TensorFlow · Schema
TensorFlow Serving Prediction Request
Schema for a prediction inference request to TensorFlow Serving. Supports row format (instances array) and column format (inputs object).
AIDeep LearningJavaScriptMachine LearningModel ServingNeural NetworksOpen SourcePython
Properties
| Name | Type | Description |
|---|---|---|
| signature_name | string | Optional name of the signature to use. Defaults to the model's default serving signature. |
| instances | object | Row format input array. Each element is a single prediction input - can be a scalar, list, or named-input object. |
| inputs | object | Column format input. Map of input tensor names to arrays of values across all instances. |
JSON Schema
{
"$schema": "http://json-schema.org/draft-07/schema#",
"$id": "https://github.com/api-evangelist/tensorflow/blob/main/json-schema/tensorflow-serving-prediction-request-schema.json",
"title": "TensorFlow Serving Prediction Request",
"description": "Schema for a prediction inference request to TensorFlow Serving. Supports row format (instances array) and column format (inputs object).",
"type": "object",
"properties": {
"signature_name": {
"type": "string",
"description": "Optional name of the signature to use. Defaults to the model's default serving signature."
},
"instances": {
"description": "Row format input array. Each element is a single prediction input - can be a scalar, list, or named-input object.",
"oneOf": [
{
"type": "array",
"items": { "type": "string" },
"description": "Array of string inputs"
},
{
"type": "array",
"items": { "type": "number" },
"description": "Array of numeric inputs"
},
{
"type": "array",
"items": {
"type": "object",
"description": "Named input object with multiple tensor values",
"additionalProperties": true
},
"description": "Array of named-input objects"
}
]
},
"inputs": {
"type": "object",
"description": "Column format input. Map of input tensor names to arrays of values across all instances.",
"additionalProperties": {
"oneOf": [
{ "type": "array" },
{ "type": "number" },
{ "type": "string" }
]
}
}
},
"examples": [
{
"instances": ["hello", "world"]
},
{
"signature_name": "serving_default",
"instances": [
{
"tag": "foo",
"signal": [1, 2, 3, 4, 5]
}
]
},
{
"inputs": {
"tag": ["foo", "bar"],
"signal": [[1, 2, 3, 4, 5], [3, 4, 1, 2, 5]]
}
}
]
}