Action: Create Embedding

ChatGPT Operation

The Create Embedding action generates a vector embedding (numerical representation) from input text.

Example User Story

I want to generate an embedding for a given input text so that I can use it for machine learning tasks.

Fields

Field Name	Field Type	Required
input	String	Yes

Related Connections

ChatGPT

Related Automations

Example link

Code (Apache v2.0): Operation

{
  "handle": "create-embedding",
  "state": "inDev",
  "meta": {
    "short": "Create Embedding",
    "description": "Generate an embedding for a given input text using the external service."
  },
  "input": [
    {
      "name": "input",
      "type": "String",
      "required": true,
      "meta": {
        "description": "The input text to generate an embedding for."
      }
    }
  ],
  "output": [
    {
      "name": "embedding",
      "type": "Array",
      "selector": ["data", "embedding"],
      "meta": {
        "description": "The generated embedding for the input text."
      }
    }
  ],
  "steps": [
    {
      "type": "http",
      "http": {
        "method": "POST",
        "path": "/v1/embeddings",
        "headers": {
          "Content-Type": "application/json"
        },
        "bodyTemplate": {
          "value": "{\"input\": \"{{input}}\", \"model\": \"text-embedding-ada-002\"}",
          "placeholders": [
            {
              "name": "input",
              "type": "String",
              "description": "The input text to generate an embedding for.",
              "required": true
            }
          ]
        }
      }
    }
  ]
}