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from da9fce5 Remove AutoML dependency on internals of fit_multiple
new bc1b6e1 DL: Major Refactor of Model Hopper
new 229d2b1 DL: Enable JIT XLA auto-clustering, if available.
new 885104d DL: Add unit tests for model hopping in FitMultiple
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Summary of changes:
.../modules/deep_learning/madlib_keras.py_in | 239 ++++--
.../modules/deep_learning/madlib_keras.sql_in | 40 +-
.../madlib_keras_automl_hyperband.py_in | 1 +
.../madlib_keras_automl_hyperopt.py_in | 1 +
.../madlib_keras_fit_multiple_model.py_in | 949 +++++++++++++--------
.../madlib_keras_fit_multiple_model.sql_in | 90 +-
.../deep_learning/madlib_keras_helper.py_in | 17 +-
.../deep_learning/madlib_keras_predict.py_in | 1 -
.../deep_learning/madlib_keras_serializer.py_in | 1 +
.../deep_learning/madlib_keras_wrapper.py_in | 24 +-
.../modules/deep_learning/model_arch_info.py_in | 25 +-
.../test/madlib_keras_fit_multiple.sql_in | 786 +++++++++++++++++
.../test/madlib_keras_iris.setup.sql_in | 8 +
.../test/unit_tests/test_madlib_keras.py_in | 136 ++-
src/ports/postgres/modules/internal/db_utils.py_in | 8 +
.../postgres/modules/utilities/validate_args.py_in | 5 +-
16 files changed, 1717 insertions(+), 614 deletions(-)
create mode 100644
src/ports/postgres/modules/deep_learning/test/madlib_keras_fit_multiple.sql_in