components rai_text_insights

RAI Text Insights

rai_text_insights

Overview

Description:

Version: 0.0.10

Tags

Preview

View in Studio: https://ml.azure.com/registries/azureml/components/rai_text_insights/version/0.0.10

Inputs

Name	Description	Type	Default	Optional	Enum
task_type	The type of task to perform	string			['text_classification', 'multilabel_text_classification', 'question_answering']
model_input	The model name to be used for computing insights	mlflow_model		False
model_info	The model name to be used for computing insights	string		False
test_dataset	The test dataset to be used for computing insights	mltable
target_column_name	The target column name	string
text_column_name	Optional text column name, required if metadata present	string		True
maximum_rows_for_test_dataset	The maximum number of rows to use from the test dataset	integer	5000
classes	The list of class names for the target column	string	[]
categorical_metadata_features	The list of categorical metadata feature names	string	[]
dropped_metadata_features	The list of dropped metadata feature names	string	[]
enable_explanation	Whether to enable computation of explanations	boolean	True
enable_error_analysis	Whether to enable computation of error analysis	boolean	True
use_model_dependency	Whether to install the MLFlow model's dependencies in the RAI environment	boolean	False
use_conda	Whether to use conda or pip to install the MLFlow model's dependencies in the RAI environment	boolean	False

Outputs

Name	Description	Type
dashboard	Path to which RAITextInsights is serialized to for connecting to compute instance	path
ux_json	Json file to which UX is serialized to for viewing in static AzureML Studio UI	path

Environment

azureml://registries/azureml/environments/responsibleai-text-ubuntu20.04-py38-cpu/versions/30