Einstein Dataset

Represents a dataset used for training Einstein Vision or Language models, including labels, examples, and metadata.

Artificial IntelligenceComputer-VisionCRMMachine-LearningNatural Language ProcessingPredictive AnalyticsSalesforce

Properties

Name Type Description
id integer Unique dataset identifier.
name string Name of the dataset.
type string Type of the dataset.
createdAt string Timestamp when the dataset was created.
updatedAt string Timestamp when the dataset was last updated.
totalExamples integer Total number of examples in the dataset.
totalLabels integer Total number of labels in the dataset.
available boolean Whether the dataset is available for training and predictions.
statusMsg string Status message describing the dataset's current state.
labelSummary object Summary of labels in the dataset.
object string Object type identifier.
View JSON Schema on GitHub

JSON Schema

salesforce-einstein-dataset-schema.json Raw ↑
{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "$id": "https://github.com/api-search/salesforce-einstein/json-schema/salesforce-einstein-dataset-schema.json",
  "title": "Einstein Dataset",
  "description": "Represents a dataset used for training Einstein Vision or Language models, including labels, examples, and metadata.",
  "type": "object",
  "properties": {
    "id": {
      "type": "integer",
      "description": "Unique dataset identifier."
    },
    "name": {
      "type": "string",
      "description": "Name of the dataset."
    },
    "type": {
      "type": "string",
      "description": "Type of the dataset.",
      "enum": [
        "image",
        "image-multi-label",
        "image-detection",
        "text-sentiment",
        "text-intent"
      ]
    },
    "createdAt": {
      "type": "string",
      "format": "date-time",
      "description": "Timestamp when the dataset was created."
    },
    "updatedAt": {
      "type": "string",
      "format": "date-time",
      "description": "Timestamp when the dataset was last updated."
    },
    "totalExamples": {
      "type": "integer",
      "description": "Total number of examples in the dataset.",
      "minimum": 0
    },
    "totalLabels": {
      "type": "integer",
      "description": "Total number of labels in the dataset.",
      "minimum": 0
    },
    "available": {
      "type": "boolean",
      "description": "Whether the dataset is available for training and predictions."
    },
    "statusMsg": {
      "type": "string",
      "description": "Status message describing the dataset's current state."
    },
    "labelSummary": {
      "type": "object",
      "description": "Summary of labels in the dataset.",
      "properties": {
        "labels": {
          "type": "array",
          "items": {
            "$ref": "#/$defs/Label"
          }
        }
      }
    },
    "object": {
      "type": "string",
      "description": "Object type identifier.",
      "const": "dataset"
    }
  },
  "required": ["id", "name", "type"],
  "$defs": {
    "Label": {
      "type": "object",
      "description": "A label within a dataset used to classify examples.",
      "properties": {
        "id": {
          "type": "integer",
          "description": "Unique label identifier."
        },
        "datasetId": {
          "type": "integer",
          "description": "ID of the dataset this label belongs to."
        },
        "name": {
          "type": "string",
          "description": "Name of the label."
        },
        "numExamples": {
          "type": "integer",
          "description": "Number of examples with this label.",
          "minimum": 0
        }
      },
      "required": ["id", "name"]
    }
  }
}

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