LICENSE
MANIFEST.in
README.md
setup.cfg
setup.py
src/mngs/_AxisWrapper.py
src/mngs/__init__.py
src/mngs/__main__.py
src/mngs/_sh.py
src/mngs/_to_sigma.py
src/mngs.egg-info/PKG-INFO
src/mngs.egg-info/SOURCES.txt
src/mngs.egg-info/dependency_links.txt
src/mngs.egg-info/requires.txt
src/mngs.egg-info/top_level.txt
src/mngs/ai/ClassificationReporter.py
src/mngs/ai/ClassifierServer.py
src/mngs/ai/EarlyStopping.py
src/mngs/ai/LearningCurveLogger.py
src/mngs/ai/__Classifiers.py
src/mngs/ai/__init__.py
src/mngs/ai/silhoute_score_block.py
src/mngs/ai/_gen_ai/PARAMS.py
src/mngs/ai/_gen_ai/_Anthropic.py
src/mngs/ai/_gen_ai/_BaseGenAI.py
src/mngs/ai/_gen_ai/_Google.py
src/mngs/ai/_gen_ai/_Llama.py
src/mngs/ai/_gen_ai/_OpenAI.py
src/mngs/ai/_gen_ai/_Perplexity.py
src/mngs/ai/_gen_ai/__init__.py
src/mngs/ai/_gen_ai/_calc_cost.py
src/mngs/ai/_gen_ai/_format_output_func.py
src/mngs/ai/_gen_ai/_genai_factory.py
src/mngs/ai/act/__init__.py
src/mngs/ai/act/_define.py
src/mngs/ai/clustering/_UMAP.py
src/mngs/ai/clustering/__init__.py
src/mngs/ai/clustering/_pca.py
src/mngs/ai/clustering/_umap.py
src/mngs/ai/clustering/_umap_dev.py
src/mngs/ai/clustering/_umap_working.py
src/mngs/ai/layer/_Pass.py
src/mngs/ai/layer/__init__.py
src/mngs/ai/layer/_switch.py
src/mngs/ai/loss/MultiTaskLoss.py
src/mngs/ai/loss/_L1L2Losses.py
src/mngs/ai/loss/__init__.py
src/mngs/ai/metrics/__init__.py
src/mngs/ai/metrics/_bACC.py
src/mngs/ai/optim/__init__.py
src/mngs/ai/optim/_get_set.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/__init__.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/setup.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/ranger/__init__.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/ranger/ranger.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/ranger/ranger2020.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/ranger/ranger913A.py
src/mngs/ai/optim/Ranger_Deep_Learning_Optimizer/ranger/rangerqh.py
src/mngs/ai/plt/__init__.py
src/mngs/ai/plt/_conf_mat.py
src/mngs/ai/plt/_learning_curve.py
src/mngs/ai/plt/_optuna_study.py
src/mngs/ai/plt/aucs/__init__.py
src/mngs/ai/plt/aucs/example.py
src/mngs/ai/plt/aucs/pre_rec_auc.py
src/mngs/ai/plt/aucs/roc_auc.py
src/mngs/ai/sk/__init__.py
src/mngs/ai/sk/_clf.py
src/mngs/ai/sk/_to_sktime.py
src/mngs/ai/utils/_DefaultDataset.py
src/mngs/ai/utils/_LabelEncoder.py
src/mngs/ai/utils/__init__.py
src/mngs/ai/utils/_check_params.py
src/mngs/ai/utils/_format_samples_for_sktime.py
src/mngs/ai/utils/_merge_labels.py
src/mngs/ai/utils/_sliding_window_data_augmentation.py
src/mngs/ai/utils/_under_sample.py
src/mngs/ai/utils/_verify_n_gpus.py
src/mngs/ai/utils/grid_search.py
src/mngs/db/__init__.py
src/mngs/db/_delete_duplicates.py
src/mngs/db/_delete_duplicates_clean.py
src/mngs/db/_delete_duplicates_dev.py
src/mngs/db/_inspect.py
src/mngs/dsp/PARAMS.py
src/mngs/dsp/__init__.py
src/mngs/dsp/_crop.py
src/mngs/dsp/_demo_sig.py
src/mngs/dsp/_detect_ripples.py
src/mngs/dsp/_hilbert.py
src/mngs/dsp/_listen.py
src/mngs/dsp/_misc.py
src/mngs/dsp/_mne.py
src/mngs/dsp/_modulation_index.py
src/mngs/dsp/_pac.py
src/mngs/dsp/_psd.py
src/mngs/dsp/_resample.py
src/mngs/dsp/_time.py
src/mngs/dsp/_transform.py
src/mngs/dsp/_wavelet.py
src/mngs/dsp/add_noise.py
src/mngs/dsp/example.py
src/mngs/dsp/filt.py
src/mngs/dsp/norm.py
src/mngs/dsp/reference.py
src/mngs/dsp/template.py
src/mngs/dsp/nn/_AxiswiseDropout.py
src/mngs/dsp/nn/_BNet.py
src/mngs/dsp/nn/_BNet_Res.py
src/mngs/dsp/nn/_ChannelGainChanger.py
src/mngs/dsp/nn/_DropoutChannels.py
src/mngs/dsp/nn/_Filters.py
src/mngs/dsp/nn/_FreqGainChanger.py
src/mngs/dsp/nn/_GaussianFilter.py
src/mngs/dsp/nn/_Hilbert.py
src/mngs/dsp/nn/_MNet_1000.py
src/mngs/dsp/nn/_ModulationIndex.py
src/mngs/dsp/nn/_PAC.py
src/mngs/dsp/nn/_PSD.py
src/mngs/dsp/nn/_ResNet1D.py
src/mngs/dsp/nn/_SpatialAttention.py
src/mngs/dsp/nn/_Spectrogram.py
src/mngs/dsp/nn/_SwapChannels.py
src/mngs/dsp/nn/_TransposeLayer.py
src/mngs/dsp/nn/_Wavelet.py
src/mngs/dsp/nn/__init__.py
src/mngs/dsp/utils/__init__.py
src/mngs/dsp/utils/_differential_bandpass_filters.py
src/mngs/dsp/utils/_ensure_even_len.py
src/mngs/dsp/utils/_zero_pad.py
src/mngs/dsp/utils/filter.py
src/mngs/dsp/utils/pac.py
src/mngs/gen/_DimHandler.py
src/mngs/gen/_DotDict.py
src/mngs/gen/_TimeStamper.py
src/mngs/gen/__init__.py
src/mngs/gen/_alternate_kwarg.py
src/mngs/gen/_batch_fn.py
src/mngs/gen/_cache.py
src/mngs/gen/_check_host.py
src/mngs/gen/_ci.py
src/mngs/gen/_close.py
src/mngs/gen/_converters.py
src/mngs/gen/_converters_working.py
src/mngs/gen/_deprecated.py
src/mngs/gen/_dict2str.py
src/mngs/gen/_dict_replace.py
src/mngs/gen/_email.py
src/mngs/gen/_email_working.py
src/mngs/gen/_embed.py
src/mngs/gen/_inspect_module.py
src/mngs/gen/_latex.py
src/mngs/gen/_less.py
src/mngs/gen/_mask_api.py
src/mngs/gen/_mask_api_key.py
src/mngs/gen/_mat2py.py
src/mngs/gen/_norm.py
src/mngs/gen/_not_implemented.py
src/mngs/gen/_notify.py
src/mngs/gen/_parse_str.py
src/mngs/gen/_paste.py
src/mngs/gen/_print_config.py
src/mngs/gen/_reproduce.py
src/mngs/gen/_shell.py
src/mngs/gen/_src.py
src/mngs/gen/_start.py
src/mngs/gen/_suppress_output.py
src/mngs/gen/_symlog.py
src/mngs/gen/_tee.py
src/mngs/gen/_timeout.py
src/mngs/gen/_title2path.py
src/mngs/gen/_title_case.py
src/mngs/gen/_to_rank.py
src/mngs/gen/_transpose.py
src/mngs/gen/_weather.py
src/mngs/gen/_wrap.py
src/mngs/gen/_xml2dict.py
src/mngs/gen/misc.py
src/mngs/gen/path.py
src/mngs/general/_DimHandler.py
src/mngs/general/_DotDict.py
src/mngs/general/_TimeStamper.py
src/mngs/general/__init__.py
src/mngs/general/_alternate_kwarg.py
src/mngs/general/_batch_fn.py
src/mngs/general/_cache.py
src/mngs/general/_check_host.py
src/mngs/general/_ci.py
src/mngs/general/_close.py
src/mngs/general/_converters.py
src/mngs/general/_converters_working.py
src/mngs/general/_deprecated.py
src/mngs/general/_dict2str.py
src/mngs/general/_dict_replace.py
src/mngs/general/_email.py
src/mngs/general/_email_working.py
src/mngs/general/_embed.py
src/mngs/general/_inspect_module.py
src/mngs/general/_latex.py
src/mngs/general/_less.py
src/mngs/general/_mask_api.py
src/mngs/general/_mask_api_key.py
src/mngs/general/_mat2py.py
src/mngs/general/_norm.py
src/mngs/general/_not_implemented.py
src/mngs/general/_notify.py
src/mngs/general/_parse_str.py
src/mngs/general/_paste.py
src/mngs/general/_print_config.py
src/mngs/general/_reproduce.py
src/mngs/general/_shell.py
src/mngs/general/_src.py
src/mngs/general/_start.py
src/mngs/general/_suppress_output.py
src/mngs/general/_symlog.py
src/mngs/general/_tee.py
src/mngs/general/_timeout.py
src/mngs/general/_title2path.py
src/mngs/general/_title_case.py
src/mngs/general/_to_rank.py
src/mngs/general/_transpose.py
src/mngs/general/_weather.py
src/mngs/general/_wrap.py
src/mngs/general/_xml2dict.py
src/mngs/general/misc.py
src/mngs/general/path.py
src/mngs/gists/_SigMacro_processFigure_S.py
src/mngs/gists/_SigMacro_toBlue.py
src/mngs/gists/__init__.py
src/mngs/io/__init__.py
src/mngs/io/_cache.py
src/mngs/io/_flush.py
src/mngs/io/_glob.py
src/mngs/io/_load.py
src/mngs/io/_path.py
src/mngs/io/_reload.py
src/mngs/io/_save.py
src/mngs/linalg/__init__.py
src/mngs/linalg/_distance.py
src/mngs/linalg/_geometric_median.py
src/mngs/linalg/_misc.py
src/mngs/ml/ClassificationReporter.py
src/mngs/ml/ClassifierServer.py
src/mngs/ml/EarlyStopping.py
src/mngs/ml/LearningCurveLogger.py
src/mngs/ml/__Classifiers.py
src/mngs/ml/__init__.py
src/mngs/ml/silhoute_score_block.py
src/mngs/ml/_gen_ai/PARAMS.py
src/mngs/ml/_gen_ai/_Anthropic.py
src/mngs/ml/_gen_ai/_BaseGenAI.py
src/mngs/ml/_gen_ai/_Google.py
src/mngs/ml/_gen_ai/_Llama.py
src/mngs/ml/_gen_ai/_OpenAI.py
src/mngs/ml/_gen_ai/_Perplexity.py
src/mngs/ml/_gen_ai/__init__.py
src/mngs/ml/_gen_ai/_calc_cost.py
src/mngs/ml/_gen_ai/_format_output_func.py
src/mngs/ml/_gen_ai/_genai_factory.py
src/mngs/ml/act/__init__.py
src/mngs/ml/act/_define.py
src/mngs/ml/clustering/_UMAP.py
src/mngs/ml/clustering/__init__.py
src/mngs/ml/clustering/_pca.py
src/mngs/ml/clustering/_umap.py
src/mngs/ml/clustering/_umap_dev.py
src/mngs/ml/clustering/_umap_working.py
src/mngs/ml/layer/_Pass.py
src/mngs/ml/layer/__init__.py
src/mngs/ml/layer/_switch.py
src/mngs/ml/loss/MultiTaskLoss.py
src/mngs/ml/loss/_L1L2Losses.py
src/mngs/ml/loss/__init__.py
src/mngs/ml/metrics/__init__.py
src/mngs/ml/metrics/_bACC.py
src/mngs/ml/optim/__init__.py
src/mngs/ml/optim/_get_set.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/__init__.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/setup.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/ranger/__init__.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/ranger/ranger.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/ranger/ranger2020.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/ranger/ranger913A.py
src/mngs/ml/optim/Ranger_Deep_Learning_Optimizer/ranger/rangerqh.py
src/mngs/ml/plt/__init__.py
src/mngs/ml/plt/_conf_mat.py
src/mngs/ml/plt/_learning_curve.py
src/mngs/ml/plt/_optuna_study.py
src/mngs/ml/plt/aucs/__init__.py
src/mngs/ml/plt/aucs/example.py
src/mngs/ml/plt/aucs/pre_rec_auc.py
src/mngs/ml/plt/aucs/roc_auc.py
src/mngs/ml/sk/__init__.py
src/mngs/ml/sk/_clf.py
src/mngs/ml/sk/_to_sktime.py
src/mngs/ml/utils/_DefaultDataset.py
src/mngs/ml/utils/_LabelEncoder.py
src/mngs/ml/utils/__init__.py
src/mngs/ml/utils/_check_params.py
src/mngs/ml/utils/_format_samples_for_sktime.py
src/mngs/ml/utils/_merge_labels.py
src/mngs/ml/utils/_sliding_window_data_augmentation.py
src/mngs/ml/utils/_under_sample.py
src/mngs/ml/utils/_verify_n_gpus.py
src/mngs/ml/utils/grid_search.py
src/mngs/nn/_AxiswiseDropout.py
src/mngs/nn/_BNet.py
src/mngs/nn/_BNet_Res.py
src/mngs/nn/_ChannelGainChanger.py
src/mngs/nn/_DropoutChannels.py
src/mngs/nn/_Filters.py
src/mngs/nn/_FreqGainChanger.py
src/mngs/nn/_GaussianFilter.py
src/mngs/nn/_Hilbert.py
src/mngs/nn/_MNet_1000.py
src/mngs/nn/_ModulationIndex.py
src/mngs/nn/_PAC.py
src/mngs/nn/_PSD.py
src/mngs/nn/_ResNet1D.py
src/mngs/nn/_SpatialAttention.py
src/mngs/nn/_Spectrogram.py
src/mngs/nn/_SwapChannels.py
src/mngs/nn/_TransposeLayer.py
src/mngs/nn/_Wavelet.py
src/mngs/nn/__init__.py
src/mngs/os/__init__.py
src/mngs/os/_mv.py
src/mngs/path/__init__.py
src/mngs/path/_find.py
src/mngs/path/_path.py
src/mngs/path/_version.py
src/mngs/pd/__init__.py
src/mngs/pd/_force_df.py
src/mngs/pd/_from_xyz.py
src/mngs/pd/_melt_cols.py
src/mngs/pd/_merge_columns.py
src/mngs/pd/_misc.py
src/mngs/pd/_mv.py
src/mngs/pd/_replace.py
src/mngs/pd/_round.py
src/mngs/pd/_sort.py
src/mngs/pd/_to_xy.py
src/mngs/pd/_to_xyz.py
src/mngs/plt/_PARAMS.py
src/mngs/plt/__init__.py
src/mngs/plt/_add_hue.py
src/mngs/plt/_annotated_heatmap.py
src/mngs/plt/_check_colors.py
src/mngs/plt/_colors.py
src/mngs/plt/_configure_mpl.py
src/mngs/plt/_draw_a_cube.py
src/mngs/plt/_get_RGBA_from_colormap.py
src/mngs/plt/_grid_image.py
src/mngs/plt/_interp_colors.py
src/mngs/plt/_mk_colorbar.py
src/mngs/plt/_mk_patches.py
src/mngs/plt/_tpl.py
src/mngs/plt/_vizualize_colors.py
src/mngs/plt/get_mpl_color.py
src/mngs/plt/_subplots/_AxesWrapper.py
src/mngs/plt/_subplots/_AxisWrapper.py
src/mngs/plt/_subplots/_FigWrapper.py
src/mngs/plt/_subplots/_SubplotsManager.py
src/mngs/plt/_subplots/__init__.py
src/mngs/plt/_subplots/_to_sigma.py
src/mngs/plt/ax/__init__.py
src/mngs/plt/ax/_add_marginal_ax.py
src/mngs/plt/ax/_circular_hist.py
src/mngs/plt/ax/_conf_mat.py
src/mngs/plt/ax/_ecdf.py
src/mngs/plt/ax/_extend.py
src/mngs/plt/ax/_fillv.py
src/mngs/plt/ax/_force_aspect.py
src/mngs/plt/ax/_format_label.py
src/mngs/plt/ax/_half_violin.py
src/mngs/plt/ax/_hide_spines.py
src/mngs/plt/ax/_imshow2d.py
src/mngs/plt/ax/_joyplot.py
src/mngs/plt/ax/_map_ticks.py
src/mngs/plt/ax/_panel.py
src/mngs/plt/ax/_plot_.py
src/mngs/plt/ax/_raster_plot.py
src/mngs/plt/ax/_rectangle.py
src/mngs/plt/ax/_rotate_labels.py
src/mngs/plt/ax/_sci_note.py
src/mngs/plt/ax/_set_n_ticks.py
src/mngs/plt/ax/_set_size.py
src/mngs/plt/ax/_set_supxyt.py
src/mngs/plt/ax/_set_ticks.py
src/mngs/plt/ax/_set_xyt.py
src/mngs/plt/ax/_share_axes.py
src/mngs/plt/ax/_shift.py
src/mngs/res/__init__.py
src/mngs/res/_get_proc_usages.py
src/mngs/res/_get_specs.py
src/mngs/res/_rec_procs.py
src/mngs/res/limit_RAM.py
src/mngs/res/_utils/__init__.py
src/mngs/res/_utils/_cuda_collect_env.py
src/mngs/stats/__corr_test.py
src/mngs/stats/__corr_test_multi.py
src/mngs/stats/__corr_test_single.py
src/mngs/stats/__init__.py
src/mngs/stats/_bonferroni_correction.py
src/mngs/stats/_brunner_munzel_test.py
src/mngs/stats/_calc_partial_corr.py
src/mngs/stats/_corr_test.py
src/mngs/stats/_fdr_correction.py
src/mngs/stats/_find_pval.py
src/mngs/stats/_find_pval_col.py
src/mngs/stats/_general.py
src/mngs/stats/_multicompair.py
src/mngs/stats/_nocorrelation_test.py
src/mngs/stats/_p2stars.py
src/mngs/stats/_smirnov_grubbs.py
src/mngs/tex/__init__.py
src/mngs/tex/_preview.py
src/mngs/tex/_to_vec.py
src/mngs/torch/__init__.py
src/mngs/torch/_apply_to.py
src/mngs/typing/__init__.py
src/mngs/typing/_typing.py
src/mngs/web/__init__.py
src/mngs/web/_crawl.py
src/mngs/web/_google.py
src/mngs/web/_summarize_url.py