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from .rest import RESTObject, RESTProperty |
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from datetime import datetime |
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def from_epoch(value): |
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if isinstance(value, datetime): |
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return value |
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else: |
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return datetime.utcfromtimestamp(value) |
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def to_epoch(value): |
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return (value - datetime(1970, 1, 1)).total_seconds() |
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class Endpoint(RESTObject): |
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"""Represents an endpoint. |
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Note that not every attribute is returned as part of the GET. |
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Attributes |
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---------- |
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name : str |
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The name of the endpoint. Valid names include ``[a-zA-Z0-9_\\- ]+`` |
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type : str |
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The type of endpoint. The types include "alias", "model". |
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version : int |
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The version of this endpoint. Initial versions have version on 1. New |
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versions increment this by 1. |
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description : str |
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A human-readable description of the endpoint. |
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dependencies: list |
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A list of endpoints that this endpoint depends on. |
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methods : list |
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??? |
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""" |
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name = RESTProperty(str) |
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type = RESTProperty(str) |
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version = RESTProperty(int) |
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description = RESTProperty(str) |
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dependencies = RESTProperty(list) |
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docstring = RESTProperty(str) |
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methods = RESTProperty(list) |
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creation_time = RESTProperty(datetime, from_epoch, to_epoch) |
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last_modified_time = RESTProperty(datetime, from_epoch, to_epoch) |
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evaluator = RESTProperty(str) |
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schema_version = RESTProperty(int) |
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schema = RESTProperty(str) |
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is_public = RESTProperty(bool) |
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def __new__(cls, **kwargs): |
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"""Dispatch to the appropriate class.""" |
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cls2 = {"alias": AliasEndpoint, "model": ModelEndpoint}[kwargs["type"]] |
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"""return object.__new__(cls, **kwargs)""" |
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""" modified for Python 3""" |
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return object.__new__(cls2) |
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def __eq__(self, other): |
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return ( |
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self.name == other.name |
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and self.type == other.type |
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and self.version == other.version |
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and self.description == other.description |
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and self.dependencies == other.dependencies |
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and self.docstring == other.docstring |
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and self.methods == other.methods |
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and self.evaluator == other.evaluator |
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and self.schema_version == other.schema_version |
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and self.schema == other.schema |
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and self.is_public == other.is_public |
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) |
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class ModelEndpoint(Endpoint): |
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"""Represents a model endpoint. |
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src_path : str |
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The local file path to the source of this object. |
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required_files : str |
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The local file path to the directory containing the |
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required files. |
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required_packages : str |
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The local file path to the directory containing the |
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required packages. |
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""" |
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src_path = RESTProperty(str) |
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required_files = RESTProperty(list) |
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required_packages = RESTProperty(list) |
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required_packages_dst_path = RESTProperty(str) |
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def __init__(self, **kwargs): |
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super().__init__(**kwargs) |
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self.type = "model" |
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def __eq__(self, other): |
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return ( |
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super().__eq__(other) |
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and self.required_files == other.required_files |
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and self.required_packages == other.required_packages |
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) |
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class AliasEndpoint(Endpoint): |
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"""Represents an alias Endpoint. |
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target : str |
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The endpoint that this is an alias for. |
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""" |
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target = RESTProperty(str) |
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def __init__(self, **kwargs): |
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super().__init__(**kwargs) |
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self.type = "alias" |
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class RESTServiceClient: |
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"""A thin client for the REST Service.""" |
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def __init__(self, service_client): |
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self.service_client = service_client |
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self.query_timeout = None |
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def get_info(self): |
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"""Returns the /info""" |
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return self.service_client.GET("info") |
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def query(self, name, *args, **kwargs): |
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"""Performs a query. Either specify *args or **kwargs, not both. |
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Respects query_timeout.""" |
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if args and kwargs: |
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raise ValueError( |
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"Mixing of keyword arguments and positional arguments when " |
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"querying an endpoint is not supported." |
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) |
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return self.service_client.POST( |
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"query/" + name, data={"data": args or kwargs}, timeout=self.query_timeout |
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) |
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def get_endpoint_upload_destination(self): |
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"""Returns a dict representing where endpoint data should be uploaded. |
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Returns |
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------- |
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dict |
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Keys include: |
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* path: a local file path. |
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Note: In the future, other paths and parameters may be supported. |
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Note: At this time, the response should not change over time. |
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""" |
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return self.service_client.GET("configurations/endpoint_upload_destination") |
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def get_endpoints(self, type=None): |
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"""Returns endpoints from the management API. |
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Parameters |
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---------- |
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type : str |
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The type of endpoint to return. None will include all endpoints. |
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Other options are 'model' and 'alias'. |
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""" |
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result = {} |
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for name, attrs in self.service_client.GET("endpoints", {"type": type}).items(): |
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endpoint = Endpoint.from_json(attrs) |
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endpoint.name = name |
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result[name] = endpoint |
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return result |
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def get_endpoint(self, endpoint_name): |
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"""Returns an endpoints from the management API given its name. |
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Parameters |
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---------- |
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endpoint_name : str |
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The name of the endpoint. |
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""" |
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((name, attrs),) = self.service_client.GET("endpoints/" + endpoint_name).items() |
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endpoint = Endpoint.from_json(attrs) |
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endpoint.name = name |
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return endpoint |
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def add_endpoint(self, endpoint): |
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"""Adds an endpoint through the management API. |
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Parameters |
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---------- |
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endpoint : Endpoint |
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""" |
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return self.service_client.POST("endpoints", endpoint.to_json()) |
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def set_endpoint(self, endpoint, should_update_version=True): |
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"""Updates an endpoint through the management API. |
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Parameters |
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---------- |
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endpoint : Endpoint |
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The endpoint to update. |
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should_update_version : bool |
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Whether this update should increment the version. |
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False if this is called from update_endpoint_info |
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True if called from deploy |
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""" |
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request_body = endpoint.to_json() |
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request_body["should_update_version"] = should_update_version |
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return self.service_client.PUT("endpoints/" + endpoint.name, request_body) |
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def remove_endpoint(self, endpoint_name): |
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"""Deletes an endpoint through the management API. |
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Parameters |
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---------- |
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endpoint_name : str |
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The endpoint to delete. |
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""" |
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self.service_client.DELETE("endpoints/" + endpoint_name) |
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def get_status(self): |
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"""Returns the status of the server. |
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Returns |
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------- |
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dict |
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""" |
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return self.service_client.GET("status") |
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def set_credentials(self, username, password): |
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""" |
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Set credentials for all the TabPy client-server communication |
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where client is tabpy-tools and server is tabpy-server. |
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Parameters |
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---------- |
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username : str |
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User name (login). Username is case insensitive. |
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password : str |
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Password in plain text. |
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""" |
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self.service_client.set_credentials(username, password) |
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