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components rai_text_insights

github-actions[bot] edited this page Sep 20, 2024 · 20 revisions

RAI Text Insights

rai_text_insights

Overview

Version: 0.0.19

Tags

Preview

View in Studio: https://ml.azure.com/registries/azureml/components/rai_text_insights/version/0.0.19

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/versions/6

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