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
View JSON Schema on GitHub

JSON Schema

tensorflow-serving-prediction-response-schema.json Raw ↑
{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "$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]
      }
    }
  ]
}

Work with this as data

Every JSON Schema here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for schemas

4 MCP tools reach this
  • find_json_schemasBrowse and filter every JSON Schema in the catalog.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

Call it yourself

curl for this page
This JSON Schema
curl "https://apis.io/api/v1/json-schemas/tensorflow-serving-prediction-response"
All schemas
curl "https://apis.io/api/v1/json-schemas?limit=25"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

A second provider on the same verified email joins the account you already have.