR/test.py", line 115, in evaluate_batch
+    predictions = self.compute_forward(batch, stage=stage)
+  File "ASR/test.py", line 24, in compute_forward
+    enc_out, pred = self.modules.Transformer(
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/speechbrain/speechbrain/lobes/models/transformer/TransformerASR.py", line 177, in forward
+    encoder_out, _ = self.encoder(
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/speechbrain/speechbrain/lobes/models/transformer/Transformer.py", line 444, in forward
+    output, attention = enc_layer(
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/speechbrain/speechbrain/lobes/models/transformer/Transformer.py", line 327, in forward
+    output, self_attn = self.self_att(
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/speechbrain/speechbrain/nnet/attention.py", line 762, in forward
+    output = self.att(
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
+    result = self.forward(*input, **kwargs)
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/modules/activation.py", line 980, in forward
+    return F.multi_head_attention_forward(
+  File "/home/wayne/.local/lib/python3.8/site-packages/torch/nn/functional.py", line 4624, in multi_head_attention_forward
+    tgt_len, bsz, embed_dim = query.size()
+KeyboardInterrupt