1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
|
# coding=utf-8
# ------------------------------------
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# ------------------------------------
import pytest
from azure.ai.language.conversations.aio import ConversationAnalysisClient
from azure.core.credentials import AzureKeyCredential
from devtools_testutils import AzureRecordedTestCase
class TestConversationalSummarizationAsync(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
@pytest.mark.asyncio
async def test_conversational_summarization(self, recorded_test, conversation_creds):
# analyze query
client = ConversationAnalysisClient(
conversation_creds["endpoint"],
AzureKeyCredential(conversation_creds["key"])
)
async with client:
poller = await 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 = await 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"]
@pytest.mark.asyncio
async def test_conv_summ_chapter_narrative(self, recorded_test, conversation_creds):
# analyze query
client = ConversationAnalysisClient(
conversation_creds["endpoint"],
AzureKeyCredential(conversation_creds["key"])
)
async with client:
poller = await 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 = await 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"]
|
