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|
# coding=utf-8
# ------------------------------------
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# ------------------------------------
import pytest
from azure.ai.language.conversations import ConversationAnalysisClient
from azure.core.credentials import AzureKeyCredential
from devtools_testutils import AzureRecordedTestCase
class TestConversationalSummarization(AzureRecordedTestCase):
def test_polling_interval(self, conversation_creds):
# test default
client = ConversationAnalysisClient(conversation_creds["endpoint"], AzureKeyCredential(conversation_creds["key"]))
assert client._config.polling_interval == 5
# test override
client = ConversationAnalysisClient(conversation_creds["endpoint"], AzureKeyCredential(conversation_creds["key"]), polling_interval=1)
assert client._config.polling_interval == 1
def test_conversational_summarization(self, recorded_test, conversation_creds):
# analyze query
client = ConversationAnalysisClient(
conversation_creds["endpoint"],
AzureKeyCredential(conversation_creds["key"])
)
with client:
poller = client.begin_conversation_analysis(
task={
"displayName": "Analyze conversations from xxx",
"analysisInput": {
"conversations": [
{
"conversationItems": [
{
"text": "Hello, how can I help you?",
"modality": "text",
"id": "1",
"role": "Agent",
"participantId": "Agent"
},
{
"text": "How to upgrade Office? I am getting error messages the whole day.",
"modality": "text",
"id": "2",
"role": "Customer",
"participantId": "Customer"
},
{
"text": "Press the upgrade button please. Then sign in and follow the instructions.",
"modality": "text",
"id": "3",
"role": "Agent",
"participantId": "Agent"
}
],
"modality": "text",
"id": "conversation1",
"language": "en"
},
]
},
"tasks": [
{
"taskName": "Issue task",
"kind": "ConversationalSummarizationTask",
"parameters": {
"summaryAspects": ["issue"]
}
},
{
"taskName": "Resolution task",
"kind": "ConversationalSummarizationTask",
"parameters": {
"summaryAspects": ["resolution"]
}
},
]
}
)
# assert - main object
result = poller.result()
assert not result is None
assert result["status"] == "succeeded"
# assert - task result
task_result = result["tasks"]["items"][0]
assert task_result["status"] == "succeeded"
assert task_result["kind"] == "conversationalSummarizationResults"
# assert - conv result
conversation_result = task_result["results"]["conversations"][0]
summaries = conversation_result["summaries"]
assert summaries
for summary in summaries:
assert summary["aspect"] in ["issue", "resolution"]
assert summary["text"]
def test_conv_summ_chapter_narrative(self, recorded_test, conversation_creds):
# analyze query
client = ConversationAnalysisClient(
conversation_creds["endpoint"],
AzureKeyCredential(conversation_creds["key"])
)
with client:
poller = client.begin_conversation_analysis(
task={
"displayName": "Conversation Summarization Example",
"analysisInput": {
"conversations": [
{
"id": "1",
"language": "en",
"modality": "transcript",
"conversationItems": [
{
"participantId": "speaker 1",
"id": "1",
"text": "Let's get started.",
"lexical": "",
"itn": "",
"maskedItn": "",
"conversationItemLevelTiming": {
"offset": 0,
"duration": 20000000
}
},
{
"participantId": "speaker 2",
"id": "2",
"text": "OK. How many remaining bugs do we have now?",
"lexical": "",
"itn": "",
"maskedItn": "",
"conversationItemLevelTiming": {
"offset": 20000000,
"duration": 50000000
}
},
{
"participantId": "speaker 3",
"id": "3",
"text": "Only 3.",
"lexical": "",
"itn": "",
"maskedItn": "",
"conversationItemLevelTiming": {
"offset": 50000000,
"duration": 60000000
}
}
]
}
]
},
"tasks": [
{
"taskName": "Conversation Summarization Task 1",
"kind": "ConversationalSummarizationTask",
"parameters": {
"summaryAspects": [
"chapterTitle",
"narrative"
]
}
}
]
}
)
# assert - main object
result = poller.result()
assert result is not None
assert result["status"] == "succeeded"
# assert - task result
task_result = result["tasks"]["items"][0]
assert task_result["status"] == "succeeded"
assert task_result["kind"] == "conversationalSummarizationResults"
# assert - conv result
conversation_result = task_result["results"]["conversations"][0]
summaries = conversation_result["summaries"]
assert summaries
for summary in summaries:
assert summary["aspect"] in ["chapterTitle", "narrative"]
assert summary["text"]
assert summary["contexts"]
|
