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OpenAI Prompt Activity

Introduction

An OpenAI Prompt activity, using its OpenAI connection, creates a text completion for the provided prompt in OpenAI and is intended to be used as a target to consume data in an operation.

This activity can be configured to use one of these OpenAI models:

  • One of the GPT-3 models.

  • These GPT-3.5 models:

    • text-davinci-002

    • text-davinci-003

Create an OpenAI Prompt Activity

An instance of an OpenAI Prompt activity is created from an OpenAI connection using its Prompt activity type.

To create an instance of an activity, drag the activity type to the design canvas or copy the activity type and paste it on the design canvas. For details, see Create an Activity Instance in Component Reuse.

An existing OpenAI Prompt activity can be edited from these locations:

Configure an OpenAI Prompt Activity

Follow these steps to configure an OpenAI Prompt activity:

Step 1: Enter a Name and Specify Settings

In this step, provide a name for the activity and specify the prompt text and optional settings. Each user interface element of this step is described below.

OpenAI Prompt Activity Configuration Step 1

  • Name: Enter a name to identify the activity. The name must be unique for each OpenAI Prompt activity and must not contain forward slashes / or colons :.

  • Prompt Text: Enter the prompt to be used for the completions.

  • Optional Settings: Click to expand additional optional settings:

    • Model: Use the menu to select the model to use. Select one of the GPT-3 models or the text-davinci-002 or text-davinci-003 models from GPT-3.5.

    • Temperature: Enter the sampling temperature. The value must be a decimal between 0 and 2. It is not recommended to use this setting with Top Probability.

    • Max Tokens: Enter the maximum number of tokens to be used.

    • Top Probability: Enter the top probability. It is not recommended to use this setting with Temperature.

  • Continue on Error: Select to continue the activity execution if an error is encountered for a dataset in a batch request. If any errors are encountered, they are written to the operation log.

  • Save & Exit: If enabled, click to save the configuration for this step and close the activity configuration.

  • Next: Click to temporarily store the configuration for this step and continue to the next step. The configuration will not be saved until you click the Finished button on the last step.

  • Discard Changes: After making changes, click to close the configuration without saving changes made to any step. A message asks you to confirm that you want to discard changes.

Step 2: Review the Data Schemas

Any request or response schemas are displayed. Each user interface element of this step is described below.

OpenAI Prompt Activity Configuration Step 2

  • Data Schemas: These data schemas are inherited by adjacent transformations and are displayed again during transformation mapping.

    Note

    Data supplied in a transformation takes precedence over the activity configuration.

    The OpenAI connector uses the OpenAI API. Refer to the API documentation for information on the schema nodes and fields.

  • Refresh: Click the refresh icon Refresh icon or the word Refresh to regenerate schemas from the OpenAI endpoint. This action also regenerates a schema in other locations throughout the project where the same schema is referenced, such as in an adjacent transformation.

  • Edit: Click the edit icon Edit icon above each data schema to enter the editor for that data schema. The editor allows you to add, delete, and reorganize nodes and fields and change their data types. All newly added nodes and fields are set to [0, 1] cardinality. Changes made to the data schemas must be acceptable to the endpoint and should be made only after consulting any available documentation for the endpoint.

  • Back: Click to temporarily store the configuration for this step and return to the previous step.

  • Finished: Click to save the configuration for all steps and close the activity configuration.

  • Discard Changes: After making changes, click to close the configuration without saving changes made to any step. A message asks you to confirm that you want to discard changes.

Next Steps

After configuring an OpenAI Prompt activity, complete the configuration of the operation by adding and configuring other activities, transformations, or scripts as operation steps. You can also configure the operation settings, which include the ability to chain operations together that are in the same or different workflows.

Menu actions for an activity are accessible from the project pane and the design canvas. For details, see Activity Actions Menu in Connector Basics.

OpenAI Prompt activities can be used as a target with these operation patterns:

To use the activity with scripting functions, write the data to a temporary location and then use that temporary location in the scripting function.

When ready, deploy and run the operation and validate behavior by checking the operation logs.