ubenwa / cryceleb2023

CryCeleb2023 SpeechBrain fine-tuning

All you need to start fine-tuning SpeechBrain models using the Ubenwa CryCeleb dataset!

This code was used for CryCeleb2023 HuggingFace challenge

It reproduces the official baseline model training

train.ipynb - main code for data preparation and fine-tuning with various configs

evaluate.ipynb - example of scoring with pre-trained and fine-tuned model

Note that default configurations are optimized for speed and simplicity rather than accuracy

Cite

CryCeleb (accepted to ICASSP 2024!)

@article{ubenwa2023cryceleb,
      title={CryCeleb: A Speaker Verification Dataset Based on Infant Cry Sounds},
      author={David Budaghyan and Charles C. Onu and Arsenii Gorin and Cem Subakan and Doina Precup},
      year={2023},
      journal={preprint arXiv:2305.00969},
}

SpeechBrain

@misc{speechbrain,
  title={{SpeechBrain}: A General-Purpose Speech Toolkit},
  author={Mirco Ravanelli and Titouan Parcollet and Peter Plantinga and Aku Rouhe and Samuele Cornell and Loren Lugosch and Cem Subakan and Nauman Dawalatabad and Abdelwahab Heba and Jianyuan Zhong and Ju-Chieh Chou and Sung-Lin Yeh and Szu-Wei Fu and Chien-Feng Liao and Elena Rastorgueva and François Grondin and William Aris and Hwidong Na and Yan Gao and Renato De Mori and Yoshua Bengio},
  year={2021},
  eprint={2106.04624},
  archivePrefix={arXiv},
  primaryClass={eess.AS},
  note={arXiv:2106.04624}
}

cryceleb2023's Issues

speechbrain library

i am trying to use your code for my project but speechbrain library doesn't satisfied to download, the following is the error message.
note: i used also virtual environment but it didn't works.

error message:
Collecting speechbrain
Using cached speechbrain-0.5.16-py3-none-any.whl.metadata (23 kB)
Collecting hyperpyyaml (from speechbrain)
Using cached HyperPyYAML-1.2.2-py3-none-any.whl.metadata (7.6 kB)
Collecting joblib (from speechbrain)
Using cached joblib-1.3.2-py3-none-any.whl.metadata (5.4 kB)
Requirement already satisfied: numpy in c:\users\hp\appdata\local\programs\python\python312\lib\site-packages (from speechbrain) (1.26.3)
Requirement already satisfied: packaging in c:\users\hp\appdata\local\programs\python\python312\lib\site-packages (from speechbrain) (23.2)
Collecting scipy (from speechbrain)
Using cached scipy-1.12.0-cp312-cp312-win_amd64.whl.metadata (60 kB)
Collecting sentencepiece (from speechbrain)
Using cached sentencepiece-0.1.99.tar.gz (2.6 MB)
Installing build dependencies ... done
Getting requirements to build wheel ... error
error: subprocess-exited-with-error

× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> [31 lines of output]
Traceback (most recent call last):
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\site-packages\pip_vendor\pyproject_hooks_in_process_in_process.py", line 353, in
main()
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\site-packages\pip_vendor\pyproject_hooks_in_process_in_process.py", line 335, in main
json_out['return_val'] = hook(**hook_input['kwargs'])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\site-packages\pip_vendor\pyproject_hooks_in_process_in_process.py", line 118, in get_requires_for_build_wheel
return hook(config_settings)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\HP\AppData\Local\Temp\pip-build-env-uiev7mk6\overlay\Lib\site-packages\setuptools\build_meta.py", line 325, in get_requires_for_build_wheel
return self._get_build_requires(config_settings, requirements=['wheel'])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\HP\AppData\Local\Temp\pip-build-env-uiev7mk6\overlay\Lib\site-packages\setuptools\build_meta.py", line 295, in _get_build_requires
self.run_setup()
File "C:\Users\HP\AppData\Local\Temp\pip-build-env-uiev7mk6\overlay\Lib\site-packages\setuptools\build_meta.py", line 480, in run_setup
super(_BuildMetaLegacyBackend, self).run_setup(setup_script=setup_script)
File "C:\Users\HP\AppData\Local\Temp\pip-build-env-uiev7mk6\overlay\Lib\site-packages\setuptools\build_meta.py", line 311, in run_setup
exec(code, locals())
File "", line 126, in
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\subprocess.py", line 408, in check_call
retcode = call(*popenargs, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\subprocess.py", line 389, in call
with Popen(*popenargs, **kwargs) as p:
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\subprocess.py", line 1026, in init
self._execute_child(args, executable, preexec_fn, close_fds,
File "C:\Users\HP\AppData\Local\Programs\Python\Python312\Lib\subprocess.py", line 1538, in _execute_child
hp, ht, pid, tid = _winapi.CreateProcess(executable, args,
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
FileNotFoundError: [WinError 2] The system cannot find the file specified
[end of output]

note: This error originates from a subprocess, and is likely not a problem with pip.
error: subprocess-exited-with-error

× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> See above for output.

note: This error originates from a subprocess, and is likely not a problem with pip.

and i used Visual Studio code to run it