{
    "$schema": "http://json-schema.org/draft-07/schema#",
    "definitions": {
        "AutoDeleteSettingSchema": {
            "properties": {
                "condition": {
                    "type": "string",
                    "enum": [
                        "created_greater_than",
                        "last_accessed_greater_than"
                    ],
                    "title": "condition"
                },
                "value": {
                    "title": "value",
                    "type": "string"
                }
            },
            "type": "object",
            "additionalProperties": false
        },
        "CreationContextSchema": {
            "properties": {
                "created_at": {
                    "title": "created_at",
                    "type": "string",
                    "format": "date-time"
                },
                "created_by": {
                    "title": "created_by",
                    "type": "string"
                },
                "created_by_type": {
                    "title": "created_by_type",
                    "type": "string"
                },
                "last_modified_at": {
                    "title": "last_modified_at",
                    "type": "string",
                    "format": "date-time"
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                "last_modified_by": {
                    "title": "last_modified_by",
                    "type": "string"
                },
                "last_modified_by_type": {
                    "title": "last_modified_by_type",
                    "type": "string"
                }
            },
            "type": "object",
            "additionalProperties": false
        },
        "MPIDistributionSchema": {
            "properties": {
                "process_count_per_instance": {
                    "title": "process_count_per_instance",
                    "type": "number",
                    "format": "integer"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "mpi"
                    ],
                    "title": "type"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": false
        },
        "TensorFlowDistributionSchema": {
            "properties": {
                "parameter_server_count": {
                    "title": "parameter_server_count",
                    "type": "number",
                    "format": "integer"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "tensorflow"
                    ],
                    "title": "type"
                },
                "worker_count": {
                    "title": "worker_count",
                    "type": "number",
                    "format": "integer"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": false
        },
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            "properties": {
                "process_count_per_instance": {
                    "title": "process_count_per_instance",
                    "type": "number",
                    "format": "integer"
                },
                "type": {
                    "type": "string",
                    "enum": [
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                    ],
                    "title": "type"
                }
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            "type": "object",
            "required": [
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            ],
            "additionalProperties": false
        },
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            "properties": {
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                    "title": "address",
                    "type": "string"
                },
                "dashboard_port": {
                    "title": "dashboard_port",
                    "type": "number",
                    "format": "integer"
                },
                "head_node_additional_args": {
                    "title": "head_node_additional_args",
                    "type": "string"
                },
                "include_dashboard": {
                    "title": "include_dashboard",
                    "type": "boolean"
                },
                "port": {
                    "title": "port",
                    "type": "number",
                    "format": "integer"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "ray"
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                    "title": "type"
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                    "title": "worker_node_additional_args",
                    "type": "string"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": false
        },
        "AnonymousEnvironmentSchema": {
            "properties": {
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                    "type": "object",
                    "$ref": "#/definitions/AutoDeleteSettingSchema"
                },
                "build": {
                    "type": "object",
                    "$ref": "#/definitions/BuildContextSchema",
                    "description": "Docker build context to create the environment. Mutually exclusive with image"
                },
                "conda_file": {
                    "anyOf": [
                        {
                            "title": "conda_file",
                            "type": "string"
                        },
                        {
                            "title": "conda_file",
                            "type": "string"
                        }
                    ]
                },
                "creation_context": {
                    "type": "object",
                    "$ref": "#/definitions/CreationContextSchema"
                },
                "datastore": {
                    "title": "datastore",
                    "type": "string",
                    "description": "Name of the datastore to upload to.",
                    "arm_type": "datastores"
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                "description": {
                    "title": "description",
                    "type": "string"
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                "id": {
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                        {
                            "type": "string",
                            "pattern": "^azureml://registries/.*",
                            "arm_type": null,
                            "title": "id",
                            "readonly": true
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml:.+",
                            "arm_type": "environments",
                            "title": "id",
                            "readonly": true
                        }
                    ]
                },
                "image": {
                    "title": "image",
                    "type": "string"
                },
                "inference_config": {
                    "type": "object",
                    "$ref": "#/definitions/InferenceConfigSchema"
                },
                "intellectual_property": {
                    "type": "object",
                    "$ref": "#/definitions/IntellectualPropertySchema"
                },
                "latest_version": {
                    "title": "latest_version",
                    "type": "string",
                    "readonly": true
                },
                "name": {
                    "title": "name",
                    "type": "string"
                },
                "os_type": {
                    "type": "string",
                    "enum": [
                        "linux",
                        "windows"
                    ],
                    "title": "os_type"
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                "$schema": {
                    "title": "$schema",
                    "type": "string",
                    "readonly": true
                },
                "tags": {
                    "title": "tags",
                    "type": "object",
                    "additionalProperties": {}
                },
                "version": {
                    "anyOf": [
                        {
                            "type": "string"
                        },
                        {
                            "type": "integer"
                        }
                    ],
                    "title": "version"
                }
            },
            "type": "object",
            "additionalProperties": false
        },
        "BuildContextSchema": {
            "properties": {
                "dockerfile_path": {
                    "title": "dockerfile_path",
                    "type": "string"
                },
                "path": {
                    "anyOf": [
                        {
                            "type": "string",
                            "arm_type": "local_path",
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                        },
                        {
                            "title": "path",
                            "type": "string"
                        }
                    ]
                }
            },
            "type": "object",
            "additionalProperties": false
        },
        "InferenceConfigSchema": {
            "properties": {
                "liveness_route": {
                    "type": "object",
                    "$ref": "#/definitions/RouteSchema"
                },
                "readiness_route": {
                    "type": "object",
                    "$ref": "#/definitions/RouteSchema"
                },
                "scoring_route": {
                    "type": "object",
                    "$ref": "#/definitions/RouteSchema"
                }
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            "type": "object",
            "required": [
                "liveness_route",
                "readiness_route",
                "scoring_route"
            ],
            "additionalProperties": false
        },
        "RouteSchema": {
            "properties": {
                "path": {
                    "title": "path",
                    "type": "string"
                },
                "port": {
                    "title": "port",
                    "type": "number",
                    "format": "integer"
                }
            },
            "type": "object",
            "required": [
                "path",
                "port"
            ],
            "additionalProperties": false
        },
        "IntellectualPropertySchema": {
            "properties": {
                "protection_level": {
                    "type": "string",
                    "enum": [
                        "all",
                        "none"
                    ],
                    "title": "protection_level"
                },
                "publisher": {
                    "title": "publisher",
                    "type": "string"
                }
            },
            "type": "object",
            "additionalProperties": false
        },
        "ParameterSchema": {
            "properties": {
                "default": {
                    "anyOf": [
                        {
                            "title": "default",
                            "type": "string"
                        },
                        {
                            "title": "default",
                            "type": "number",
                            "format": "decimal"
                        },
                        {
                            "title": "default",
                            "type": "boolean"
                        }
                    ]
                },
                "description": {
                    "title": "description",
                    "type": "string"
                },
                "enum": {
                    "title": "enum",
                    "type": "array",
                    "items": {
                        "title": "enum",
                        "type": "string"
                    }
                },
                "max": {
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                        {
                            "title": "max",
                            "type": "string"
                        },
                        {
                            "title": "max",
                            "type": "number",
                            "format": "decimal"
                        }
                    ]
                },
                "min": {
                    "anyOf": [
                        {
                            "title": "min",
                            "type": "string"
                        },
                        {
                            "title": "min",
                            "type": "number",
                            "format": "decimal"
                        }
                    ]
                },
                "optional": {
                    "title": "optional",
                    "type": "boolean"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "boolean",
                        "integer",
                        "number",
                        "string"
                    ],
                    "title": "type"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": false
        },
        "InputPortSchema": {
            "properties": {
                "default": {
                    "title": "default",
                    "type": "string"
                },
                "description": {
                    "title": "description",
                    "type": "string"
                },
                "mode": {
                    "type": "string",
                    "enum": [
                        "direct",
                        "download",
                        "eval_download",
                        "eval_mount",
                        "mount",
                        "ro_mount",
                        "rw_mount",
                        "upload",
                        "link"
                    ],
                    "title": "mode"
                },
                "optional": {
                    "title": "optional",
                    "type": "boolean"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "path",
                        "custom_model",
                        "mlflow_model",
                        "mltable",
                        "triton_model",
                        "uri_file",
                        "uri_folder"
                    ],
                    "title": "type"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": false
        },
        "OutputPortSchema": {
            "properties": {
                "description": {
                    "title": "description",
                    "type": "string"
                },
                "mode": {
                    "type": "string",
                    "enum": [
                        "direct",
                        "download",
                        "eval_download",
                        "eval_mount",
                        "mount",
                        "ro_mount",
                        "rw_mount",
                        "upload",
                        "link"
                    ],
                    "title": "mode"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "path",
                        "custom_model",
                        "mlflow_model",
                        "mltable",
                        "triton_model",
                        "uri_file",
                        "uri_folder"
                    ],
                    "title": "type"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": false
        },
        "PrimitiveOutputSchema": {
            "properties": {
                "description": {
                    "title": "description",
                    "type": "string"
                },
                "mode": {
                    "type": "string",
                    "enum": [
                        "direct",
                        "download",
                        "eval_download",
                        "eval_mount",
                        "mount",
                        "ro_mount",
                        "rw_mount",
                        "upload",
                        "link"
                    ],
                    "title": "mode"
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "boolean",
                        "integer",
                        "number",
                        "string"
                    ],
                    "title": "type"
                }
            },
            "type": "object",
            "required": [
                "type"
            ],
            "additionalProperties": true
        },
        "QueueSettingsSchema": {
            "properties": {
                "job_tier": {
                    "type": "string",
                    "enum": [
                        "spot",
                        "basic",
                        "standard",
                        "premium",
                        "null"
                    ],
                    "title": "job_tier"
                },
                "priority": {
                    "type": "string",
                    "enum": [
                        "low",
                        "medium",
                        "high"
                    ],
                    "title": "priority"
                }
            },
            "type": "object",
            "additionalProperties": false
        },
        "ComponentResourceSchema": {
            "properties": {
                "docker_args": {
                    "title": "docker_args",
                    "type": "string",
                    "description": "arguments to pass to the Docker run command."
                },
                "instance_count": {
                    "title": "instance_count",
                    "type": "number",
                    "format": "integer"
                },
                "instance_type": {
                    "title": "instance_type",
                    "type": "string",
                    "description": "The instance type to make available to this job."
                },
                "locations": {
                    "title": "locations",
                    "type": "array",
                    "items": {
                        "title": "locations",
                        "type": "string"
                    }
                },
                "max_instance_count": {
                    "title": "max_instance_count",
                    "type": "number",
                    "format": "integer",
                    "description": "The maximum number of instances to make available to this job."
                },
                "properties": {
                    "title": "properties",
                    "type": "object",
                    "additionalProperties": {}
                },
                "shm_size": {
                    "title": "shm_size",
                    "type": "string",
                    "description": "The size of the docker container's shared memory block. This should be in the format of `<number><unit>` where number as to be greater than 0 and the unit can be one of `b` (bytes), `k` (kilobytes), `m` (megabytes), or `g` (gigabytes)."
                }
            },
            "type": "object",
            "additionalProperties": true
        },
        "CommandComponentSchema": {
            "properties": {
                "additional_includes": {
                    "title": "additional_includes",
                    "type": "array",
                    "items": {
                        "title": "additional_includes",
                        "type": "string"
                    }
                },
                "auto_delete_setting": {
                    "type": "object",
                    "$ref": "#/definitions/AutoDeleteSettingSchema"
                },
                "code": {
                    "anyOf": [
                        {
                            "type": "string",
                            "arm_type": "local_path",
                            "title": "code"
                        },
                        {
                            "title": "code",
                            "type": "string"
                        },
                        {
                            "type": "string",
                            "pattern": "^git+",
                            "title": "code"
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml://registries/.*",
                            "arm_type": "codes",
                            "title": "code"
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml://feeds/.*",
                            "arm_type": "codes",
                            "title": "code"
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml:.+",
                            "arm_type": "codes",
                            "title": "code"
                        }
                    ]
                },
                "command": {
                    "title": "command",
                    "type": "string",
                    "description": "The command run and the parameters passed. This string may contain place holders of inputs in {}. "
                },
                "creation_context": {
                    "type": "object",
                    "$ref": "#/definitions/CreationContextSchema"
                },
                "description": {
                    "title": "description",
                    "type": "string"
                },
                "display_name": {
                    "title": "display_name",
                    "type": "string"
                },
                "distribution": {
                    "anyOf": [
                        {
                            "type": "object",
                            "$ref": "#/definitions/MPIDistributionSchema"
                        },
                        {
                            "type": "object",
                            "$ref": "#/definitions/TensorFlowDistributionSchema"
                        },
                        {
                            "type": "object",
                            "$ref": "#/definitions/PyTorchDistributionSchema"
                        },
                        {
                            "type": "object",
                            "$ref": "#/definitions/RayDistributionSchema"
                        }
                    ]
                },
                "environment": {
                    "anyOf": [
                        {
                            "type": "object",
                            "$ref": "#/definitions/AnonymousEnvironmentSchema"
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml://registries/.*",
                            "arm_type": "environments",
                            "title": "environment"
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml:.+",
                            "arm_type": "environments",
                            "title": "environment"
                        },
                        {
                            "type": "string",
                            "pattern": "^file:.*"
                        }
                    ]
                },
                "id": {
                    "anyOf": [
                        {
                            "type": "string",
                            "pattern": "^azureml://registries/.*",
                            "arm_type": null,
                            "title": "id",
                            "readonly": true
                        },
                        {
                            "type": "string",
                            "pattern": "^azureml:.+",
                            "arm_type": "components",
                            "title": "id",
                            "readonly": true
                        }
                    ]
                },
                "inputs": {
                    "title": "inputs",
                    "type": "object",
                    "additionalProperties": {
                        "anyOf": [
                            {
                                "type": "object",
                                "$ref": "#/definitions/ParameterSchema"
                            },
                            {
                                "type": "object",
                                "$ref": "#/definitions/InputPortSchema"
                            }
                        ]
                    }
                },
                "is_deterministic": {
                    "title": "is_deterministic",
                    "type": "boolean"
                },
                "latest_version": {
                    "title": "latest_version",
                    "type": "string",
                    "readonly": true
                },
                "name": {
                    "title": "name",
                    "type": "string"
                },
                "outputs": {
                    "title": "outputs",
                    "type": "object",
                    "additionalProperties": {
                        "anyOf": [
                            {
                                "type": "object",
                                "$ref": "#/definitions/OutputPortSchema"
                            },
                            {
                                "type": "object",
                                "$ref": "#/definitions/PrimitiveOutputSchema"
                            }
                        ]
                    }
                },
                "properties": {
                    "title": "properties",
                    "type": "object",
                    "additionalProperties": {
                        "title": "properties",
                        "type": "string"
                    }
                },
                "queue_settings": {
                    "type": "object",
                    "$ref": "#/definitions/QueueSettingsSchema"
                },
                "resources": {
                    "type": "object",
                    "$ref": "#/definitions/ComponentResourceSchema"
                },
                "$schema": {
                    "title": "$schema",
                    "type": "string"
                },
                "tags": {
                    "title": "tags",
                    "type": "object",
                    "additionalProperties": {
                        "title": "tags",
                        "type": "string"
                    }
                },
                "type": {
                    "type": "string",
                    "enum": [
                        "command"
                    ],
                    "title": "type"
                },
                "version": {
                    "anyOf": [
                        {
                            "type": "string"
                        },
                        {
                            "type": "integer"
                        }
                    ],
                    "title": "version"
                }
            },
            "type": "object",
            "required": [
                "command",
                "environment",
                "name"
            ],
            "additionalProperties": false
        }
    },
    "$ref": "#/definitions/CommandComponentSchema"
}