# coding: utf-8
"""
Amorphic Data Platform
Amorphic Data Platform - API Definition documentation
The version of the OpenAPI document: 1.0
Generated by OpenAPI Generator (https://openapi-generator.tech)
Do not edit the class manually.
""" # noqa: E501
import warnings
from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt
from typing import Any, Dict, List, Optional, Tuple, Union
from typing_extensions import Annotated
from pydantic import StrictStr
from typing import Optional
from openapi_client.models.file_download import FileDownload
from openapi_client.models.message_status import MessageStatus
from openapi_client.models.model_by_id_get_response_body import ModelByIdGetResponseBody
from openapi_client.models.model_create_output import ModelCreateOutput
from openapi_client.models.model_data import ModelData
from openapi_client.models.model_pre_signed import ModelPreSigned
from openapi_client.models.model_pre_signed_response import ModelPreSignedResponse
from openapi_client.models.model_put_data import ModelPutData
from openapi_client.models.models_get_response_body import ModelsGetResponseBody
from openapi_client.models.models_unregistered import ModelsUnregistered
from openapi_client.api_client import ApiClient, RequestSerialized
from openapi_client.api_response import ApiResponse
from openapi_client.rest import RESTResponseType
class MachineLearningApi:
"""NOTE: This class is auto generated by OpenAPI Generator
Ref: https://openapi-generator.tech
Do not edit the class manually.
"""
def __init__(self, api_client=None) -> None:
if api_client is None:
api_client = ApiClient.get_default()
self.api_client = api_client
[docs]
@validate_call
def create_model(
self,
role_id: StrictStr,
model_data: ModelData,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ModelCreateOutput:
"""Create model with given model file
Create model with given input file
:param role_id: (required)
:type role_id: str
:param model_data: (required)
:type model_data: ModelData
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._create_model_serialize(
role_id=role_id,
model_data=model_data,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelCreateOutput",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def create_model_with_http_info(
self,
role_id: StrictStr,
model_data: ModelData,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[ModelCreateOutput]:
"""Create model with given model file
Create model with given input file
:param role_id: (required)
:type role_id: str
:param model_data: (required)
:type model_data: ModelData
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._create_model_serialize(
role_id=role_id,
model_data=model_data,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelCreateOutput",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def create_model_without_preload_content(
self,
role_id: StrictStr,
model_data: ModelData,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Create model with given model file
Create model with given input file
:param role_id: (required)
:type role_id: str
:param model_data: (required)
:type model_data: ModelData
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._create_model_serialize(
role_id=role_id,
model_data=model_data,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelCreateOutput",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _create_model_serialize(
self,
role_id,
model_data,
content_type,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
# process the query parameters
# process the header parameters
if content_type is not None:
_header_params['Content-Type'] = content_type
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
if model_data is not None:
_body_params = model_data
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# set the HTTP header `Content-Type`
if _content_type:
_header_params['Content-Type'] = _content_type
else:
_default_content_type = (
self.api_client.select_header_content_type(
[
'application/json'
]
)
)
if _default_content_type is not None:
_header_params['Content-Type'] = _default_content_type
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='POST',
resource_path='/models',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def delete_model(
self,
model_id: StrictStr,
role_id: StrictStr,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> MessageStatus:
"""Delete the model
Deletes a model
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._delete_model_serialize(
model_id=model_id,
role_id=role_id,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "MessageStatus",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def delete_model_with_http_info(
self,
model_id: StrictStr,
role_id: StrictStr,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[MessageStatus]:
"""Delete the model
Deletes a model
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._delete_model_serialize(
model_id=model_id,
role_id=role_id,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "MessageStatus",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def delete_model_without_preload_content(
self,
model_id: StrictStr,
role_id: StrictStr,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Delete the model
Deletes a model
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._delete_model_serialize(
model_id=model_id,
role_id=role_id,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "MessageStatus",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _delete_model_serialize(
self,
model_id,
role_id,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
if model_id is not None:
_path_params['model_id'] = model_id
# process the query parameters
# process the header parameters
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='DELETE',
resource_path='/models/{model_id}',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def get_model(
self,
model_id: StrictStr,
role_id: StrictStr,
projection_expression: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ModelByIdGetResponseBody:
"""Get model details
Returns a model details
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param projection_expression:
:type projection_expression: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_serialize(
model_id=model_id,
role_id=role_id,
projection_expression=projection_expression,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelByIdGetResponseBody",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def get_model_with_http_info(
self,
model_id: StrictStr,
role_id: StrictStr,
projection_expression: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[ModelByIdGetResponseBody]:
"""Get model details
Returns a model details
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param projection_expression:
:type projection_expression: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_serialize(
model_id=model_id,
role_id=role_id,
projection_expression=projection_expression,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelByIdGetResponseBody",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def get_model_without_preload_content(
self,
model_id: StrictStr,
role_id: StrictStr,
projection_expression: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Get model details
Returns a model details
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param projection_expression:
:type projection_expression: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_serialize(
model_id=model_id,
role_id=role_id,
projection_expression=projection_expression,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelByIdGetResponseBody",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _get_model_serialize(
self,
model_id,
role_id,
projection_expression,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
if model_id is not None:
_path_params['model_id'] = model_id
# process the query parameters
if projection_expression is not None:
_query_params.append(('projectionExpression', projection_expression))
# process the header parameters
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='GET',
resource_path='/models/{model_id}',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def get_model_presigned_url(
self,
role_id: StrictStr,
model_pre_signed: ModelPreSigned,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ModelPreSignedResponse:
"""Create model with given model file
Create model with given input file
:param role_id: (required)
:type role_id: str
:param model_pre_signed: (required)
:type model_pre_signed: ModelPreSigned
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_presigned_url_serialize(
role_id=role_id,
model_pre_signed=model_pre_signed,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelPreSignedResponse",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def get_model_presigned_url_with_http_info(
self,
role_id: StrictStr,
model_pre_signed: ModelPreSigned,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[ModelPreSignedResponse]:
"""Create model with given model file
Create model with given input file
:param role_id: (required)
:type role_id: str
:param model_pre_signed: (required)
:type model_pre_signed: ModelPreSigned
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_presigned_url_serialize(
role_id=role_id,
model_pre_signed=model_pre_signed,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelPreSignedResponse",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def get_model_presigned_url_without_preload_content(
self,
role_id: StrictStr,
model_pre_signed: ModelPreSigned,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Create model with given model file
Create model with given input file
:param role_id: (required)
:type role_id: str
:param model_pre_signed: (required)
:type model_pre_signed: ModelPreSigned
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_presigned_url_serialize(
role_id=role_id,
model_pre_signed=model_pre_signed,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelPreSignedResponse",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _get_model_presigned_url_serialize(
self,
role_id,
model_pre_signed,
content_type,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
# process the query parameters
# process the header parameters
if content_type is not None:
_header_params['Content-Type'] = content_type
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
if model_pre_signed is not None:
_body_params = model_pre_signed
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# set the HTTP header `Content-Type`
if _content_type:
_header_params['Content-Type'] = _content_type
else:
_default_content_type = (
self.api_client.select_header_content_type(
[
'application/json'
]
)
)
if _default_content_type is not None:
_header_params['Content-Type'] = _default_content_type
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='POST',
resource_path='/models/getPresignedUrl',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def get_model_run_logs_of_dataset(
self,
role_id: StrictStr,
model_run_id: StrictStr,
modelid: StrictStr,
id: StrictStr,
servicename: StrictStr,
serviceloggroup: StrictStr,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> FileDownload:
"""Presigned url for transform job log file download
It returns a presigned url for downloading a log file.
:param role_id: (required)
:type role_id: str
:param model_run_id: (required)
:type model_run_id: str
:param modelid: (required)
:type modelid: str
:param id: (required)
:type id: str
:param servicename: (required)
:type servicename: str
:param serviceloggroup: (required)
:type serviceloggroup: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_run_logs_of_dataset_serialize(
role_id=role_id,
model_run_id=model_run_id,
modelid=modelid,
id=id,
servicename=servicename,
serviceloggroup=serviceloggroup,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "FileDownload",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def get_model_run_logs_of_dataset_with_http_info(
self,
role_id: StrictStr,
model_run_id: StrictStr,
modelid: StrictStr,
id: StrictStr,
servicename: StrictStr,
serviceloggroup: StrictStr,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[FileDownload]:
"""Presigned url for transform job log file download
It returns a presigned url for downloading a log file.
:param role_id: (required)
:type role_id: str
:param model_run_id: (required)
:type model_run_id: str
:param modelid: (required)
:type modelid: str
:param id: (required)
:type id: str
:param servicename: (required)
:type servicename: str
:param serviceloggroup: (required)
:type serviceloggroup: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_run_logs_of_dataset_serialize(
role_id=role_id,
model_run_id=model_run_id,
modelid=modelid,
id=id,
servicename=servicename,
serviceloggroup=serviceloggroup,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "FileDownload",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def get_model_run_logs_of_dataset_without_preload_content(
self,
role_id: StrictStr,
model_run_id: StrictStr,
modelid: StrictStr,
id: StrictStr,
servicename: StrictStr,
serviceloggroup: StrictStr,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Presigned url for transform job log file download
It returns a presigned url for downloading a log file.
:param role_id: (required)
:type role_id: str
:param model_run_id: (required)
:type model_run_id: str
:param modelid: (required)
:type modelid: str
:param id: (required)
:type id: str
:param servicename: (required)
:type servicename: str
:param serviceloggroup: (required)
:type serviceloggroup: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._get_model_run_logs_of_dataset_serialize(
role_id=role_id,
model_run_id=model_run_id,
modelid=modelid,
id=id,
servicename=servicename,
serviceloggroup=serviceloggroup,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "FileDownload",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _get_model_run_logs_of_dataset_serialize(
self,
role_id,
model_run_id,
modelid,
id,
servicename,
serviceloggroup,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
if model_run_id is not None:
_path_params['model_run_id'] = model_run_id
if modelid is not None:
_path_params['modelid'] = modelid
if id is not None:
_path_params['id'] = id
# process the query parameters
if servicename is not None:
_query_params.append(('servicename', servicename))
if serviceloggroup is not None:
_query_params.append(('serviceloggroup', serviceloggroup))
# process the header parameters
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='GET',
resource_path='/datasets/{id}/files/models/{modelid}/run/{model_run_id}/logs',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def list_models(
self,
role_id: StrictStr,
fields: Optional[StrictStr] = None,
limit: Optional[StrictStr] = None,
offset: Optional[StrictStr] = None,
sortorder: Optional[StrictStr] = None,
sortby: Optional[StrictStr] = None,
projection_expression: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ModelsGetResponseBody:
"""Get ml models
Returns a list of machine learning models
:param role_id: (required)
:type role_id: str
:param fields:
:type fields: str
:param limit:
:type limit: str
:param offset:
:type offset: str
:param sortorder:
:type sortorder: str
:param sortby:
:type sortby: str
:param projection_expression:
:type projection_expression: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._list_models_serialize(
role_id=role_id,
fields=fields,
limit=limit,
offset=offset,
sortorder=sortorder,
sortby=sortby,
projection_expression=projection_expression,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelsGetResponseBody",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def list_models_with_http_info(
self,
role_id: StrictStr,
fields: Optional[StrictStr] = None,
limit: Optional[StrictStr] = None,
offset: Optional[StrictStr] = None,
sortorder: Optional[StrictStr] = None,
sortby: Optional[StrictStr] = None,
projection_expression: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[ModelsGetResponseBody]:
"""Get ml models
Returns a list of machine learning models
:param role_id: (required)
:type role_id: str
:param fields:
:type fields: str
:param limit:
:type limit: str
:param offset:
:type offset: str
:param sortorder:
:type sortorder: str
:param sortby:
:type sortby: str
:param projection_expression:
:type projection_expression: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._list_models_serialize(
role_id=role_id,
fields=fields,
limit=limit,
offset=offset,
sortorder=sortorder,
sortby=sortby,
projection_expression=projection_expression,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelsGetResponseBody",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def list_models_without_preload_content(
self,
role_id: StrictStr,
fields: Optional[StrictStr] = None,
limit: Optional[StrictStr] = None,
offset: Optional[StrictStr] = None,
sortorder: Optional[StrictStr] = None,
sortby: Optional[StrictStr] = None,
projection_expression: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Get ml models
Returns a list of machine learning models
:param role_id: (required)
:type role_id: str
:param fields:
:type fields: str
:param limit:
:type limit: str
:param offset:
:type offset: str
:param sortorder:
:type sortorder: str
:param sortby:
:type sortby: str
:param projection_expression:
:type projection_expression: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._list_models_serialize(
role_id=role_id,
fields=fields,
limit=limit,
offset=offset,
sortorder=sortorder,
sortby=sortby,
projection_expression=projection_expression,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelsGetResponseBody",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _list_models_serialize(
self,
role_id,
fields,
limit,
offset,
sortorder,
sortby,
projection_expression,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
# process the query parameters
if fields is not None:
_query_params.append(('fields', fields))
if limit is not None:
_query_params.append(('limit', limit))
if offset is not None:
_query_params.append(('offset', offset))
if sortorder is not None:
_query_params.append(('sortorder', sortorder))
if sortby is not None:
_query_params.append(('sortby', sortby))
if projection_expression is not None:
_query_params.append(('projectionExpression', projection_expression))
# process the header parameters
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='GET',
resource_path='/models',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def list_unregistered_models(
self,
role_id: StrictStr,
fields: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ModelsUnregistered:
"""Get models that are not registered in ml models table
Returns a list of machine learning models that are not already registered
:param role_id: (required)
:type role_id: str
:param fields:
:type fields: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._list_unregistered_models_serialize(
role_id=role_id,
fields=fields,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelsUnregistered",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def list_unregistered_models_with_http_info(
self,
role_id: StrictStr,
fields: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[ModelsUnregistered]:
"""Get models that are not registered in ml models table
Returns a list of machine learning models that are not already registered
:param role_id: (required)
:type role_id: str
:param fields:
:type fields: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._list_unregistered_models_serialize(
role_id=role_id,
fields=fields,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelsUnregistered",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def list_unregistered_models_without_preload_content(
self,
role_id: StrictStr,
fields: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Get models that are not registered in ml models table
Returns a list of machine learning models that are not already registered
:param role_id: (required)
:type role_id: str
:param fields:
:type fields: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._list_unregistered_models_serialize(
role_id=role_id,
fields=fields,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelsUnregistered",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _list_unregistered_models_serialize(
self,
role_id,
fields,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
# process the query parameters
if fields is not None:
_query_params.append(('fields', fields))
# process the header parameters
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='GET',
resource_path='/models/unregistered',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)
[docs]
@validate_call
def update_model(
self,
model_id: StrictStr,
role_id: StrictStr,
model_put_data: ModelPutData,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ModelCreateOutput:
"""Update model
update model data
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param model_put_data: (required)
:type model_put_data: ModelPutData
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._update_model_serialize(
model_id=model_id,
role_id=role_id,
model_put_data=model_put_data,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelCreateOutput",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
).data
@validate_call
def update_model_with_http_info(
self,
model_id: StrictStr,
role_id: StrictStr,
model_put_data: ModelPutData,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> ApiResponse[ModelCreateOutput]:
"""Update model
update model data
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param model_put_data: (required)
:type model_put_data: ModelPutData
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._update_model_serialize(
model_id=model_id,
role_id=role_id,
model_put_data=model_put_data,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelCreateOutput",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
response_data.read()
return self.api_client.response_deserialize(
response_data=response_data,
response_types_map=_response_types_map,
)
@validate_call
def update_model_without_preload_content(
self,
model_id: StrictStr,
role_id: StrictStr,
model_put_data: ModelPutData,
content_type: Optional[StrictStr] = None,
_request_timeout: Union[
None,
Annotated[StrictFloat, Field(gt=0)],
Tuple[
Annotated[StrictFloat, Field(gt=0)],
Annotated[StrictFloat, Field(gt=0)]
]
] = None,
_request_auth: Optional[Dict[StrictStr, Any]] = None,
_content_type: Optional[StrictStr] = None,
_headers: Optional[Dict[StrictStr, Any]] = None,
_host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
) -> RESTResponseType:
"""Update model
update model data
:param model_id: (required)
:type model_id: str
:param role_id: (required)
:type role_id: str
:param model_put_data: (required)
:type model_put_data: ModelPutData
:param content_type:
:type content_type: str
:param _request_timeout: timeout setting for this request. If one
number provided, it will be total request
timeout. It can also be a pair (tuple) of
(connection, read) timeouts.
:type _request_timeout: int, tuple(int, int), optional
:param _request_auth: set to override the auth_settings for an a single
request; this effectively ignores the
authentication in the spec for a single request.
:type _request_auth: dict, optional
:param _content_type: force content-type for the request.
:type _content_type: str, Optional
:param _headers: set to override the headers for a single
request; this effectively ignores the headers
in the spec for a single request.
:type _headers: dict, optional
:param _host_index: set to override the host_index for a single
request; this effectively ignores the host_index
in the spec for a single request.
:type _host_index: int, optional
:return: Returns the result object.
""" # noqa: E501
_param = self._update_model_serialize(
model_id=model_id,
role_id=role_id,
model_put_data=model_put_data,
content_type=content_type,
_request_auth=_request_auth,
_content_type=_content_type,
_headers=_headers,
_host_index=_host_index
)
_response_types_map: Dict[str, Optional[str]] = {
'200': "ModelCreateOutput",
'400': "Error",
'500': "Error",
}
response_data = self.api_client.call_api(
*_param,
_request_timeout=_request_timeout
)
return response_data.response
def _update_model_serialize(
self,
model_id,
role_id,
model_put_data,
content_type,
_request_auth,
_content_type,
_headers,
_host_index,
) -> RequestSerialized:
_host = None
_collection_formats: Dict[str, str] = {
}
_path_params: Dict[str, str] = {}
_query_params: List[Tuple[str, str]] = []
_header_params: Dict[str, Optional[str]] = _headers or {}
_form_params: List[Tuple[str, str]] = []
_files: Dict[
str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
] = {}
_body_params: Optional[bytes] = None
# process the path parameters
if model_id is not None:
_path_params['model_id'] = model_id
# process the query parameters
# process the header parameters
if content_type is not None:
_header_params['Content-Type'] = content_type
if role_id is not None:
_header_params['role_id'] = role_id
# process the form parameters
# process the body parameter
if model_put_data is not None:
_body_params = model_put_data
# set the HTTP header `Accept`
if 'Accept' not in _header_params:
_header_params['Accept'] = self.api_client.select_header_accept(
[
'application/json'
]
)
# set the HTTP header `Content-Type`
if _content_type:
_header_params['Content-Type'] = _content_type
else:
_default_content_type = (
self.api_client.select_header_content_type(
[
'application/json'
]
)
)
if _default_content_type is not None:
_header_params['Content-Type'] = _default_content_type
# authentication setting
_auth_settings: List[str] = [
'LambdaAuthorizer'
]
return self.api_client.param_serialize(
method='PUT',
resource_path='/models/{model_id}',
path_params=_path_params,
query_params=_query_params,
header_params=_header_params,
body=_body_params,
post_params=_form_params,
files=_files,
auth_settings=_auth_settings,
collection_formats=_collection_formats,
_host=_host,
_request_auth=_request_auth
)