AI Wrangles

AI wrangles, with recipe examples, parameters, and behavior.

Classify

Run classify wrangles on the specified columns. Requires WrangleWorks Account and Subscription.

Run a custom classification wrangle on the specified column or columns. A classification wrangle must be trained first.

Parameters

Name	Description	Accepted Values	Default	Required
I/O
input	Name of the input column.	string, integer, array	—	Yes
output	Name of the output column.	string, array	—	Yes
Formatting
include_confidence	For models that support it, include the confidence level in the output.	boolean	—	No
Conditions
if	Condition that determines whether the wrangle runs as a whole. Recipe variables may be referenced with ${variable}.	string	—	No
where	Filter rows before applying the wrangle using SQL-like criteria, such as column1 = 123 OR column2 = 'abc'.	string	—	No
where_params	Values used with where for parameterized criteria. Uses SQLite placeholder syntax such as ? or :name.	array, object	—	No
Details
model_id	ID of the classification model to be used.	string	—	Yes

Examples

wrangles:
  - classify:
      input: Products
      output: Category
      model_id: ${model_id}
      where: Products = Milk

Products
Rice
Milk

Category
Dairy

Access

Requirement	Value
AI-powered	No
Requires WrangleWorks account	Yes
Requires subscription	No
Requires external API key	No

Technical details

Field	Value
Catalog ID	71
Catalog key	classify
Recipe key	classify
Catalog status	active
Lifecycle status	active
Recipe Writer eligible	Yes
Namespace	Root-level
Documentation group	ai
Aliases	None
Runtime symbol	wrangles.recipe_wrangles.main.classify
Legacy UUID	06669ef8-cdd1-42f7-8078-98e0b7a42c30

Sources

• WranglesPY classify implementation
• Archived classify Markdown

---

Huggingface

Use a model from huggingface.

Use a model from huggingface

Parameters

Name	Description	Accepted Values	Default	Required
I/O
input	Name of the input column.	string, integer, array	—	Yes
output	Name of the output column. If not provided, will overwrite the input column.	string, array, null	null	No
Options
parameters	Optionally, provide additional parameters to define the model behaviour.	object, null	null	No
Conditions
if	Condition that determines whether the wrangle runs as a whole. Recipe variables may be referenced with ${variable}.	string	—	No
where	Filter rows before applying the wrangle using SQL-like criteria, such as column1 = 123 OR column2 = 'abc'.	string	—	No
where_params	Values used with where for parameterized criteria. Uses SQLite placeholder syntax such as ? or :name.	array, object	—	No
Details
api_token	Huggingface API Token.	string	—	Yes
model	Name of the model to use. e.g. facebook/bart-large-cnn.	string	—	Yes

Examples

This template uses a Hugging Face summarization model. The exact response shape and text depend on the selected model.

wrangles:
  - huggingface:
      input:
        - Product Description
      output:
        - Summary
      api_token: Your Hugging Face API token
      model: facebook/bart-large-cnn

Product Description
A cordless drill with two batteries, a charger, and a compact carrying case.

Summary
Cordless drill kit with batteries, charger, and case.

Template based on the documented parameters; no published source example is currently available.

Access

Requirement	Value
AI-powered	No
Requires WrangleWorks account	No
Requires subscription	No
Requires external API key	No

Technical details

Field	Value
Catalog ID	79
Catalog key	huggingface
Recipe key	huggingface
Catalog status	active
Lifecycle status	active
Recipe Writer eligible	Yes
Namespace	Root-level
Documentation group	ai
Aliases	None
Runtime symbol	wrangles.recipe_wrangles.main.huggingface
Legacy UUID	ae12cf20-4934-428f-84a9-a6898cb7ffe0

Sources

• WranglesPY huggingface implementation
• Archived huggingface Markdown