LICENSE
MANIFEST.in
NOTICE
README.md
pyproject.toml
requirements.txt
requirements_benchmarking.txt
requirements_distributed.txt
requirements_explain.txt
requirements_hyperopt.txt
requirements_serve.txt
requirements_test.txt
requirements_tree.txt
requirements_viz.txt
setup.cfg
setup.py
ludwig/__init__.py
ludwig/api.py
ludwig/api_annotations.py
ludwig/callbacks.py
ludwig/check.py
ludwig/cli.py
ludwig/collect.py
ludwig/constants.py
ludwig/contrib.py
ludwig/error.py
ludwig/evaluate.py
ludwig/experiment.py
ludwig/export.py
ludwig/globals.py
ludwig/hyperopt_cli.py
ludwig/predict.py
ludwig/preprocess.py
ludwig/progress_bar.py
ludwig/serve.py
ludwig/train.py
ludwig/types.py
ludwig/visualize.py
ludwig.egg-info/PKG-INFO
ludwig.egg-info/SOURCES.txt
ludwig.egg-info/dependency_links.txt
ludwig.egg-info/entry_points.txt
ludwig.egg-info/requires.txt
ludwig.egg-info/top_level.txt
ludwig/automl/__init__.py
ludwig/automl/auto_tune_config.py
ludwig/automl/automl.py
ludwig/automl/base_config.py
ludwig/automl/defaults/base_automl_config.yaml
ludwig/automl/defaults/reference_configs.yaml
ludwig/automl/defaults/combiner/concat_config.yaml
ludwig/automl/defaults/combiner/tabnet_config.yaml
ludwig/automl/defaults/combiner/transformer_config.yaml
ludwig/automl/defaults/text/bert_config.yaml
ludwig/backend/__init__.py
ludwig/backend/_ray210_compat.py
ludwig/backend/base.py
ludwig/backend/datasource.py
ludwig/backend/horovod.py
ludwig/backend/ray.py
ludwig/backend/utils/__init__.py
ludwig/backend/utils/storage.py
ludwig/benchmarking/__init__.py
ludwig/benchmarking/artifacts.py
ludwig/benchmarking/benchmark.py
ludwig/benchmarking/profiler.py
ludwig/benchmarking/profiler_callbacks.py
ludwig/benchmarking/profiler_dataclasses.py
ludwig/benchmarking/reporting.py
ludwig/benchmarking/summarize.py
ludwig/benchmarking/summary_dataclasses.py
ludwig/benchmarking/utils.py
ludwig/combiners/__init__.py
ludwig/combiners/combiners.py
ludwig/config_validation/__init__.py
ludwig/config_validation/checks.py
ludwig/config_validation/validation.py
ludwig/contribs/__init__.py
ludwig/contribs/aim.py
ludwig/contribs/comet.py
ludwig/contribs/wandb.py
ludwig/contribs/mlflow/__init__.py
ludwig/contribs/mlflow/model.py
ludwig/data/__init__.py
ludwig/data/concatenate_datasets.py
ludwig/data/dataset_synthesizer.py
ludwig/data/negative_sampling.py
ludwig/data/postprocessing.py
ludwig/data/preprocessing.py
ludwig/data/sampler.py
ludwig/data/split.py
ludwig/data/split_dataset.py
ludwig/data/utils.py
ludwig/data/batcher/__init__.py
ludwig/data/batcher/base.py
ludwig/data/batcher/bucketed.py
ludwig/data/batcher/iterable.py
ludwig/data/batcher/random_access.py
ludwig/data/cache/__init__.py
ludwig/data/cache/manager.py
ludwig/data/cache/types.py
ludwig/data/cache/util.py
ludwig/data/dataframe/__init__.py
ludwig/data/dataframe/base.py
ludwig/data/dataframe/dask.py
ludwig/data/dataframe/modin.py
ludwig/data/dataframe/pandas.py
ludwig/data/dataset/__init__.py
ludwig/data/dataset/base.py
ludwig/data/dataset/pandas.py
ludwig/data/dataset/ray.py
ludwig/datasets/__init__.py
ludwig/datasets/archives.py
ludwig/datasets/dataset_config.py
ludwig/datasets/kaggle.py
ludwig/datasets/utils.py
ludwig/datasets/configs/__init__.py
ludwig/datasets/configs/adult_census_income.yaml
ludwig/datasets/configs/ae_price_prediction.yaml
ludwig/datasets/configs/agnews.yaml
ludwig/datasets/configs/allstate_claims_severity.yaml
ludwig/datasets/configs/amazon_employee_access_challenge.yaml
ludwig/datasets/configs/amazon_review_polarity.yaml
ludwig/datasets/configs/amazon_reviews.yaml
ludwig/datasets/configs/ames_housing.yaml
ludwig/datasets/configs/bbcnews.yaml
ludwig/datasets/configs/bnp_claims_management.yaml
ludwig/datasets/configs/bookprice_prediction.yaml
ludwig/datasets/configs/california_house_price.yaml
ludwig/datasets/configs/connect4.yaml
ludwig/datasets/configs/creditcard_fraud.yaml
ludwig/datasets/configs/customer_churn_prediction.yaml
ludwig/datasets/configs/data_scientist_salary.yaml
ludwig/datasets/configs/dbpedia.yaml
ludwig/datasets/configs/electricity.yaml
ludwig/datasets/configs/ethos_binary.yaml
ludwig/datasets/configs/fake_job_postings2.yaml
ludwig/datasets/configs/fever.yaml
ludwig/datasets/configs/flickr8k.yaml
ludwig/datasets/configs/forest_cover.yaml
ludwig/datasets/configs/goemotions.yaml
ludwig/datasets/configs/goodbooks_books.yaml
ludwig/datasets/configs/google_qa_answer_type_reason_explanation.yaml
ludwig/datasets/configs/google_qa_question_type_reason_explanation.yaml
ludwig/datasets/configs/google_quest_qa.yaml
ludwig/datasets/configs/higgs.yaml
ludwig/datasets/configs/ieee_fraud.yaml
ludwig/datasets/configs/imbalanced_insurance.yaml
ludwig/datasets/configs/imdb.yaml
ludwig/datasets/configs/imdb_genre_prediction.yaml
ludwig/datasets/configs/insurance_lite.yaml
ludwig/datasets/configs/iris.yaml
ludwig/datasets/configs/irony.yaml
ludwig/datasets/configs/jc_penney_products.yaml
ludwig/datasets/configs/jigsaw_unintended_bias.yaml
ludwig/datasets/configs/jigsaw_unintended_bias100k.yaml
ludwig/datasets/configs/kdd_appetency.yaml
ludwig/datasets/configs/kdd_churn.yaml
ludwig/datasets/configs/kdd_upselling.yaml
ludwig/datasets/configs/kick_starter_funding.yaml
ludwig/datasets/configs/melbourne_airbnb.yaml
ludwig/datasets/configs/mercari_price_suggestion.yaml
ludwig/datasets/configs/mercari_price_suggestion100K.yaml
ludwig/datasets/configs/mercedes_benz_greener.yaml
ludwig/datasets/configs/mnist.yaml
ludwig/datasets/configs/mushroom_edibility.yaml
ludwig/datasets/configs/naval.yaml
ludwig/datasets/configs/news_channel.yaml
ludwig/datasets/configs/news_popularity2.yaml
ludwig/datasets/configs/noshow_appointments.yaml
ludwig/datasets/configs/numerai28pt6.yaml
ludwig/datasets/configs/ohsumed_7400.yaml
ludwig/datasets/configs/ohsumed_cmu.yaml
ludwig/datasets/configs/otto_group_product.yaml
ludwig/datasets/configs/poker_hand.yaml
ludwig/datasets/configs/porto_seguro_safe_driver.yaml
ludwig/datasets/configs/product_sentiment_machine_hack.yaml
ludwig/datasets/configs/protein.yaml
ludwig/datasets/configs/reuters_cmu.yaml
ludwig/datasets/configs/reuters_r8.yaml
ludwig/datasets/configs/rossman_store_sales.yaml
ludwig/datasets/configs/santander_customer_satisfaction.yaml
ludwig/datasets/configs/santander_customer_transaction.yaml
ludwig/datasets/configs/santander_value_prediction.yaml
ludwig/datasets/configs/sarcastic_headlines.yaml
ludwig/datasets/configs/sarcos.yaml
ludwig/datasets/configs/sst2.yaml
ludwig/datasets/configs/sst3.yaml
ludwig/datasets/configs/sst5.yaml
ludwig/datasets/configs/synthetic_fraud.yaml
ludwig/datasets/configs/talkingdata_adtrack_fraud.yaml
ludwig/datasets/configs/telco_customer_churn.yaml
ludwig/datasets/configs/temperature.yaml
ludwig/datasets/configs/titanic.yaml
ludwig/datasets/configs/twitter_bots.yaml
ludwig/datasets/configs/walmart_recruiting.yaml
ludwig/datasets/configs/wine_reviews.yaml
ludwig/datasets/configs/wmt15.yaml
ludwig/datasets/configs/women_clothing_review.yaml
ludwig/datasets/configs/yahoo_answers.yaml
ludwig/datasets/configs/yelp_review_polarity.yaml
ludwig/datasets/configs/yelp_reviews.yaml
ludwig/datasets/configs/yosemite.yaml
ludwig/datasets/loaders/__init__.py
ludwig/datasets/loaders/adult_census_income.py
ludwig/datasets/loaders/agnews.py
ludwig/datasets/loaders/allstate_claims_severity.py
ludwig/datasets/loaders/creditcard_fraud.py
ludwig/datasets/loaders/dataset_loader.py
ludwig/datasets/loaders/ethos_binary.py
ludwig/datasets/loaders/flickr8k.py
ludwig/datasets/loaders/forest_cover.py
ludwig/datasets/loaders/goemotions.py
ludwig/datasets/loaders/higgs.py
ludwig/datasets/loaders/ieee_fraud.py
ludwig/datasets/loaders/insurance_lite.py
ludwig/datasets/loaders/kdd_loader.py
ludwig/datasets/loaders/mnist.py
ludwig/datasets/loaders/naval.py
ludwig/datasets/loaders/rossman_store_sales.py
ludwig/datasets/loaders/santander_value_prediction.py
ludwig/datasets/loaders/sarcastic_headlines.py
ludwig/datasets/loaders/sarcos.py
ludwig/datasets/loaders/split_loaders.py
ludwig/datasets/loaders/sst.py
ludwig/datasets/model_configs/__init__.py
ludwig/datasets/model_configs/adult_census_income_default.yaml
ludwig/datasets/model_configs/allstate_claims_severity_default.yaml
ludwig/datasets/model_configs/ames_housing_default.yaml
ludwig/datasets/model_configs/bnp_claims_management_default.yaml
ludwig/datasets/model_configs/forest_cover_default.yaml
ludwig/datasets/model_configs/higgs_best.yaml
ludwig/datasets/model_configs/higgs_default.yaml
ludwig/datasets/model_configs/ieee_fraud_default.yaml
ludwig/datasets/model_configs/mercedes_benz_greener_default.yaml
ludwig/datasets/model_configs/mnist_default.yaml
ludwig/datasets/model_configs/mushroom_edibility_default.yaml
ludwig/datasets/model_configs/otto_group_product_default.yaml
ludwig/datasets/model_configs/poker_hand_default.yaml
ludwig/datasets/model_configs/porto_seguro_safe_driver_default.yaml
ludwig/datasets/model_configs/synthetic_fraud_default.yaml
ludwig/datasets/model_configs/titanic_default.yaml
ludwig/decoders/__init__.py
ludwig/decoders/base.py
ludwig/decoders/generic_decoders.py
ludwig/decoders/registry.py
ludwig/decoders/sequence_decoder_utils.py
ludwig/decoders/sequence_decoders.py
ludwig/decoders/sequence_tagger.py
ludwig/distributed/__init__.py
ludwig/distributed/_ray_210_compat.py
ludwig/distributed/base.py
ludwig/distributed/ddp.py
ludwig/distributed/fsdp.py
ludwig/distributed/horovod.py
ludwig/encoders/__init__.py
ludwig/encoders/bag_encoders.py
ludwig/encoders/base.py
ludwig/encoders/category_encoders.py
ludwig/encoders/date_encoders.py
ludwig/encoders/generic_encoders.py
ludwig/encoders/h3_encoders.py
ludwig/encoders/registry.py
ludwig/encoders/sequence_encoders.py
ludwig/encoders/set_encoders.py
ludwig/encoders/text_encoders.py
ludwig/encoders/image/__init__.py
ludwig/encoders/image/base.py
ludwig/encoders/image/torchvision.py
ludwig/explain/__init__.py
ludwig/explain/captum.py
ludwig/explain/captum_ray.py
ludwig/explain/explainer.py
ludwig/explain/explanation.py
ludwig/explain/gbm.py
ludwig/explain/util.py
ludwig/features/__init__.py
ludwig/features/audio_feature.py
ludwig/features/bag_feature.py
ludwig/features/base_feature.py
ludwig/features/binary_feature.py
ludwig/features/category_feature.py
ludwig/features/date_feature.py
ludwig/features/feature_registries.py
ludwig/features/feature_utils.py
ludwig/features/h3_feature.py
ludwig/features/image_feature.py
ludwig/features/number_feature.py
ludwig/features/sequence_feature.py
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ludwig/features/text_feature.py
ludwig/features/timeseries_feature.py
ludwig/features/vector_feature.py
ludwig/hyperopt/__init__.py
ludwig/hyperopt/execution.py
ludwig/hyperopt/registry.py
ludwig/hyperopt/results.py
ludwig/hyperopt/run.py
ludwig/hyperopt/search_algos.py
ludwig/hyperopt/syncer.py
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ludwig/models/__init__.py
ludwig/models/base.py
ludwig/models/calibrator.py
ludwig/models/ecd.py
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ludwig/modules/__init__.py
ludwig/modules/attention_modules.py
ludwig/modules/convolutional_modules.py
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ludwig/modules/fully_connected_modules.py
ludwig/modules/initializer_modules.py
ludwig/modules/loss_modules.py
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ludwig/modules/mlp_mixer_modules.py
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ludwig/profiling/__init__.py
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ludwig/profiling/dataset_profile.py
ludwig/profiling/metrics.py
ludwig/profiling/type_inference.py
ludwig/profiling/types.py
ludwig/profiling/proto/__init__.py
ludwig/profiling/proto/dataset_profile_pb2.py
ludwig/profiling/proto/whylogs_messages_pb2.py
ludwig/schema/__init__.py
ludwig/schema/common_fields.py
ludwig/schema/lr_scheduler.py
ludwig/schema/model_config.py
ludwig/schema/optimizers.py
ludwig/schema/preprocessing.py
ludwig/schema/split.py
ludwig/schema/trainer.py
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ludwig/schema/combiners/__init__.py
ludwig/schema/combiners/base.py
ludwig/schema/combiners/common_transformer_options.py
ludwig/schema/combiners/comparator.py
ludwig/schema/combiners/concat.py
ludwig/schema/combiners/project_aggregate.py
ludwig/schema/combiners/sequence.py
ludwig/schema/combiners/sequence_concat.py
ludwig/schema/combiners/tab_transformer.py
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ludwig/schema/decoders/__init__.py
ludwig/schema/decoders/base.py
ludwig/schema/decoders/sequence_decoders.py
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ludwig/schema/defaults/__init__.py
ludwig/schema/defaults/base.py
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ludwig/schema/defaults/gbm.py
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ludwig/schema/encoders/__init__.py
ludwig/schema/encoders/bag_encoders.py
ludwig/schema/encoders/base.py
ludwig/schema/encoders/category_encoders.py
ludwig/schema/encoders/date_encoders.py
ludwig/schema/encoders/h3_encoders.py
ludwig/schema/encoders/sequence_encoders.py
ludwig/schema/encoders/set_encoders.py
ludwig/schema/encoders/text_encoders.py
ludwig/schema/encoders/utils.py
ludwig/schema/encoders/image/__init__.py
ludwig/schema/encoders/image/base.py
ludwig/schema/encoders/image/torchvision.py
ludwig/schema/features/__init__.py
ludwig/schema/features/audio_feature.py
ludwig/schema/features/bag_feature.py
ludwig/schema/features/base.py
ludwig/schema/features/binary_feature.py
ludwig/schema/features/category_feature.py
ludwig/schema/features/date_feature.py
ludwig/schema/features/h3_feature.py
ludwig/schema/features/image_feature.py
ludwig/schema/features/number_feature.py
ludwig/schema/features/sequence_feature.py
ludwig/schema/features/set_feature.py
ludwig/schema/features/text_feature.py
ludwig/schema/features/timeseries_feature.py
ludwig/schema/features/utils.py
ludwig/schema/features/vector_feature.py
ludwig/schema/features/augmentation/__init__.py
ludwig/schema/features/augmentation/base.py
ludwig/schema/features/augmentation/image.py
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ludwig/schema/features/loss/__init__.py
ludwig/schema/features/loss/loss.py
ludwig/schema/features/loss/utils.py
ludwig/schema/features/preprocessing/__init__.py
ludwig/schema/features/preprocessing/audio.py
ludwig/schema/features/preprocessing/bag.py
ludwig/schema/features/preprocessing/base.py
ludwig/schema/features/preprocessing/binary.py
ludwig/schema/features/preprocessing/category.py
ludwig/schema/features/preprocessing/date.py
ludwig/schema/features/preprocessing/h3.py
ludwig/schema/features/preprocessing/image.py
ludwig/schema/features/preprocessing/number.py
ludwig/schema/features/preprocessing/sequence.py
ludwig/schema/features/preprocessing/set.py
ludwig/schema/features/preprocessing/text.py
ludwig/schema/features/preprocessing/timeseries.py
ludwig/schema/features/preprocessing/utils.py
ludwig/schema/features/preprocessing/vector.py
ludwig/schema/hyperopt/__init__.py
ludwig/schema/hyperopt/executor.py
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ludwig/schema/metadata/__init__.py
ludwig/schema/metadata/feature_metadata.py
ludwig/schema/metadata/parameter_metadata.py
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ludwig/schema/metadata/configs/common.yaml
ludwig/schema/metadata/configs/decoders.yaml
ludwig/schema/metadata/configs/encoders.yaml
ludwig/schema/metadata/configs/features.yaml
ludwig/schema/metadata/configs/loss.yaml
ludwig/schema/metadata/configs/optimizers.yaml
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ludwig/schema/metadata/configs/trainer.yaml
ludwig/schema/model_types/__init__.py
ludwig/schema/model_types/base.py
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ludwig/trainers/__init__.py
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ludwig/utils/heuristics.py
ludwig/utils/hf_utils.py
ludwig/utils/horovod_utils.py
ludwig/utils/html_utils.py
ludwig/utils/image_utils.py
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ludwig/utils/logging_utils.py
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ludwig/utils/math_utils.py
ludwig/utils/metric_utils.py
ludwig/utils/metrics_printed_table.py
ludwig/utils/misc_utils.py
ludwig/utils/neuropod_utils.py
ludwig/utils/nlp_utils.py
ludwig/utils/numerical_test_utils.py
ludwig/utils/output_feature_utils.py
ludwig/utils/package_utils.py
ludwig/utils/print_utils.py
ludwig/utils/registry.py
ludwig/utils/server_utils.py
ludwig/utils/state_dict_backward_compatibility.py
ludwig/utils/strings_utils.py
ludwig/utils/structural_warning.py
ludwig/utils/system_utils.py
ludwig/utils/time_utils.py
ludwig/utils/tokenizers.py
ludwig/utils/torch_utils.py
ludwig/utils/trainer_utils.py
ludwig/utils/triton_utils.py
ludwig/utils/types.py
ludwig/utils/version_transformation.py
ludwig/utils/visualization_utils.py
ludwig/utils/automl/__init__.py
ludwig/utils/automl/data_source.py
ludwig/utils/automl/field_info.py
ludwig/utils/automl/ray_utils.py
ludwig/utils/automl/type_inference.py
ludwig/utils/automl/utils.py
ludwig/utils/entmax/__init__.py
ludwig/utils/entmax/activations.py
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ludwig/utils/entmax/root_finding.py
tests/integration_tests/__init__.py
tests/integration_tests/parameter_update_utils.py
tests/integration_tests/synthetic_test_data.py
tests/integration_tests/test_api.py
tests/integration_tests/test_audio_feature.py
tests/integration_tests/test_automl.py
tests/integration_tests/test_cache_manager.py
tests/integration_tests/test_cached_preprocessing.py
tests/integration_tests/test_class_imbalance_feature.py
tests/integration_tests/test_cli.py
tests/integration_tests/test_collect.py
tests/integration_tests/test_config_global_defaults.py
tests/integration_tests/test_contrib_aim.py
tests/integration_tests/test_contrib_comet.py
tests/integration_tests/test_contrib_wandb.py
tests/integration_tests/test_custom_components.py
tests/integration_tests/test_dependencies.py
tests/integration_tests/test_experiment.py
tests/integration_tests/test_explain.py
tests/integration_tests/test_gbm.py
tests/integration_tests/test_graph_execution.py
tests/integration_tests/test_horovod.py
tests/integration_tests/test_hyperopt.py
tests/integration_tests/test_hyperopt_ray.py
tests/integration_tests/test_hyperopt_ray_horovod.py
tests/integration_tests/test_input_feature_tied.py
tests/integration_tests/test_kfold_cv.py
tests/integration_tests/test_missing_value_strategy.py
tests/integration_tests/test_mlflow.py
tests/integration_tests/test_model_save_and_load.py
tests/integration_tests/test_model_training_options.py
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