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inference.json
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inference.json
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{
"openapi": "3.0.0",
"info": {
"title": "Azure OpenAI Service API",
"description": "Azure OpenAI APIs for completions and search",
"version": "2024-02-15-preview"
},
"servers": [
{
"url": "https://{endpoint}/openai",
"variables": {
"endpoint": {
"default": "your-resource-name.openai.azure.com"
}
}
}
],
"security": [
{
"bearer": [
"api.read"
]
},
{
"apiKey": []
}
],
"paths": {
"/deployments/{deployment-id}/completions": {
"post": {
"summary": "Creates a completion for the provided prompt, parameters and chosen model.",
"operationId": "Completions_Create",
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"example": "davinci",
"description": "Deployment id of the model which was deployed."
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"prompt": {
"description": "The prompt(s) to generate completions for, encoded as a string or array of strings.\nNote that <|endoftext|> is the document separator that the model sees during training, so if a prompt is not specified the model will generate as if from the beginning of a new document. Maximum allowed size of string list is 2048.",
"oneOf": [
{
"type": "string",
"default": "",
"example": "This is a test.",
"nullable": true
},
{
"type": "array",
"items": {
"type": "string",
"default": "",
"example": "This is a test.",
"nullable": false
},
"description": "Array size minimum of 1 and maximum of 2048"
}
]
},
"max_tokens": {
"description": "The token count of your prompt plus max_tokens cannot exceed the model's context length. Most models have a context length of 2048 tokens (except for the newest models, which support 4096). Has minimum of 0.",
"type": "integer",
"default": 16,
"example": 16,
"nullable": true
},
"temperature": {
"description": "What sampling temperature to use. Higher values means the model will take more risks. Try 0.9 for more creative applications, and 0 (argmax sampling) for ones with a well-defined answer.\nWe generally recommend altering this or top_p but not both.",
"type": "number",
"default": 1,
"example": 1,
"nullable": true
},
"top_p": {
"description": "An alternative to sampling with temperature, called nucleus sampling, where the model considers the results of the tokens with top_p probability mass. So 0.1 means only the tokens comprising the top 10% probability mass are considered.\nWe generally recommend altering this or temperature but not both.",
"type": "number",
"default": 1,
"example": 1,
"nullable": true
},
"logit_bias": {
"description": "Defaults to null. Modify the likelihood of specified tokens appearing in the completion. Accepts a json object that maps tokens (specified by their token ID in the GPT tokenizer) to an associated bias value from -100 to 100. You can use this tokenizer tool (which works for both GPT-2 and GPT-3) to convert text to token IDs. Mathematically, the bias is added to the logits generated by the model prior to sampling. The exact effect will vary per model, but values between -1 and 1 should decrease or increase likelihood of selection; values like -100 or 100 should result in a ban or exclusive selection of the relevant token. As an example, you can pass {\"50256\" : -100} to prevent the <|endoftext|> token from being generated.",
"type": "object",
"nullable": false
},
"user": {
"description": "A unique identifier representing your end-user, which can help monitoring and detecting abuse",
"type": "string",
"nullable": false
},
"n": {
"description": "How many completions to generate for each prompt. Minimum of 1 and maximum of 128 allowed.\nNote: Because this parameter generates many completions, it can quickly consume your token quota. Use carefully and ensure that you have reasonable settings for max_tokens and stop.",
"type": "integer",
"default": 1,
"example": 1,
"nullable": true
},
"stream": {
"description": "Whether to stream back partial progress. If set, tokens will be sent as data-only server-sent events as they become available, with the stream terminated by a data: [DONE] message.",
"type": "boolean",
"nullable": true,
"default": false
},
"logprobs": {
"description": "Include the log probabilities on the logprobs most likely tokens, as well the chosen tokens. For example, if logprobs is 5, the API will return a list of the 5 most likely tokens. The API will always return the logprob of the sampled token, so there may be up to logprobs+1 elements in the response.\nMinimum of 0 and maximum of 5 allowed.",
"type": "integer",
"default": null,
"nullable": true
},
"suffix": {
"type": "string",
"nullable": true,
"description": "The suffix that comes after a completion of inserted text."
},
"echo": {
"description": "Echo back the prompt in addition to the completion",
"type": "boolean",
"default": false,
"nullable": true
},
"stop": {
"description": "Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence.",
"oneOf": [
{
"type": "string",
"default": "<|endoftext|>",
"example": "\n",
"nullable": true
},
{
"type": "array",
"items": {
"type": "string",
"example": "\n",
"nullable": false
},
"description": "Array minimum size of 1 and maximum of 4"
}
]
},
"completion_config": {
"type": "string",
"nullable": true
},
"presence_penalty": {
"description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics.",
"type": "number",
"default": 0
},
"frequency_penalty": {
"description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far, decreasing the model's likelihood to repeat the same line verbatim.",
"type": "number",
"default": 0
},
"best_of": {
"description": "Generates best_of completions server-side and returns the \"best\" (the one with the highest log probability per token). Results cannot be streamed.\nWhen used with n, best_of controls the number of candidate completions and n specifies how many to return - best_of must be greater than n.\nNote: Because this parameter generates many completions, it can quickly consume your token quota. Use carefully and ensure that you have reasonable settings for max_tokens and stop. Has maximum value of 128.",
"type": "integer"
}
}
},
"example": {
"prompt": "Negate the following sentence.The price for bubblegum increased on thursday.\n\n Negated Sentence:",
"max_tokens": 50
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"object": {
"type": "string"
},
"created": {
"type": "integer"
},
"model": {
"type": "string"
},
"prompt_filter_results": {
"$ref": "#/components/schemas/promptFilterResults"
},
"choices": {
"type": "array",
"items": {
"type": "object",
"properties": {
"text": {
"type": "string"
},
"index": {
"type": "integer"
},
"logprobs": {
"type": "object",
"properties": {
"tokens": {
"type": "array",
"items": {
"type": "string"
}
},
"token_logprobs": {
"type": "array",
"items": {
"type": "number"
}
},
"top_logprobs": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"type": "number"
}
}
},
"text_offset": {
"type": "array",
"items": {
"type": "integer"
}
}
},
"nullable": true
},
"finish_reason": {
"type": "string"
},
"content_filter_results": {
"$ref": "#/components/schemas/contentFilterChoiceResults"
}
}
}
},
"usage": {
"type": "object",
"properties": {
"completion_tokens": {
"type": "number",
"format": "int32"
},
"prompt_tokens": {
"type": "number",
"format": "int32"
},
"total_tokens": {
"type": "number",
"format": "int32"
}
},
"required": [
"prompt_tokens",
"total_tokens",
"completion_tokens"
]
}
},
"required": [
"id",
"object",
"created",
"model",
"choices"
]
},
"example": {
"model": "davinci",
"object": "text_completion",
"id": "cmpl-4509KAos68kxOqpE2uYGw81j6m7uo",
"created": 1637097562,
"choices": [
{
"index": 0,
"text": "The price for bubblegum decreased on thursday.",
"logprobs": null,
"finish_reason": "stop"
}
]
}
}
},
"headers": {
"apim-request-id": {
"description": "Request ID for troubleshooting purposes",
"schema": {
"type": "string"
}
}
}
},
"default": {
"description": "Service unavailable",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/errorResponse"
}
}
},
"headers": {
"apim-request-id": {
"description": "Request ID for troubleshooting purposes",
"schema": {
"type": "string"
}
}
}
}
},
"x-ms-examples": {
"Create a completion.": {
"$ref": "./examples/completions.json"
}
}
}
},
"/deployments/{deployment-id}/embeddings": {
"post": {
"summary": "Get a vector representation of a given input that can be easily consumed by machine learning models and algorithms.",
"operationId": "embeddings_create",
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"example": "ada-search-index-v1"
},
"description": "The deployment id of the model which was deployed."
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"additionalProperties": true,
"properties": {
"input": {
"description": "Input text to get embeddings for, encoded as a string. To get embeddings for multiple inputs in a single request, pass an array of strings. Each input must not exceed 2048 tokens in length.\nUnless you are embedding code, we suggest replacing newlines (\\n) in your input with a single space, as we have observed inferior results when newlines are present.",
"oneOf": [
{
"type": "string",
"default": "",
"example": "This is a test.",
"nullable": true
},
{
"type": "array",
"minItems": 1,
"maxItems": 2048,
"items": {
"type": "string",
"minLength": 1,
"example": "This is a test.",
"nullable": false
}
}
]
},
"user": {
"description": "A unique identifier representing your end-user, which can help monitoring and detecting abuse.",
"type": "string",
"nullable": false
},
"input_type": {
"description": "input type of embedding search to use",
"type": "string",
"example": "query"
}
},
"required": [
"input"
]
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"object": {
"type": "string"
},
"model": {
"type": "string"
},
"data": {
"type": "array",
"items": {
"type": "object",
"properties": {
"index": {
"type": "integer"
},
"object": {
"type": "string"
},
"embedding": {
"type": "array",
"items": {
"type": "number"
}
}
},
"required": [
"index",
"object",
"embedding"
]
}
},
"usage": {
"type": "object",
"properties": {
"prompt_tokens": {
"type": "integer"
},
"total_tokens": {
"type": "integer"
}
},
"required": [
"prompt_tokens",
"total_tokens"
]
}
},
"required": [
"object",
"model",
"data",
"usage"
]
}
}
}
}
},
"x-ms-examples": {
"Create a embeddings.": {
"$ref": "./examples/embeddings.json"
}
}
}
},
"/deployments/{deployment-id}/chat/completions": {
"post": {
"summary": "Creates a completion for the chat message",
"operationId": "ChatCompletions_Create",
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"description": "Deployment id of the model which was deployed."
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/createChatCompletionRequest"
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/createChatCompletionResponse"
}
}
},
"headers": {
"apim-request-id": {
"description": "Request ID for troubleshooting purposes",
"schema": {
"type": "string"
}
}
}
},
"default": {
"description": "Service unavailable",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/errorResponse"
}
}
},
"headers": {
"apim-request-id": {
"description": "Request ID for troubleshooting purposes",
"schema": {
"type": "string"
}
}
}
}
},
"x-ms-examples": {
"Create a chat completion.": {
"$ref": "./examples/chat_completions.json"
},
"Creates a completion based on Azure Search data and system-assigned managed identity.": {
"$ref": "./examples/chat_completions_azure_search_minimum.json"
},
"Creates a completion based on Azure Search image vector data.": {
"$ref": "./examples/chat_completions_azure_search_image_vector.json"
},
"Creates a completion based on Azure Search vector data, previous assistant message and user-assigned managed identity.": {
"$ref": "./examples/chat_completions_azure_search_advanced.json"
},
"Creates a completion for the provided AML index.": {
"$ref": "./examples/chat_completions_aml_index.json"
},
"Creates a completion for the provided Azure Cosmos DB.": {
"$ref": "./examples/chat_completions_cosmos_db.json"
},
"Creates a completion for the provided Elasticsearch.": {
"$ref": "./examples/chat_completions_elasticsearch.json"
},
"Creates a completion for the provided Pinecone resource.": {
"$ref": "./examples/chat_completions_pinecone.json"
}
}
}
},
"/deployments/{deployment-id}/audio/transcriptions": {
"post": {
"summary": "Transcribes audio into the input language.",
"operationId": "Transcriptions_Create",
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"example": "whisper",
"description": "Deployment id of the whisper model."
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"multipart/form-data": {
"schema": {
"$ref": "#/components/schemas/createTranscriptionRequest"
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"oneOf": [
{
"$ref": "#/components/schemas/audioResponse"
},
{
"$ref": "#/components/schemas/audioVerboseResponse"
}
]
}
},
"text/plain": {
"schema": {
"type": "string",
"description": "Transcribed text in the output format (when response_format was one of text, vtt or srt)."
}
}
}
}
},
"x-ms-examples": {
"Create an audio transcription with json response format.": {
"$ref": "./examples/audio_transcription_object.json"
},
"Create an audio transcription with text response format.": {
"$ref": "./examples/audio_transcription_text.json"
}
}
}
},
"/deployments/{deployment-id}/audio/translations": {
"post": {
"summary": "Transcribes and translates input audio into English text.",
"operationId": "Translations_Create",
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"example": "whisper",
"description": "Deployment id of the whisper model which was deployed."
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"multipart/form-data": {
"schema": {
"$ref": "#/components/schemas/createTranslationRequest"
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"oneOf": [
{
"$ref": "#/components/schemas/audioResponse"
},
{
"$ref": "#/components/schemas/audioVerboseResponse"
}
]
}
},
"text/plain": {
"schema": {
"type": "string",
"description": "Transcribed text in the output format (when response_format was one of text, vtt or srt)."
}
}
}
}
},
"x-ms-examples": {
"Create an audio translation with json response format.": {
"$ref": "./examples/audio_translation_object.json"
},
"Create an audio translation with text response format.": {
"$ref": "./examples/audio_translation_text.json"
}
}
}
},
"/deployments/{deployment-id}/audio/speech": {
"post": {
"summary": "Generates audio from the input text.",
"operationId": "Speech_Create",
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"example": "tts-1",
"description": "Deployment id of the tts model which was deployed."
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"multipart/form-data": {
"schema": {
"$ref": "#/components/schemas/createSpeechRequest"
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/octet-stream": {
"schema": {
"type": "string",
"format": "binary"
}
}
}
}
},
"x-ms-examples": {
"Create an audio from text with response format mp3.": {
"$ref": "./examples/audio_speech.json"
}
}
}
},
"/deployments/{deployment-id}/images/generations": {
"post": {
"summary": "Generates a batch of images from a text caption on a given DALLE model deployment",
"operationId": "ImageGenerations_Create",
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/imageGenerationsRequest"
}
}
}
},
"parameters": [
{
"in": "path",
"name": "deployment-id",
"required": true,
"schema": {
"type": "string",
"example": "dalle-deployment",
"description": "Deployment id of the dalle model which was deployed."
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"responses": {
"200": {
"description": "Ok",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/generateImagesResponse"
}
}
}
},
"default": {
"description": "An error occurred.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/dalleErrorResponse"
}
}
}
}
},
"x-ms-examples": {
"Create an image.": {
"$ref": "./examples/image_generation.json"
}
}
}
},
"/assistants": {
"get": {
"operationId": "List_Assistants",
"tags": [
"Assistants"
],
"summary": "Returns a list of assistants.",
"parameters": [
{
"name": "limit",
"in": "query",
"description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.\n",
"required": false,
"schema": {
"type": "integer",
"default": 20
}
},
{
"name": "order",
"in": "query",
"description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.\n",
"schema": {
"type": "string",
"default": "desc",
"enum": [
"asc",
"desc"
],
"x-ms-enum": {
"name": "ListAssistantsOrder",
"modelAsString": true,
"values": [
{
"value": "asc",
"description": "Order results in ascending order"
},
{
"value": "desc",
"description": "Order results in descending order"
}
]
}
}
},
{
"name": "after",
"in": "query",
"description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list. For instance, if you make a list request and receive 100 objects, ending with obj_foo, your subsequent call can include after=obj_foo in order to fetch the next page of the list.\n",
"schema": {
"type": "string"
}
},
{
"name": "before",
"in": "query",
"description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list. For instance, if you make a list request and receive 100 objects, ending with obj_foo, your subsequent call can include before=obj_foo in order to fetch the previous page of the list.\n",
"schema": {
"type": "string"
}
},
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/listAssistantsResponse"
}
}
}
}
},
"x-ms-examples": {
"List all assistants.": {
"$ref": "./examples/list_assistants.json"
}
}
},
"post": {
"operationId": "Create_Assistant",
"tags": [
"Assistants"
],
"summary": "Create an assistant with a model and instructions.",
"parameters": [
{
"in": "query",
"name": "api-version",
"required": true,
"schema": {
"type": "string",
"example": "2024-02-15-preview",
"description": "api version"
}
}
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/createAssistantRequest"
}
}
}
},
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/assistantObject"
}
}
}
}
},
"x-ms-examples": {
"Create an assistant.": {
"$ref": "./examples/create_assistant.json"
}
}
}
},
"/assistants/{assistant_id}": {
"get": {
"operationId": "Get_Assistant",
"tags": [