Elastic Stack (ELK Stack) Inference API

The inference API from Elastic Stack (ELK Stack) — 40 operation(s) for inference.

Documentation Provider Profile APIs.io OpenAPI GitHub

Elastic Stack (ELK Stack) Inference API is one of 132 APIs that Elastic Stack (ELK Stack) 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, API documentation, and an API reference.

This API exposes 48 operations across 40 paths, and defines 240 schemas. It is described by OpenAPI 3.2.0.

Requests are made against the base URL https://{elasticsearch_endpoint}.

48 operations 40 paths 240 schemas 3 DELETE5 GET9 POST31 PUT

Metadata

The identity and technical contract details declared by the specification.

Specification

OpenAPI 3.2.0

Base URL

https://{elasticsearch_endpoint}

License

Apache 2.0

Resource Areas

Paths & Operations 48

Across 40 paths, the API surfaces 48 operations — 3 DELETE, 5 GET, 9 POST, 31 PUT. Each is listed below with its method, path, parameters, and response codes.

inference 48

POST

/_inference/chat_completion/{inference_id}/_stream

Perform chat completion inference on the service

inference-chat-completion-unified 2 params body → 200

POST

/_inference/completion/{inference_id}

Perform completion inference on the service

inference-completion 2 params body → 200

GET

/_inference/{inference_id}

Get an inference endpoint

inference-get-1 1 param → 200

PUT

/_inference/{inference_id}

Create an inference endpoint

inference-put 2 params body → 200

POST

/_inference/{inference_id}

Perform inference on the service

inference-inference 2 params body → 200

DELETE

/_inference/{inference_id}

Delete an inference endpoint

inference-delete 3 params → 200

GET

/_inference/{task_type}/{inference_id}

Get an inference endpoint

inference-get-2 2 params → 200

PUT

/_inference/{task_type}/{inference_id}

Create an inference endpoint

inference-put-1 3 params body → 200

POST

/_inference/{task_type}/{inference_id}

Perform inference on the service

inference-inference-1 3 params body → 200

DELETE

/_inference/{task_type}/{inference_id}

Delete an inference endpoint

inference-delete-1 4 params → 200

GET

/_inference/_region_policy

Get the inference region policy

inference-get-region-policy → 200

PUT

/_inference/_region_policy

Create or update the inference region policy

inference-put-region-policy 1 param body → 200

DELETE

/_inference/_region_policy

Delete the inference region policy

inference-delete-region-policy → 200

POST

/_inference/embedding/{inference_id}

Perform dense embedding inference on the service

inference-embedding 2 params body → 200

GET

/_inference

Get an inference endpoint

inference-get → 200

GET

/_inference/{task_type}/_all

Get an inference endpoint

inference-get-3 1 param → 200

PUT

/_inference/{task_type}/{ai21_inference_id}

Create a AI21 inference endpoint

inference-put-ai21 3 params body → 200

PUT

/_inference/{task_type}/{alibabacloud_inference_id}

Create an AlibabaCloud AI Search inference endpoint

inference-put-alibabacloud 3 params body → 200

PUT

/_inference/{task_type}/{amazonbedrock_inference_id}

Create an Amazon Bedrock inference endpoint

inference-put-amazonbedrock 3 params body → 200

PUT

/_inference/{task_type}/{amazonsagemaker_inference_id}

Create an Amazon SageMaker inference endpoint

inference-put-amazonsagemaker 3 params body → 200

PUT

/_inference/{task_type}/{anthropic_inference_id}

Create an Anthropic inference endpoint

inference-put-anthropic 3 params body → 200

PUT

/_inference/{task_type}/{azureaistudio_inference_id}

Create an Azure AI studio inference endpoint

inference-put-azureaistudio 3 params body → 200

PUT

/_inference/{task_type}/{azureopenai_inference_id}

Create an Azure OpenAI inference endpoint

inference-put-azureopenai 3 params body → 200

PUT

/_inference/{task_type}/{cohere_inference_id}

Create a Cohere inference endpoint

inference-put-cohere 3 params body → 200

PUT

/_inference/{task_type}/{contextualai_inference_id}

Create an Contextual AI inference endpoint

inference-put-contextualai 3 params body → 200

PUT

/_inference/{task_type}/{custom_inference_id}

Create a custom inference endpoint

inference-put-custom 2 params body → 200

PUT

/_inference/{task_type}/{deepseek_inference_id}

Create a DeepSeek inference endpoint

inference-put-deepseek 3 params body → 200

PUT

/_inference/{task_type}/{elasticsearch_inference_id}

Create an Elasticsearch inference endpoint

inference-put-elasticsearch 3 params body → 200

PUT

/_inference/{task_type}/{elser_inference_id}deprecated

Create an ELSER inference endpoint

inference-put-elser 3 params body → 200

PUT

/_inference/{task_type}/{fireworksai_inference_id}

Create a Fireworks AI inference endpoint

inference-put-fireworksai 3 params body → 200

PUT

/_inference/{task_type}/{googleaistudio_inference_id}

Create an Google AI Studio inference endpoint

inference-put-googleaistudio 3 params body → 200

PUT

/_inference/{task_type}/{googlevertexai_inference_id}

Create a Google Vertex AI inference endpoint

inference-put-googlevertexai 3 params body → 200

PUT

/_inference/{task_type}/{groq_inference_id}

Create a Groq inference endpoint

inference-put-groq 3 params body → 200

PUT

/_inference/{task_type}/{huggingface_inference_id}

Create a Hugging Face inference endpoint

inference-put-hugging-face 3 params body → 200

PUT

/_inference/{task_type}/{jinaai_inference_id}

Create an JinaAI inference endpoint

inference-put-jinaai 3 params body → 200

PUT

/_inference/{task_type}/{llama_inference_id}

Create a Llama inference endpoint

inference-put-llama 3 params body → 200

PUT

/_inference/{task_type}/{mistral_inference_id}

Create a Mistral inference endpoint

inference-put-mistral 3 params body → 200

PUT

/_inference/{task_type}/{nvidia_inference_id}

Create an Nvidia inference endpoint

inference-put-nvidia 3 params body → 200

PUT

/_inference/{task_type}/{openai_inference_id}

Create an OpenAI inference endpoint

inference-put-openai 3 params body → 200

PUT

/_inference/{task_type}/{openshiftai_inference_id}

Create an OpenShift AI inference endpoint

inference-put-openshift-ai 3 params body → 200

PUT

/_inference/{task_type}/{voyageai_inference_id}

Create a VoyageAI inference endpoint

inference-put-voyageai 3 params body → 200

PUT

/_inference/{task_type}/{watsonx_inference_id}

Create a Watsonx inference endpoint

inference-put-watsonx 3 params body → 200

POST

/_inference/rerank/{inference_id}

Perform reranking inference on the service

inference-rerank 2 params body → 200

POST

/_inference/sparse_embedding/{inference_id}

Perform sparse embedding inference on the service

inference-sparse-embedding 2 params body → 200

POST

/_inference/completion/{inference_id}/_stream

Perform streaming completion inference on the service

inference-stream-completion 2 params body → 200

POST

/_inference/text_embedding/{inference_id}

Perform text embedding inference on the service

inference-text-embedding 2 params body → 200

PUT

/_inference/{inference_id}/_update

Update an inference endpoint

inference-update 2 params body → 200

PUT

/_inference/{task_type}/{inference_id}/_update

Update an inference endpoint

inference-update-1 3 params body → 200

Schemas 240

The contract defines 240 schemas that model the data the API accepts and returns. The most detailed are inference._types.AmazonSageMakerServiceSettings (12 properties), inference._types.OpenAIServiceSettings (11 properties), inference._types.AzureOpenAIServiceSettings (10 properties), inference._types.GoogleVertexAIServiceSettings (10 properties). Each schema is shown below with its type and property counts.

inference._types.FireworksAITaskType

string

inference._types.ThinkingConfig

object

1 property

inference._types.AmazonBedrockTaskSettings

object

4 properties

inference._types.CohereSimilarityType

string

inference._types.DenseEmbeddingResult

object

The dense embedding result object for float representation

1 property 1 required

_types.AcknowledgedResponseBase

object

1 property 1 required

inference._types.CohereTruncateType

string

inference._types.AmazonBedrockServiceSettings

object

6 properties 4 required

inference._types.TaskTypeAmazonBedrock

string

inference.rerank.RerankInputObject

object

An object describing a single input for the rerank task, which additionally allows specifying non-text inputs, such as images.

3 properties 2 required

inference._types.InferenceEndpointInfoElasticsearch

inference._types.ContextualAIServiceType

string

inference._types.AzureAiStudioServiceSettings

object

5 properties 4 required

inference._types.CompletionToolFunction

object

The completion tool function definition.

4 properties 1 required

inference._types.VoyageAIServiceSettings

object

4 properties 1 required

inference._types.GoogleAiStudioTaskType

string

_types.StreamResult

object

_types.EpochTimeUnitMillis

inference._types.EncryptedReasoningDetail

The reasoning detail with encrypted reasoning data that may be redacted or protected.

inference._types.InferenceEndpointInfoOpenShiftAi

inference._types.OpenShiftAiServiceType

string

inference._types.HuggingFaceServiceSettings

object

4 properties 2 required

inference._types.TaskTypeOpenShiftAi

string

inference._types.TaskTypeCustom

string

inference._types.ContentObject

object

An object style representation of a single portion of a conversation.

4 properties 4 required

inference._types.AzureAiStudioTaskType

string

inference._types.ElserServiceType

string

inference._types.CohereEmbeddingType

string

inference._types.GoogleModelGardenProvider

string

inference._types.NvidiaServiceSettings

object

6 properties 2 required

inference._types.EmbeddingContentObjectItem

object

An object containing the input data for a single item for the model to embed.

3 properties 2 required

inference._types.FireworksAITaskSettings

object

2 properties

inference._types.CohereTaskType

string

_types.byte

number

inference._types.InferenceEndpoint

object

Configuration options when storing the inference endpoint

4 properties 2 required

inference._types.TaskTypeContextualAI

string

inference._types.TaskType

string

_types.DateTime

A date and time, either as a string whose format can depend on the context (defaulting to ISO 8601), or a number of milliseconds since the Epoch. Elasticsearch…

inference._types.TaskTypeFireworksAI

string

inference._types.InferenceEndpointInfoJinaAi

inference.rerank.RerankQuery

Query input for the rerank task. Either a string, or an object. The object form additionally allows specifying non-text inputs, such as images. info Only the e…

inference._types.FireworksAIServiceSettings

object

6 properties 2 required

inference._types.RankedDocument

object

The rerank result object representing a single ranked document id: the original index of the document in the request relevancescore: the relevancescore of the…

3 properties 2 required

inference._types.CohereServiceSettings

object

5 properties 2 required

inference._types.RerankedInferenceResult

object

Defines the response for a rerank request.

1 property 1 required

inference._types.ToolCallFunction

object

The function that the model called.

2 properties 2 required

inference._types.InferenceResult

object

InferenceResult is an aggregation of mutually exclusive variants

9 properties

inference._types.LlamaSimilarityType

string

inference._types.AnthropicServiceType

string

inference._types.TextReasoningDetail

The reasoning text detail includes plaintext reasoning with optional signature verification.

inference._types.DenseByteVector

array

Dense Embedding results containing bytes are represented as Dense Vectors of bytes.

inference._types.RequestEmbedding

object

3 properties 1 required

inference._types.JinaAITextEmbeddingTask

string

inference._types.EmbeddingContentObjectGroup

Allows specifying one or multiple items for the embedding task, which should result in a single embedding vector. Support for multiple items is available in El…

inference._types.InferenceEndpointInfoAlibabaCloudAI

inference._types.DeleteInferenceEndpointResult

Acknowledged response. For dryrun, contains the list of pipelines which reference the inference endpoint

inference._types.CompletionToolType

inference._types.CompletionToolChoiceFunction

object

The tool choice function.

1 property 1 required

inference._types.JinaAITaskSettings

object

4 properties

inference._types.GoogleVertexAITaskType

string

inference._types.ContextualAIServiceSettings

object

3 properties 2 required

inference._types.InferenceEndpointInfoELSER

inference._types.CustomServiceType

string

inference._types.CohereServiceType

string

_types.Duration

A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indica…

inference._types.TaskTypeHuggingFace

string

inference._types.WatsonxTaskType

string

inference._types.InferenceEndpointInfo

Represents an inference endpoint as returned by the GET API

inference._types.CohereTaskSettings

object

4 properties 1 required

inference._types.OpenShiftAiTaskSettings

object

2 properties

inference._types.OpenShiftAiServiceSettings

object

6 properties 2 required

inference._types.HuggingFaceTaskSettings

object

2 properties

inference._types.ContentType

string

inference._types.ContextualAITaskSettings

object

2 properties

inference._types.TaskTypeVoyageAI

string

inference._types.RequestChatCompletion

object

9 properties 1 required

inference._types.TaskTypeCohere

string

inference._types.TaskTypeGoogleAIStudio

string

inference._types.TaskTypeDeepSeek

string

inference._types.InferenceEndpointInfoOpenAI

inference._types.InferenceEndpointInfoNvidia

inference._types.InferenceEndpointInfoAmazonBedrock

inference._types.CustomServiceQueryParameter

array

inference._types.TaskTypeLlama

string

inference._types.BaseReasoningDetail

object

The base reasoning detail that includes common fields across different types of reasoning details.

3 properties

inference._types.NvidiaTaskType

string

inference._types.OpenAISimilarityType

string

inference._types.EmbeddingInput

Inference input. Either a string, an array of strings, a content object, or an array of content objects.

inference._types.CustomTaskType

string

inference._types.AmazonSageMakerServiceType

string

inference._types.ImageUrl

object

2 properties 1 required

inference.rerank.RerankInputFormat

string

inference._types.CompletionResult

object

The completion result object

1 property 1 required

inference._types.InferenceEndpointInfoAmazonSageMaker

inference._types.InferenceEndpointInfoFireworksAI

inference._types.AzureOpenAIServiceType

string

inference._types.InferenceEndpointInfoVoyageAI

inference._types.EmbeddingInferenceResult

object

EmbeddingInferenceResult is an aggregation of mutually exclusive embeddings variants

3 properties

inference._types.InferenceEndpointInfoLlama

inference._types.EmbeddingContentObject

object

A wrapper object which contains the fields required to specify multimodal inputs

1 property 1 required

inference._types.FireworksAIServiceType

string

inference._types.WatsonxServiceSettings

object

6 properties 5 required

inference._types.InferenceEndpointInfoMistral

inference._types.InferenceEndpointInfoCohere

inference._types.ServiceSettings

object

inference._types.MistralServiceSettings

object

4 properties 2 required

inference._types.CompletionInferenceResult

object

Defines the completion result.

1 property 1 required

inference._types.InferenceChunkingSettings

object

Chunking configuration object

6 properties

inference._types.TaskTypeOpenAI

string

inference._types.InferenceEndpointInfoCustom

inference._types.Ai21TaskType

string

inference.rerank.RerankInput

The documents to rank for the rerank task. Either a string, an array of strings, an object, or an array of objects. The object form additionally allows specify…

inference._types.ElasticsearchTaskSettings

object

1 property

inference._types.SparseEmbeddingInferenceResult

object

The response format for the sparse embedding request.

1 property 1 required

inference._types.GoogleVertexAIServiceSettings

object

10 properties 1 required

inference._types.JinaAISimilarityType

string

inference.rerank.RerankStringInput

Allows specifying text-only documents to rank for the rerank task.

inference._types.JinaAIElementType

string

inference._types.CustomResponseParams

object

1 property 1 required

inference._types.InferenceEndpointInfoHuggingFace

inference._types.GroqServiceType

string

inference._types.AmazonBedrockServiceType

string

inference._types.EmbeddingContentFormat

string

inference._types.TaskTypeGroq

string

_types.Id

string

inference._types.TaskTypeAi21

string

inference._types.CustomServiceSettings

object

8 properties 3 required

inference._types.AdaptiveAllocations

object

3 properties

inference._types.TaskTypeJinaAi

string

inference._types.NvidiaSimilarityType

string

inference._types.FileContent

object

2 properties 2 required

inference._types.CustomTaskParameter

inference._types.InferenceEndpointInfoAi21

inference._types.CustomRequestParams

object

1 property 1 required

inference._types.TaskTypeAzureAIStudio

string

inference._types.WatsonxServiceType

string

inference._types.FireworksAISimilarityType

string

inference._types.LlamaTaskType

string

inference._types.SparseVector

object

Sparse Embedding tokens are represented as a dictionary of string to double.

inference._types.TaskTypeElasticsearch

string

inference._types.JinaAIServiceSettings

object

7 properties 2 required

inference._types.OpenAIServiceSettings

object

11 properties 1 required

inference._types.DeepSeekServiceType

string

inference._types.SparseEmbeddingResult

object

2 properties 2 required

inference._types.TaskTypeAzureOpenAI

string

inference._types.AmazonSageMakerElementType

string

inference._types.DenseEmbeddingByteResult

object

The dense embedding result object for byte representation

1 property 1 required

inference._types.TaskTypeMistral

string

inference._types.CompletionTool

object

A list of tools that the model can call.

2 properties 2 required

inference._types.OpenAITaskType

string

inference._types.CohereInputType

string

inference._types.AnthropicTaskSettings

object

4 properties 1 required

inference._types.RegionPolicy

object

The region policy configuration. Specify exactly one of allowedgeos or allowedregions.

2 properties

inference._types.ElasticsearchServiceType

string

inference._types.GoogleAiServiceType

string

inference._types.MessageContent

inference._types.Reasoning

object

The reasoning configuration to use for the completion request. Currently supported only for elastic provider.

4 properties

inference._types.OpenAITaskSettings

object

2 properties

inference._types.MistralTaskType

string

inference._types.InferenceEndpointInfoGoogleAIStudio

inference._types.AzureOpenAIServiceSettings

object

10 properties 3 required

inference._types.CustomTaskSettings

object

1 property

inference._types.InferenceEndpointInfoAnthropic

inference._types.ElasticsearchTaskType

string

inference._types.ElasticsearchServiceSettings

object

7 properties 2 required

inference._types.NvidiaInputType

string

inference._types.CspRegion

object

A cloud service provider region.

2 properties 2 required

inference._types.DeepSeekServiceSettings

object

3 properties 2 required

inference._types.EmbeddingStringInput

Allows specifying text-only inputs for the embedding task.

inference._types.HuggingFaceServiceType

string

inference._types.AzureAiStudioServiceType

string

inference._types.AzureOpenAITaskSettings

object

2 properties

inference._types.ReasoningSummary

string

inference._types.OpenShiftAiSimilarityType

string

inference._types.EmbeddingContentInput

Allows specifying multimodal inputs for the embedding task.

inference._types.AmazonSageMakerSimilarity

string

inference._types.GroqServiceSettings

object

3 properties 1 required

inference._types.VoyageAITaskType

string

inference._types.AmazonSageMakerTaskSettings

object

5 properties

inference._types.InferenceEndpointInfoAzureOpenAI

inference._types.JinaAITaskType

string

inference._types.Message

object

An object representing part of the conversation.

6 properties 1 required

inference._types.AlibabaCloudTaskType

string

inference.rerank.RerankObjectInput

Allows specifying documents to rank as objects, which additionally supports non-text inputs, such as images.

inference._types.GroqTaskType

string

inference.rerank.RerankInputType

string

inference._types.AmazonBedrockTaskType

string

inference._types.TaskTypeWatsonx

string

inference._types.NvidiaTaskSettings

object

2 properties

inference._types.RateLimitSetting

object

This setting helps to minimize the number of rate limit errors returned from the service.

1 property

inference._types.GoogleVertexAIServiceType

string

inference._types.GoogleAiStudioServiceSettings

object

3 properties 2 required

inference._types.ToolCall

object

A tool call generated by the model.

3 properties 3 required

inference._types.Ai21ServiceSettings

object

3 properties 1 required

inference._types.InferenceEndpointInfoGroq

inference._types.OpenAIServiceType

string

inference._types.AnthropicTaskType

string

inference._types.AmazonSageMakerServiceSettings

object

12 properties 5 required

inference._types.VoyageAITaskSettings

object

4 properties

inference._types.InferenceEndpointInfoAzureAIStudio

inference._types.AlibabaCloudTaskSettings

object

2 properties

inference._types.TaskTypeNvidia

string

inference._types.AnthropicServiceSettings

object

3 properties 2 required

inference._types.TaskTypeAmazonSageMaker

string

inference._types.HuggingFaceTaskType

string

inference._types.RegionPolicyDoc

object

The stored region policy document.

5 properties 2 required

inference._types.LlamaServiceType

string

inference._types.TaskTypeAnthropic

string

inference._types.AlibabaCloudServiceType

string

inference._types.LlamaServiceSettings

object

5 properties 2 required

inference._types.InferenceEndpointInfoContextualAi

inference._types.EmbeddingContentType

string

inference._types.VoyageAIServiceType

string

inference._types.ReasoningDetail

Type representing the different types of reasoning details that can be included in the response from the model. Currently supported only for elastic provider.

inference._types.CompletionToolChoice

object

Controls which tool is called by the model.

2 properties 2 required

inference._types.InferenceEndpointInfoDeepSeek

inference._types.InferenceEndpointInfoGoogleVertexAI

inference._types.DenseVector

array

Dense Embedding results are represented as Dense Vectors of floats.

inference._types.GoogleVertexAITaskSettings

object

4 properties

inference._types.ElserServiceSettings

object

3 properties 2 required

inference._types.Ai21ServiceType

string

inference._types.TaskTypeAlibabaCloudAI

string

inference._types.SummaryReasoningDetail

The reasoning summary detail includes a high-level summary of the model's reasoning process.

inference._types.AzureAiStudioTaskSettings

object

7 properties

inference._types.OpenShiftAiTaskType

string

inference._types.AzureOpenAITaskType

string

inference._types.ReasoningEffort

string

inference._types.InferenceEndpointInfoWatsonx

inference._types.TextEmbeddingInferenceResult

object

TextEmbeddingInferenceResult is an aggregation of mutually exclusive textembedding variants

3 properties

inference._types.TaskSettings

object

inference._types.NvidiaServiceType

string

inference._types.MistralServiceType

string

inference._types.AmazonSageMakerApi

string

inference._types.JinaAIServiceType

string

inference._types.TaskTypeGoogleVertexAI

string

inference._types.ElserTaskType

string

inference._types.ImageUrlDetail

string

_types.UnitMillis

number

Time unit for milliseconds

inference._types.AlibabaCloudServiceSettings

object

5 properties 4 required

inference._types.TaskTypeELSER

string

Specification

The full machine-readable OpenAPI contract behind this narrative.

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