def create_workspace():
workspace = Workspace(subscription_id=config._SUBSCRIPTION_ID,
resource_group=config._RESOURCE_GROUP,
name=config._NAME,
location=config._LOCATION)
workspace.login()
return workspace
def create_workspace(self) -> Workspace:
"""Create workspace using credentials stored in config file
:return: Workspace
:rtype: Workspace
"""
workspace = Workspace(
subscription_id=self.subscription_id,
resource_group=self.resource_group,
name=self.workspace_name,
)
if self.is_live or self.in_recording:
workspace.credentials = ServicePrincipalCredentials(
tenant=self.tenant_id,
client_id=self.client_id,
secret=self.client_secret,
resource="https://quantum.microsoft.com")
workspace.login(False)
else:
workspace.credentials = BasicTokenAuthentication(
token=self.dummy_auth_token)
return workspace
def create_workspace_mock_login(**kwds) -> Workspace:
"""Create a mock Workspace object by patching the Azure authentication and uses a dummy authentication token."""
workspace = Workspace(**kwds)
dummy_auth_token = {
'access_token':
'eyJ1eXAiOiJKV1QiLCJhbGciOiJSUzI1NiIsIng1dCI6Im5PbzNaRHJPRFhFSzFqS1doWHNsSFJfS1hFZyIsImtpZCI6Im5PbzNaRHJPRFhFSzFqS1doWHNsSFJfS1hFZyJ9.eyJidWQiOiJodHRwczovL3F1YW50dW0ubWljcm9zb2Z0LmNvbSIsImlzcyI6Imh0dHBzOi8vc3RzLndpbmRvd3MubmV0LzcyZjk4OGJmLTg2ZjEtNDFhZi05MWFiLTJkN2NkMDExZGI0Ny8iLCJpYXQiOjE2MTE2ODMwNjAsIm5iZiI6MTYxMTY4MzA2MCwiZXhwIjoxNjExNjg2OTYwLCJfY2xhaW1fbmFtZXMiOnsiZ3JvdXBzIjoic3JjMSJ9LCJfY2xhaW1fc291cmNlcyI6eyJzcmMxIjp7ImVuZHBvaW50IjoiaHR0cHM6Ly9ncmFwaC53aW5kb3dzLm5ldC83MmY5ODhiZi04NmYxLTQxYWYtOTFhYi0yZDdjZDAxMWRiNDcvdXNlcnMvZTlhNGE5ZTEtODcxNS00Yjc1LTk2NWQtYzBkZDQxMTIzODY4L2dldE1lbWJlck9iamVjdHMifX0sImFjciI6IjEiLCJhaW8iOiJBVlFBcS84U0FBQUFXMnNsMlRORXd5eXA2OGdvejM2RnRoSXFZSlJDdmRibDF0WVJPanUrUzNCZDV5MGsyeWMyOFdKUk9IQ283a0VuNGRpaDh1dkpLQm00TFNoTHRUQ3FsMHMwNkp6N3NYclNpNTFJOEljZThZcz0iLCJhbXIiOlsid2lhIiwibWZhIl0sImFwcGlkIjoiODRiYTA5NDctNmM1My00ZGQyLTljYTktYjM2OTQ3NjE1MjFiIiwiYXBwaWRhY3IiOiIwIiwiZmFtaWx5X25hbWUiOiJCcm93biIsImdpdmVuX25hbWUiOiJUb20iLCJpbl9jb3JwIjoidHJ1ZSIsImlwYWRkciI6IjczLjgzLjM5LjEwIiwibmFtZSI6IlRvbSBCcm93biIsIm9pZCI6ImU5YTRhOWUxLTg3MTUtNGI3NS05NjVkLWMwZGQ0MTEyMzg2OCIsIm9ucHJlbV9zaWQiOiJTLTEtNS0yMS0yMTI3NTIxMTg0LTE2MDQwMTI5MjAtMTg4NzkyNzUyNy0xNzc1MDU1MSIsInB1aWQiOiIxMDAzN0ZGRTkyREI4MzEyIiwicmgiOiIwLkFSb0F2NGo1Y3ZHR3IwR1JxeTE4MEJIYlIwY0p1b1JUYk5KTm5LbXphVWRoVWhzYUFPOC4iLCJzY3AiOiJKb2JzLlJlYWRXcml0ZSIsInN1YiI6IjNxVk1XZ3cxRWozYVRlTEdTenE0bmVsMms1UHFVS1BBY2ZVNDBSUl9JZ3MiLCJ0aWQiOiI3MmY5ODhiZi04NmYxLTQxYWYtOTFhYi0yZDdjZDAxMWRiNDciLCJ1bmlxdWVfbmFtZSI6InRoYnJvQG1pY3Jvc29mdC5jb20iLCJ1cG4iOiJ0aGJyb0BtaWNyb3NvZnQuY29tIiwidXRpIjoiUzMxNVVqbk9JVWUzeDdRR3ZaVWFBQSIsInZlciI6IjEuMCIsIndpZHMiOlsiYjc5ZmJmNGQtM2VmOS00Njg5LTgxNDMtNzZiMTk0ZTg1NTA5Il19.PCWEtCdso3_jehm3Ppg9lCSy_VgwY96IG0_Lqji5tN3yEmBmsP4Du-6MA2IHlz7pbKfQ8Qdw4aeobWZkuDW71Zo9PCkBSLQewng5EMbDvZO3jPJfCOd0IepaPVdtvtaCL2KnPEZicEM4kIO_9f8hCC4Ik8MAem788HuutNhN_YExJDWtM-aNoXIBLtDm39u3bCr2WFk4he3xpISLD3ZqAk2UPKagMwuwO-tArtcoQvA1_n_owv-I5P8vEk1wOmUh6LTB6pUAIS4wFIMgINUE1dBSuQmyimEfc7rRuWl-YJrMH0WRdbgFutwbBv_5dKs6VcYGgrvA3nIGU_Xz5vuJMA',
'token_type': 'Bearer',
'expires_in': 485
}
with unittest.mock.patch.object(MsalWrapper,
'acquire_auth_token',
return_value=dummy_auth_token):
workspace.login(True)
return workspace
def create_workspace() -> Workspace:
"""Create workspace using credentials stored in config file
:return: Workspace
:rtype: Workspace
"""
config = get_config()
workspace = Workspace(
subscription_id=config["azure.quantum"]["subscription_id"],
resource_group=config["azure.quantum"]["resource_group"],
name=config["azure.quantum"]["workspace_name"],
storage="")
# try to login - this should trigger the device flow
workspace.login(False)
return workspace
def create_workspace() -> Workspace:
"""Create workspace using credentials stored in config file
:return: Workspace
:rtype: Workspace
"""
client_id = os.environ.get("AZURE_CLIENT_ID", "")
client_secret = os.environ.get("AZURE_CLIENT_SECRET", "")
tenant_id = os.environ.get("AZURE_TENANT_ID", "")
resource_group = os.environ.get("RESOURCE_GROUP", "")
subscription_id = os.environ.get("SUBSCRIPTION_ID", "")
workspace_name = os.environ.get("WORKSPACE_NAME", "")
assert len(
client_id) > 0, "AZURE_CLIENT_ID not found in environment variables."
assert len(client_secret
) > 0, "AZURE_CLIENT_SECRET not found in environment variables."
assert len(
tenant_id) > 0, "AZURE_TENANT_ID not found in environment variables."
assert len(resource_group
) > 0, "RESOURCE_GROUP not found in environment variables."
assert len(subscription_id
) > 0, "SUBSCRIPTION_ID not found in environment variables."
assert len(workspace_name
) > 0, "WORKSPACE_NAME not found in environment variables."
if len(client_secret) > 0:
workspace = Workspace(
subscription_id=subscription_id,
resource_group=resource_group,
name=workspace_name,
)
workspace.credentials = ServicePrincipalCredentials(
tenant=tenant_id,
client_id=client_id,
secret=client_secret,
resource="https://quantum.microsoft.com")
workspace.login()
return workspace
def SPLogin():
quantumWorkspace = {}
try:
quantumWorkspace = Workspace(
subscription_id=os.environ.get(
'subscriptionId'), # Add your subscription_id
resource_group=os.environ.get(
'resourceGroup'), # Add your resource_group
name=os.environ.get(
'quantumWorkspaceName'), # Add your workspace name
location=os.environ.get(
'quantumLocation'
) # Add the workspace location, for example, westus
)
if (os.environ.get('loginMethod') == 'servicePrincipal'):
quantumWorkspace.credentials = ServicePrincipalCredentials(
tenant=os.environ.get(
'directoryId'
), # From service principal creation, your Directory (tenant) ID
client_id=os.environ.get(
'appId'
), # From service principal creation, your Application (client) ID
secret=os.environ.get(
'appsecret'
), # From service principal creation, your secret
resource=
"https://quantum.microsoft.com" # Do not change! This is the resource you want to authenticate against - the Azure Quantum service
)
else:
quantumWorkspace.login(
) #If you do not want to use service prinipal login you can use the interactive browser login
except:
KeyError('Failed to login with service principal')
quantumWorkspace.login()
return quantumWorkspace
def create_workspace() -> Workspace:
"""Create workspace using credentials stored in config file
:return: Workspace
:rtype: Workspace
"""
config = get_config()
if config:
workspace = Workspace(
subscription_id=config["azure.quantum"]["subscription_id"],
resource_group=config["azure.quantum"]["resource_group"],
name=config["azure.quantum"]["workspace_name"],
)
# try to login - this should trigger the device flow
workspace.login(False)
else:
workspace = create_workspace_mock_login(
subscription_id=RecordingUpdater.dummy_uid,
resource_group=RecordingUpdater.dummy_rg,
name=RecordingUpdater.dummy_ws,
)
return workspace
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# Instantiate Workspace object which allows you to connect to the Workspace you've previously deployed in Azure.
# Be sure to fill in the settings below which can be retrieved by running 'az quantum workspace show' in the terminal.
from azure.quantum import Workspace
# Copy the settings for your workspace below
workspace = Workspace(
subscription_id="", # Add your subscription_id
resource_group="", # Add your resource_group
name="", # Add your workspace name
location="" # Add your workspace location (for example, "westus")
)
workspace.login()
# Take an array of container weights and return a Problem object that represents the cost function
from typing import List
from azure.quantum.optimization import Problem, ProblemType, Term
def create_problem_for_container_weights(
container_weights: List[int]) -> Problem:
terms: List[Term] = []
# Expand the squared summation
for i in range(len(container_weights)):
for j in range(len(container_weights)):
if i == j:
# Skip the terms where i == j as they form constant terms in an Ising problem and can be disregarded: