Baal Versions Save

Bayesian active learning library for research and industrial usecases.

v1.9.2

1 month ago

What's Changed

Full Changelog: https://github.com/baal-org/baal/compare/v1.9.1...v1.9.2

v1.9.1

7 months ago

v1.9.0

8 months ago

What's Changed

Full Changelog: https://github.com/baal-org/baal/compare/v1.8.0...v1.9.0

v1.8.0

10 months ago

New features

  • MCCachingModule: Cache computation between Monte Carlo iteration link. Special thanks to @pieterblok for introducing this capability!
  • We can now evaluation every x epochs in ModelWrapper.train_and_test_on_datasets.

What's Changed

New Contributors

Deprecation

We will deprecate shuffle_prop in favor of PowerSampling. Look here to know more about PowerBALD!

Full Changelog: https://github.com/baal-org/baal/compare/v1.7.0...v1.8.0

v1.7.0

1 year ago

Large release where we added support for torchmetrics, moved to mkdocs and made the app more robust!

We also updated our visual identity, huge thanks to @Donasolo for the new logos!

What's Changed

New Contributors

Full Changelog: https://github.com/baal-org/baal/compare/v1.6.0...v1.7.0

v1.6.0

2 years ago

What's Change

Full Changelog: https://github.com/ElementAI/baal/compare/v1.5.2...v1.6.0

v1.5.2

2 years ago

What's Changed

mc_dropout_model = MCDropoutModule(your_model)
# this is stochastic
predictions = [mc_dropout_model(input) for _ in range(ITERATIONS)]

model = mc_dropout_model.unpatch()
# this is deterministic
output = model(input)


# Context manager
with MCDropoutModule(your_model) as model:
    # this is stochastic
    predictions = [model(input) for _ in range(ITERATIONS)]
# this is deterministic
output = model(input)

Full Changelog: https://github.com/ElementAI/baal/compare/1.5.1...v1.5.2

1.5.1

2 years ago

What's Changed

Full Changelog: https://github.com/ElementAI/baal/compare/1.5.0...1.5.1

1.5.0

2 years ago

What's Changed

Deprecated

  1. We now deprecate our PL integration in favor of Lightning Flash. More information to come.
  2. We renamed n_data_to_label to query_size to match academic papers notation.

Full Changelog: https://github.com/ElementAI/baal/compare/1.4.0...1.5.0

1.4.0

2 years ago

What's Changed

Full Changelog: https://github.com/ElementAI/baal/compare/v1.3.1...1.4.0