├── .gitignore ├── LICENSE ├── MANIFEST.in ├── README.md ├── docs ├── .buildinfo ├── .doctrees │ ├── environment.pickle │ ├── improveai.chooser.doctree │ ├── improveai.cythonized_feature_encoding.cythonized_feature_encoder.doctree │ ├── improveai.cythonized_feature_encoding.doctree │ ├── improveai.doctree │ ├── improveai.feature_encoder.doctree │ ├── improveai.ranker.doctree │ ├── improveai.reward_tracker.doctree │ ├── improveai.scorer.doctree │ ├── improveai.settings.doctree │ ├── improveai.utils.doctree │ ├── improveai.utils.general_purpose_tools.doctree │ ├── improveai.utils.gzip_tools.doctree │ ├── improveai.utils.url_tools.doctree │ ├── index.doctree │ ├── modules.doctree │ └── readme.doctree ├── .nojekyll ├── _rst_sources │ ├── build_docs.sh │ ├── conf.py │ ├── improveai.chooser.rst │ ├── improveai.cythonized_feature_encoding.cythonized_feature_encoder.rst │ ├── improveai.cythonized_feature_encoding.rst │ ├── improveai.feature_encoder.rst │ ├── improveai.ranker.rst │ ├── improveai.reward_tracker.rst │ ├── improveai.rst │ ├── improveai.scorer.rst │ ├── improveai.settings.rst │ ├── improveai.utils.general_purpose_tools.rst │ ├── improveai.utils.gzip_tools.rst │ ├── improveai.utils.rst │ ├── improveai.utils.url_tools.rst │ ├── index.rst │ ├── modules.rst │ └── readme.md ├── _sources │ ├── improveai.chooser.rst.txt │ ├── improveai.cythonized_feature_encoding.cythonized_feature_encoder.rst.txt │ ├── improveai.cythonized_feature_encoding.rst.txt │ ├── improveai.feature_encoder.rst.txt │ ├── improveai.ranker.rst.txt │ ├── improveai.reward_tracker.rst.txt │ ├── improveai.rst.txt │ ├── improveai.scorer.rst.txt │ ├── improveai.settings.rst.txt │ ├── improveai.utils.general_purpose_tools.rst.txt │ ├── improveai.utils.gzip_tools.rst.txt │ ├── improveai.utils.rst.txt │ ├── improveai.utils.url_tools.rst.txt │ ├── index.rst.txt │ ├── modules.rst.txt │ └── readme.md.txt ├── _static │ ├── basic.css │ ├── css │ │ ├── badge_only.css │ │ ├── fonts │ │ │ ├── Roboto-Slab-Bold.woff │ │ │ ├── Roboto-Slab-Bold.woff2 │ │ │ ├── Roboto-Slab-Regular.woff │ │ │ ├── Roboto-Slab-Regular.woff2 │ │ │ ├── fontawesome-webfont.eot │ │ │ ├── fontawesome-webfont.svg │ │ │ ├── fontawesome-webfont.ttf │ │ │ ├── fontawesome-webfont.woff │ │ │ ├── fontawesome-webfont.woff2 │ │ │ ├── lato-bold-italic.woff │ │ │ ├── lato-bold-italic.woff2 │ │ │ ├── lato-bold.woff │ │ │ ├── lato-bold.woff2 │ │ │ ├── lato-normal-italic.woff │ │ │ ├── lato-normal-italic.woff2 │ │ │ ├── lato-normal.woff │ │ │ └── lato-normal.woff2 │ │ └── theme.css │ ├── doctools.js │ ├── documentation_options.js │ ├── file.png │ ├── graphviz.css │ ├── js │ │ ├── badge_only.js │ │ ├── html5shiv-printshiv.min.js │ │ ├── html5shiv.min.js │ │ └── theme.js │ ├── language_data.js │ ├── minus.png │ ├── plus.png │ ├── pygments.css │ ├── searchtools.js │ └── sphinx_highlight.js ├── docsrequirements.txt ├── genindex.html ├── improveai.chooser.html ├── improveai.cythonized_feature_encoding.cythonized_feature_encoder.html ├── improveai.cythonized_feature_encoding.html ├── improveai.feature_encoder.html ├── improveai.html ├── improveai.ranker.html ├── improveai.reward_tracker.html ├── improveai.scorer.html ├── improveai.settings.html ├── improveai.utils.general_purpose_tools.html ├── improveai.utils.gzip_tools.html ├── improveai.utils.html ├── improveai.utils.url_tools.html ├── index.html ├── modules.html ├── objects.inv ├── py-modindex.html ├── readme.html ├── search.html └── searchindex.js ├── improveai ├── __init__.py ├── chooser.py ├── cythonized_feature_encoding │ ├── __init__.py │ ├── __init__.pyx │ ├── cythonized_feature_encoder.pyx │ └── npy_no_deprecated_api.h ├── feature_encoder.py ├── ranker.py ├── reward_tracker.py ├── scorer.py ├── settings.py ├── tests │ ├── __init__.py │ ├── artifacts │ │ ├── data │ │ │ ├── synthetic_models_data_definitions │ │ │ │ └── datasets_definitions │ │ │ │ │ ├── 0_and_nan.json │ │ │ │ │ ├── 1000_list_of_numeric_items_20_same_nested_context_binary_reward.json │ │ │ │ │ ├── 1000_numeric_items_20_random_nested_context_small_binary_reward.json │ │ │ │ │ ├── 1000_numeric_items_20_same_nested_context_large_binary_reward.json │ │ │ │ │ ├── 1000_numeric_items_no_context_small_binary_reward.json │ │ │ │ │ ├── 2_items_20_huge_context.json │ │ │ │ │ ├── 2_nested_dict_items_20_random_nested_dict_context_large_binary_reward.json │ │ │ │ │ ├── 2_numeric_items_100_random_nested_dict_context_binary_reward.json │ │ │ │ │ ├── 2_numeric_items_no_context_binary_reward.json │ │ │ │ │ ├── 2_numeric_items_no_context_large_binary_reward.json │ │ │ │ │ ├── a_z.json │ │ │ │ │ ├── happy_sunday.json │ │ │ │ │ └── primitive_items_no_context_binary_reward.json │ │ │ └── test │ │ │ │ ├── decision │ │ │ │ ├── get_01.json │ │ │ │ ├── get_02.json │ │ │ │ ├── get_zero_length_variants.json │ │ │ │ └── peek_already_chosen.json │ │ │ │ ├── decision_context │ │ │ │ ├── decide_no_model_no_givens_no_scores_not_ordered.json │ │ │ │ ├── decide_no_model_no_givens_no_scores_ordered.json │ │ │ │ ├── decide_no_model_no_givens_scores_not_ordered.json │ │ │ │ ├── decide_no_model_valid_givens_no_scores_not_ordered.json │ │ │ │ ├── decide_no_model_valid_givens_no_scores_ordered.json │ │ │ │ ├── decide_no_model_valid_givens_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_bool_variants_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_bool_variants_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_bool_variants_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_dict_variants_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_dict_variants_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_dict_variants_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_float_variants_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_float_variants_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_float_variants_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_int_variants_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_int_variants_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_int_variants_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_lists_variants_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_lists_variants_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_lists_variants_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_no_givens_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_no_givens_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_no_givens_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_string_variants_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_string_variants_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_string_variants_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_valid_givens_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_valid_givens_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_valid_givens_scores_not_ordered.json │ │ │ │ ├── first_valid_variants_empty_givens.json │ │ │ │ ├── first_valid_variants_empty_givens_no_model.json │ │ │ │ ├── first_valid_variants_none_givens.json │ │ │ │ ├── first_valid_variants_none_givens_no_model.json │ │ │ │ ├── first_valid_variants_valid_givens.json │ │ │ │ ├── first_valid_variants_valid_givens_no_model.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_empty_givens.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_empty_givens_no_model.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_valid_givens.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_valid_givens_no_model.json │ │ │ │ ├── random_valid_variants_empty_givens.json │ │ │ │ ├── random_valid_variants_empty_givens_no_model.json │ │ │ │ ├── random_valid_variants_none_givens.json │ │ │ │ ├── random_valid_variants_none_givens_no_model.json │ │ │ │ ├── random_valid_variants_valid_givens.json │ │ │ │ ├── random_valid_variants_valid_givens_no_model.json │ │ │ │ ├── rank_native.json │ │ │ │ ├── rank_native_no_model.json │ │ │ │ ├── valid_variants_empty_givens.json │ │ │ │ ├── valid_variants_empty_givens_no_model.json │ │ │ │ ├── valid_variants_none_givens.json │ │ │ │ ├── valid_variants_none_givens_no_model.json │ │ │ │ ├── valid_variants_valid_givens.json │ │ │ │ └── valid_variants_valid_givens_no_model.json │ │ │ │ ├── decision_model │ │ │ │ ├── _rank_bool_variants_native.json │ │ │ │ ├── _rank_dict_variants_native.json │ │ │ │ ├── _rank_float_variants_native.json │ │ │ │ ├── _rank_int_variants_native.json │ │ │ │ ├── _rank_lists_variants_native.json │ │ │ │ ├── _rank_native.json │ │ │ │ ├── _rank_native_no_model.json │ │ │ │ ├── _rank_string_variants_native.json │ │ │ │ ├── _score_native.json │ │ │ │ ├── _score_native_no_model.json │ │ │ │ ├── choose_first_valid_variants.json │ │ │ │ ├── choose_from.json │ │ │ │ ├── choose_random_valid_variants.json │ │ │ │ ├── decide_valid_model_no_scores_not_ordered.json │ │ │ │ ├── decide_valid_model_no_scores_ordered.json │ │ │ │ ├── decide_valid_model_scores_not_ordered.json │ │ │ │ ├── first_valid_variants.json │ │ │ │ ├── generate_descending_gaussians.json │ │ │ │ ├── givens.json │ │ │ │ ├── load_model_sync_native_fs.json │ │ │ │ ├── load_model_sync_native_fs_no_model.json │ │ │ │ ├── load_model_sync_url_no_model.json │ │ │ │ ├── model_name_set_to_none.json │ │ │ │ ├── model_name_set_to_not_none.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_empty_givens.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_empty_givens_no_model.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_valid_givens.json │ │ │ │ ├── optimize_choose_multivariate_valid_variants_valid_givens_no_model.json │ │ │ │ ├── random_valid_variants.json │ │ │ │ ├── score_native.json │ │ │ │ ├── score_native_no_model.json │ │ │ │ ├── top_scoring_variant_native.json │ │ │ │ ├── top_scoring_variant_native_no_model.json │ │ │ │ ├── which_native.json │ │ │ │ └── which_native_no_model.json │ │ │ │ └── feature_encoder │ │ │ │ ├── python_specific │ │ │ │ ├── test_add_noise.json │ │ │ │ ├── test_batch_encoding_jsonlies.json │ │ │ │ ├── test_batch_filling_missing_features_01.json │ │ │ │ └── test_batch_filling_missing_features_02.json │ │ │ │ ├── test_suite │ │ │ │ ├── big_int_negative.json │ │ │ │ ├── big_int_positive.json │ │ │ │ ├── big_negative_float.json │ │ │ │ ├── big_negative_float_noise_0.json │ │ │ │ ├── big_positive_float.json │ │ │ │ ├── big_positive_float_noise_0.json │ │ │ │ ├── bool_false.json │ │ │ │ ├── bool_true.json │ │ │ │ ├── collisions_none_items_valid_context.json │ │ │ │ ├── collisions_valid_items_and_context.json │ │ │ │ ├── collisions_valid_items_no_context.json │ │ │ │ ├── dict_foo_bar.json │ │ │ │ ├── dict_foo_bar_1.json │ │ │ │ ├── empty_dict.json │ │ │ │ ├── empty_list.json │ │ │ │ ├── encode_feature_vector.json │ │ │ │ ├── encode_feature_vector_variant_nan.json │ │ │ │ ├── float64_noise_passes_float32_noise_raises.json │ │ │ │ ├── float_0.json │ │ │ │ ├── float_1.json │ │ │ │ ├── float_m1.json │ │ │ │ ├── foo_bar.json │ │ │ │ ├── int64_big.json │ │ │ │ ├── int64_small.json │ │ │ │ ├── int_0.json │ │ │ │ ├── int_1.json │ │ │ │ ├── int_m1.json │ │ │ │ ├── nested_dict_string_keys.json │ │ │ │ ├── nested_list.json │ │ │ │ ├── newline_tab_return_symbols_string.json │ │ │ │ ├── noise_099_dict_float.json │ │ │ │ ├── noise_099_dict_int.json │ │ │ │ ├── noise_099_float.json │ │ │ │ ├── noise_099_int.json │ │ │ │ ├── noise_099_string.json │ │ │ │ ├── noise_0_dict_float.json │ │ │ │ ├── noise_0_dict_int.json │ │ │ │ ├── noise_0_float.json │ │ │ │ ├── noise_0_int.json │ │ │ │ ├── noise_0_string.json │ │ │ │ ├── noise_2_128.json │ │ │ │ ├── noise_2_256.json │ │ │ │ ├── noise_3_128.json │ │ │ │ ├── noise_3_256.json │ │ │ │ ├── none.json │ │ │ │ ├── primitive_dict_big_float.json │ │ │ │ ├── primitive_dict_big_int_negative.json │ │ │ │ ├── primitive_dict_big_int_positive.json │ │ │ │ ├── primitive_dict_bool_false.json │ │ │ │ ├── primitive_dict_bool_true.json │ │ │ │ ├── primitive_dict_float_0.json │ │ │ │ ├── primitive_dict_float_1.json │ │ │ │ ├── primitive_dict_float_m1.json │ │ │ │ ├── primitive_dict_foo_bar.json │ │ │ │ ├── primitive_dict_int64_big_negative.json │ │ │ │ ├── primitive_dict_int64_big_positive.json │ │ │ │ ├── primitive_dict_int_0.json │ │ │ │ ├── primitive_dict_int_1.json │ │ │ │ ├── primitive_dict_int_m1.json │ │ │ │ ├── primitive_dict_newline_tab_return_symbols_string.json │ │ │ │ ├── primitive_dict_null.json │ │ │ │ ├── primitive_dict_small_float.json │ │ │ │ ├── primitive_dict_special_characters_string.json │ │ │ │ ├── primitive_dict_string.json │ │ │ │ ├── primitive_dict_unicode_emoji_01.json │ │ │ │ ├── primitive_dict_unicode_emoji_02.json │ │ │ │ ├── primitive_dict_unicode_string_01.json │ │ │ │ ├── primitive_dict_unicode_string_02.json │ │ │ │ ├── primitive_dict_unicode_string_with_u0000.json │ │ │ │ ├── primitive_dict_unicode_u0000.json │ │ │ │ ├── primitive_dict_zero_length_string.json │ │ │ │ ├── seed_int32_big.json │ │ │ │ ├── small_float.json │ │ │ │ ├── special_characters_in_key_string.json │ │ │ │ ├── special_characters_string.json │ │ │ │ ├── sprinkled_equals_zero.json │ │ │ │ ├── string.json │ │ │ │ ├── unicode_emoji_01.json │ │ │ │ ├── unicode_emoji_02.json │ │ │ │ ├── unicode_emoji_in_key.json │ │ │ │ ├── unicode_string_01.json │ │ │ │ ├── unicode_string_02.json │ │ │ │ ├── unicode_string_with_u0000.json │ │ │ │ ├── unicode_u0000.json │ │ │ │ ├── zero_length_string.json │ │ │ │ └── zero_length_string_collides.json │ │ │ │ └── test_suite_readme.md │ │ └── models │ │ │ ├── appconfig.xgb │ │ │ ├── appconfig.xgb.gz │ │ │ └── synthetic_models │ │ │ ├── 0_and_nan │ │ │ ├── 0_and_nan.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 1000_list_of_numeric_items_20_same_nested_context_binary_reward │ │ │ ├── 1000_list_of_numeric_items_20_same_nested_context_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 1000_numeric_items_20_random_nested_context_small_binary_reward │ │ │ ├── 1000_numeric_items_20_random_nested_context_small_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 1000_numeric_items_20_same_nested_context_large_binary_reward │ │ │ ├── 1000_numeric_items_20_same_nested_context_large_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 1000_numeric_items_no_context_small_binary_reward │ │ │ ├── 1000_numeric_items_no_context_small_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 2_items_20_huge_context │ │ │ ├── 2_items_20_huge_context.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 2_nested_dict_items_20_random_nested_dict_context_large_binary_reward │ │ │ ├── 2_nested_dict_items_20_random_nested_dict_context_large_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 2_numeric_items_100_random_nested_dict_context_binary_reward │ │ │ ├── 2_numeric_items_100_random_nested_dict_context_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 2_numeric_items_no_context_binary_reward │ │ │ ├── 2_numeric_items_no_context_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── 2_numeric_items_no_context_large_binary_reward │ │ │ ├── 2_numeric_items_no_context_large_binary_reward.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── a_z │ │ │ ├── a_z.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ ├── happy_sunday │ │ │ ├── happy_sunday.json │ │ │ ├── model.mlmodel.gz │ │ │ └── model.xgb.gz │ │ │ └── primitive_items_no_context_binary_reward │ │ │ ├── model.mlmodel.gz │ │ │ ├── model.xgb.gz │ │ │ └── primitive_items_no_context_binary_reward.json │ ├── chooser │ │ ├── __init__.py │ │ ├── test_chooser.py │ │ └── test_feature_encoding_for_choosers.py │ ├── feature_encoder │ │ ├── __init__.py │ │ ├── test_cythonized_feature_encoder.py │ │ └── test_feature_encoder.py │ ├── synthetic_models_training │ │ ├── __init__.py │ │ ├── data_generator.py │ │ ├── input │ │ │ └── config │ │ │ │ ├── hyperparameters.json │ │ │ │ ├── inputdataconfig.json │ │ │ │ └── resourceconfig.json │ │ ├── synthetic_models_config.py │ │ ├── syntheticdatarequirements.txt │ │ └── train_synthetic_models.py │ ├── test_ranker.py │ ├── test_reward_tracker.py │ ├── test_scorer.py │ ├── test_sdk_against_synthetic_models.py │ ├── test_utils.py │ └── testrequirements.txt └── utils │ ├── __init__.py │ ├── general_purpose_tools.py │ ├── gzip_tools.py │ └── url_tools.py ├── package_build_tools └── build_and_publish_sdist_to_pypi.sh ├── pyproject.toml ├── requirements.txt ├── setup.cfg ├── setup.py └── tox.ini /.gitignore: -------------------------------------------------------------------------------- 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