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BYOD - Classification

Category: data_generator.vision.classification.2d
Version: 1.0.1
UUID: 409bd8a82388f1e78242784b47d6d3b0ca1d7e598582870ab97a1253a1c5b44d
Execution context: leip_af
Choice Priority: 10.0

Subcomponent Parameters

Name Synonyms Allowable Categories
Training Augmentation data.augmentation.training augmentation.vision.2d.training
Validation Augmentation data.augmentation.validation augmentation.vision.2d.validation

Value Parameters

Name Synonyms Type Values
Dataset name data_generator.dataset_name scalar string
Data is split data_generator.data_is_presplit scalar bool
Root Path data_generator.root_path scalar path
Training images subdir data_generator.train_images_dir scalar path
The ratio of train/val split data_generator.train_val_split_ratio scalar float, min: 0.0, max: 1.0
The seed for train/val split data_generator.split_seed scalar int
Convert images to the grayscale data_generator.use_grayscale scalar bool
Validation images subdir data_generator.val_images_dir scalar path
Number of classes data.number_of_classes scalar int

Constraints

  1. Number of classes has to be positive (meta.nclasses > 0)
  2. Need a root path for dataset (len(str(actual.root_path)) > 0)

This component fits into

Name UUID Synonyms
Composite - Class selector 06894b... data_generator.selection.underlying_dataset
Composite - MixUp Classification f19b45... data_generator.composite.mixup.dataset
Composite - Random subset feed1a... data_generator.subset.underlying_dataset
Composite - Data joiner 77071f... data_generator.composite.joiner.underlying_datasets
Composite - Data joiner b6f994... data_generator.composite.joiner.underlying_datasets
Composite - Matting 8889c0... data_generator.composite.matting.background
Composite - Matting 8889c0... data_generator.composite.matting.foreground
Composite - Class selector 10d356... data_generator.selection.underlying_dataset
Composite - Mosaic 7bebd5... data_generator.composite.mosaic.foreground
Composite - Data joiner 4e8148... data_generator.composite.joiner.underlying_datasets
Composite - Random subset 365151... data_generator.subset.underlying_dataset
Composite - Random subset 5859b6... data_generator.subset.underlying_dataset
Basic Adaptor 123217... data_generator