TensorFlow · Schema
TensorFlow Serving Prediction Response
Schema for a prediction inference response from TensorFlow Serving. Returns predictions in row format or outputs in column format.
Artificial IntelligenceDeep LearningJavaScriptMachine-LearningModel ServingNeural NetworksOpen-SourcePython
Properties
| Name | Type | Description |
|---|---|---|
| predictions | object | Row format predictions. One prediction per input instance. Can be a scalar, list, or object. |
| outputs | object | Column format outputs. Map of output tensor names to arrays of values. |
| error | string | Error message if the prediction failed |
JSON Schema
{
"$schema": "http://json-schema.org/draft-07/schema#",
"$id": "https://github.com/api-evangelist/tensorflow/blob/main/json-schema/tensorflow-serving-prediction-response-schema.json",
"title": "TensorFlow Serving Prediction Response",
"description": "Schema for a prediction inference response from TensorFlow Serving. Returns predictions in row format or outputs in column format.",
"type": "object",
"properties": {
"predictions": {
"description": "Row format predictions. One prediction per input instance. Can be a scalar, list, or object.",
"oneOf": [
{
"type": "array",
"description": "Array of predictions, one per input"
},
{ "type": "number" },
{ "type": "string" }
]
},
"outputs": {
"type": "object",
"description": "Column format outputs. Map of output tensor names to arrays of values.",
"additionalProperties": {
"type": "array"
}
},
"error": {
"type": "string",
"description": "Error message if the prediction failed"
}
},
"examples": [
{
"predictions": [1.0, 2.0, 3.0]
},
{
"predictions": [
{"output_label": "cat", "score": 0.92},
{"output_label": "dog", "score": 0.08}
]
},
{
"outputs": {
"output_label": ["cat", "dog"],
"score": [0.92, 0.87]
}
}
]
}
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