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import functools
from devtools_testutils import AzureRecordedTestCase, EnvironmentVariableLoader, recorded_by_proxy
from azure.core.credentials import AzureKeyCredential
from azure.ai.textanalytics import TextAnalysisClient
from azure.ai.textanalytics.models import (
MultiLanguageTextInput,
MultiLanguageInput,
AbstractiveSummarizationOperationAction,
TextActions,
AbstractiveSummarizationOperationResult,
AbstractiveSummaryActionResult,
AbstractiveSummary,
SummaryContext,
)
TextAnalysisPreparer = functools.partial(
EnvironmentVariableLoader,
"text_analysis",
text_analysis_endpoint="https://Sanitized.cognitiveservices.azure.com/",
text_analysis_key="fake_key",
)
class TestTextAnalysis(AzureRecordedTestCase):
def create_client(self, endpoint: str, key: str) -> TextAnalysisClient:
return TextAnalysisClient(endpoint, AzureKeyCredential(key))
class TestTextAnalysisCase(TestTextAnalysis):
@TextAnalysisPreparer()
@recorded_by_proxy
def test_analyze_text_abstractive_summarization_lro_task(self, text_analysis_endpoint, text_analysis_key):
client = self.create_client(text_analysis_endpoint, text_analysis_key)
text_a = (
"Windows 365 was in the works before COVID-19 sent companies around the world on a scramble to secure "
"solutions to support employees suddenly forced to work from home, but “what really put the "
"firecracker behind it was the pandemic, it accelerated everything,” McKelvey said. She explained "
"that customers were asking, “How do we create an experience for people that makes them still feel "
"connected to the company without the physical presence of being there?” In this new world of "
"Windows 365, remote workers flip the lid on their laptop, boot up the family workstation or clip a "
"keyboard onto a tablet, launch a native app or modern web browser and login to their Windows 365 "
"account. From there, their Cloud PC appears with their background, apps, settings and content just "
"as they left it when they last were last there – in the office, at home or a coffee shop. And "
"then, when you’re done, you’re done. You won’t have any issues around security because you’re not "
"saving anything on your device,” McKelvey said, noting that all the data is stored in the cloud. "
"The ability to login to a Cloud PC from anywhere on any device is part of Microsoft’s larger "
"strategy around tailoring products such as Microsoft Teams and Microsoft 365 for the post-pandemic "
"hybrid workforce of the future, she added. It enables employees accustomed to working from home to "
"continue working from home; it enables companies to hire interns from halfway around the world; it "
"allows startups to scale without requiring IT expertise. “I think this will be interesting for "
"those organizations who, for whatever reason, have shied away from virtualization. This is giving "
"them an opportunity to try it in a way that their regular, everyday endpoint admin could manage,” "
"McKelvey said. The simplicity of Windows 365 won over Dean Wells, the corporate chief information "
"officer for the Government of Nunavut. His team previously attempted to deploy a traditional "
"virtual desktop infrastructure and found it inefficient and unsustainable given the limitations of "
"low-bandwidth satellite internet and the constant need for IT staff to manage the network and "
"infrastructure. We didn’t run it for very long,” he said. “It didn’t turn out the way we had "
"hoped. So, we actually had terminated the project and rolled back out to just regular PCs.” He "
"re-evaluated this decision after the Government of Nunavut was hit by a ransomware attack in "
"November 2019 that took down everything from the phone system to the government’s servers. "
"Microsoft helped rebuild the system, moving the government to Teams, SharePoint, OneDrive and "
"Microsoft 365. Manchester’s team recruited the Government of Nunavut to pilot Windows 365. Wells "
"was intrigued, especially by the ability to manage the elastic workforce securely and seamlessly. "
"“The impact that I believe we are finding, and the impact that we’re going to find going forward, "
"is being able to access specialists from outside the territory and organizations outside the "
"territory to come in and help us with our projects, being able to get people on staff with us to "
"help us deliver the day-to-day expertise that we need to run the government,” he said. “Being able "
"to improve healthcare, being able to improve education, economic development is going to improve "
"the quality of life in the communities.”"
)
text_input = MultiLanguageTextInput(
multi_language_inputs=[MultiLanguageInput(id="A", text=text_a, language="en")]
)
poller = client.begin_analyze_text_job(
text_input=text_input,
actions=[
AbstractiveSummarizationOperationAction(
name="AbsractiveSummarizationOperationActionSample",
)
],
)
assert poller is not None
paged_actions = poller.result()
details = poller.details
assert "operation_id" in details
assert details.get("status") is not None
assert paged_actions is not None
found_abstractive = False
for actions_page in paged_actions:
# Page container holding job results
assert isinstance(actions_page, TextActions)
assert actions_page.items_property is not None # wire: "items"
for op_result in actions_page.items_property:
if isinstance(op_result, AbstractiveSummarizationOperationResult):
found_abstractive = True
result = op_result.results
assert result is not None
assert result.documents is not None
for doc in result.documents:
assert isinstance(doc, AbstractiveSummaryActionResult)
assert doc.id is not None
assert doc.summaries is not None
for summary in doc.summaries:
assert isinstance(summary, AbstractiveSummary)
assert summary.text is not None
# contexts may be optional
if summary.contexts is not None:
for ctx in summary.contexts:
assert isinstance(ctx, SummaryContext)
assert ctx.offset is not None
assert ctx.length is not None
assert found_abstractive, "Expected an AbstractiveSummarizationOperationResult in TextActions.items_property"
|
