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swagger.go
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package dlframework
const (
dlframework_swagger = `{
"swagger": "2.0",
"info": {
"title": "MLModelScope",
"version": "0.2.18",
"description": "MLModelScope is a hardware/software agnostic platform to facilitate the evaluation, measurement, and introspection of ML models within AI pipelines. MLModelScope aids application developers in discovering and experimenting with models, data scientists developers in replicating and evaluating for publishing models, and system architects in understanding the performance of AI workloads.",
"contact": {
"name": "Abdul Dakkak, Cheng Li",
"url": "https://github.com/rai-project/carml"
},
"license": {
"name": "NCSA/UIUC",
"url": "https://raw.githubusercontent.com/rai-project/dlframework/master/LICENSE.TXT"
}
},
"schemes": [
"http",
"https"
],
"consumes": [
"application/json"
],
"produces": [
"application/json"
],
"paths": {
"/predict/close": {
"post": {
"summary": "Close a predictor clear it's memory.",
"operationId": "Close",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkPredictorCloseResponse"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkPredictorCloseRequest"
}
}
],
"tags": [
"Predict"
]
}
},
"/predict/dataset": {
"post": {
"summary": "Dataset method receives a single dataset and runs\nthe predictor on all elements of the dataset.\nThe result is a prediction feature list.",
"operationId": "Dataset",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkFeaturesResponse"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkDatasetRequest"
}
}
],
"tags": [
"Predict"
]
}
},
"/predict/images": {
"post": {
"summary": "Images method receives a list of base64 encoded images and runs\nthe predictor on all the images.\nThe result is a prediction feature list for each image.",
"operationId": "Images",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkFeaturesResponse"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkImagesRequest"
}
}
],
"tags": [
"Predict"
]
}
},
"/predict/open": {
"post": {
"summary": "Opens a predictor and returns an id where the predictor\nis accessible. The id can be used to perform inference\nrequests.",
"operationId": "Open",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkPredictor"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkPredictorOpenRequest"
}
}
],
"tags": [
"Predict"
]
}
},
"/predict/reset": {
"post": {
"summary": "Reset method clears the internal cache of the predictors",
"operationId": "Reset",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkResetResponse"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkResetRequest"
}
}
],
"tags": [
"Predict"
]
}
},
"/predict/urls": {
"post": {
"summary": "URLs method receives a list of urls and runs\nthe predictor on all the urls.\nThe result is a list of predicted features for all the urls.",
"operationId": "URLs",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkFeaturesResponse"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkURLsRequest"
}
}
],
"tags": [
"Predict"
]
}
},
"/registry/frameworks/agent": {
"get": {
"operationId": "FrameworkAgents",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkAgents"
}
}
},
"parameters": [
{
"name": "framework_name",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "framework_version",
"in": "query",
"required": false,
"type": "string"
}
],
"tags": [
"Registry"
]
}
},
"/registry/frameworks/manifest": {
"get": {
"operationId": "FrameworkManifests",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkFrameworkManifestsResponse"
}
}
},
"parameters": [
{
"name": "framework_name",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "framework_version",
"in": "query",
"required": false,
"type": "string"
}
],
"tags": [
"Registry"
]
}
},
"/registry/models/agent": {
"get": {
"operationId": "ModelAgents",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkAgents"
}
}
},
"parameters": [
{
"name": "framework_name",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "framework_version",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "model_name",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "model_version",
"in": "query",
"required": false,
"type": "string"
}
],
"tags": [
"Registry"
]
}
},
"/registry/models/manifest": {
"get": {
"operationId": "ModelManifests",
"responses": {
"200": {
"description": "A successful response.",
"schema": {
"$ref": "#/definitions/dlframeworkModelManifestsResponse"
}
}
},
"parameters": [
{
"name": "framework_name",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "framework_version",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "model_name",
"in": "query",
"required": false,
"type": "string"
},
{
"name": "model_version",
"in": "query",
"required": false,
"type": "string"
}
],
"tags": [
"Registry"
]
}
},
"/auth/login": {
"post": {
"security": [
{
"basicAuth": []
}
],
"summary": "Login to MLModelScope platform",
"operationId": "Login",
"responses": {
"200": {
"description": "",
"schema": {
"$ref": "#/definitions/dlframeworkLoginResponse"
}
}
},
"parameters": [],
"tags": [
"Authentication"
]
}
},
"/auth/signup": {
"post": {
"summary": "Signup to MLModelScope platform",
"operationId": "Signup",
"responses": {
"200": {
"description": "",
"schema": {
"$ref": "#/definitions/dlframeworkSignupResponse"
}
}
},
"parameters": [
{
"name": "body",
"in": "body",
"required": true,
"schema": {
"$ref": "#/definitions/dlframeworkSignup"
}
}
],
"tags": [
"Authentication"
]
}
},
"/auth/userinfo": {
"get": {
"summary": "Get User's information",
"operationId": "UserInfo",
"responses": {
"200": {
"description": "",
"schema": {
"$ref": "#/definitions/dlframeworkUserInfoResponse"
}
}
},
"parameters": [],
"tags": [
"Authentication"
]
}
},
"/auth/logout": {
"post": {
"summary": "Logout from MLModelScope platform",
"operationId": "Logout",
"responses": {
"200": {
"description": "",
"schema": {
"$ref": "#/definitions/dlframeworkLogoutResponse"
}
}
},
"parameters": [],
"tags": [
"Authentication"
]
}
},
"/auth/update": {
"post": {
"security": [
{
"basicAuth": []
}
],
"summary": "Update User Info on MLModelScope platform",
"operationId": "Update",
"responses": {
"200": {
"description": "",
"schema": {
"$ref": "#/definitions/dlframeworkUpdateResponse"
}
}
},
"parameters": [],
"tags": [
"Authentication"
]
}
}
},
"definitions": {
"DatasetRequestDataset": {
"type": "object",
"properties": {
"category": {
"type": "string"
},
"name": {
"type": "string"
}
}
},
"ExecutionOptionsTraceLevel": {
"type": "string",
"enum": [
"NO_TRACE",
"APPLICATION_TRACE",
"MODEL_TRACE",
"FRAMEWORK_TRACE",
"ML_LIBRARY_TRACE",
"SYSTEM_LIBRARY_TRACE",
"HARDWARE_TRACE",
"FULL_TRACE"
],
"default": "NO_TRACE"
},
"URLsRequestURL": {
"type": "object",
"properties": {
"id": {
"type": "string",
"title": "An id used to identify the output feature: maps to input_id for output"
},
"data": {
"type": "string"
}
}
},
"dlframeworkAudio": {
"type": "object",
"properties": {
"data": {
"type": "string",
"format": "byte"
},
"format": {
"type": "string"
}
}
},
"dlframeworkBoundingBox": {
"type": "object",
"properties": {
"index": {
"type": "integer",
"format": "int32"
},
"label": {
"type": "string"
},
"xmin": {
"type": "number",
"format": "float"
},
"xmax": {
"type": "number",
"format": "float"
},
"ymin": {
"type": "number",
"format": "float"
},
"ymax": {
"type": "number",
"format": "float"
}
}
},
"dlframeworkCPUOptions": {
"type": "object"
},
"dlframeworkClassification": {
"type": "object",
"properties": {
"index": {
"type": "integer",
"format": "int32"
},
"label": {
"type": "string"
}
}
},
"dlframeworkDatasetRequest": {
"type": "object",
"properties": {
"predictor": {
"$ref": "#/definitions/dlframeworkPredictor"
},
"dataset": {
"$ref": "#/definitions/DatasetRequestDataset"
},
"options": {
"$ref": "#/definitions/dlframeworkPredictionOptions"
}
}
},
"dlframeworkExecutionOptions": {
"type": "object",
"properties": {
"trace_id": {
"$ref": "#/definitions/dlframeworkTraceID"
},
"trace_level": {
"$ref": "#/definitions/ExecutionOptionsTraceLevel"
},
"timeout_in_ms": {
"type": "string",
"format": "uint64",
"description": "Time to wait for operation to complete in milliseconds."
},
"device_count": {
"type": "object",
"additionalProperties": {
"type": "integer",
"format": "int32"
},
"description": "Map from device type name (e.g., \"CPU\" or \"GPU\" ) to maximum\nnumber of devices of that type to use. If a particular device\ntype is not found in the map, the system picks an appropriate\nnumber."
},
"cpu_options": {
"$ref": "#/definitions/dlframeworkCPUOptions",
"description": "Options that apply to all CPUs."
},
"gpu_options": {
"$ref": "#/definitions/dlframeworkGPUOptions",
"description": "Options that apply to all GPUs."
}
}
},
"dlframeworkFeature": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"type": {
"$ref": "#/definitions/dlframeworkFeatureType"
},
"probability": {
"type": "number",
"format": "float"
},
"metadata": {
"type": "object",
"additionalProperties": {
"type": "string"
}
},
"image": {
"$ref": "#/definitions/dlframeworkImage"
},
"raw_image": {
"$ref": "#/definitions/dlframeworkRawImage"
},
"classification": {
"$ref": "#/definitions/dlframeworkClassification"
},
"bounding_box": {
"$ref": "#/definitions/dlframeworkBoundingBox"
},
"semantic_segment": {
"$ref": "#/definitions/dlframeworkSemanticSegment"
},
"instance_segment": {
"$ref": "#/definitions/dlframeworkInstanceSegment"
},
"text": {
"$ref": "#/definitions/dlframeworkText"
},
"region": {
"$ref": "#/definitions/dlframeworkRegion"
},
"audio": {
"$ref": "#/definitions/dlframeworkAudio"
},
"geolocation": {
"$ref": "#/definitions/dlframeworkGeoLocation"
},
"raw": {
"$ref": "#/definitions/dlframeworkRaw"
}
}
},
"dlframeworkFeatureResponse": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"request_id": {
"type": "string"
},
"input_id": {
"type": "string"
},
"features": {
"type": "array",
"items": {
"$ref": "#/definitions/dlframeworkFeature"
}
},
"metadata": {
"type": "object",
"additionalProperties": {
"type": "string"
}
}
}
},
"dlframeworkFeatureType": {
"type": "string",
"enum": [
"UNKNOWN",
"IMAGE",
"RAW_IMAGE",
"CLASSIFICATION",
"BOUNDINGBOX",
"SEMANTICSEGMENT",
"INSTANCESEGMENT",
"GEOLOCATION",
"REGION",
"TEXT",
"AUDIO",
"RAW"
],
"default": "UNKNOWN"
},
"dlframeworkFeaturesResponse": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"trace_id": {
"$ref": "#/definitions/dlframeworkTraceID"
},
"responses": {
"type": "array",
"items": {
"$ref": "#/definitions/dlframeworkFeatureResponse"
}
},
"duration_for_inference": {
"type": "string"
},
"duration": {
"type": "string"
}
}
},
"dlframeworkGPUOptions": {
"type": "object",
"properties": {
"per_process_gpu_memory_fraction": {
"type": "number",
"format": "double",
"description": "A value between 0 and 1 that indicates what fraction of the\navailable GPU memory to pre-allocate for each process. 1 means\nto pre-allocate all of the GPU memory, 0.5 means the process\nallocates ~50% of the available GPU memory."
},
"allocator_type": {
"type": "string",
"description": "The type of GPU allocation strategy to use.\n\nAllowed values:\n\"\": The empty string (default) uses a system-chosen default\n which may change over time.\n\n\"BFC\": A \"Best-fit with coalescing\" algorithm, simplified from a\n version of dlmalloc."
},
"visible_device_list": {
"type": "string",
"description": "A comma-separated list of GPU ids that determines the 'visible'\nto 'virtual' mapping of GPU devices. For example, if TensorFlow\ncan see 8 GPU devices in the process, and one wanted to map\nvisible GPU devices 5 and 3 as \"/device:GPU:0\", and \"/device:GPU:1\", then\none would specify this field as \"5,3\". This field is similar in spirit to\nthe CUDA_VISIBLE_DEVICES environment variable, except it applies to the\nvisible GPU devices in the process.\n\nNOTE: The GPU driver provides the process with the visible GPUs\nin an order which is not guaranteed to have any correlation to\nthe *physical* GPU id in the machine. This field is used for\nremapping \"visible\" to \"virtual\", which means this operates only\nafter the process starts. Users are required to use vendor\nspecific mechanisms (e.g., CUDA_VISIBLE_DEVICES) to control the\nphysical to visible device mapping prior to invoking TensorFlow."
},
"force_gpu_compatible": {
"type": "boolean",
"format": "boolean",
"description": "Force all tensors to be gpu_compatible. On a GPU-enabled TensorFlow,\nenabling this option forces all CPU tensors to be allocated with Cuda\npinned memory. Normally, TensorFlow will infer which tensors should be\nallocated as the pinned memory. But in case where the inference is\nincomplete, this option can significantly speed up the cross-device memory\ncopy performance as long as it fits the memory.\nNote that this option is not something that should be\nenabled by default for unknown or very large models, since all Cuda pinned\nmemory is unpageable, having too much pinned memory might negatively impact\nthe overall host system performance."
}
}
},
"dlframeworkGeoLocation": {
"type": "object",
"properties": {
"index": {
"type": "integer",
"format": "int32"
},
"latitude": {
"type": "number",
"format": "float"
},
"longitude": {
"type": "number",
"format": "float"
}
}
},
"dlframeworkImage": {
"type": "object",
"properties": {
"id": {
"type": "string",
"title": "An id used to identify the output feature: maps to input_id for output"
},
"data": {
"type": "string",
"format": "byte",
"title": "The image is base64 encoded"
}
}
},
"dlframeworkImagesRequest": {
"type": "object",
"properties": {
"predictor": {
"$ref": "#/definitions/dlframeworkPredictor"
},
"images": {
"type": "array",
"items": {
"$ref": "#/definitions/dlframeworkImage"
},
"title": "A list of Base64 encoded images"
},
"options": {
"$ref": "#/definitions/dlframeworkPredictionOptions"
}
}
},
"dlframeworkInstanceSegment": {
"type": "object",
"properties": {
"index": {
"type": "integer",
"format": "int32"
},
"label": {
"type": "string"
},
"xmin": {
"type": "number",
"format": "float"
},
"xmax": {
"type": "number",
"format": "float"
},
"ymin": {
"type": "number",
"format": "float"
},
"ymax": {
"type": "number",
"format": "float"
},
"mask_type": {
"type": "string"
},
"height": {
"type": "integer",
"format": "int32"
},
"width": {
"type": "integer",
"format": "int32"
},
"int_mask": {
"type": "array",
"items": {
"type": "integer",
"format": "int32"
}
},
"float_mask": {
"type": "array",
"items": {
"type": "number",
"format": "float"
}
}
}
},
"dlframeworkPredictionOptions": {
"type": "object",
"properties": {
"request_id": {
"type": "string"
},
"feature_limit": {
"type": "integer",
"format": "int32"
},
"batch_size": {
"type": "integer",
"format": "int32"
},
"execution_options": {
"$ref": "#/definitions/dlframeworkExecutionOptions"
},
"agent": {
"type": "string"
},
"gpu_metrics": {
"type": "string"
}
}
},
"dlframeworkPredictor": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"duration": {
"type": "string"
}
}
},
"dlframeworkPredictorCloseRequest": {
"type": "object",
"properties": {
"predictor": {
"$ref": "#/definitions/dlframeworkPredictor"
},
"force": {
"type": "boolean",
"format": "boolean"
}
}
},
"dlframeworkPredictorCloseResponse": {
"type": "object",
"properties": {
"duration": {
"type": "string"
}
}
},
"dlframeworkPredictorOpenRequest": {
"type": "object",
"properties": {
"model_name": {
"type": "string"
},
"model_version": {
"type": "string"
},
"framework_name": {
"type": "string"
},
"framework_version": {
"type": "string"
},
"persist": {
"type": "boolean",
"format": "boolean"
},
"options": {
"$ref": "#/definitions/dlframeworkPredictionOptions"
}
}
},
"dlframeworkRaw": {
"type": "object",
"properties": {
"data": {
"type": "string",
"format": "byte"
},
"format": {
"type": "string"
}
}
},
"dlframeworkRawImage": {
"type": "object",
"properties": {
"id": {
"type": "string",
"title": "An id used to identify the output feature: maps to input_id for output"
},
"data_type": {
"type": "string"
},
"char_list": {
"type": "array",
"items": {
"type": "integer",
"format": "int32"
}
},
"float_list": {
"type": "array",
"items": {
"type": "number",
"format": "float"
}
},
"width": {
"type": "integer",
"format": "int32"
},
"height": {
"type": "integer",
"format": "int32"
},
"channels": {
"type": "integer",
"format": "int32"
},
"compressed_data": {
"type": "string",
"format": "byte",
"title": "compressed data is only used by the webserver and javascript codes"
},
"jpeg_data": {
"type": "string",
"format": "byte",
"title": "jpeg data is only used by the webserver and javascript codes"
}
}
},
"dlframeworkRegion": {
"type": "object",
"properties": {
"data": {
"type": "string",
"format": "byte"
},
"format": {
"type": "string"
}
}
},
"dlframeworkResetRequest": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"predictor": {
"$ref": "#/definitions/dlframeworkPredictor"
}
}
},
"dlframeworkResetResponse": {
"type": "object",
"properties": {
"predictor": {
"$ref": "#/definitions/dlframeworkPredictor"
}
}