something

.gitignore

@@ -0,0 +1,181 @@
+*.wav
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+.venv/
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+uz_transformer
+audio_data_loader
+*.pyc
+1000_unigram.model
+1000_unigram.vocab

hyperparams.yaml

@@ -37,7 +37,7 @@ avoid_if_longer_than_val_test: 100.0
 ckpt_interval_minutes: 15 # save checkpoint every N min
 
 ####################### Training Parameters ####################################
-number_of_epochs: 50
+number_of_epochs: 100
 optimizer_step_limit: 30000
 batch_size: 200 # This works with a 32GB GPU ! (bs * nb_gpu * accum) > 128 !
 ctc_weight: 0.3
@@ -222,7 +222,7 @@ noam_annealing: &id009 !new:speechbrain.nnet.schedulers.NoamScheduler
   n_warmup_steps: 1000
 
 checkpointer: !new:speechbrain.utils.checkpoints.Checkpointer
-  checkpoints_dir: results/conformer_en/1101/save
+  checkpoints_dir: uz_transformer/model_saved/save
   recoverables:
     model: *id008
     noam_scheduler: *id009
@@ -235,7 +235,7 @@ checkpointer: !new:speechbrain.utils.checkpoints.Checkpointer
 # Time Drop
     counter: &id010 !new:speechbrain.utils.epoch_loop.EpochCounter
 
-      limit: 50
+      limit: 100
 
 epoch_counter: *id010
 normalize: *id011
@@ -271,7 +271,7 @@ compute_features: !new:speechbrain.lobes.features.Fbank
   n_mels: 80
 
 train_logger: !new:speechbrain.utils.train_logger.FileTrainLogger
-  save_file: results/conformer_en/1101/train_log.txt
+  save_file: uz_transformer/model_saved/train_log.txt
 
 error_rate_computer: !name:speechbrain.utils.metric_stats.ErrorRateStats
 acc_computer: !name:speechbrain.utils.Accuracy.AccuracyStats

model_saved/save/CKPT+2025-02-22+08-52-02+00/CKPT.yaml

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model_saved/save/CKPT+2025-02-22+08-52-02+00/brain.ckpt

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model_saved/save/CKPT+2025-02-22+08-52-02+00/dataloader-VALID.ckpt

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model_saved/save/CKPT+2025-02-22+08-52-02+00/model.ckpt

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model_saved/save/CKPT+2025-02-22+08-52-02+00/noam_scheduler.ckpt

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model_saved/save/CKPT+2025-02-22+08-52-02+00/normalizer.ckpt

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model_saved/save/CKPT+2025-02-22+08-52-02+00/optimizer.ckpt

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model_saved/save/CKPT+2025-02-22+08-52-02+00/scaler.ckpt

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