hookeai.time_series_data.time_dataset

Time series data set.

Classes

TimeSeriesDatasetInMemory(torch.utils.data.Dataset)

Time series data set (in-memory storage only).

TimeSeriesDataset(torch.utils.data.Dataset)

Time series data set.

Functions

time_collator

Collate time series batch data.

get_time_series_data_loader

Get time series data set data loader.

save_dataset

Save PyTorch time series data set to file.

load_dataset

Load PyTorch time series data set.

change_dataset_features_labels

Change time series data set features labels.

add_dataset_feature_init

Add feature initialization to all samples of time series data set.

concatenate_dataset_features

Concatenate existing features of time series data set into new feature.

sum_dataset_features

Sum existing features of time series data set into new feature.

write_time_series_dataset_summary_file

Write summary data file for time series data set generation.

split_dataset

Randomly split data set into non-overlapping subsets.

get_parent_dataset_indices

Get parent data set indices from subset indices.

Functions

add_dataset_feature_init(dataset, ...)	Add feature initialization to all samples of time series data set.
change_dataset_features_labels(dataset, ...)	Change time series data set features labels.
concatenate_dataset_features(dataset, ...[, ...])	Concatenate existing features of time series data set into new feature.
get_parent_dataset_indices(subset, ...)	Get parent data set indices from subset indices.
get_time_series_data_loader(dataset[, ...])	Get time series data set data loader.
load_dataset(dataset_file_path)	Load PyTorch time series data set.
save_dataset(dataset, dataset_basename, ...)	Save PyTorch time series data set to file.
split_dataset(dataset, split_sizes[, ...])	Randomly split data set into non-overlapping subsets.
sum_dataset_features(dataset, ...[, ...])	Sum existing features of time series data set into new feature.
time_collator(batch_data)	Collate time series batch data.
write_summary_file(summary_directory[, ...])	Write summary data file with provided keyword-based parameters.
write_time_series_dataset_summary_file(...)	Write summary data file for time series data set generation.

Classes

TimeSeriesDataset(dataset_directory, ...[, ...])	Time series data set.
TimeSeriesDatasetInMemory(dataset_samples)	Time series data set (in-memory storage only).