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TensorFlow

TensorFlow Inference API

Model inference operations including classify, regress, and predict

Documentation Provider Profile APIs.io OpenAPI GitHub

TensorFlow Inference API is one of 7 APIs that TensorFlow publishes on the APIs.io network, described by a machine-readable OpenAPI specification.

Tagged areas include Inference. The published artifact set on APIs.io includes an OpenAPI specification and API documentation.

This API exposes 6 operations across 6 paths, and defines 7 schemas. It is described by OpenAPI 3.2.0, at version 2.0.

Requests are made against a single base URL, http://{host}:{port}.

6 operations 6 paths 7 schemas 6 POST

Metadata

The identity and technical contract details declared by the specification.

Specification
OpenAPI 3.2.0
API Version
2.0
Base URL
http://host:8501
Contact
TensorFlow Team
License
Apache 2.0
Resource Areas
1

Paths & Operations 6

Across 6 paths, the API surfaces 6 operations — 6 POST. Each is listed below with its method, path, parameters, and response codes.

Inference 6

Model inference operations including classify, regress, and predict

POST
/v1/models/{model_name}:classify
Classify With Model
classifyModel 1 param body → 200400
POST
/v1/models/{model_name}/versions/{version}:classify
Classify With Model Version
classifyModelVersion 2 params body → 200400
POST
/v1/models/{model_name}:regress
Regress With Model
regressModel 1 param body → 200400
POST
/v1/models/{model_name}/versions/{version}:regress
Regress With Model Version
regressModelVersion 2 params body → 200400
POST
/v1/models/{model_name}:predict
Predict With Model
predictModel 1 param body → 200400
POST
/v1/models/{model_name}/versions/{version}:predict
Predict With Model Version
predictModelVersion 2 params body → 200400

Schemas 7

The contract defines 7 schemas that model the data the API accepts and returns. The most detailed are ClassifyRequest (3 properties), RegressRequest (3 properties), PredictRequest (3 properties), PredictResponse (2 properties). Each schema is shown below with its type and property counts.

PredictRequest
object
Request body for prediction inference. Supports row format (instances) or column format (inputs).
3 properties
RegressResponse
object
Response from regression inference
1 property
RegressRequest
object
Request body for regression inference
3 properties
ErrorResponse
object
Error response returned when a request fails
1 property
ClassifyResponse
object
Response from classification inference
1 property
PredictResponse
object
Response from prediction inference. Returns predictions in row format or outputs in column format depending on the request.
2 properties
ClassifyRequest
object
Request body for classification inference
3 properties

Specification

The full machine-readable OpenAPI contract behind this narrative.

Source

tensorflow-inference-api-openapi.yml Raw ↑

Other APIs TensorFlow publishes across the network.

TensorFlow Core API
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TensorFlow Lite API
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TensorFlow Hub API
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TensorBoard API
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TensorFlow Models API
AE Profile APIs.io
#Inference
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API Details
ID
tensorflow:tensorflow-inference-api
Base URL
http://host:8501
Docs
https://www.tensorflow.org/tfx/serving/api_rest
Provider
TensorFlow
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