README.md
setup.py
utilmy/__init__.py
utilmy/adatasets.py
utilmy/cli.py
utilmy/data.py
utilmy/dates.py
utilmy/debug.py
utilmy/decorators.py
utilmy/distributed.py
utilmy/graph.py
utilmy/iio.py
utilmy/nnumpy.py
utilmy/oos.py
utilmy/parallel.py
utilmy/ppandas.py
utilmy/ppolars.py
utilmy/util_batch.py
utilmy/util_colab.py
utilmy/util_conda.py
utilmy/util_cpu.py
utilmy/util_download.py
utilmy/util_numba.py
utilmy/util_zip.py
utilmy/utilmy.py
utilmy/utils.py
utilmy/z_test.py
utilmy/zdocstring.py
utilmy.egg-info/PKG-INFO
utilmy.egg-info/SOURCES.txt
utilmy.egg-info/dependency_links.txt
utilmy.egg-info/entry_points.txt
utilmy.egg-info/requires.txt
utilmy.egg-info/top_level.txt
utilmy/configs/__init__.py
utilmy/configs/test.py
utilmy/configs/util_config.py
utilmy/configs/util_dirs.py
utilmy/configs/util_log.py
utilmy/configs/logs/__init__.py
utilmy/configs/logs/test_log.py
utilmy/configs/logs/util_log.py
utilmy/configs/logs/util_log_std.py
utilmy/db/__init__.py
utilmy/db/keyvalue.py
utilmy/db/util_sql.py
utilmy/deeplearning/__init__.py
utilmy/deeplearning/test.py
utilmy/deeplearning/util_dl.py
utilmy/deeplearning/util_embedding.py
utilmy/deeplearning/util_hash.py
utilmy/deeplearning/util_hyper.py
utilmy/deeplearning/util_onnx.py
utilmy/deeplearning/util_topk.py
utilmy/deeplearning/util_yolo.py
utilmy/deeplearning/autoencoder/__init__.py
utilmy/deeplearning/autoencoder/keras_ae.py
utilmy/deeplearning/kkeras/__init__.py
utilmy/deeplearning/kkeras/loss_graph.py
utilmy/deeplearning/kkeras/loss_vq_vae2.py
utilmy/deeplearning/kkeras/train_graph_loss.py
utilmy/deeplearning/kkeras/train_template.py
utilmy/deeplearning/kkeras/train_vqvae_loss.py
utilmy/deeplearning/kkeras/util_dataloader_img.py
utilmy/deeplearning/kkeras/util_dataloader_tab.py
utilmy/deeplearning/kkeras/util_debug.py
utilmy/deeplearning/kkeras/util_layers.py
utilmy/deeplearning/kkeras/util_loss.py
utilmy/deeplearning/kkeras/util_models.py
utilmy/deeplearning/kkeras/util_similarity.py
utilmy/deeplearning/kkeras/util_train.py
utilmy/deeplearning/kkeras/zkeras_torch_sentence.py
utilmy/deeplearning/kkeras/zz_util_dataloader_img_old.py
utilmy/deeplearning/ttorch/__init__.py
utilmy/deeplearning/ttorch/model_ensemble.py
utilmy/deeplearning/ttorch/util_model.py
utilmy/deeplearning/ttorch/util_torch.py
utilmy/deeplearning/ttorch/images/__init__.py
utilmy/deeplearning/ttorch/images/base.py
utilmy/deeplearning/ttorch/images/i3d.py
utilmy/deeplearning/ttorch/images/x3d.py
utilmy/deeplearning/ttorch/layers/__init__.py
utilmy/deeplearning/ttorch/losses/__init__.py
utilmy/deeplearning/ttorch/losses/affinity_loss.py
utilmy/deeplearning/ttorch/losses/amsoftmax.py
utilmy/deeplearning/ttorch/losses/conv_ops.py
utilmy/deeplearning/ttorch/losses/dice_loss.py
utilmy/deeplearning/ttorch/losses/dual_focal_loss.py
utilmy/deeplearning/ttorch/losses/ema.py
utilmy/deeplearning/ttorch/losses/focal_loss.py
utilmy/deeplearning/ttorch/losses/focal_loss_old.py
utilmy/deeplearning/ttorch/losses/frelu.py
utilmy/deeplearning/ttorch/losses/generalized_iou_loss.py
utilmy/deeplearning/ttorch/losses/group_loss.py
utilmy/deeplearning/ttorch/losses/hswish.py
utilmy/deeplearning/ttorch/losses/info_nce_dist.py
utilmy/deeplearning/ttorch/losses/label_smooth.py
utilmy/deeplearning/ttorch/losses/large_margin_softmax.py
utilmy/deeplearning/ttorch/losses/layer_norm.py
utilmy/deeplearning/ttorch/losses/lovasz_softmax.py
utilmy/deeplearning/ttorch/losses/mish.py
utilmy/deeplearning/ttorch/losses/ohem_loss.py
utilmy/deeplearning/ttorch/losses/one_hot.py
utilmy/deeplearning/ttorch/losses/partial_fc_amsoftmax.py
utilmy/deeplearning/ttorch/losses/pc_softmax.py
utilmy/deeplearning/ttorch/losses/soft_dice_loss.py
utilmy/deeplearning/ttorch/losses/swish.py
utilmy/deeplearning/ttorch/losses/taylor_softmax.py
utilmy/deeplearning/ttorch/losses/test.py
utilmy/deeplearning/ttorch/losses/triplet_loss.py
utilmy/deeplearning/ttorch/models/__init__.py
utilmy/deeplearning/ttorch/models/graphnlp.py
utilmy/deeplearning/ttorch/models/rule_encoder4.py
utilmy/deeplearning/ttorch/models/sentences_model.py
utilmy/deeplearning/ttorch/models/torch_lstm_check.py
utilmy/deeplearning/ttorch/torchinfo/__init__.py
utilmy/deeplearning/ttorch/torchinfo/enums.py
utilmy/deeplearning/ttorch/torchinfo/formatting.py
utilmy/deeplearning/ttorch/torchinfo/layer_info.py
utilmy/deeplearning/ttorch/torchinfo/model_statistics.py
utilmy/deeplearning/ttorch/torchinfo/torchinfo.py
utilmy/deeplearning/ttorch/zsave/__init__.py
utilmy/deeplearning/ttorch/zsave/model_ensemble_detail.py
utilmy/deeplearning/ttorch/zsave/rule_encoder.py
utilmy/deeplearning/ttorch/zsave/test_usage.py
utilmy/deeplearning/ttorch/zsave/zmodel_ensemble2.py
utilmy/deeplearning/ttorch/zsave/zmodel_ensemble4.py
utilmy/deeplearning/ttorch/zsave/zmodel_ensemble_old.py
utilmy/deeplearning/ttorch/zsave/zrule_encoder2.py
utilmy/deeplearning/ttorch/zsave/zz_model_ensemble2.py
utilmy/deeplearning/tutorial/__init__.py
utilmy/deeplearning/tutorial/transf.py
utilmy/deeplearning/tutorial/zz_util_topk.py
utilmy/docs/__init__.py
utilmy/docs/cli.py
utilmy/docs/code_parser.py
utilmy/docs/docstring.py
utilmy/docs/format.py
utilmy/docs/format2.py
utilmy/docs/generate_doc.py
utilmy/docs/generate_typehint.py
utilmy/docs/util_template.py
utilmy/docs/util_template2.py
utilmy/docs/zold_cli_format.py
utilmy/docs/zold_docstring2.py
utilmy/docs/zold_docstring3.py
utilmy/excel/__init__.py
utilmy/excel/xlvba.py
utilmy/images/__init__.py
utilmy/images/util_image.py
utilmy/nlp/__init__.py
utilmy/nlp/ner_extractor.py
utilmy/nlp/util_cluster.py
utilmy/nlp/util_cocount.py
utilmy/nlp/util_embedding.py
utilmy/nlp/util_explain.py
utilmy/nlp/util_gensim.py
utilmy/nlp/util_ner.py
utilmy/nlp/util_nlp.py
utilmy/nlp/util_topk.py
utilmy/nlp/util_transformers.py
utilmy/nlp/zzz_text.py
utilmy/nlp/kkeras/__init__.py
utilmy/nlp/kkeras/sentences.py
utilmy/nlp/ttorch/__init__.py
utilmy/nlp/ttorch/model_patent.py
utilmy/nlp/ttorch/sentences.py
utilmy/nlp/ttorch/kgraph/__init__.py
utilmy/nlp/ttorch/kgraph/kgDriverCode.py
utilmy/nlp/ttorch/kgraph/knowledge_graph.py
utilmy/optim/__init__.py
utilmy/optim/gp.py
utilmy/optim/gp_dcgp.py
utilmy/optim/gp_formulae.py
utilmy/optim/util_hyper.py
utilmy/optim/util_optim.py
utilmy/prepro/__init__.py
utilmy/prepro/prepro.py
utilmy/prepro/prepro_rec.py
utilmy/prepro/prepro_text.py
utilmy/prepro/prepro_tseries.py
utilmy/prepro/run_feature_profile.py
utilmy/prepro/util_feature.py
utilmy/recsys/__init__.py
utilmy/recsys/ab.py
utilmy/recsys/metric.py
utilmy/recsys/util_ltr.py
utilmy/recsys/util_rec.py
utilmy/recsys/util_sequencepattern.py
utilmy/recsys/util_tfranking.py
utilmy/recsys/vectors.py
utilmy/recsys/zprepro_recs.py
utilmy/recsys/ranking/__init__.py
utilmy/recsys/ranking/optim_rank.py
utilmy/recsys/ranking/rank_fusion.py
utilmy/recsys/ranking/rank_fusion_functions.py
utilmy/recsys/ranking/util_rank.py
utilmy/recsys/ranking/util_rankmerge.py
utilmy/sspark/__init__.py
utilmy/sspark/main.py
utilmy/sspark/setup.py
utilmy/sspark/src/__init__.py
utilmy/sspark/src/util_hadoop.py
utilmy/sspark/src/util_models.py
utilmy/sspark/src/util_spark.py
utilmy/sspark/src/util_sparkml.py
utilmy/sspark/src/util_trick.py
utilmy/sspark/src/utils.py
utilmy/sspark/src/afpgrowth/__init__.py
utilmy/sspark/src/afpgrowth/main.py
utilmy/sspark/src/functions/GetFamiliesFromUserAgent.py
utilmy/sspark/src/functions/__init__.py
utilmy/sspark/src/functions/dim_datetime_utilities.py
utilmy/sspark/src/functions/pandas_udfs/__init__.py
utilmy/sspark/src/functions/pandas_udfs/datetime_udfs.py
utilmy/sspark/src/functions/pandas_udfs/datetime_udfs_base_functions.py
utilmy/sspark/src/functions/pandas_udfs/fuzzy_match_udfs.py
utilmy/sspark/src/functions/pandas_udfs/general_udfs.py
utilmy/sspark/src/functions/pandas_udfs/general_udfs_base_functions.py
utilmy/sspark/src/functions/pandas_udfs/general_udfs_base_functions_test.py
utilmy/sspark/src/functions/pandas_udfs/timeseries.py
utilmy/sspark/src/functions/spark_udfs/__init__.py
utilmy/sspark/src/tables/__init__.py
utilmy/sspark/src/tables/table_predict_session_length.py
utilmy/sspark/src/tables/table_predict_url_unique.py
utilmy/sspark/src/tables/table_predict_volume.py
utilmy/sspark/src/tables/table_user_log.py
utilmy/sspark/src/tables/table_user_session_log.py
utilmy/sspark/src/tables/table_user_session_stats.py
utilmy/sspark/tests/__init__.py
utilmy/sspark/tests/conftest.py
utilmy/sspark/tests/test_common.py
utilmy/sspark/tests/test_functions.py
utilmy/sspark/tests/test_table_user_log.py
utilmy/sspark/tests/test_table_user_session_log.py
utilmy/sspark/tests/test_table_user_session_stats.py
utilmy/sspark/tests/test_table_volume_predict.py
utilmy/sspark/tests/test_utils.py
utilmy/stats/__init__.py
utilmy/stats/example.py
utilmy/stats/statistics.py
utilmy/stats/hypothesis/__init__.py
utilmy/stats/hypothesis/_lib.py
utilmy/stats/hypothesis/aov.py
utilmy/stats/hypothesis/contingency.py
utilmy/stats/hypothesis/critical.py
utilmy/stats/hypothesis/descriptive.py
utilmy/stats/hypothesis/fa.py
utilmy/stats/hypothesis/gof.py
utilmy/stats/hypothesis/hypothesis.py
utilmy/stats/hypothesis/nonparametric.py
utilmy/stats/hypothesis/posthoc.py
utilmy/stats/hypothesis/tests/__init__.py
utilmy/stats/hypothesis/tests/test_aov.py
utilmy/stats/hypothesis/tests/test_contingency.py
utilmy/stats/hypothesis/tests/test_critical_values.py
utilmy/stats/hypothesis/tests/test_descriptive.py
utilmy/stats/hypothesis/tests/test_factor_analysis.py
utilmy/stats/hypothesis/tests/test_gof.py
utilmy/stats/hypothesis/tests/test_hypothesis.py
utilmy/stats/hypothesis/tests/test_internal.py
utilmy/stats/hypothesis/tests/test_nonparametric.py
utilmy/stats/hypothesis/tests/test_posthoc.py
utilmy/tabular/__init__.py
utilmy/tabular/tabular.py
utilmy/tabular/util_activelearning.py
utilmy/tabular/util_drift.py
utilmy/tabular/util_explain.py
utilmy/tabular/util_lightgbm.py
utilmy/tabular/util_lineartree.py
utilmy/tabular/util_regression.py
utilmy/tabular/util_sampling.py
utilmy/tabular/util_sparse.py
utilmy/tabular/util_uncertainty.py
utilmy/tabular/bayesian/__init__.py
utilmy/tabular/bayesian/model_bayesian_numpyro.py
utilmy/tabular/bayesian/model_bayesian_pyro.py
utilmy/tabular/causal/__init__.py
utilmy/tabular/causal/util_causal.py
utilmy/templates/__init__.py
utilmy/templates/cli.py
utilmy/tools/__init__.py
utilmy/tools/cli_conda_merge.py
utilmy/tools/cli_convert_ipynb.py
utilmy/tools/cli_docs.py
utilmy/tools/cli_download.py
utilmy/tools/cli_env_autoinstall.py
utilmy/tools/cli_json.py
utilmy/tools/cli_module_parser.py
utilmy/tools/cli_repo_check.py
utilmy/tools/util_cli.py
utilmy/tseries/__init__.py
utilmy/tseries/prepro_tseries.py
utilmy/tseries/torch_lstm (1).py
utilmy/tseries/torch_lstm.py
utilmy/tseries/torch_outlier.py
utilmy/tseries/torch_outlier_comment.py
utilmy/tseries/util_tseries.py
utilmy/viz/__init__.py
utilmy/viz/css.py
utilmy/viz/embedding.py
utilmy/viz/template1.py
utilmy/viz/test_vizhtml.py
utilmy/viz/util_map.py
utilmy/viz/video.py
utilmy/viz/vizhtml.py
utilmy/viz/zarchive/__init__.py
utilmy/viz/zarchive/toptoolbar.py
utilmy/webscraper/__init__.py
utilmy/webscraper/cli_arxiv.py
utilmy/webscraper/cli_github_gist_search.py
utilmy/webscraper/cli_github_search.py
utilmy/webscraper/cli_openreview.py
utilmy/webscraper/cli_reddit.py
utilmy/webscraper/pdf_scraper.py
utilmy/webscraper/scrape_batch.py
utilmy/webscraper/util_search.py
utilmy/webscraper/util_web.py