components multimodal_classification_datapreprocessing

Multimodal Classification Data Preprocessing

multimodal_classification_datapreprocessing

Overview

Component to preprocess data for multimodal classification task

Version: 0.0.3

View in Studio: https://ml.azure.com/registries/azureml/components/multimodal_classification_datapreprocessing/version/0.0.3

Inputs

Multimodal Classification task arguments

Name	Description	Type	Default	Optional	Enum
problem_type	Specify whether its single-label or multi-label multimodal classification task.	string	multimodal-classification	False	['multimodal-classification-singlelabel', 'multimodal-classification-multilabel']
label_column	label column name	string		False
image_column	Image column name	string		False
drop_columns	Set of columns to ignore. Provide string that has comma separated column names.	string		True
numerical_columns_overrides	columns to treat as numerical. Overrides automatic column purpose detection.	string		True
categorical_columns_overrides	columns to treat as categorical. Overrides automatic column purpose detection.	string		True
text_columns_overrides	columns to treat as text. Overrides automatic column purpose detection.	string		True

Inputs

Name	Description	Type	Default	Optional	Enum
training_data	Enter the train mltable path	mltable		False
validation_data	Enter the validation mltable path	mltable		False
model_selector_output	output folder of model selector containing model metadata like config, checkpoints, tokenizer config	uri_folder		False

Outputs

Name	Description	Type
output_dir	folder to store preprocessed outputs of input data	uri_folder

Environment

azureml://registries/azureml/environments/acft-multimodal-gpu/versions/20