tabensemb.utils.utils

All utilities used in the project.

Functions

add_postfix(path)	If the input path exists, add a postfix f"-I{n}" to it, where n increases if path ends with f"-I{n}".
auto_metric_sklearn(y_true, y_pred, metric, task)	Calculate metrics using sklearn APIs.
check_stream()	A utility of HiddenPrints().
convert_proba_to_target(y_pred, task)	Convert probabilities of classes to the class of each sample.
convert_target_to_indicator(y_pred, n_classes)	Convert the class of each sample to class indicator.
debugger_is_active()	Return True if the debugger is currently active
get_figsize(n, max_col, width_per_item, ...)	Calculate the figsize argument of matplotlib for a figure with subplots.
gini(x[, w])	Calculate the gini index of a feature.
is_notebook()	Check whether the current environment is a notebook.
metric_sklearn(y_true, y_pred, metric)	Calculate metrics using sklearn APIs.
pretty(value[, htchar, lfchar, indent])	Represent a dictionary, a list, or a tuple by a string.
reload_module(name)	Re-import the module.
safe_mkdir(path)	Make a previously not existing directory safely resolving conflicts.
seed_worker(worker_id)	For the argument worker_init_fn of torch.utils.data.DataLoader.
set_random_seed([seed])	Set random seeds of pytorch (including cuda and dataloaders), numpy, and random.
set_torch([seed])	Set the random seed of pytorch, CUDA, and torch.utils.data.DataLoader.
str_to_dataframe(s[, sep, names, check_nan_on])	Convert a .csv type of string to a dataframe.
update_defaults_by_kwargs([defaults, kwargs])

Classes

HiddenPltShow()	A context manager that temporarily hide all matplotlib.pyplot.show().
HiddenPrints([disable_logging, disable_std])	A context manager that can temporarily hide all sys.stdout outputs and logging outputs.
Logger(path, stream)	Capture all outputs to a log file while still printing it.
Logging()	Capture all outputs to a log file while still printing it.
PickleAbleGenerator(generator[, ...])	Turn a generator (not pickle-able) into a pickle-able object by extracting all items in the generator to a list.
PlainText([disable])	A context manager that can temporarily redirect all sys.stderr outputs to sys.stdout.
TqdmController()	A controller of tqdm progress bars, including tqdm.tqdm, tqdm.notebook.tqdm, and tqdm.auto.tqdm.
global_setting(setting)	A context manager that temporarily changes the global setting tabensemb.setting.
torch_with_grad()	A context manager that enabled gradient calculation.