Einstein Model
Represents a trained machine learning model in Salesforce Einstein, used for image classification, object detection, text classification, or generative AI.
Artificial IntelligenceComputer-VisionCRMMachine-LearningNatural Language ProcessingPredictive AnalyticsSalesforce
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"$id": "https://github.com/api-search/salesforce-einstein/json-schema/salesforce-einstein-model-schema.json",
"title": "Einstein Model",
"description": "Represents a trained machine learning model in Salesforce Einstein, used for image classification, object detection, text classification, or generative AI.",
"type": "object",
"properties": {
"modelId": {
"type": "string",
"description": "Unique model identifier."
},
"name": {
"type": "string",
"description": "Display name of the model."
},
"datasetId": {
"type": "integer",
"description": "ID of the dataset the model was trained on."
},
"datasetVersionId": {
"type": "integer",
"description": "Version of the dataset used for training."
},
"status": {
"type": "string",
"description": "Current status of the model.",
"enum": [
"QUEUED",
"RUNNING",
"SUCCEEDED",
"FAILED",
"DELETED"
]
},
"progress": {
"type": "number",
"description": "Training progress from 0.0 to 1.0.",
"minimum": 0,
"maximum": 1
},
"modelType": {
"type": "string",
"description": "Type of the model.",
"enum": [
"image",
"image-multi-label",
"image-detection",
"text-sentiment",
"text-intent"
]
},
"createdAt": {
"type": "string",
"format": "date-time",
"description": "Timestamp when the model was created."
},
"updatedAt": {
"type": "string",
"format": "date-time",
"description": "Timestamp when the model was last updated."
},
"epochs": {
"type": "integer",
"description": "Number of training epochs.",
"minimum": 1
},
"learningRate": {
"type": "number",
"description": "Learning rate used during training.",
"exclusiveMinimum": 0
},
"trainParams": {
"type": "object",
"description": "Additional training parameters.",
"additionalProperties": true
},
"trainStats": {
"type": "object",
"description": "Training statistics and metrics.",
"properties": {
"labels": {
"type": "integer",
"description": "Number of labels in the training data."
},
"examples": {
"type": "integer",
"description": "Number of training examples."
},
"totalTime": {
"type": "string",
"description": "Total training time."
},
"testAccuracy": {
"type": "number",
"description": "Model accuracy on the test set."
},
"trainingLoss": {
"type": "number",
"description": "Final training loss."
},
"f1": {
"type": "number",
"description": "F1 score of the model."
}
}
},
"failureMsg": {
"type": "string",
"description": "Failure message if training failed."
},
"object": {
"type": "string",
"description": "Object type identifier.",
"const": "model"
}
},
"required": ["modelId", "name", "status"]
}
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