components rai_vision_insights

RAI Vision Insights

rai_vision_insights

Overview

Description:

Version: 0.0.7

Tags

Preview

View in Studio: https://ml.azure.com/registries/azureml/components/rai_vision_insights/version/0.0.7

Inputs

Name	Description	Type	Default	Optional	Enum
task_type		string			['image_classification', 'multilabel_image_classification', 'object_detection']
data_folder		string		True
model_input		mlflow_model		False
model_info		string		False
test_dataset		mltable
target_column_name		string
maximum_rows_for_test_dataset		integer	5000
classes		string	[]
categorical_metadata_features		string	[]
dropped_metadata_features		string	[]
precompute_explanation		boolean	True
enable_error_analysis		boolean	True
use_model_dependency		boolean	False
use_conda		boolean	False
model_type		string			['pyfunc', 'fastai', 'pytorch']
xai_algorithm		string	guided_backprop	True	['guided_backprop', 'guided_gradcam', 'integrated_gradients', 'xrai', 'shap']
n_steps		integer		True
xrai_fast		boolean		True
approximation_method		string		True	['gausslegendre', 'riemann_middle']
confidence_score_threshold_multilabel		number		True
dataset_type		string	public		['private', 'public']

Outputs

Name	Description	Type
dashboard		path
ux_json		path

Environment

azureml://registries/azureml/environments/responsibleai-vision-ubuntu20.04-py38-cpu/versions/22