---

wnli_3_shot

Note

ID: catalog.recipes.wnli_3_shot | Type: StandardRecipe

{
    "card": "cards.wnli",
    "demos_pool_size": 100,
    "num_demos": 3,
    "template_card_index": 0,
    "type": "standard_recipe"
}

Explanation about StandardRecipe

This class represents a standard recipe for data processing and preparation.

This class can be used to prepare a recipe. with all necessary steps, refiners and renderers included. It allows to set various parameters and steps in a sequential manner for preparing the recipe.

Attributes:

card (TaskCard): TaskCard object associated with the recipe. template (Template, optional): Template object to be used for the recipe. instruction (Instruction, optional): Instruction object to be used for the recipe. loader_limit (int, optional): Specifies the maximum number of instances per stream to be returned from the loader (used to reduce loading time in large datasets) format (SystemFormat, optional): SystemFormat object to be used for the recipe. train_refiner (StreamRefiner, optional): Train refiner to be used in the recipe. max_train_instances (int, optional): Maximum training instances for the refiner. validation_refiner (StreamRefiner, optional): Validation refiner to be used in the recipe. max_validation_instances (int, optional): Maximum validation instances for the refiner. test_refiner (StreamRefiner, optional): Test refiner to be used in the recipe. max_test_instances (int, optional): Maximum test instances for the refiner. demos_pool_size (int, optional): Size of the demos pool. num_demos (int, optional): Number of demos to be used. demos_pool_name (str, optional): Name of the demos pool. Default is “demos_pool”. demos_taken_from (str, optional): Specifies from where the demos are taken. Default is “train”. demos_field (str, optional): Field name for demos. Default is “demos”. sampler (Sampler, optional): Sampler object to be used in the recipe. steps (List[StreamingOperator], optional): List of StreamingOperator objects to be used in the recipe. augmentor (Augmentor) : Augmentor to be used to pseudo randomly augment the source text instruction_card_index (int, optional): Index of instruction card to be used

for preparing the recipe.

template_card_index (int, optional): Index of template card to be used for

preparing the recipe.

Methods:

prepare(): This overridden method is used for preparing the recipe

by arranging all the steps, refiners, and renderers in a sequential manner.

Raises:

AssertionError: If both template and template_card_index, or instruction and instruction_card_index

are specified at the same time.