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llama-stack/docs/_static/llama-stack-spec.html
Derek Higgins 64829947d0
feat: Add temperature support to responses API (#2065) 
# What does this PR do?
Add support for the temperature to the responses API 


## Test Plan
Manually tested simple case
unit tests added for simple case and tool calls

Signed-off-by: Derek Higgins <derekh@redhat.com>
2025-05-01 11:47:58 -07:00

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"application/json": {
"schema": {
"$ref": "#/components/schemas/Turn"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Agents"
],
"description": "Retrieve an agent turn by its ID.",
"parameters": [
{
"name": "agent_id",
"in": "path",
"description": "The ID of the agent to get the turn for.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "session_id",
"in": "path",
"description": "The ID of the session to get the turn for.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "turn_id",
"in": "path",
"description": "The ID of the turn to get.",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/eval/benchmarks/{benchmark_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Benchmark"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Benchmarks"
],
"description": "",
"parameters": [
{
"name": "benchmark_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/datasets/{dataset_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Dataset"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Datasets"
],
"description": "",
"parameters": [
{
"name": "dataset_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
},
"delete": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Datasets"
],
"description": "",
"parameters": [
{
"name": "dataset_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/models/{model_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Model"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Models"
],
"description": "",
"parameters": [
{
"name": "model_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
},
"delete": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Models"
],
"description": "",
"parameters": [
{
"name": "model_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/openai/v1/responses/{id}": {
"get": {
"responses": {
"200": {
"description": "An OpenAIResponseObject.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/OpenAIResponseObject"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Agents"
],
"description": "Retrieve an OpenAI response by its ID.",
"parameters": [
{
"name": "id",
"in": "path",
"description": "The ID of the OpenAI response to retrieve.",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/scoring-functions/{scoring_fn_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ScoringFn"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ScoringFunctions"
],
"description": "",
"parameters": [
{
"name": "scoring_fn_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/shields/{identifier}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Shield"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Shields"
],
"description": "",
"parameters": [
{
"name": "identifier",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/telemetry/traces/{trace_id}/spans/{span_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Span"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [
{
"name": "trace_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "span_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/telemetry/spans/{span_id}/tree": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QuerySpanTreeResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [
{
"name": "span_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/GetSpanTreeRequest"
}
}
},
"required": true
}
}
},
"/v1/tools/{tool_name}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Tool"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolGroups"
],
"description": "",
"parameters": [
{
"name": "tool_name",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/toolgroups/{toolgroup_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ToolGroup"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolGroups"
],
"description": "",
"parameters": [
{
"name": "toolgroup_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
},
"delete": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolGroups"
],
"description": "Unregister a tool group",
"parameters": [
{
"name": "toolgroup_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/telemetry/traces/{trace_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Trace"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [
{
"name": "trace_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/post-training/job/artifacts": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/PostTrainingJobArtifactsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"PostTraining (Coming Soon)"
],
"description": "",
"parameters": [
{
"name": "job_uuid",
"in": "query",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/post-training/job/status": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/PostTrainingJobStatusResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"PostTraining (Coming Soon)"
],
"description": "",
"parameters": [
{
"name": "job_uuid",
"in": "query",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/post-training/jobs": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListPostTrainingJobsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"PostTraining (Coming Soon)"
],
"description": "",
"parameters": []
}
},
"/v1/files/session:{upload_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/FileUploadResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Files"
],
"description": "Returns information about an existsing upload session",
"parameters": [
{
"name": "upload_id",
"in": "path",
"description": "ID of the upload session",
"required": true,
"schema": {
"type": "string"
}
}
]
},
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"oneOf": [
{
"$ref": "#/components/schemas/FileResponse"
},
{
"type": "null"
}
]
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Files"
],
"description": "Upload file content to an existing upload session. On the server, request body will have the raw bytes that are uploaded.",
"parameters": [
{
"name": "upload_id",
"in": "path",
"description": "ID of the upload session",
"required": true,
"schema": {
"type": "string"
}
}
],
"requestBody": {
"content": {
"application/octet-stream": {
"schema": {
"type": "string",
"format": "binary"
}
}
},
"required": true
}
}
},
"/v1/vector-dbs/{vector_db_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/VectorDB"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"VectorDBs"
],
"description": "",
"parameters": [
{
"name": "vector_db_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
},
"delete": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"VectorDBs"
],
"description": "",
"parameters": [
{
"name": "vector_db_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/health": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/HealthInfo"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Inspect"
],
"description": "",
"parameters": []
}
},
"/v1/tool-runtime/rag-tool/insert": {
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolRuntime"
],
"description": "Index documents so they can be used by the RAG system",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/InsertRequest"
}
}
},
"required": true
}
}
},
"/v1/vector-io/insert": {
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"VectorIO"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/InsertChunksRequest"
}
}
},
"required": true
}
}
},
"/v1/providers/{provider_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ProviderInfo"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Providers"
],
"description": "",
"parameters": [
{
"name": "provider_id",
"in": "path",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/tool-runtime/invoke": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ToolInvocationResult"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolRuntime"
],
"description": "Run a tool with the given arguments",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/InvokeToolRequest"
}
}
},
"required": true
}
}
},
"/v1/datasetio/iterrows/{dataset_id}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/PaginatedResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"DatasetIO"
],
"description": "Get a paginated list of rows from a dataset.\nUses offset-based pagination where:\n- start_index: The starting index (0-based). If None, starts from beginning.\n- limit: Number of items to return. If None or -1, returns all items.\n\nThe response includes:\n- data: List of items for the current page\n- has_more: Whether there are more items available after this set",
"parameters": [
{
"name": "dataset_id",
"in": "path",
"description": "The ID of the dataset to get the rows from.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "start_index",
"in": "query",
"description": "Index into dataset for the first row to get. Get all rows if None.",
"required": false,
"schema": {
"type": "integer"
}
},
{
"name": "limit",
"in": "query",
"description": "The number of rows to get.",
"required": false,
"schema": {
"type": "integer"
}
}
]
}
},
"/v1/eval/benchmarks/{benchmark_id}/jobs/{job_id}": {
"get": {
"responses": {
"200": {
"description": "The status of the evaluationjob.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Job"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Eval"
],
"description": "Get the status of a job.",
"parameters": [
{
"name": "benchmark_id",
"in": "path",
"description": "The ID of the benchmark to run the evaluation on.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "job_id",
"in": "path",
"description": "The ID of the job to get the status of.",
"required": true,
"schema": {
"type": "string"
}
}
]
},
"delete": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Eval"
],
"description": "Cancel a job.",
"parameters": [
{
"name": "benchmark_id",
"in": "path",
"description": "The ID of the benchmark to run the evaluation on.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "job_id",
"in": "path",
"description": "The ID of the job to cancel.",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/eval/benchmarks/{benchmark_id}/jobs/{job_id}/result": {
"get": {
"responses": {
"200": {
"description": "The result of the job.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/EvaluateResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Eval"
],
"description": "Get the result of a job.",
"parameters": [
{
"name": "benchmark_id",
"in": "path",
"description": "The ID of the benchmark to run the evaluation on.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "job_id",
"in": "path",
"description": "The ID of the job to get the result of.",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/agents/{agent_id}/sessions": {
"get": {
"responses": {
"200": {
"description": "A ListAgentSessionsResponse.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListAgentSessionsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Agents"
],
"description": "List all session(s) of a given agent.",
"parameters": [
{
"name": "agent_id",
"in": "path",
"description": "The ID of the agent to list sessions for.",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/eval/benchmarks": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListBenchmarksResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Benchmarks"
],
"description": "",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Benchmarks"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterBenchmarkRequest"
}
}
},
"required": true
}
}
},
"/v1/datasets": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListDatasetsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Datasets"
],
"description": "",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Dataset"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Datasets"
],
"description": "Register a new dataset.",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterDatasetRequest"
}
}
},
"required": true
}
}
},
"/v1/files/{bucket}": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListFileResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Files"
],
"description": "List all files in a bucket.",
"parameters": [
{
"name": "bucket",
"in": "path",
"description": "Bucket name (valid chars: a-zA-Z0-9_-)",
"required": true,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/models": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListModelsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Models"
],
"description": "",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Model"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Models"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterModelRequest"
}
}
},
"required": true
}
}
},
"/v1/providers": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListProvidersResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Providers"
],
"description": "",
"parameters": []
}
},
"/v1/inspect/routes": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListRoutesResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Inspect"
],
"description": "",
"parameters": []
}
},
"/v1/tool-runtime/list-tools": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListToolDefsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolRuntime"
],
"description": "",
"parameters": [
{
"name": "tool_group_id",
"in": "query",
"required": false,
"schema": {
"type": "string"
}
},
{
"name": "mcp_endpoint",
"in": "query",
"required": false,
"schema": {
"$ref": "#/components/schemas/URL"
}
}
]
}
},
"/v1/scoring-functions": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListScoringFunctionsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ScoringFunctions"
],
"description": "",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ScoringFunctions"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterScoringFunctionRequest"
}
}
},
"required": true
}
}
},
"/v1/shields": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListShieldsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Shields"
],
"description": "",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Shield"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Shields"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterShieldRequest"
}
}
},
"required": true
}
}
},
"/v1/toolgroups": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListToolGroupsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolGroups"
],
"description": "List tool groups with optional provider",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolGroups"
],
"description": "Register a tool group",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterToolGroupRequest"
}
}
},
"required": true
}
}
},
"/v1/tools": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListToolsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolGroups"
],
"description": "List tools with optional tool group",
"parameters": [
{
"name": "toolgroup_id",
"in": "query",
"required": false,
"schema": {
"type": "string"
}
}
]
}
},
"/v1/vector-dbs": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ListVectorDBsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"VectorDBs"
],
"description": "",
"parameters": []
},
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/VectorDB"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"VectorDBs"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RegisterVectorDbRequest"
}
}
},
"required": true
}
}
},
"/v1/telemetry/events": {
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/LogEventRequest"
}
}
},
"required": true
}
}
},
"/v1/openai/v1/chat/completions": {
"post": {
"responses": {
"200": {
"description": "Response from an OpenAI-compatible chat completion request. **OR** Chunk from a streaming response to an OpenAI-compatible chat completion request.",
"content": {
"application/json": {
"schema": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIChatCompletion"
},
{
"$ref": "#/components/schemas/OpenAIChatCompletionChunk"
}
]
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Inference"
],
"description": "Generate an OpenAI-compatible chat completion for the given messages using the specified model.",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/OpenaiChatCompletionRequest"
}
}
},
"required": true
}
}
},
"/v1/openai/v1/completions": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/OpenAICompletion"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Inference"
],
"description": "Generate an OpenAI-compatible completion for the given prompt using the specified model.",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/OpenaiCompletionRequest"
}
}
},
"required": true
}
}
},
"/v1/openai/v1/models": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/OpenAIListModelsResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Models"
],
"description": "",
"parameters": []
}
},
"/v1/post-training/preference-optimize": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/PostTrainingJob"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"PostTraining (Coming Soon)"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/PreferenceOptimizeRequest"
}
}
},
"required": true
}
}
},
"/v1/tool-runtime/rag-tool/query": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RAGQueryResult"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"ToolRuntime"
],
"description": "Query the RAG system for context; typically invoked by the agent",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QueryRequest"
}
}
},
"required": true
}
}
},
"/v1/vector-io/query": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QueryChunksResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"VectorIO"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QueryChunksRequest"
}
}
},
"required": true
}
}
},
"/v1/telemetry/spans": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QuerySpansResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QuerySpansRequest"
}
}
},
"required": true
}
}
},
"/v1/telemetry/traces": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QueryTracesResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/QueryTracesRequest"
}
}
},
"required": true
}
}
},
"/v1/agents/{agent_id}/session/{session_id}/turn/{turn_id}/resume": {
"post": {
"responses": {
"200": {
"description": "A Turn object if stream is False, otherwise an AsyncIterator of AgentTurnResponseStreamChunk objects.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Turn"
}
},
"text/event-stream": {
"schema": {
"$ref": "#/components/schemas/AgentTurnResponseStreamChunk"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Agents"
],
"description": "Resume an agent turn with executed tool call responses.\nWhen a Turn has the status `awaiting_input` due to pending input from client side tool calls, this endpoint can be used to submit the outputs from the tool calls once they are ready.",
"parameters": [
{
"name": "agent_id",
"in": "path",
"description": "The ID of the agent to resume.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "session_id",
"in": "path",
"description": "The ID of the session to resume.",
"required": true,
"schema": {
"type": "string"
}
},
{
"name": "turn_id",
"in": "path",
"description": "The ID of the turn to resume.",
"required": true,
"schema": {
"type": "string"
}
}
],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ResumeAgentTurnRequest"
}
}
},
"required": true
}
}
},
"/v1/eval/benchmarks/{benchmark_id}/jobs": {
"post": {
"responses": {
"200": {
"description": "The job that was created to run the evaluation.",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/Job"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Eval"
],
"description": "Run an evaluation on a benchmark.",
"parameters": [
{
"name": "benchmark_id",
"in": "path",
"description": "The ID of the benchmark to run the evaluation on.",
"required": true,
"schema": {
"type": "string"
}
}
],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RunEvalRequest"
}
}
},
"required": true
}
}
},
"/v1/safety/run-shield": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RunShieldResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Safety"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/RunShieldRequest"
}
}
},
"required": true
}
}
},
"/v1/telemetry/spans/export": {
"post": {
"responses": {
"200": {
"description": "OK"
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Telemetry"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/SaveSpansToDatasetRequest"
}
}
},
"required": true
}
}
},
"/v1/scoring/score": {
"post": {
"responses": {
"200": {
"description": "ScoreResponse object containing rows and aggregated results",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ScoreResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Scoring"
],
"description": "Score a list of rows.",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ScoreRequest"
}
}
},
"required": true
}
}
},
"/v1/scoring/score-batch": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ScoreBatchResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Scoring"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/ScoreBatchRequest"
}
}
},
"required": true
}
}
},
"/v1/post-training/supervised-fine-tune": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/PostTrainingJob"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"PostTraining (Coming Soon)"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/SupervisedFineTuneRequest"
}
}
},
"required": true
}
}
},
"/v1/synthetic-data-generation/generate": {
"post": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/SyntheticDataGenerationResponse"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"SyntheticDataGeneration (Coming Soon)"
],
"description": "",
"parameters": [],
"requestBody": {
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/SyntheticDataGenerateRequest"
}
}
},
"required": true
}
}
},
"/v1/version": {
"get": {
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/VersionInfo"
}
}
}
},
"400": {
"$ref": "#/components/responses/BadRequest400"
},
"429": {
"$ref": "#/components/responses/TooManyRequests429"
},
"500": {
"$ref": "#/components/responses/InternalServerError500"
},
"default": {
"$ref": "#/components/responses/DefaultError"
}
},
"tags": [
"Inspect"
],
"description": "",
"parameters": []
}
}
},
"jsonSchemaDialect": "https://json-schema.org/draft/2020-12/schema",
"components": {
"schemas": {
"Error": {
"type": "object",
"properties": {
"status": {
"type": "integer",
"description": "HTTP status code"
},
"title": {
"type": "string",
"description": "Error title, a short summary of the error which is invariant for an error type"
},
"detail": {
"type": "string",
"description": "Error detail, a longer human-readable description of the error"
},
"instance": {
"type": "string",
"description": "(Optional) A URL which can be used to retrieve more information about the specific occurrence of the error"
}
},
"additionalProperties": false,
"required": [
"status",
"title",
"detail"
],
"title": "Error",
"description": "Error response from the API. Roughly follows RFC 7807."
},
"AppendRowsRequest": {
"type": "object",
"properties": {
"rows": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
}
},
"additionalProperties": false,
"required": [
"rows"
],
"title": "AppendRowsRequest"
},
"CompletionMessage": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "assistant",
"default": "assistant",
"description": "Must be \"assistant\" to identify this as the model's response"
},
"content": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "The content of the model's response"
},
"stop_reason": {
"type": "string",
"enum": [
"end_of_turn",
"end_of_message",
"out_of_tokens"
],
"description": "Reason why the model stopped generating. Options are: - `StopReason.end_of_turn`: The model finished generating the entire response. - `StopReason.end_of_message`: The model finished generating but generated a partial response -- usually, a tool call. The user may call the tool and continue the conversation with the tool's response. - `StopReason.out_of_tokens`: The model ran out of token budget."
},
"tool_calls": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolCall"
},
"description": "List of tool calls. Each tool call is a ToolCall object."
}
},
"additionalProperties": false,
"required": [
"role",
"content",
"stop_reason"
],
"title": "CompletionMessage",
"description": "A message containing the model's (assistant) response in a chat conversation."
},
"GrammarResponseFormat": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "grammar",
"default": "grammar",
"description": "Must be \"grammar\" to identify this format type"
},
"bnf": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "The BNF grammar specification the response should conform to"
}
},
"additionalProperties": false,
"required": [
"type",
"bnf"
],
"title": "GrammarResponseFormat",
"description": "Configuration for grammar-guided response generation."
},
"GreedySamplingStrategy": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "greedy",
"default": "greedy"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "GreedySamplingStrategy"
},
"ImageContentItem": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "image",
"default": "image",
"description": "Discriminator type of the content item. Always \"image\""
},
"image": {
"type": "object",
"properties": {
"url": {
"$ref": "#/components/schemas/URL",
"description": "A URL of the image or data URL in the format of data:image/{type};base64,{data}. Note that URL could have length limits."
},
"data": {
"type": "string",
"contentEncoding": "base64",
"description": "base64 encoded image data as string"
}
},
"additionalProperties": false,
"description": "Image as a base64 encoded string or an URL"
}
},
"additionalProperties": false,
"required": [
"type",
"image"
],
"title": "ImageContentItem",
"description": "A image content item"
},
"InterleavedContent": {
"oneOf": [
{
"type": "string"
},
{
"$ref": "#/components/schemas/InterleavedContentItem"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/InterleavedContentItem"
}
}
]
},
"InterleavedContentItem": {
"oneOf": [
{
"$ref": "#/components/schemas/ImageContentItem"
},
{
"$ref": "#/components/schemas/TextContentItem"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"image": "#/components/schemas/ImageContentItem",
"text": "#/components/schemas/TextContentItem"
}
}
},
"JsonSchemaResponseFormat": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "json_schema",
"default": "json_schema",
"description": "Must be \"json_schema\" to identify this format type"
},
"json_schema": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "The JSON schema the response should conform to. In a Python SDK, this is often a `pydantic` model."
}
},
"additionalProperties": false,
"required": [
"type",
"json_schema"
],
"title": "JsonSchemaResponseFormat",
"description": "Configuration for JSON schema-guided response generation."
},
"Message": {
"oneOf": [
{
"$ref": "#/components/schemas/UserMessage"
},
{
"$ref": "#/components/schemas/SystemMessage"
},
{
"$ref": "#/components/schemas/ToolResponseMessage"
},
{
"$ref": "#/components/schemas/CompletionMessage"
}
],
"discriminator": {
"propertyName": "role",
"mapping": {
"user": "#/components/schemas/UserMessage",
"system": "#/components/schemas/SystemMessage",
"tool": "#/components/schemas/ToolResponseMessage",
"assistant": "#/components/schemas/CompletionMessage"
}
}
},
"ResponseFormat": {
"oneOf": [
{
"$ref": "#/components/schemas/JsonSchemaResponseFormat"
},
{
"$ref": "#/components/schemas/GrammarResponseFormat"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"json_schema": "#/components/schemas/JsonSchemaResponseFormat",
"grammar": "#/components/schemas/GrammarResponseFormat"
}
}
},
"SamplingParams": {
"type": "object",
"properties": {
"strategy": {
"$ref": "#/components/schemas/SamplingStrategy",
"description": "The sampling strategy."
},
"max_tokens": {
"type": "integer",
"default": 0,
"description": "The maximum number of tokens that can be generated in the completion. The token count of your prompt plus max_tokens cannot exceed the model's context length."
},
"repetition_penalty": {
"type": "number",
"default": 1.0,
"description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics."
},
"stop": {
"type": "array",
"items": {
"type": "string"
},
"description": "Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence."
}
},
"additionalProperties": false,
"required": [
"strategy"
],
"title": "SamplingParams",
"description": "Sampling parameters."
},
"SamplingStrategy": {
"oneOf": [
{
"$ref": "#/components/schemas/GreedySamplingStrategy"
},
{
"$ref": "#/components/schemas/TopPSamplingStrategy"
},
{
"$ref": "#/components/schemas/TopKSamplingStrategy"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"greedy": "#/components/schemas/GreedySamplingStrategy",
"top_p": "#/components/schemas/TopPSamplingStrategy",
"top_k": "#/components/schemas/TopKSamplingStrategy"
}
}
},
"SystemMessage": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "system",
"default": "system",
"description": "Must be \"system\" to identify this as a system message"
},
"content": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
}
},
"additionalProperties": false,
"required": [
"role",
"content"
],
"title": "SystemMessage",
"description": "A system message providing instructions or context to the model."
},
"TextContentItem": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text",
"default": "text",
"description": "Discriminator type of the content item. Always \"text\""
},
"text": {
"type": "string",
"description": "Text content"
}
},
"additionalProperties": false,
"required": [
"type",
"text"
],
"title": "TextContentItem",
"description": "A text content item"
},
"ToolCall": {
"type": "object",
"properties": {
"call_id": {
"type": "string"
},
"tool_name": {
"oneOf": [
{
"type": "string",
"enum": [
"brave_search",
"wolfram_alpha",
"photogen",
"code_interpreter"
],
"title": "BuiltinTool"
},
{
"type": "string"
}
]
},
"arguments": {
"oneOf": [
{
"type": "string"
},
{
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "string"
},
{
"type": "integer"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
},
{
"type": "array",
"items": {
"oneOf": [
{
"type": "string"
},
{
"type": "integer"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
}
]
}
},
{
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "string"
},
{
"type": "integer"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
}
]
}
}
]
}
}
]
},
"arguments_json": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"call_id",
"tool_name",
"arguments"
],
"title": "ToolCall"
},
"ToolConfig": {
"type": "object",
"properties": {
"tool_choice": {
"oneOf": [
{
"type": "string",
"enum": [
"auto",
"required",
"none"
],
"title": "ToolChoice",
"description": "Whether tool use is required or automatic. This is a hint to the model which may not be followed. It depends on the Instruction Following capabilities of the model."
},
{
"type": "string"
}
],
"default": "auto",
"description": "(Optional) Whether tool use is automatic, required, or none. Can also specify a tool name to use a specific tool. Defaults to ToolChoice.auto."
},
"tool_prompt_format": {
"type": "string",
"enum": [
"json",
"function_tag",
"python_list"
],
"description": "(Optional) Instructs the model how to format tool calls. By default, Llama Stack will attempt to use a format that is best adapted to the model. - `ToolPromptFormat.json`: The tool calls are formatted as a JSON object. - `ToolPromptFormat.function_tag`: The tool calls are enclosed in a <function=function_name> tag. - `ToolPromptFormat.python_list`: The tool calls are output as Python syntax -- a list of function calls."
},
"system_message_behavior": {
"type": "string",
"enum": [
"append",
"replace"
],
"description": "(Optional) Config for how to override the default system prompt. - `SystemMessageBehavior.append`: Appends the provided system message to the default system prompt. - `SystemMessageBehavior.replace`: Replaces the default system prompt with the provided system message. The system message can include the string '{{function_definitions}}' to indicate where the function definitions should be inserted.",
"default": "append"
}
},
"additionalProperties": false,
"title": "ToolConfig",
"description": "Configuration for tool use."
},
"ToolDefinition": {
"type": "object",
"properties": {
"tool_name": {
"oneOf": [
{
"type": "string",
"enum": [
"brave_search",
"wolfram_alpha",
"photogen",
"code_interpreter"
],
"title": "BuiltinTool"
},
{
"type": "string"
}
]
},
"description": {
"type": "string"
},
"parameters": {
"type": "object",
"additionalProperties": {
"$ref": "#/components/schemas/ToolParamDefinition"
}
}
},
"additionalProperties": false,
"required": [
"tool_name"
],
"title": "ToolDefinition"
},
"ToolParamDefinition": {
"type": "object",
"properties": {
"param_type": {
"type": "string"
},
"description": {
"type": "string"
},
"required": {
"type": "boolean",
"default": true
},
"default": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"additionalProperties": false,
"required": [
"param_type"
],
"title": "ToolParamDefinition"
},
"ToolResponseMessage": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "tool",
"default": "tool",
"description": "Must be \"tool\" to identify this as a tool response"
},
"call_id": {
"type": "string",
"description": "Unique identifier for the tool call this response is for"
},
"content": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "The response content from the tool"
}
},
"additionalProperties": false,
"required": [
"role",
"call_id",
"content"
],
"title": "ToolResponseMessage",
"description": "A message representing the result of a tool invocation."
},
"TopKSamplingStrategy": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "top_k",
"default": "top_k"
},
"top_k": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"type",
"top_k"
],
"title": "TopKSamplingStrategy"
},
"TopPSamplingStrategy": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "top_p",
"default": "top_p"
},
"temperature": {
"type": "number"
},
"top_p": {
"type": "number",
"default": 0.95
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "TopPSamplingStrategy"
},
"URL": {
"type": "object",
"properties": {
"uri": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"uri"
],
"title": "URL"
},
"UserMessage": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "user",
"default": "user",
"description": "Must be \"user\" to identify this as a user message"
},
"content": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "The content of the message, which can include text and other media"
},
"context": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "(Optional) This field is used internally by Llama Stack to pass RAG context. This field may be removed in the API in the future."
}
},
"additionalProperties": false,
"required": [
"role",
"content"
],
"title": "UserMessage",
"description": "A message from the user in a chat conversation."
},
"BatchChatCompletionRequest": {
"type": "object",
"properties": {
"model_id": {
"type": "string"
},
"messages_batch": {
"type": "array",
"items": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Message"
}
}
},
"sampling_params": {
"$ref": "#/components/schemas/SamplingParams"
},
"tools": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolDefinition"
}
},
"tool_config": {
"$ref": "#/components/schemas/ToolConfig"
},
"response_format": {
"$ref": "#/components/schemas/ResponseFormat"
},
"logprobs": {
"type": "object",
"properties": {
"top_k": {
"type": "integer",
"default": 0,
"description": "How many tokens (for each position) to return log probabilities for."
}
},
"additionalProperties": false,
"title": "LogProbConfig"
}
},
"additionalProperties": false,
"required": [
"model_id",
"messages_batch"
],
"title": "BatchChatCompletionRequest"
},
"BatchChatCompletionResponse": {
"type": "object",
"properties": {
"batch": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ChatCompletionResponse"
}
}
},
"additionalProperties": false,
"required": [
"batch"
],
"title": "BatchChatCompletionResponse"
},
"ChatCompletionResponse": {
"type": "object",
"properties": {
"metrics": {
"type": "array",
"items": {
"$ref": "#/components/schemas/MetricInResponse"
}
},
"completion_message": {
"$ref": "#/components/schemas/CompletionMessage",
"description": "The complete response message"
},
"logprobs": {
"type": "array",
"items": {
"$ref": "#/components/schemas/TokenLogProbs"
},
"description": "Optional log probabilities for generated tokens"
}
},
"additionalProperties": false,
"required": [
"completion_message"
],
"title": "ChatCompletionResponse",
"description": "Response from a chat completion request."
},
"MetricInResponse": {
"type": "object",
"properties": {
"metric": {
"type": "string"
},
"value": {
"oneOf": [
{
"type": "integer"
},
{
"type": "number"
}
]
},
"unit": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"metric",
"value"
],
"title": "MetricInResponse"
},
"TokenLogProbs": {
"type": "object",
"properties": {
"logprobs_by_token": {
"type": "object",
"additionalProperties": {
"type": "number"
},
"description": "Dictionary mapping tokens to their log probabilities"
}
},
"additionalProperties": false,
"required": [
"logprobs_by_token"
],
"title": "TokenLogProbs",
"description": "Log probabilities for generated tokens."
},
"BatchCompletionRequest": {
"type": "object",
"properties": {
"model_id": {
"type": "string"
},
"content_batch": {
"type": "array",
"items": {
"$ref": "#/components/schemas/InterleavedContent"
}
},
"sampling_params": {
"$ref": "#/components/schemas/SamplingParams"
},
"response_format": {
"$ref": "#/components/schemas/ResponseFormat"
},
"logprobs": {
"type": "object",
"properties": {
"top_k": {
"type": "integer",
"default": 0,
"description": "How many tokens (for each position) to return log probabilities for."
}
},
"additionalProperties": false,
"title": "LogProbConfig"
}
},
"additionalProperties": false,
"required": [
"model_id",
"content_batch"
],
"title": "BatchCompletionRequest"
},
"BatchCompletionResponse": {
"type": "object",
"properties": {
"batch": {
"type": "array",
"items": {
"$ref": "#/components/schemas/CompletionResponse"
}
}
},
"additionalProperties": false,
"required": [
"batch"
],
"title": "BatchCompletionResponse"
},
"CompletionResponse": {
"type": "object",
"properties": {
"metrics": {
"type": "array",
"items": {
"$ref": "#/components/schemas/MetricInResponse"
}
},
"content": {
"type": "string",
"description": "The generated completion text"
},
"stop_reason": {
"type": "string",
"enum": [
"end_of_turn",
"end_of_message",
"out_of_tokens"
],
"description": "Reason why generation stopped"
},
"logprobs": {
"type": "array",
"items": {
"$ref": "#/components/schemas/TokenLogProbs"
},
"description": "Optional log probabilities for generated tokens"
}
},
"additionalProperties": false,
"required": [
"content",
"stop_reason"
],
"title": "CompletionResponse",
"description": "Response from a completion request."
},
"CancelTrainingJobRequest": {
"type": "object",
"properties": {
"job_uuid": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"job_uuid"
],
"title": "CancelTrainingJobRequest"
},
"ChatCompletionRequest": {
"type": "object",
"properties": {
"model_id": {
"type": "string",
"description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
},
"messages": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Message"
},
"description": "List of messages in the conversation"
},
"sampling_params": {
"$ref": "#/components/schemas/SamplingParams",
"description": "Parameters to control the sampling strategy"
},
"tools": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolDefinition"
},
"description": "(Optional) List of tool definitions available to the model"
},
"tool_choice": {
"type": "string",
"enum": [
"auto",
"required",
"none"
],
"description": "(Optional) Whether tool use is required or automatic. Defaults to ToolChoice.auto. .. deprecated:: Use tool_config instead."
},
"tool_prompt_format": {
"type": "string",
"enum": [
"json",
"function_tag",
"python_list"
],
"description": "(Optional) Instructs the model how to format tool calls. By default, Llama Stack will attempt to use a format that is best adapted to the model. - `ToolPromptFormat.json`: The tool calls are formatted as a JSON object. - `ToolPromptFormat.function_tag`: The tool calls are enclosed in a <function=function_name> tag. - `ToolPromptFormat.python_list`: The tool calls are output as Python syntax -- a list of function calls. .. deprecated:: Use tool_config instead."
},
"response_format": {
"$ref": "#/components/schemas/ResponseFormat",
"description": "(Optional) Grammar specification for guided (structured) decoding. There are two options: - `ResponseFormat.json_schema`: The grammar is a JSON schema. Most providers support this format. - `ResponseFormat.grammar`: The grammar is a BNF grammar. This format is more flexible, but not all providers support it."
},
"stream": {
"type": "boolean",
"description": "(Optional) If True, generate an SSE event stream of the response. Defaults to False."
},
"logprobs": {
"type": "object",
"properties": {
"top_k": {
"type": "integer",
"default": 0,
"description": "How many tokens (for each position) to return log probabilities for."
}
},
"additionalProperties": false,
"description": "(Optional) If specified, log probabilities for each token position will be returned."
},
"tool_config": {
"$ref": "#/components/schemas/ToolConfig",
"description": "(Optional) Configuration for tool use."
}
},
"additionalProperties": false,
"required": [
"model_id",
"messages"
],
"title": "ChatCompletionRequest"
},
"ChatCompletionResponseEvent": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"enum": [
"start",
"complete",
"progress"
],
"description": "Type of the event"
},
"delta": {
"$ref": "#/components/schemas/ContentDelta",
"description": "Content generated since last event. This can be one or more tokens, or a tool call."
},
"logprobs": {
"type": "array",
"items": {
"$ref": "#/components/schemas/TokenLogProbs"
},
"description": "Optional log probabilities for generated tokens"
},
"stop_reason": {
"type": "string",
"enum": [
"end_of_turn",
"end_of_message",
"out_of_tokens"
],
"description": "Optional reason why generation stopped, if complete"
}
},
"additionalProperties": false,
"required": [
"event_type",
"delta"
],
"title": "ChatCompletionResponseEvent",
"description": "An event during chat completion generation."
},
"ChatCompletionResponseStreamChunk": {
"type": "object",
"properties": {
"metrics": {
"type": "array",
"items": {
"$ref": "#/components/schemas/MetricInResponse"
}
},
"event": {
"$ref": "#/components/schemas/ChatCompletionResponseEvent",
"description": "The event containing the new content"
}
},
"additionalProperties": false,
"required": [
"event"
],
"title": "ChatCompletionResponseStreamChunk",
"description": "A chunk of a streamed chat completion response."
},
"ContentDelta": {
"oneOf": [
{
"$ref": "#/components/schemas/TextDelta"
},
{
"$ref": "#/components/schemas/ImageDelta"
},
{
"$ref": "#/components/schemas/ToolCallDelta"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"text": "#/components/schemas/TextDelta",
"image": "#/components/schemas/ImageDelta",
"tool_call": "#/components/schemas/ToolCallDelta"
}
}
},
"ImageDelta": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "image",
"default": "image"
},
"image": {
"type": "string",
"contentEncoding": "base64"
}
},
"additionalProperties": false,
"required": [
"type",
"image"
],
"title": "ImageDelta"
},
"TextDelta": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text",
"default": "text"
},
"text": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"type",
"text"
],
"title": "TextDelta"
},
"ToolCallDelta": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "tool_call",
"default": "tool_call"
},
"tool_call": {
"oneOf": [
{
"type": "string"
},
{
"$ref": "#/components/schemas/ToolCall"
}
]
},
"parse_status": {
"type": "string",
"enum": [
"started",
"in_progress",
"failed",
"succeeded"
],
"title": "ToolCallParseStatus"
}
},
"additionalProperties": false,
"required": [
"type",
"tool_call",
"parse_status"
],
"title": "ToolCallDelta"
},
"CompletionRequest": {
"type": "object",
"properties": {
"model_id": {
"type": "string",
"description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
},
"content": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "The content to generate a completion for"
},
"sampling_params": {
"$ref": "#/components/schemas/SamplingParams",
"description": "(Optional) Parameters to control the sampling strategy"
},
"response_format": {
"$ref": "#/components/schemas/ResponseFormat",
"description": "(Optional) Grammar specification for guided (structured) decoding"
},
"stream": {
"type": "boolean",
"description": "(Optional) If True, generate an SSE event stream of the response. Defaults to False."
},
"logprobs": {
"type": "object",
"properties": {
"top_k": {
"type": "integer",
"default": 0,
"description": "How many tokens (for each position) to return log probabilities for."
}
},
"additionalProperties": false,
"description": "(Optional) If specified, log probabilities for each token position will be returned."
}
},
"additionalProperties": false,
"required": [
"model_id",
"content"
],
"title": "CompletionRequest"
},
"CompletionResponseStreamChunk": {
"type": "object",
"properties": {
"metrics": {
"type": "array",
"items": {
"$ref": "#/components/schemas/MetricInResponse"
}
},
"delta": {
"type": "string",
"description": "New content generated since last chunk. This can be one or more tokens."
},
"stop_reason": {
"type": "string",
"enum": [
"end_of_turn",
"end_of_message",
"out_of_tokens"
],
"description": "Optional reason why generation stopped, if complete"
},
"logprobs": {
"type": "array",
"items": {
"$ref": "#/components/schemas/TokenLogProbs"
},
"description": "Optional log probabilities for generated tokens"
}
},
"additionalProperties": false,
"required": [
"delta"
],
"title": "CompletionResponseStreamChunk",
"description": "A chunk of a streamed completion response."
},
"AgentConfig": {
"type": "object",
"properties": {
"sampling_params": {
"$ref": "#/components/schemas/SamplingParams"
},
"input_shields": {
"type": "array",
"items": {
"type": "string"
}
},
"output_shields": {
"type": "array",
"items": {
"type": "string"
}
},
"toolgroups": {
"type": "array",
"items": {
"$ref": "#/components/schemas/AgentTool"
}
},
"client_tools": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolDef"
}
},
"tool_choice": {
"type": "string",
"enum": [
"auto",
"required",
"none"
],
"title": "ToolChoice",
"description": "Whether tool use is required or automatic. This is a hint to the model which may not be followed. It depends on the Instruction Following capabilities of the model.",
"deprecated": true
},
"tool_prompt_format": {
"type": "string",
"enum": [
"json",
"function_tag",
"python_list"
],
"title": "ToolPromptFormat",
"description": "Prompt format for calling custom / zero shot tools.",
"deprecated": true
},
"tool_config": {
"$ref": "#/components/schemas/ToolConfig"
},
"max_infer_iters": {
"type": "integer",
"default": 10
},
"model": {
"type": "string",
"description": "The model identifier to use for the agent"
},
"instructions": {
"type": "string",
"description": "The system instructions for the agent"
},
"name": {
"type": "string",
"description": "Optional name for the agent, used in telemetry and identification"
},
"enable_session_persistence": {
"type": "boolean",
"default": false,
"description": "Optional flag indicating whether session data has to be persisted"
},
"response_format": {
"$ref": "#/components/schemas/ResponseFormat",
"description": "Optional response format configuration"
}
},
"additionalProperties": false,
"required": [
"model",
"instructions"
],
"title": "AgentConfig",
"description": "Configuration for an agent."
},
"AgentTool": {
"oneOf": [
{
"type": "string"
},
{
"type": "object",
"properties": {
"name": {
"type": "string"
},
"args": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"name",
"args"
],
"title": "AgentToolGroupWithArgs"
}
]
},
"ToolDef": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"description": {
"type": "string"
},
"parameters": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolParameter"
}
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"name"
],
"title": "ToolDef"
},
"ToolParameter": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"parameter_type": {
"type": "string"
},
"description": {
"type": "string"
},
"required": {
"type": "boolean",
"default": true
},
"default": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"additionalProperties": false,
"required": [
"name",
"parameter_type",
"description",
"required"
],
"title": "ToolParameter"
},
"CreateAgentRequest": {
"type": "object",
"properties": {
"agent_config": {
"$ref": "#/components/schemas/AgentConfig",
"description": "The configuration for the agent."
}
},
"additionalProperties": false,
"required": [
"agent_config"
],
"title": "CreateAgentRequest"
},
"AgentCreateResponse": {
"type": "object",
"properties": {
"agent_id": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"agent_id"
],
"title": "AgentCreateResponse"
},
"CreateAgentSessionRequest": {
"type": "object",
"properties": {
"session_name": {
"type": "string",
"description": "The name of the session to create."
}
},
"additionalProperties": false,
"required": [
"session_name"
],
"title": "CreateAgentSessionRequest"
},
"AgentSessionCreateResponse": {
"type": "object",
"properties": {
"session_id": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"session_id"
],
"title": "AgentSessionCreateResponse"
},
"CreateAgentTurnRequest": {
"type": "object",
"properties": {
"messages": {
"type": "array",
"items": {
"oneOf": [
{
"$ref": "#/components/schemas/UserMessage"
},
{
"$ref": "#/components/schemas/ToolResponseMessage"
}
]
},
"description": "List of messages to start the turn with."
},
"stream": {
"type": "boolean",
"description": "(Optional) If True, generate an SSE event stream of the response. Defaults to False."
},
"documents": {
"type": "array",
"items": {
"type": "object",
"properties": {
"content": {
"oneOf": [
{
"type": "string"
},
{
"$ref": "#/components/schemas/InterleavedContentItem"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/InterleavedContentItem"
}
},
{
"$ref": "#/components/schemas/URL"
}
],
"description": "The content of the document."
},
"mime_type": {
"type": "string",
"description": "The MIME type of the document."
}
},
"additionalProperties": false,
"required": [
"content",
"mime_type"
],
"title": "Document",
"description": "A document to be used by an agent."
},
"description": "(Optional) List of documents to create the turn with."
},
"toolgroups": {
"type": "array",
"items": {
"$ref": "#/components/schemas/AgentTool"
},
"description": "(Optional) List of toolgroups to create the turn with, will be used in addition to the agent's config toolgroups for the request."
},
"tool_config": {
"$ref": "#/components/schemas/ToolConfig",
"description": "(Optional) The tool configuration to create the turn with, will be used to override the agent's tool_config."
}
},
"additionalProperties": false,
"required": [
"messages"
],
"title": "CreateAgentTurnRequest"
},
"InferenceStep": {
"type": "object",
"properties": {
"turn_id": {
"type": "string",
"description": "The ID of the turn."
},
"step_id": {
"type": "string",
"description": "The ID of the step."
},
"started_at": {
"type": "string",
"format": "date-time",
"description": "The time the step started."
},
"completed_at": {
"type": "string",
"format": "date-time",
"description": "The time the step completed."
},
"step_type": {
"type": "string",
"const": "inference",
"default": "inference"
},
"model_response": {
"$ref": "#/components/schemas/CompletionMessage",
"description": "The response from the LLM."
}
},
"additionalProperties": false,
"required": [
"turn_id",
"step_id",
"step_type",
"model_response"
],
"title": "InferenceStep",
"description": "An inference step in an agent turn."
},
"MemoryRetrievalStep": {
"type": "object",
"properties": {
"turn_id": {
"type": "string",
"description": "The ID of the turn."
},
"step_id": {
"type": "string",
"description": "The ID of the step."
},
"started_at": {
"type": "string",
"format": "date-time",
"description": "The time the step started."
},
"completed_at": {
"type": "string",
"format": "date-time",
"description": "The time the step completed."
},
"step_type": {
"type": "string",
"const": "memory_retrieval",
"default": "memory_retrieval"
},
"vector_db_ids": {
"type": "string",
"description": "The IDs of the vector databases to retrieve context from."
},
"inserted_context": {
"$ref": "#/components/schemas/InterleavedContent",
"description": "The context retrieved from the vector databases."
}
},
"additionalProperties": false,
"required": [
"turn_id",
"step_id",
"step_type",
"vector_db_ids",
"inserted_context"
],
"title": "MemoryRetrievalStep",
"description": "A memory retrieval step in an agent turn."
},
"SafetyViolation": {
"type": "object",
"properties": {
"violation_level": {
"$ref": "#/components/schemas/ViolationLevel"
},
"user_message": {
"type": "string"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"violation_level",
"metadata"
],
"title": "SafetyViolation"
},
"ShieldCallStep": {
"type": "object",
"properties": {
"turn_id": {
"type": "string",
"description": "The ID of the turn."
},
"step_id": {
"type": "string",
"description": "The ID of the step."
},
"started_at": {
"type": "string",
"format": "date-time",
"description": "The time the step started."
},
"completed_at": {
"type": "string",
"format": "date-time",
"description": "The time the step completed."
},
"step_type": {
"type": "string",
"const": "shield_call",
"default": "shield_call"
},
"violation": {
"$ref": "#/components/schemas/SafetyViolation",
"description": "The violation from the shield call."
}
},
"additionalProperties": false,
"required": [
"turn_id",
"step_id",
"step_type"
],
"title": "ShieldCallStep",
"description": "A shield call step in an agent turn."
},
"ToolExecutionStep": {
"type": "object",
"properties": {
"turn_id": {
"type": "string",
"description": "The ID of the turn."
},
"step_id": {
"type": "string",
"description": "The ID of the step."
},
"started_at": {
"type": "string",
"format": "date-time",
"description": "The time the step started."
},
"completed_at": {
"type": "string",
"format": "date-time",
"description": "The time the step completed."
},
"step_type": {
"type": "string",
"const": "tool_execution",
"default": "tool_execution"
},
"tool_calls": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolCall"
},
"description": "The tool calls to execute."
},
"tool_responses": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolResponse"
},
"description": "The tool responses from the tool calls."
}
},
"additionalProperties": false,
"required": [
"turn_id",
"step_id",
"step_type",
"tool_calls",
"tool_responses"
],
"title": "ToolExecutionStep",
"description": "A tool execution step in an agent turn."
},
"ToolResponse": {
"type": "object",
"properties": {
"call_id": {
"type": "string"
},
"tool_name": {
"oneOf": [
{
"type": "string",
"enum": [
"brave_search",
"wolfram_alpha",
"photogen",
"code_interpreter"
],
"title": "BuiltinTool"
},
{
"type": "string"
}
]
},
"content": {
"$ref": "#/components/schemas/InterleavedContent"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"call_id",
"tool_name",
"content"
],
"title": "ToolResponse"
},
"Turn": {
"type": "object",
"properties": {
"turn_id": {
"type": "string"
},
"session_id": {
"type": "string"
},
"input_messages": {
"type": "array",
"items": {
"oneOf": [
{
"$ref": "#/components/schemas/UserMessage"
},
{
"$ref": "#/components/schemas/ToolResponseMessage"
}
]
}
},
"steps": {
"type": "array",
"items": {
"oneOf": [
{
"$ref": "#/components/schemas/InferenceStep"
},
{
"$ref": "#/components/schemas/ToolExecutionStep"
},
{
"$ref": "#/components/schemas/ShieldCallStep"
},
{
"$ref": "#/components/schemas/MemoryRetrievalStep"
}
],
"discriminator": {
"propertyName": "step_type",
"mapping": {
"inference": "#/components/schemas/InferenceStep",
"tool_execution": "#/components/schemas/ToolExecutionStep",
"shield_call": "#/components/schemas/ShieldCallStep",
"memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
}
}
}
},
"output_message": {
"$ref": "#/components/schemas/CompletionMessage"
},
"output_attachments": {
"type": "array",
"items": {
"type": "object",
"properties": {
"content": {
"oneOf": [
{
"type": "string"
},
{
"$ref": "#/components/schemas/InterleavedContentItem"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/InterleavedContentItem"
}
},
{
"$ref": "#/components/schemas/URL"
}
],
"description": "The content of the attachment."
},
"mime_type": {
"type": "string",
"description": "The MIME type of the attachment."
}
},
"additionalProperties": false,
"required": [
"content",
"mime_type"
],
"title": "Attachment",
"description": "An attachment to an agent turn."
}
},
"started_at": {
"type": "string",
"format": "date-time"
},
"completed_at": {
"type": "string",
"format": "date-time"
}
},
"additionalProperties": false,
"required": [
"turn_id",
"session_id",
"input_messages",
"steps",
"output_message",
"started_at"
],
"title": "Turn",
"description": "A single turn in an interaction with an Agentic System."
},
"ViolationLevel": {
"type": "string",
"enum": [
"info",
"warn",
"error"
],
"title": "ViolationLevel"
},
"AgentTurnResponseEvent": {
"type": "object",
"properties": {
"payload": {
"$ref": "#/components/schemas/AgentTurnResponseEventPayload"
}
},
"additionalProperties": false,
"required": [
"payload"
],
"title": "AgentTurnResponseEvent"
},
"AgentTurnResponseEventPayload": {
"oneOf": [
{
"$ref": "#/components/schemas/AgentTurnResponseStepStartPayload"
},
{
"$ref": "#/components/schemas/AgentTurnResponseStepProgressPayload"
},
{
"$ref": "#/components/schemas/AgentTurnResponseStepCompletePayload"
},
{
"$ref": "#/components/schemas/AgentTurnResponseTurnStartPayload"
},
{
"$ref": "#/components/schemas/AgentTurnResponseTurnCompletePayload"
},
{
"$ref": "#/components/schemas/AgentTurnResponseTurnAwaitingInputPayload"
}
],
"discriminator": {
"propertyName": "event_type",
"mapping": {
"step_start": "#/components/schemas/AgentTurnResponseStepStartPayload",
"step_progress": "#/components/schemas/AgentTurnResponseStepProgressPayload",
"step_complete": "#/components/schemas/AgentTurnResponseStepCompletePayload",
"turn_start": "#/components/schemas/AgentTurnResponseTurnStartPayload",
"turn_complete": "#/components/schemas/AgentTurnResponseTurnCompletePayload",
"turn_awaiting_input": "#/components/schemas/AgentTurnResponseTurnAwaitingInputPayload"
}
}
},
"AgentTurnResponseStepCompletePayload": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"const": "step_complete",
"default": "step_complete"
},
"step_type": {
"type": "string",
"enum": [
"inference",
"tool_execution",
"shield_call",
"memory_retrieval"
],
"title": "StepType",
"description": "Type of the step in an agent turn."
},
"step_id": {
"type": "string"
},
"step_details": {
"oneOf": [
{
"$ref": "#/components/schemas/InferenceStep"
},
{
"$ref": "#/components/schemas/ToolExecutionStep"
},
{
"$ref": "#/components/schemas/ShieldCallStep"
},
{
"$ref": "#/components/schemas/MemoryRetrievalStep"
}
],
"discriminator": {
"propertyName": "step_type",
"mapping": {
"inference": "#/components/schemas/InferenceStep",
"tool_execution": "#/components/schemas/ToolExecutionStep",
"shield_call": "#/components/schemas/ShieldCallStep",
"memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
}
}
}
},
"additionalProperties": false,
"required": [
"event_type",
"step_type",
"step_id",
"step_details"
],
"title": "AgentTurnResponseStepCompletePayload"
},
"AgentTurnResponseStepProgressPayload": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"const": "step_progress",
"default": "step_progress"
},
"step_type": {
"type": "string",
"enum": [
"inference",
"tool_execution",
"shield_call",
"memory_retrieval"
],
"title": "StepType",
"description": "Type of the step in an agent turn."
},
"step_id": {
"type": "string"
},
"delta": {
"$ref": "#/components/schemas/ContentDelta"
}
},
"additionalProperties": false,
"required": [
"event_type",
"step_type",
"step_id",
"delta"
],
"title": "AgentTurnResponseStepProgressPayload"
},
"AgentTurnResponseStepStartPayload": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"const": "step_start",
"default": "step_start"
},
"step_type": {
"type": "string",
"enum": [
"inference",
"tool_execution",
"shield_call",
"memory_retrieval"
],
"title": "StepType",
"description": "Type of the step in an agent turn."
},
"step_id": {
"type": "string"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"event_type",
"step_type",
"step_id"
],
"title": "AgentTurnResponseStepStartPayload"
},
"AgentTurnResponseStreamChunk": {
"type": "object",
"properties": {
"event": {
"$ref": "#/components/schemas/AgentTurnResponseEvent"
}
},
"additionalProperties": false,
"required": [
"event"
],
"title": "AgentTurnResponseStreamChunk",
"description": "streamed agent turn completion response."
},
"AgentTurnResponseTurnAwaitingInputPayload": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"const": "turn_awaiting_input",
"default": "turn_awaiting_input"
},
"turn": {
"$ref": "#/components/schemas/Turn"
}
},
"additionalProperties": false,
"required": [
"event_type",
"turn"
],
"title": "AgentTurnResponseTurnAwaitingInputPayload"
},
"AgentTurnResponseTurnCompletePayload": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"const": "turn_complete",
"default": "turn_complete"
},
"turn": {
"$ref": "#/components/schemas/Turn"
}
},
"additionalProperties": false,
"required": [
"event_type",
"turn"
],
"title": "AgentTurnResponseTurnCompletePayload"
},
"AgentTurnResponseTurnStartPayload": {
"type": "object",
"properties": {
"event_type": {
"type": "string",
"const": "turn_start",
"default": "turn_start"
},
"turn_id": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"event_type",
"turn_id"
],
"title": "AgentTurnResponseTurnStartPayload"
},
"OpenAIResponseInputMessage": {
"type": "object",
"properties": {
"content": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
}
}
]
},
"role": {
"oneOf": [
{
"type": "string",
"const": "system"
},
{
"type": "string",
"const": "developer"
},
{
"type": "string",
"const": "user"
},
{
"type": "string",
"const": "assistant"
}
]
},
"type": {
"type": "string",
"const": "message",
"default": "message"
}
},
"additionalProperties": false,
"required": [
"content",
"role"
],
"title": "OpenAIResponseInputMessage"
},
"OpenAIResponseInputMessageContent": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIResponseInputMessageContentText"
},
{
"$ref": "#/components/schemas/OpenAIResponseInputMessageContentImage"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"input_text": "#/components/schemas/OpenAIResponseInputMessageContentText",
"input_image": "#/components/schemas/OpenAIResponseInputMessageContentImage"
}
}
},
"OpenAIResponseInputMessageContentImage": {
"type": "object",
"properties": {
"detail": {
"oneOf": [
{
"type": "string",
"const": "low"
},
{
"type": "string",
"const": "high"
},
{
"type": "string",
"const": "auto"
}
],
"default": "auto"
},
"type": {
"type": "string",
"const": "input_image",
"default": "input_image"
},
"image_url": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"detail",
"type"
],
"title": "OpenAIResponseInputMessageContentImage"
},
"OpenAIResponseInputMessageContentText": {
"type": "object",
"properties": {
"text": {
"type": "string"
},
"type": {
"type": "string",
"const": "input_text",
"default": "input_text"
}
},
"additionalProperties": false,
"required": [
"text",
"type"
],
"title": "OpenAIResponseInputMessageContentText"
},
"OpenAIResponseInputTool": {
"type": "object",
"properties": {
"type": {
"oneOf": [
{
"type": "string",
"const": "web_search"
},
{
"type": "string",
"const": "web_search_preview_2025_03_11"
}
],
"default": "web_search"
},
"search_context_size": {
"type": "string",
"default": "medium"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "OpenAIResponseInputToolWebSearch"
},
"CreateOpenaiResponseRequest": {
"type": "object",
"properties": {
"input": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIResponseInputMessage"
}
}
],
"description": "Input message(s) to create the response."
},
"model": {
"type": "string",
"description": "The underlying LLM used for completions."
},
"previous_response_id": {
"type": "string",
"description": "(Optional) if specified, the new response will be a continuation of the previous response. This can be used to easily fork-off new responses from existing responses."
},
"store": {
"type": "boolean"
},
"stream": {
"type": "boolean"
},
"temperature": {
"type": "number"
},
"tools": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIResponseInputTool"
}
}
},
"additionalProperties": false,
"required": [
"input",
"model"
],
"title": "CreateOpenaiResponseRequest"
},
"OpenAIResponseError": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"message": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"code",
"message"
],
"title": "OpenAIResponseError"
},
"OpenAIResponseObject": {
"type": "object",
"properties": {
"created_at": {
"type": "integer"
},
"error": {
"$ref": "#/components/schemas/OpenAIResponseError"
},
"id": {
"type": "string"
},
"model": {
"type": "string"
},
"object": {
"type": "string",
"const": "response",
"default": "response"
},
"output": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIResponseOutput"
}
},
"parallel_tool_calls": {
"type": "boolean",
"default": false
},
"previous_response_id": {
"type": "string"
},
"status": {
"type": "string"
},
"temperature": {
"type": "number"
},
"top_p": {
"type": "number"
},
"truncation": {
"type": "string"
},
"user": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"created_at",
"id",
"model",
"object",
"output",
"parallel_tool_calls",
"status"
],
"title": "OpenAIResponseObject"
},
"OpenAIResponseOutput": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIResponseOutputMessage"
},
{
"$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"message": "#/components/schemas/OpenAIResponseOutputMessage",
"web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
}
}
},
"OpenAIResponseOutputMessage": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"content": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIResponseOutputMessageContent"
}
},
"role": {
"type": "string",
"const": "assistant",
"default": "assistant"
},
"status": {
"type": "string"
},
"type": {
"type": "string",
"const": "message",
"default": "message"
}
},
"additionalProperties": false,
"required": [
"id",
"content",
"role",
"status",
"type"
],
"title": "OpenAIResponseOutputMessage"
},
"OpenAIResponseOutputMessageContent": {
"type": "object",
"properties": {
"text": {
"type": "string"
},
"type": {
"type": "string",
"const": "output_text",
"default": "output_text"
}
},
"additionalProperties": false,
"required": [
"text",
"type"
],
"title": "OpenAIResponseOutputMessageContentOutputText"
},
"OpenAIResponseOutputMessageWebSearchToolCall": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"status": {
"type": "string"
},
"type": {
"type": "string",
"const": "web_search_call",
"default": "web_search_call"
}
},
"additionalProperties": false,
"required": [
"id",
"status",
"type"
],
"title": "OpenAIResponseOutputMessageWebSearchToolCall"
},
"OpenAIResponseObjectStream": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated"
},
{
"$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"response.created": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated",
"response.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
}
}
},
"OpenAIResponseObjectStreamResponseCompleted": {
"type": "object",
"properties": {
"response": {
"$ref": "#/components/schemas/OpenAIResponseObject"
},
"type": {
"type": "string",
"const": "response.completed",
"default": "response.completed"
}
},
"additionalProperties": false,
"required": [
"response",
"type"
],
"title": "OpenAIResponseObjectStreamResponseCompleted"
},
"OpenAIResponseObjectStreamResponseCreated": {
"type": "object",
"properties": {
"response": {
"$ref": "#/components/schemas/OpenAIResponseObject"
},
"type": {
"type": "string",
"const": "response.created",
"default": "response.created"
}
},
"additionalProperties": false,
"required": [
"response",
"type"
],
"title": "OpenAIResponseObjectStreamResponseCreated"
},
"CreateUploadSessionRequest": {
"type": "object",
"properties": {
"bucket": {
"type": "string",
"description": "Bucket under which the file is stored (valid chars: a-zA-Z0-9_-)"
},
"key": {
"type": "string",
"description": "Key under which the file is stored (valid chars: a-zA-Z0-9_-/.)"
},
"mime_type": {
"type": "string",
"description": "MIME type of the file"
},
"size": {
"type": "integer",
"description": "File size in bytes"
}
},
"additionalProperties": false,
"required": [
"bucket",
"key",
"mime_type",
"size"
],
"title": "CreateUploadSessionRequest"
},
"FileUploadResponse": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "ID of the upload session"
},
"url": {
"type": "string",
"description": "Upload URL for the file or file parts"
},
"offset": {
"type": "integer",
"description": "Upload content offset"
},
"size": {
"type": "integer",
"description": "Upload content size"
}
},
"additionalProperties": false,
"required": [
"id",
"url",
"offset",
"size"
],
"title": "FileUploadResponse",
"description": "Response after initiating a file upload session."
},
"EmbeddingsRequest": {
"type": "object",
"properties": {
"model_id": {
"type": "string",
"description": "The identifier of the model to use. The model must be an embedding model registered with Llama Stack and available via the /models endpoint."
},
"contents": {
"oneOf": [
{
"type": "array",
"items": {
"type": "string"
}
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/InterleavedContentItem"
}
}
],
"description": "List of contents to generate embeddings for. Each content can be a string or an InterleavedContentItem (and hence can be multimodal). The behavior depends on the model and provider. Some models may only support text."
},
"text_truncation": {
"type": "string",
"enum": [
"none",
"start",
"end"
],
"description": "(Optional) Config for how to truncate text for embedding when text is longer than the model's max sequence length."
},
"output_dimension": {
"type": "integer",
"description": "(Optional) Output dimensionality for the embeddings. Only supported by Matryoshka models."
},
"task_type": {
"type": "string",
"enum": [
"query",
"document"
],
"description": "(Optional) How is the embedding being used? This is only supported by asymmetric embedding models."
}
},
"additionalProperties": false,
"required": [
"model_id",
"contents"
],
"title": "EmbeddingsRequest"
},
"EmbeddingsResponse": {
"type": "object",
"properties": {
"embeddings": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "number"
}
},
"description": "List of embedding vectors, one per input content. Each embedding is a list of floats. The dimensionality of the embedding is model-specific; you can check model metadata using /models/{model_id}"
}
},
"additionalProperties": false,
"required": [
"embeddings"
],
"title": "EmbeddingsResponse",
"description": "Response containing generated embeddings."
},
"AgentCandidate": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "agent",
"default": "agent"
},
"config": {
"$ref": "#/components/schemas/AgentConfig",
"description": "The configuration for the agent candidate."
}
},
"additionalProperties": false,
"required": [
"type",
"config"
],
"title": "AgentCandidate",
"description": "An agent candidate for evaluation."
},
"AggregationFunctionType": {
"type": "string",
"enum": [
"average",
"weighted_average",
"median",
"categorical_count",
"accuracy"
],
"title": "AggregationFunctionType"
},
"BasicScoringFnParams": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "basic",
"default": "basic"
},
"aggregation_functions": {
"type": "array",
"items": {
"$ref": "#/components/schemas/AggregationFunctionType"
}
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "BasicScoringFnParams"
},
"BenchmarkConfig": {
"type": "object",
"properties": {
"eval_candidate": {
"$ref": "#/components/schemas/EvalCandidate",
"description": "The candidate to evaluate."
},
"scoring_params": {
"type": "object",
"additionalProperties": {
"$ref": "#/components/schemas/ScoringFnParams"
},
"description": "Map between scoring function id and parameters for each scoring function you want to run"
},
"num_examples": {
"type": "integer",
"description": "(Optional) The number of examples to evaluate. If not provided, all examples in the dataset will be evaluated"
}
},
"additionalProperties": false,
"required": [
"eval_candidate",
"scoring_params"
],
"title": "BenchmarkConfig",
"description": "A benchmark configuration for evaluation."
},
"EvalCandidate": {
"oneOf": [
{
"$ref": "#/components/schemas/ModelCandidate"
},
{
"$ref": "#/components/schemas/AgentCandidate"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"model": "#/components/schemas/ModelCandidate",
"agent": "#/components/schemas/AgentCandidate"
}
}
},
"LLMAsJudgeScoringFnParams": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "llm_as_judge",
"default": "llm_as_judge"
},
"judge_model": {
"type": "string"
},
"prompt_template": {
"type": "string"
},
"judge_score_regexes": {
"type": "array",
"items": {
"type": "string"
}
},
"aggregation_functions": {
"type": "array",
"items": {
"$ref": "#/components/schemas/AggregationFunctionType"
}
}
},
"additionalProperties": false,
"required": [
"type",
"judge_model"
],
"title": "LLMAsJudgeScoringFnParams"
},
"ModelCandidate": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "model",
"default": "model"
},
"model": {
"type": "string",
"description": "The model ID to evaluate."
},
"sampling_params": {
"$ref": "#/components/schemas/SamplingParams",
"description": "The sampling parameters for the model."
},
"system_message": {
"$ref": "#/components/schemas/SystemMessage",
"description": "(Optional) The system message providing instructions or context to the model."
}
},
"additionalProperties": false,
"required": [
"type",
"model",
"sampling_params"
],
"title": "ModelCandidate",
"description": "A model candidate for evaluation."
},
"RegexParserScoringFnParams": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "regex_parser",
"default": "regex_parser"
},
"parsing_regexes": {
"type": "array",
"items": {
"type": "string"
}
},
"aggregation_functions": {
"type": "array",
"items": {
"$ref": "#/components/schemas/AggregationFunctionType"
}
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "RegexParserScoringFnParams"
},
"ScoringFnParams": {
"oneOf": [
{
"$ref": "#/components/schemas/LLMAsJudgeScoringFnParams"
},
{
"$ref": "#/components/schemas/RegexParserScoringFnParams"
},
{
"$ref": "#/components/schemas/BasicScoringFnParams"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"llm_as_judge": "#/components/schemas/LLMAsJudgeScoringFnParams",
"regex_parser": "#/components/schemas/RegexParserScoringFnParams",
"basic": "#/components/schemas/BasicScoringFnParams"
}
}
},
"EvaluateRowsRequest": {
"type": "object",
"properties": {
"input_rows": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "The rows to evaluate."
},
"scoring_functions": {
"type": "array",
"items": {
"type": "string"
},
"description": "The scoring functions to use for the evaluation."
},
"benchmark_config": {
"$ref": "#/components/schemas/BenchmarkConfig",
"description": "The configuration for the benchmark."
}
},
"additionalProperties": false,
"required": [
"input_rows",
"scoring_functions",
"benchmark_config"
],
"title": "EvaluateRowsRequest"
},
"EvaluateResponse": {
"type": "object",
"properties": {
"generations": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "The generations from the evaluation."
},
"scores": {
"type": "object",
"additionalProperties": {
"$ref": "#/components/schemas/ScoringResult"
},
"description": "The scores from the evaluation."
}
},
"additionalProperties": false,
"required": [
"generations",
"scores"
],
"title": "EvaluateResponse",
"description": "The response from an evaluation."
},
"ScoringResult": {
"type": "object",
"properties": {
"score_rows": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "The scoring result for each row. Each row is a map of column name to value."
},
"aggregated_results": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "Map of metric name to aggregated value"
}
},
"additionalProperties": false,
"required": [
"score_rows",
"aggregated_results"
],
"title": "ScoringResult",
"description": "A scoring result for a single row."
},
"Agent": {
"type": "object",
"properties": {
"agent_id": {
"type": "string"
},
"agent_config": {
"$ref": "#/components/schemas/AgentConfig"
},
"created_at": {
"type": "string",
"format": "date-time"
}
},
"additionalProperties": false,
"required": [
"agent_id",
"agent_config",
"created_at"
],
"title": "Agent"
},
"Session": {
"type": "object",
"properties": {
"session_id": {
"type": "string"
},
"session_name": {
"type": "string"
},
"turns": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Turn"
}
},
"started_at": {
"type": "string",
"format": "date-time"
}
},
"additionalProperties": false,
"required": [
"session_id",
"session_name",
"turns",
"started_at"
],
"title": "Session",
"description": "A single session of an interaction with an Agentic System."
},
"AgentStepResponse": {
"type": "object",
"properties": {
"step": {
"oneOf": [
{
"$ref": "#/components/schemas/InferenceStep"
},
{
"$ref": "#/components/schemas/ToolExecutionStep"
},
{
"$ref": "#/components/schemas/ShieldCallStep"
},
{
"$ref": "#/components/schemas/MemoryRetrievalStep"
}
],
"discriminator": {
"propertyName": "step_type",
"mapping": {
"inference": "#/components/schemas/InferenceStep",
"tool_execution": "#/components/schemas/ToolExecutionStep",
"shield_call": "#/components/schemas/ShieldCallStep",
"memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
}
}
}
},
"additionalProperties": false,
"required": [
"step"
],
"title": "AgentStepResponse"
},
"Benchmark": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "benchmark",
"default": "benchmark"
},
"dataset_id": {
"type": "string"
},
"scoring_functions": {
"type": "array",
"items": {
"type": "string"
}
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type",
"dataset_id",
"scoring_functions",
"metadata"
],
"title": "Benchmark"
},
"DataSource": {
"oneOf": [
{
"$ref": "#/components/schemas/URIDataSource"
},
{
"$ref": "#/components/schemas/RowsDataSource"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"uri": "#/components/schemas/URIDataSource",
"rows": "#/components/schemas/RowsDataSource"
}
}
},
"Dataset": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "dataset",
"default": "dataset"
},
"purpose": {
"type": "string",
"enum": [
"post-training/messages",
"eval/question-answer",
"eval/messages-answer"
],
"title": "DatasetPurpose",
"description": "Purpose of the dataset. Each purpose has a required input data schema."
},
"source": {
"$ref": "#/components/schemas/DataSource"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type",
"purpose",
"source",
"metadata"
],
"title": "Dataset"
},
"RowsDataSource": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "rows",
"default": "rows"
},
"rows": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "The dataset is stored in rows. E.g. - [ {\"messages\": [{\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}]} ]"
}
},
"additionalProperties": false,
"required": [
"type",
"rows"
],
"title": "RowsDataSource",
"description": "A dataset stored in rows."
},
"URIDataSource": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "uri",
"default": "uri"
},
"uri": {
"type": "string",
"description": "The dataset can be obtained from a URI. E.g. - \"https://mywebsite.com/mydata.jsonl\" - \"lsfs://mydata.jsonl\" - \"data:csv;base64,{base64_content}\""
}
},
"additionalProperties": false,
"required": [
"type",
"uri"
],
"title": "URIDataSource",
"description": "A dataset that can be obtained from a URI."
},
"FileResponse": {
"type": "object",
"properties": {
"bucket": {
"type": "string",
"description": "Bucket under which the file is stored (valid chars: a-zA-Z0-9_-)"
},
"key": {
"type": "string",
"description": "Key under which the file is stored (valid chars: a-zA-Z0-9_-/.)"
},
"mime_type": {
"type": "string",
"description": "MIME type of the file"
},
"url": {
"type": "string",
"description": "Upload URL for the file contents"
},
"bytes": {
"type": "integer",
"description": "Size of the file in bytes"
},
"created_at": {
"type": "integer",
"description": "Timestamp of when the file was created"
}
},
"additionalProperties": false,
"required": [
"bucket",
"key",
"mime_type",
"url",
"bytes",
"created_at"
],
"title": "FileResponse",
"description": "Response representing a file entry."
},
"Model": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "model",
"default": "model"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"model_type": {
"$ref": "#/components/schemas/ModelType",
"default": "llm"
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type",
"metadata",
"model_type"
],
"title": "Model"
},
"ModelType": {
"type": "string",
"enum": [
"llm",
"embedding"
],
"title": "ModelType"
},
"AgentTurnInputType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "agent_turn_input",
"default": "agent_turn_input"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "AgentTurnInputType"
},
"ArrayType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "array",
"default": "array"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "ArrayType"
},
"BooleanType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "boolean",
"default": "boolean"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "BooleanType"
},
"ChatCompletionInputType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "chat_completion_input",
"default": "chat_completion_input"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "ChatCompletionInputType"
},
"CompletionInputType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "completion_input",
"default": "completion_input"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "CompletionInputType"
},
"JsonType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "json",
"default": "json"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "JsonType"
},
"NumberType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "number",
"default": "number"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "NumberType"
},
"ObjectType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "object",
"default": "object"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "ObjectType"
},
"ParamType": {
"oneOf": [
{
"$ref": "#/components/schemas/StringType"
},
{
"$ref": "#/components/schemas/NumberType"
},
{
"$ref": "#/components/schemas/BooleanType"
},
{
"$ref": "#/components/schemas/ArrayType"
},
{
"$ref": "#/components/schemas/ObjectType"
},
{
"$ref": "#/components/schemas/JsonType"
},
{
"$ref": "#/components/schemas/UnionType"
},
{
"$ref": "#/components/schemas/ChatCompletionInputType"
},
{
"$ref": "#/components/schemas/CompletionInputType"
},
{
"$ref": "#/components/schemas/AgentTurnInputType"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"string": "#/components/schemas/StringType",
"number": "#/components/schemas/NumberType",
"boolean": "#/components/schemas/BooleanType",
"array": "#/components/schemas/ArrayType",
"object": "#/components/schemas/ObjectType",
"json": "#/components/schemas/JsonType",
"union": "#/components/schemas/UnionType",
"chat_completion_input": "#/components/schemas/ChatCompletionInputType",
"completion_input": "#/components/schemas/CompletionInputType",
"agent_turn_input": "#/components/schemas/AgentTurnInputType"
}
}
},
"ScoringFn": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "scoring_function",
"default": "scoring_function"
},
"description": {
"type": "string"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"return_type": {
"$ref": "#/components/schemas/ParamType"
},
"params": {
"$ref": "#/components/schemas/ScoringFnParams"
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type",
"metadata",
"return_type"
],
"title": "ScoringFn"
},
"StringType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "string",
"default": "string"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "StringType"
},
"UnionType": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "union",
"default": "union"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "UnionType"
},
"Shield": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "shield",
"default": "shield"
},
"params": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type"
],
"title": "Shield",
"description": "A safety shield resource that can be used to check content"
},
"Span": {
"type": "object",
"properties": {
"span_id": {
"type": "string"
},
"trace_id": {
"type": "string"
},
"parent_span_id": {
"type": "string"
},
"name": {
"type": "string"
},
"start_time": {
"type": "string",
"format": "date-time"
},
"end_time": {
"type": "string",
"format": "date-time"
},
"attributes": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"span_id",
"trace_id",
"name",
"start_time"
],
"title": "Span"
},
"GetSpanTreeRequest": {
"type": "object",
"properties": {
"attributes_to_return": {
"type": "array",
"items": {
"type": "string"
}
},
"max_depth": {
"type": "integer"
}
},
"additionalProperties": false,
"title": "GetSpanTreeRequest"
},
"SpanStatus": {
"type": "string",
"enum": [
"ok",
"error"
],
"title": "SpanStatus"
},
"SpanWithStatus": {
"type": "object",
"properties": {
"span_id": {
"type": "string"
},
"trace_id": {
"type": "string"
},
"parent_span_id": {
"type": "string"
},
"name": {
"type": "string"
},
"start_time": {
"type": "string",
"format": "date-time"
},
"end_time": {
"type": "string",
"format": "date-time"
},
"attributes": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"status": {
"$ref": "#/components/schemas/SpanStatus"
}
},
"additionalProperties": false,
"required": [
"span_id",
"trace_id",
"name",
"start_time"
],
"title": "SpanWithStatus"
},
"QuerySpanTreeResponse": {
"type": "object",
"properties": {
"data": {
"type": "object",
"additionalProperties": {
"$ref": "#/components/schemas/SpanWithStatus"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "QuerySpanTreeResponse"
},
"Tool": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "tool",
"default": "tool"
},
"toolgroup_id": {
"type": "string"
},
"tool_host": {
"$ref": "#/components/schemas/ToolHost"
},
"description": {
"type": "string"
},
"parameters": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolParameter"
}
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type",
"toolgroup_id",
"tool_host",
"description",
"parameters"
],
"title": "Tool"
},
"ToolHost": {
"type": "string",
"enum": [
"distribution",
"client",
"model_context_protocol"
],
"title": "ToolHost"
},
"ToolGroup": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "tool_group",
"default": "tool_group"
},
"mcp_endpoint": {
"$ref": "#/components/schemas/URL"
},
"args": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type"
],
"title": "ToolGroup"
},
"Trace": {
"type": "object",
"properties": {
"trace_id": {
"type": "string"
},
"root_span_id": {
"type": "string"
},
"start_time": {
"type": "string",
"format": "date-time"
},
"end_time": {
"type": "string",
"format": "date-time"
}
},
"additionalProperties": false,
"required": [
"trace_id",
"root_span_id",
"start_time"
],
"title": "Trace"
},
"Checkpoint": {
"description": "Checkpoint created during training runs",
"title": "Checkpoint"
},
"PostTrainingJobArtifactsResponse": {
"type": "object",
"properties": {
"job_uuid": {
"type": "string"
},
"checkpoints": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Checkpoint"
}
}
},
"additionalProperties": false,
"required": [
"job_uuid",
"checkpoints"
],
"title": "PostTrainingJobArtifactsResponse",
"description": "Artifacts of a finetuning job."
},
"PostTrainingJobStatusResponse": {
"type": "object",
"properties": {
"job_uuid": {
"type": "string"
},
"status": {
"type": "string",
"enum": [
"completed",
"in_progress",
"failed",
"scheduled",
"cancelled"
],
"title": "JobStatus"
},
"scheduled_at": {
"type": "string",
"format": "date-time"
},
"started_at": {
"type": "string",
"format": "date-time"
},
"completed_at": {
"type": "string",
"format": "date-time"
},
"resources_allocated": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"checkpoints": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Checkpoint"
}
}
},
"additionalProperties": false,
"required": [
"job_uuid",
"status",
"checkpoints"
],
"title": "PostTrainingJobStatusResponse",
"description": "Status of a finetuning job."
},
"ListPostTrainingJobsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"type": "object",
"properties": {
"job_uuid": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"job_uuid"
],
"title": "PostTrainingJob"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListPostTrainingJobsResponse"
},
"VectorDB": {
"type": "object",
"properties": {
"identifier": {
"type": "string"
},
"provider_resource_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"type": {
"type": "string",
"const": "vector_db",
"default": "vector_db"
},
"embedding_model": {
"type": "string"
},
"embedding_dimension": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"identifier",
"provider_resource_id",
"provider_id",
"type",
"embedding_model",
"embedding_dimension"
],
"title": "VectorDB"
},
"HealthInfo": {
"type": "object",
"properties": {
"status": {
"type": "string",
"enum": [
"OK",
"Error",
"Not Implemented"
],
"title": "HealthStatus"
}
},
"additionalProperties": false,
"required": [
"status"
],
"title": "HealthInfo"
},
"RAGDocument": {
"type": "object",
"properties": {
"document_id": {
"type": "string",
"description": "The unique identifier for the document."
},
"content": {
"oneOf": [
{
"type": "string"
},
{
"$ref": "#/components/schemas/InterleavedContentItem"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/InterleavedContentItem"
}
},
{
"$ref": "#/components/schemas/URL"
}
],
"description": "The content of the document."
},
"mime_type": {
"type": "string",
"description": "The MIME type of the document."
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "Additional metadata for the document."
}
},
"additionalProperties": false,
"required": [
"document_id",
"content",
"metadata"
],
"title": "RAGDocument",
"description": "A document to be used for document ingestion in the RAG Tool."
},
"InsertRequest": {
"type": "object",
"properties": {
"documents": {
"type": "array",
"items": {
"$ref": "#/components/schemas/RAGDocument"
}
},
"vector_db_id": {
"type": "string"
},
"chunk_size_in_tokens": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"documents",
"vector_db_id",
"chunk_size_in_tokens"
],
"title": "InsertRequest"
},
"InsertChunksRequest": {
"type": "object",
"properties": {
"vector_db_id": {
"type": "string"
},
"chunks": {
"type": "array",
"items": {
"type": "object",
"properties": {
"content": {
"$ref": "#/components/schemas/InterleavedContent"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"content",
"metadata"
],
"title": "Chunk"
}
},
"ttl_seconds": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"vector_db_id",
"chunks"
],
"title": "InsertChunksRequest"
},
"ProviderInfo": {
"type": "object",
"properties": {
"api": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"provider_type": {
"type": "string"
},
"config": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"health": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"api",
"provider_id",
"provider_type",
"config",
"health"
],
"title": "ProviderInfo"
},
"InvokeToolRequest": {
"type": "object",
"properties": {
"tool_name": {
"type": "string"
},
"kwargs": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"tool_name",
"kwargs"
],
"title": "InvokeToolRequest"
},
"ToolInvocationResult": {
"type": "object",
"properties": {
"content": {
"$ref": "#/components/schemas/InterleavedContent"
},
"error_message": {
"type": "string"
},
"error_code": {
"type": "integer"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"title": "ToolInvocationResult"
},
"PaginatedResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "The list of items for the current page"
},
"has_more": {
"type": "boolean",
"description": "Whether there are more items available after this set"
}
},
"additionalProperties": false,
"required": [
"data",
"has_more"
],
"title": "PaginatedResponse",
"description": "A generic paginated response that follows a simple format."
},
"Job": {
"type": "object",
"properties": {
"job_id": {
"type": "string"
},
"status": {
"type": "string",
"enum": [
"completed",
"in_progress",
"failed",
"scheduled",
"cancelled"
],
"title": "JobStatus"
}
},
"additionalProperties": false,
"required": [
"job_id",
"status"
],
"title": "Job"
},
"ListAgentSessionsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Session"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListAgentSessionsResponse"
},
"ListAgentsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Agent"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListAgentsResponse"
},
"BucketResponse": {
"type": "object",
"properties": {
"name": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"name"
],
"title": "BucketResponse"
},
"ListBucketResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/BucketResponse"
},
"description": "List of FileResponse entries"
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListBucketResponse",
"description": "Response representing a list of file entries."
},
"ListBenchmarksResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Benchmark"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListBenchmarksResponse"
},
"ListDatasetsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Dataset"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListDatasetsResponse"
},
"ListFileResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/FileResponse"
},
"description": "List of FileResponse entries"
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListFileResponse",
"description": "Response representing a list of file entries."
},
"ListModelsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Model"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListModelsResponse"
},
"ListProvidersResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ProviderInfo"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListProvidersResponse"
},
"RouteInfo": {
"type": "object",
"properties": {
"route": {
"type": "string"
},
"method": {
"type": "string"
},
"provider_types": {
"type": "array",
"items": {
"type": "string"
}
}
},
"additionalProperties": false,
"required": [
"route",
"method",
"provider_types"
],
"title": "RouteInfo"
},
"ListRoutesResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/RouteInfo"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListRoutesResponse"
},
"ListToolDefsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolDef"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListToolDefsResponse"
},
"ListScoringFunctionsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ScoringFn"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListScoringFunctionsResponse"
},
"ListShieldsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Shield"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListShieldsResponse"
},
"ListToolGroupsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolGroup"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListToolGroupsResponse"
},
"ListToolsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Tool"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListToolsResponse"
},
"ListVectorDBsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/VectorDB"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "ListVectorDBsResponse"
},
"Event": {
"oneOf": [
{
"$ref": "#/components/schemas/UnstructuredLogEvent"
},
{
"$ref": "#/components/schemas/MetricEvent"
},
{
"$ref": "#/components/schemas/StructuredLogEvent"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"unstructured_log": "#/components/schemas/UnstructuredLogEvent",
"metric": "#/components/schemas/MetricEvent",
"structured_log": "#/components/schemas/StructuredLogEvent"
}
}
},
"LogSeverity": {
"type": "string",
"enum": [
"verbose",
"debug",
"info",
"warn",
"error",
"critical"
],
"title": "LogSeverity"
},
"MetricEvent": {
"type": "object",
"properties": {
"trace_id": {
"type": "string"
},
"span_id": {
"type": "string"
},
"timestamp": {
"type": "string",
"format": "date-time"
},
"attributes": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "string"
},
{
"type": "integer"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
}
]
}
},
"type": {
"type": "string",
"const": "metric",
"default": "metric"
},
"metric": {
"type": "string"
},
"value": {
"oneOf": [
{
"type": "integer"
},
{
"type": "number"
}
]
},
"unit": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"trace_id",
"span_id",
"timestamp",
"type",
"metric",
"value",
"unit"
],
"title": "MetricEvent"
},
"SpanEndPayload": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "span_end",
"default": "span_end"
},
"status": {
"$ref": "#/components/schemas/SpanStatus"
}
},
"additionalProperties": false,
"required": [
"type",
"status"
],
"title": "SpanEndPayload"
},
"SpanStartPayload": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "span_start",
"default": "span_start"
},
"name": {
"type": "string"
},
"parent_span_id": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"type",
"name"
],
"title": "SpanStartPayload"
},
"StructuredLogEvent": {
"type": "object",
"properties": {
"trace_id": {
"type": "string"
},
"span_id": {
"type": "string"
},
"timestamp": {
"type": "string",
"format": "date-time"
},
"attributes": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "string"
},
{
"type": "integer"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
}
]
}
},
"type": {
"type": "string",
"const": "structured_log",
"default": "structured_log"
},
"payload": {
"$ref": "#/components/schemas/StructuredLogPayload"
}
},
"additionalProperties": false,
"required": [
"trace_id",
"span_id",
"timestamp",
"type",
"payload"
],
"title": "StructuredLogEvent"
},
"StructuredLogPayload": {
"oneOf": [
{
"$ref": "#/components/schemas/SpanStartPayload"
},
{
"$ref": "#/components/schemas/SpanEndPayload"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"span_start": "#/components/schemas/SpanStartPayload",
"span_end": "#/components/schemas/SpanEndPayload"
}
}
},
"UnstructuredLogEvent": {
"type": "object",
"properties": {
"trace_id": {
"type": "string"
},
"span_id": {
"type": "string"
},
"timestamp": {
"type": "string",
"format": "date-time"
},
"attributes": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "string"
},
{
"type": "integer"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
}
]
}
},
"type": {
"type": "string",
"const": "unstructured_log",
"default": "unstructured_log"
},
"message": {
"type": "string"
},
"severity": {
"$ref": "#/components/schemas/LogSeverity"
}
},
"additionalProperties": false,
"required": [
"trace_id",
"span_id",
"timestamp",
"type",
"message",
"severity"
],
"title": "UnstructuredLogEvent"
},
"LogEventRequest": {
"type": "object",
"properties": {
"event": {
"$ref": "#/components/schemas/Event"
},
"ttl_seconds": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"event",
"ttl_seconds"
],
"title": "LogEventRequest"
},
"OpenAIAssistantMessageParam": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "assistant",
"default": "assistant",
"description": "Must be \"assistant\" to identify this as the model's response"
},
"content": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
}
}
],
"description": "The content of the model's response"
},
"name": {
"type": "string",
"description": "(Optional) The name of the assistant message participant."
},
"tool_calls": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
},
"description": "List of tool calls. Each tool call is an OpenAIChatCompletionToolCall object."
}
},
"additionalProperties": false,
"required": [
"role"
],
"title": "OpenAIAssistantMessageParam",
"description": "A message containing the model's (assistant) response in an OpenAI-compatible chat completion request."
},
"OpenAIChatCompletionContentPartImageParam": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "image_url",
"default": "image_url"
},
"image_url": {
"$ref": "#/components/schemas/OpenAIImageURL"
}
},
"additionalProperties": false,
"required": [
"type",
"image_url"
],
"title": "OpenAIChatCompletionContentPartImageParam"
},
"OpenAIChatCompletionContentPartParam": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
},
{
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"text": "#/components/schemas/OpenAIChatCompletionContentPartTextParam",
"image_url": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
}
}
},
"OpenAIChatCompletionContentPartTextParam": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text",
"default": "text"
},
"text": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"type",
"text"
],
"title": "OpenAIChatCompletionContentPartTextParam"
},
"OpenAIChatCompletionToolCall": {
"type": "object",
"properties": {
"index": {
"type": "integer"
},
"id": {
"type": "string"
},
"type": {
"type": "string",
"const": "function",
"default": "function"
},
"function": {
"$ref": "#/components/schemas/OpenAIChatCompletionToolCallFunction"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "OpenAIChatCompletionToolCall"
},
"OpenAIChatCompletionToolCallFunction": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"arguments": {
"type": "string"
}
},
"additionalProperties": false,
"title": "OpenAIChatCompletionToolCallFunction"
},
"OpenAIDeveloperMessageParam": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "developer",
"default": "developer",
"description": "Must be \"developer\" to identify this as a developer message"
},
"content": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
}
}
],
"description": "The content of the developer message"
},
"name": {
"type": "string",
"description": "(Optional) The name of the developer message participant."
}
},
"additionalProperties": false,
"required": [
"role",
"content"
],
"title": "OpenAIDeveloperMessageParam",
"description": "A message from the developer in an OpenAI-compatible chat completion request."
},
"OpenAIImageURL": {
"type": "object",
"properties": {
"url": {
"type": "string"
},
"detail": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"url"
],
"title": "OpenAIImageURL"
},
"OpenAIJSONSchema": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"description": {
"type": "string"
},
"strict": {
"type": "boolean"
},
"schema": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"name"
],
"title": "OpenAIJSONSchema"
},
"OpenAIMessageParam": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIUserMessageParam"
},
{
"$ref": "#/components/schemas/OpenAISystemMessageParam"
},
{
"$ref": "#/components/schemas/OpenAIAssistantMessageParam"
},
{
"$ref": "#/components/schemas/OpenAIToolMessageParam"
},
{
"$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
}
],
"discriminator": {
"propertyName": "role",
"mapping": {
"user": "#/components/schemas/OpenAIUserMessageParam",
"system": "#/components/schemas/OpenAISystemMessageParam",
"assistant": "#/components/schemas/OpenAIAssistantMessageParam",
"tool": "#/components/schemas/OpenAIToolMessageParam",
"developer": "#/components/schemas/OpenAIDeveloperMessageParam"
}
}
},
"OpenAIResponseFormatJSONObject": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "json_object",
"default": "json_object"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "OpenAIResponseFormatJSONObject"
},
"OpenAIResponseFormatJSONSchema": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "json_schema",
"default": "json_schema"
},
"json_schema": {
"$ref": "#/components/schemas/OpenAIJSONSchema"
}
},
"additionalProperties": false,
"required": [
"type",
"json_schema"
],
"title": "OpenAIResponseFormatJSONSchema"
},
"OpenAIResponseFormatParam": {
"oneOf": [
{
"$ref": "#/components/schemas/OpenAIResponseFormatText"
},
{
"$ref": "#/components/schemas/OpenAIResponseFormatJSONSchema"
},
{
"$ref": "#/components/schemas/OpenAIResponseFormatJSONObject"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"text": "#/components/schemas/OpenAIResponseFormatText",
"json_schema": "#/components/schemas/OpenAIResponseFormatJSONSchema",
"json_object": "#/components/schemas/OpenAIResponseFormatJSONObject"
}
}
},
"OpenAIResponseFormatText": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text",
"default": "text"
}
},
"additionalProperties": false,
"required": [
"type"
],
"title": "OpenAIResponseFormatText"
},
"OpenAISystemMessageParam": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "system",
"default": "system",
"description": "Must be \"system\" to identify this as a system message"
},
"content": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
}
}
],
"description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
},
"name": {
"type": "string",
"description": "(Optional) The name of the system message participant."
}
},
"additionalProperties": false,
"required": [
"role",
"content"
],
"title": "OpenAISystemMessageParam",
"description": "A system message providing instructions or context to the model."
},
"OpenAIToolMessageParam": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "tool",
"default": "tool",
"description": "Must be \"tool\" to identify this as a tool response"
},
"tool_call_id": {
"type": "string",
"description": "Unique identifier for the tool call this response is for"
},
"content": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
}
}
],
"description": "The response content from the tool"
}
},
"additionalProperties": false,
"required": [
"role",
"tool_call_id",
"content"
],
"title": "OpenAIToolMessageParam",
"description": "A message representing the result of a tool invocation in an OpenAI-compatible chat completion request."
},
"OpenAIUserMessageParam": {
"type": "object",
"properties": {
"role": {
"type": "string",
"const": "user",
"default": "user",
"description": "Must be \"user\" to identify this as a user message"
},
"content": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
}
}
],
"description": "The content of the message, which can include text and other media"
},
"name": {
"type": "string",
"description": "(Optional) The name of the user message participant."
}
},
"additionalProperties": false,
"required": [
"role",
"content"
],
"title": "OpenAIUserMessageParam",
"description": "A message from the user in an OpenAI-compatible chat completion request."
},
"OpenaiChatCompletionRequest": {
"type": "object",
"properties": {
"model": {
"type": "string",
"description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
},
"messages": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIMessageParam"
},
"description": "List of messages in the conversation"
},
"frequency_penalty": {
"type": "number",
"description": "(Optional) The penalty for repeated tokens"
},
"function_call": {
"oneOf": [
{
"type": "string"
},
{
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
],
"description": "(Optional) The function call to use"
},
"functions": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "(Optional) List of functions to use"
},
"logit_bias": {
"type": "object",
"additionalProperties": {
"type": "number"
},
"description": "(Optional) The logit bias to use"
},
"logprobs": {
"type": "boolean",
"description": "(Optional) The log probabilities to use"
},
"max_completion_tokens": {
"type": "integer",
"description": "(Optional) The maximum number of tokens to generate"
},
"max_tokens": {
"type": "integer",
"description": "(Optional) The maximum number of tokens to generate"
},
"n": {
"type": "integer",
"description": "(Optional) The number of completions to generate"
},
"parallel_tool_calls": {
"type": "boolean",
"description": "(Optional) Whether to parallelize tool calls"
},
"presence_penalty": {
"type": "number",
"description": "(Optional) The penalty for repeated tokens"
},
"response_format": {
"$ref": "#/components/schemas/OpenAIResponseFormatParam",
"description": "(Optional) The response format to use"
},
"seed": {
"type": "integer",
"description": "(Optional) The seed to use"
},
"stop": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"type": "string"
}
}
],
"description": "(Optional) The stop tokens to use"
},
"stream": {
"type": "boolean",
"description": "(Optional) Whether to stream the response"
},
"stream_options": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "(Optional) The stream options to use"
},
"temperature": {
"type": "number",
"description": "(Optional) The temperature to use"
},
"tool_choice": {
"oneOf": [
{
"type": "string"
},
{
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
],
"description": "(Optional) The tool choice to use"
},
"tools": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "(Optional) The tools to use"
},
"top_logprobs": {
"type": "integer",
"description": "(Optional) The top log probabilities to use"
},
"top_p": {
"type": "number",
"description": "(Optional) The top p to use"
},
"user": {
"type": "string",
"description": "(Optional) The user to use"
}
},
"additionalProperties": false,
"required": [
"model",
"messages"
],
"title": "OpenaiChatCompletionRequest"
},
"OpenAIChatCompletion": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "The ID of the chat completion"
},
"choices": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChoice"
},
"description": "List of choices"
},
"object": {
"type": "string",
"const": "chat.completion",
"default": "chat.completion",
"description": "The object type, which will be \"chat.completion\""
},
"created": {
"type": "integer",
"description": "The Unix timestamp in seconds when the chat completion was created"
},
"model": {
"type": "string",
"description": "The model that was used to generate the chat completion"
}
},
"additionalProperties": false,
"required": [
"id",
"choices",
"object",
"created",
"model"
],
"title": "OpenAIChatCompletion",
"description": "Response from an OpenAI-compatible chat completion request."
},
"OpenAIChatCompletionChunk": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "The ID of the chat completion"
},
"choices": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChunkChoice"
},
"description": "List of choices"
},
"object": {
"type": "string",
"const": "chat.completion.chunk",
"default": "chat.completion.chunk",
"description": "The object type, which will be \"chat.completion.chunk\""
},
"created": {
"type": "integer",
"description": "The Unix timestamp in seconds when the chat completion was created"
},
"model": {
"type": "string",
"description": "The model that was used to generate the chat completion"
}
},
"additionalProperties": false,
"required": [
"id",
"choices",
"object",
"created",
"model"
],
"title": "OpenAIChatCompletionChunk",
"description": "Chunk from a streaming response to an OpenAI-compatible chat completion request."
},
"OpenAIChoice": {
"type": "object",
"properties": {
"message": {
"$ref": "#/components/schemas/OpenAIMessageParam",
"description": "The message from the model"
},
"finish_reason": {
"type": "string",
"description": "The reason the model stopped generating"
},
"index": {
"type": "integer",
"description": "The index of the choice"
},
"logprobs": {
"$ref": "#/components/schemas/OpenAIChoiceLogprobs",
"description": "(Optional) The log probabilities for the tokens in the message"
}
},
"additionalProperties": false,
"required": [
"message",
"finish_reason",
"index"
],
"title": "OpenAIChoice",
"description": "A choice from an OpenAI-compatible chat completion response."
},
"OpenAIChoiceDelta": {
"type": "object",
"properties": {
"content": {
"type": "string",
"description": "(Optional) The content of the delta"
},
"refusal": {
"type": "string",
"description": "(Optional) The refusal of the delta"
},
"role": {
"type": "string",
"description": "(Optional) The role of the delta"
},
"tool_calls": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
},
"description": "(Optional) The tool calls of the delta"
}
},
"additionalProperties": false,
"title": "OpenAIChoiceDelta",
"description": "A delta from an OpenAI-compatible chat completion streaming response."
},
"OpenAIChoiceLogprobs": {
"type": "object",
"properties": {
"content": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAITokenLogProb"
},
"description": "(Optional) The log probabilities for the tokens in the message"
},
"refusal": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAITokenLogProb"
},
"description": "(Optional) The log probabilities for the tokens in the message"
}
},
"additionalProperties": false,
"title": "OpenAIChoiceLogprobs",
"description": "The log probabilities for the tokens in the message from an OpenAI-compatible chat completion response."
},
"OpenAIChunkChoice": {
"type": "object",
"properties": {
"delta": {
"$ref": "#/components/schemas/OpenAIChoiceDelta",
"description": "The delta from the chunk"
},
"finish_reason": {
"type": "string",
"description": "The reason the model stopped generating"
},
"index": {
"type": "integer",
"description": "The index of the choice"
},
"logprobs": {
"$ref": "#/components/schemas/OpenAIChoiceLogprobs",
"description": "(Optional) The log probabilities for the tokens in the message"
}
},
"additionalProperties": false,
"required": [
"delta",
"finish_reason",
"index"
],
"title": "OpenAIChunkChoice",
"description": "A chunk choice from an OpenAI-compatible chat completion streaming response."
},
"OpenAITokenLogProb": {
"type": "object",
"properties": {
"token": {
"type": "string"
},
"bytes": {
"type": "array",
"items": {
"type": "integer"
}
},
"logprob": {
"type": "number"
},
"top_logprobs": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAITopLogProb"
}
}
},
"additionalProperties": false,
"required": [
"token",
"logprob",
"top_logprobs"
],
"title": "OpenAITokenLogProb",
"description": "The log probability for a token from an OpenAI-compatible chat completion response."
},
"OpenAITopLogProb": {
"type": "object",
"properties": {
"token": {
"type": "string"
},
"bytes": {
"type": "array",
"items": {
"type": "integer"
}
},
"logprob": {
"type": "number"
}
},
"additionalProperties": false,
"required": [
"token",
"logprob"
],
"title": "OpenAITopLogProb",
"description": "The top log probability for a token from an OpenAI-compatible chat completion response."
},
"OpenaiCompletionRequest": {
"type": "object",
"properties": {
"model": {
"type": "string",
"description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
},
"prompt": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"type": "string"
}
},
{
"type": "array",
"items": {
"type": "integer"
}
},
{
"type": "array",
"items": {
"type": "array",
"items": {
"type": "integer"
}
}
}
],
"description": "The prompt to generate a completion for"
},
"best_of": {
"type": "integer",
"description": "(Optional) The number of completions to generate"
},
"echo": {
"type": "boolean",
"description": "(Optional) Whether to echo the prompt"
},
"frequency_penalty": {
"type": "number",
"description": "(Optional) The penalty for repeated tokens"
},
"logit_bias": {
"type": "object",
"additionalProperties": {
"type": "number"
},
"description": "(Optional) The logit bias to use"
},
"logprobs": {
"type": "boolean",
"description": "(Optional) The log probabilities to use"
},
"max_tokens": {
"type": "integer",
"description": "(Optional) The maximum number of tokens to generate"
},
"n": {
"type": "integer",
"description": "(Optional) The number of completions to generate"
},
"presence_penalty": {
"type": "number",
"description": "(Optional) The penalty for repeated tokens"
},
"seed": {
"type": "integer",
"description": "(Optional) The seed to use"
},
"stop": {
"oneOf": [
{
"type": "string"
},
{
"type": "array",
"items": {
"type": "string"
}
}
],
"description": "(Optional) The stop tokens to use"
},
"stream": {
"type": "boolean",
"description": "(Optional) Whether to stream the response"
},
"stream_options": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "(Optional) The stream options to use"
},
"temperature": {
"type": "number",
"description": "(Optional) The temperature to use"
},
"top_p": {
"type": "number",
"description": "(Optional) The top p to use"
},
"user": {
"type": "string",
"description": "(Optional) The user to use"
},
"guided_choice": {
"type": "array",
"items": {
"type": "string"
}
},
"prompt_logprobs": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"model",
"prompt"
],
"title": "OpenaiCompletionRequest"
},
"OpenAICompletion": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"choices": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAICompletionChoice"
}
},
"created": {
"type": "integer"
},
"model": {
"type": "string"
},
"object": {
"type": "string",
"const": "text_completion",
"default": "text_completion"
}
},
"additionalProperties": false,
"required": [
"id",
"choices",
"created",
"model",
"object"
],
"title": "OpenAICompletion",
"description": "Response from an OpenAI-compatible completion request."
},
"OpenAICompletionChoice": {
"type": "object",
"properties": {
"finish_reason": {
"type": "string"
},
"text": {
"type": "string"
},
"index": {
"type": "integer"
},
"logprobs": {
"$ref": "#/components/schemas/OpenAIChoiceLogprobs"
}
},
"additionalProperties": false,
"required": [
"finish_reason",
"text",
"index"
],
"title": "OpenAICompletionChoice",
"description": "A choice from an OpenAI-compatible completion response."
},
"OpenAIModel": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"object": {
"type": "string",
"const": "model",
"default": "model"
},
"created": {
"type": "integer"
},
"owned_by": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"id",
"object",
"created",
"owned_by"
],
"title": "OpenAIModel",
"description": "A model from OpenAI."
},
"OpenAIListModelsResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/OpenAIModel"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "OpenAIListModelsResponse"
},
"DPOAlignmentConfig": {
"type": "object",
"properties": {
"reward_scale": {
"type": "number"
},
"reward_clip": {
"type": "number"
},
"epsilon": {
"type": "number"
},
"gamma": {
"type": "number"
}
},
"additionalProperties": false,
"required": [
"reward_scale",
"reward_clip",
"epsilon",
"gamma"
],
"title": "DPOAlignmentConfig"
},
"DataConfig": {
"type": "object",
"properties": {
"dataset_id": {
"type": "string"
},
"batch_size": {
"type": "integer"
},
"shuffle": {
"type": "boolean"
},
"data_format": {
"$ref": "#/components/schemas/DatasetFormat"
},
"validation_dataset_id": {
"type": "string"
},
"packed": {
"type": "boolean",
"default": false
},
"train_on_input": {
"type": "boolean",
"default": false
}
},
"additionalProperties": false,
"required": [
"dataset_id",
"batch_size",
"shuffle",
"data_format"
],
"title": "DataConfig"
},
"DatasetFormat": {
"type": "string",
"enum": [
"instruct",
"dialog"
],
"title": "DatasetFormat"
},
"EfficiencyConfig": {
"type": "object",
"properties": {
"enable_activation_checkpointing": {
"type": "boolean",
"default": false
},
"enable_activation_offloading": {
"type": "boolean",
"default": false
},
"memory_efficient_fsdp_wrap": {
"type": "boolean",
"default": false
},
"fsdp_cpu_offload": {
"type": "boolean",
"default": false
}
},
"additionalProperties": false,
"title": "EfficiencyConfig"
},
"OptimizerConfig": {
"type": "object",
"properties": {
"optimizer_type": {
"$ref": "#/components/schemas/OptimizerType"
},
"lr": {
"type": "number"
},
"weight_decay": {
"type": "number"
},
"num_warmup_steps": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"optimizer_type",
"lr",
"weight_decay",
"num_warmup_steps"
],
"title": "OptimizerConfig"
},
"OptimizerType": {
"type": "string",
"enum": [
"adam",
"adamw",
"sgd"
],
"title": "OptimizerType"
},
"TrainingConfig": {
"type": "object",
"properties": {
"n_epochs": {
"type": "integer"
},
"max_steps_per_epoch": {
"type": "integer",
"default": 1
},
"gradient_accumulation_steps": {
"type": "integer",
"default": 1
},
"max_validation_steps": {
"type": "integer",
"default": 1
},
"data_config": {
"$ref": "#/components/schemas/DataConfig"
},
"optimizer_config": {
"$ref": "#/components/schemas/OptimizerConfig"
},
"efficiency_config": {
"$ref": "#/components/schemas/EfficiencyConfig"
},
"dtype": {
"type": "string",
"default": "bf16"
}
},
"additionalProperties": false,
"required": [
"n_epochs",
"max_steps_per_epoch",
"gradient_accumulation_steps"
],
"title": "TrainingConfig"
},
"PreferenceOptimizeRequest": {
"type": "object",
"properties": {
"job_uuid": {
"type": "string"
},
"finetuned_model": {
"type": "string"
},
"algorithm_config": {
"$ref": "#/components/schemas/DPOAlignmentConfig"
},
"training_config": {
"$ref": "#/components/schemas/TrainingConfig"
},
"hyperparam_search_config": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"logger_config": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"job_uuid",
"finetuned_model",
"algorithm_config",
"training_config",
"hyperparam_search_config",
"logger_config"
],
"title": "PreferenceOptimizeRequest"
},
"PostTrainingJob": {
"type": "object",
"properties": {
"job_uuid": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"job_uuid"
],
"title": "PostTrainingJob"
},
"DefaultRAGQueryGeneratorConfig": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "default",
"default": "default"
},
"separator": {
"type": "string",
"default": " "
}
},
"additionalProperties": false,
"required": [
"type",
"separator"
],
"title": "DefaultRAGQueryGeneratorConfig"
},
"LLMRAGQueryGeneratorConfig": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "llm",
"default": "llm"
},
"model": {
"type": "string"
},
"template": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
"type",
"model",
"template"
],
"title": "LLMRAGQueryGeneratorConfig"
},
"RAGQueryConfig": {
"type": "object",
"properties": {
"query_generator_config": {
"$ref": "#/components/schemas/RAGQueryGeneratorConfig"
},
"max_tokens_in_context": {
"type": "integer",
"default": 4096
},
"max_chunks": {
"type": "integer",
"default": 5
}
},
"additionalProperties": false,
"required": [
"query_generator_config",
"max_tokens_in_context",
"max_chunks"
],
"title": "RAGQueryConfig"
},
"RAGQueryGeneratorConfig": {
"oneOf": [
{
"$ref": "#/components/schemas/DefaultRAGQueryGeneratorConfig"
},
{
"$ref": "#/components/schemas/LLMRAGQueryGeneratorConfig"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"default": "#/components/schemas/DefaultRAGQueryGeneratorConfig",
"llm": "#/components/schemas/LLMRAGQueryGeneratorConfig"
}
}
},
"QueryRequest": {
"type": "object",
"properties": {
"content": {
"$ref": "#/components/schemas/InterleavedContent"
},
"vector_db_ids": {
"type": "array",
"items": {
"type": "string"
}
},
"query_config": {
"$ref": "#/components/schemas/RAGQueryConfig"
}
},
"additionalProperties": false,
"required": [
"content",
"vector_db_ids"
],
"title": "QueryRequest"
},
"RAGQueryResult": {
"type": "object",
"properties": {
"content": {
"$ref": "#/components/schemas/InterleavedContent"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
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],
"title": "RAGQueryResult"
},
"QueryChunksRequest": {
"type": "object",
"properties": {
"vector_db_id": {
"type": "string"
},
"query": {
"$ref": "#/components/schemas/InterleavedContent"
},
"params": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"vector_db_id",
"query"
],
"title": "QueryChunksRequest"
},
"QueryChunksResponse": {
"type": "object",
"properties": {
"chunks": {
"type": "array",
"items": {
"type": "object",
"properties": {
"content": {
"$ref": "#/components/schemas/InterleavedContent"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"content",
"metadata"
],
"title": "Chunk"
}
},
"scores": {
"type": "array",
"items": {
"type": "number"
}
}
},
"additionalProperties": false,
"required": [
"chunks",
"scores"
],
"title": "QueryChunksResponse"
},
"QueryCondition": {
"type": "object",
"properties": {
"key": {
"type": "string"
},
"op": {
"$ref": "#/components/schemas/QueryConditionOp"
},
"value": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"additionalProperties": false,
"required": [
"key",
"op",
"value"
],
"title": "QueryCondition"
},
"QueryConditionOp": {
"type": "string",
"enum": [
"eq",
"ne",
"gt",
"lt"
],
"title": "QueryConditionOp"
},
"QuerySpansRequest": {
"type": "object",
"properties": {
"attribute_filters": {
"type": "array",
"items": {
"$ref": "#/components/schemas/QueryCondition"
}
},
"attributes_to_return": {
"type": "array",
"items": {
"type": "string"
}
},
"max_depth": {
"type": "integer"
}
},
"additionalProperties": false,
"required": [
"attribute_filters",
"attributes_to_return"
],
"title": "QuerySpansRequest"
},
"QuerySpansResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Span"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "QuerySpansResponse"
},
"QueryTracesRequest": {
"type": "object",
"properties": {
"attribute_filters": {
"type": "array",
"items": {
"$ref": "#/components/schemas/QueryCondition"
}
},
"limit": {
"type": "integer"
},
"offset": {
"type": "integer"
},
"order_by": {
"type": "array",
"items": {
"type": "string"
}
}
},
"additionalProperties": false,
"title": "QueryTracesRequest"
},
"QueryTracesResponse": {
"type": "object",
"properties": {
"data": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Trace"
}
}
},
"additionalProperties": false,
"required": [
"data"
],
"title": "QueryTracesResponse"
},
"RegisterBenchmarkRequest": {
"type": "object",
"properties": {
"benchmark_id": {
"type": "string"
},
"dataset_id": {
"type": "string"
},
"scoring_functions": {
"type": "array",
"items": {
"type": "string"
}
},
"provider_benchmark_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"benchmark_id",
"dataset_id",
"scoring_functions"
],
"title": "RegisterBenchmarkRequest"
},
"RegisterDatasetRequest": {
"type": "object",
"properties": {
"purpose": {
"type": "string",
"enum": [
"post-training/messages",
"eval/question-answer",
"eval/messages-answer"
],
"description": "The purpose of the dataset. One of - \"post-training/messages\": The dataset contains a messages column with list of messages for post-training. { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}, ] } - \"eval/question-answer\": The dataset contains a question column and an answer column for evaluation. { \"question\": \"What is the capital of France?\", \"answer\": \"Paris\" } - \"eval/messages-answer\": The dataset contains a messages column with list of messages and an answer column for evaluation. { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, my name is John Doe.\"}, {\"role\": \"assistant\", \"content\": \"Hello, John Doe. How can I help you today?\"}, {\"role\": \"user\", \"content\": \"What's my name?\"}, ], \"answer\": \"John Doe\" }"
},
"source": {
"$ref": "#/components/schemas/DataSource",
"description": "The data source of the dataset. Ensure that the data source schema is compatible with the purpose of the dataset. Examples: - { \"type\": \"uri\", \"uri\": \"https://mywebsite.com/mydata.jsonl\" } - { \"type\": \"uri\", \"uri\": \"lsfs://mydata.jsonl\" } - { \"type\": \"uri\", \"uri\": \"data:csv;base64,{base64_content}\" } - { \"type\": \"uri\", \"uri\": \"huggingface://llamastack/simpleqa?split=train\" } - { \"type\": \"rows\", \"rows\": [ { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}, ] } ] }"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
},
"description": "The metadata for the dataset. - E.g. {\"description\": \"My dataset\"}"
},
"dataset_id": {
"type": "string",
"description": "The ID of the dataset. If not provided, an ID will be generated."
}
},
"additionalProperties": false,
"required": [
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"source"
],
"title": "RegisterDatasetRequest"
},
"RegisterModelRequest": {
"type": "object",
"properties": {
"model_id": {
"type": "string"
},
"provider_model_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"metadata": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"model_type": {
"$ref": "#/components/schemas/ModelType"
}
},
"additionalProperties": false,
"required": [
"model_id"
],
"title": "RegisterModelRequest"
},
"RegisterScoringFunctionRequest": {
"type": "object",
"properties": {
"scoring_fn_id": {
"type": "string"
},
"description": {
"type": "string"
},
"return_type": {
"$ref": "#/components/schemas/ParamType"
},
"provider_scoring_fn_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"params": {
"$ref": "#/components/schemas/ScoringFnParams"
}
},
"additionalProperties": false,
"required": [
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"description",
"return_type"
],
"title": "RegisterScoringFunctionRequest"
},
"RegisterShieldRequest": {
"type": "object",
"properties": {
"shield_id": {
"type": "string"
},
"provider_shield_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"params": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
"shield_id"
],
"title": "RegisterShieldRequest"
},
"RegisterToolGroupRequest": {
"type": "object",
"properties": {
"toolgroup_id": {
"type": "string"
},
"provider_id": {
"type": "string"
},
"mcp_endpoint": {
"$ref": "#/components/schemas/URL"
},
"args": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
},
{
"type": "number"
},
{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
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"provider_id"
],
"title": "RegisterToolGroupRequest"
},
"RegisterVectorDbRequest": {
"type": "object",
"properties": {
"vector_db_id": {
"type": "string"
},
"embedding_model": {
"type": "string"
},
"embedding_dimension": {
"type": "integer"
},
"provider_id": {
"type": "string"
},
"provider_vector_db_id": {
"type": "string"
}
},
"additionalProperties": false,
"required": [
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"embedding_model"
],
"title": "RegisterVectorDbRequest"
},
"ResumeAgentTurnRequest": {
"type": "object",
"properties": {
"tool_responses": {
"type": "array",
"items": {
"$ref": "#/components/schemas/ToolResponse"
},
"description": "The tool call responses to resume the turn with."
},
"stream": {
"type": "boolean",
"description": "Whether to stream the response."
}
},
"additionalProperties": false,
"required": [
"tool_responses"
],
"title": "ResumeAgentTurnRequest"
},
"RunEvalRequest": {
"type": "object",
"properties": {
"benchmark_config": {
"$ref": "#/components/schemas/BenchmarkConfig",
"description": "The configuration for the benchmark."
}
},
"additionalProperties": false,
"required": [
"benchmark_config"
],
"title": "RunEvalRequest"
},
"RunShieldRequest": {
"type": "object",
"properties": {
"shield_id": {
"type": "string"
},
"messages": {
"type": "array",
"items": {
"$ref": "#/components/schemas/Message"
}
},
"params": {
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"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
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{
"type": "number"
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{
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},
{
"type": "array"
},
{
"type": "object"
}
]
}
}
},
"additionalProperties": false,
"required": [
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"messages",
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],
"title": "RunShieldRequest"
},
"RunShieldResponse": {
"type": "object",
"properties": {
"violation": {
"$ref": "#/components/schemas/SafetyViolation"
}
},
"additionalProperties": false,
"title": "RunShieldResponse"
},
"SaveSpansToDatasetRequest": {
"type": "object",
"properties": {
"attribute_filters": {
"type": "array",
"items": {
"$ref": "#/components/schemas/QueryCondition"
}
},
"attributes_to_save": {
"type": "array",
"items": {
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}
},
"dataset_id": {
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},
"max_depth": {
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}
},
"additionalProperties": false,
"required": [
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"attributes_to_save",
"dataset_id"
],
"title": "SaveSpansToDatasetRequest"
},
"ScoreRequest": {
"type": "object",
"properties": {
"input_rows": {
"type": "array",
"items": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"type": "null"
},
{
"type": "boolean"
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{
"type": "number"
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{
"type": "string"
},
{
"type": "array"
},
{
"type": "object"
}
]
}
},
"description": "The rows to score."
},
"scoring_functions": {
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"additionalProperties": {
"oneOf": [
{
"$ref": "#/components/schemas/ScoringFnParams"
},
{
"type": "null"
}
]
},
"description": "The scoring functions to use for the scoring."
}
},
"additionalProperties": false,
"required": [
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"scoring_functions"
],
"title": "ScoreRequest"
},
"ScoreResponse": {
"type": "object",
"properties": {
"results": {
"type": "object",
"additionalProperties": {
"$ref": "#/components/schemas/ScoringResult"
},
"description": "A map of scoring function name to ScoringResult."
}
},
"additionalProperties": false,
"required": [
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],
"title": "ScoreResponse",
"description": "The response from scoring."
},
"ScoreBatchRequest": {
"type": "object",
"properties": {
"dataset_id": {
"type": "string"
},
"scoring_functions": {
"type": "object",
"additionalProperties": {
"oneOf": [
{
"$ref": "#/components/schemas/ScoringFnParams"
},
{
"type": "null"
}
]
}
},
"save_results_dataset": {
"type": "boolean"
}
},
"additionalProperties": false,
"required": [
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"scoring_functions",
"save_results_dataset"
],
"title": "ScoreBatchRequest"
},
"ScoreBatchResponse": {
"type": "object",
"properties": {
"dataset_id": {
"type": "string"
},
"results": {
"type": "object",
"additionalProperties": {
"$ref": "#/components/schemas/ScoringResult"
}
}
},
"additionalProperties": false,
"required": [
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],
"title": "ScoreBatchResponse"
},
"AlgorithmConfig": {
"oneOf": [
{
"$ref": "#/components/schemas/LoraFinetuningConfig"
},
{
"$ref": "#/components/schemas/QATFinetuningConfig"
}
],
"discriminator": {
"propertyName": "type",
"mapping": {
"LoRA": "#/components/schemas/LoraFinetuningConfig",
"QAT": "#/components/schemas/QATFinetuningConfig"
}
}
},
"LoraFinetuningConfig": {
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "LoRA",
"default": "LoRA"
},
"lora_attn_modules": {
"type": "array",
"items": {
"type": "string"
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