This repository has been archived by the owner on Dec 17, 2023. It is now read-only.
/
client.py
640 lines (551 loc) · 27.4 KB
/
client.py
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
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
# -*- coding: utf-8 -*-
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
from collections import OrderedDict
from distutils import util
import os
import re
from typing import Dict, Optional, Iterable, Iterator, Sequence, Tuple, Type, Union
import pkg_resources
from google.api_core import client_options as client_options_lib # type: ignore
from google.api_core import exceptions as core_exceptions # type: ignore
from google.api_core import gapic_v1 # type: ignore
from google.api_core import retry as retries # type: ignore
from google.auth import credentials as ga_credentials # type: ignore
from google.auth.transport import mtls # type: ignore
from google.auth.transport.grpc import SslCredentials # type: ignore
from google.auth.exceptions import MutualTLSChannelError # type: ignore
from google.oauth2 import service_account # type: ignore
from google.cloud.dialogflow_v2.types import audio_config
from google.cloud.dialogflow_v2.types import session
from google.cloud.dialogflow_v2.types import session as gcd_session
from google.rpc import status_pb2 # type: ignore
from .transports.base import SessionsTransport, DEFAULT_CLIENT_INFO
from .transports.grpc import SessionsGrpcTransport
from .transports.grpc_asyncio import SessionsGrpcAsyncIOTransport
class SessionsClientMeta(type):
"""Metaclass for the Sessions client.
This provides class-level methods for building and retrieving
support objects (e.g. transport) without polluting the client instance
objects.
"""
_transport_registry = OrderedDict() # type: Dict[str, Type[SessionsTransport]]
_transport_registry["grpc"] = SessionsGrpcTransport
_transport_registry["grpc_asyncio"] = SessionsGrpcAsyncIOTransport
def get_transport_class(cls, label: str = None,) -> Type[SessionsTransport]:
"""Returns an appropriate transport class.
Args:
label: The name of the desired transport. If none is
provided, then the first transport in the registry is used.
Returns:
The transport class to use.
"""
# If a specific transport is requested, return that one.
if label:
return cls._transport_registry[label]
# No transport is requested; return the default (that is, the first one
# in the dictionary).
return next(iter(cls._transport_registry.values()))
class SessionsClient(metaclass=SessionsClientMeta):
"""A service used for session interactions.
For more information, see the `API interactions
guide <https://cloud.google.com/dialogflow/docs/api-overview>`__.
"""
@staticmethod
def _get_default_mtls_endpoint(api_endpoint):
"""Converts api endpoint to mTLS endpoint.
Convert "*.sandbox.googleapis.com" and "*.googleapis.com" to
"*.mtls.sandbox.googleapis.com" and "*.mtls.googleapis.com" respectively.
Args:
api_endpoint (Optional[str]): the api endpoint to convert.
Returns:
str: converted mTLS api endpoint.
"""
if not api_endpoint:
return api_endpoint
mtls_endpoint_re = re.compile(
r"(?P<name>[^.]+)(?P<mtls>\.mtls)?(?P<sandbox>\.sandbox)?(?P<googledomain>\.googleapis\.com)?"
)
m = mtls_endpoint_re.match(api_endpoint)
name, mtls, sandbox, googledomain = m.groups()
if mtls or not googledomain:
return api_endpoint
if sandbox:
return api_endpoint.replace(
"sandbox.googleapis.com", "mtls.sandbox.googleapis.com"
)
return api_endpoint.replace(".googleapis.com", ".mtls.googleapis.com")
DEFAULT_ENDPOINT = "dialogflow.googleapis.com"
DEFAULT_MTLS_ENDPOINT = _get_default_mtls_endpoint.__func__( # type: ignore
DEFAULT_ENDPOINT
)
@classmethod
def from_service_account_info(cls, info: dict, *args, **kwargs):
"""Creates an instance of this client using the provided credentials
info.
Args:
info (dict): The service account private key info.
args: Additional arguments to pass to the constructor.
kwargs: Additional arguments to pass to the constructor.
Returns:
SessionsClient: The constructed client.
"""
credentials = service_account.Credentials.from_service_account_info(info)
kwargs["credentials"] = credentials
return cls(*args, **kwargs)
@classmethod
def from_service_account_file(cls, filename: str, *args, **kwargs):
"""Creates an instance of this client using the provided credentials
file.
Args:
filename (str): The path to the service account private key json
file.
args: Additional arguments to pass to the constructor.
kwargs: Additional arguments to pass to the constructor.
Returns:
SessionsClient: The constructed client.
"""
credentials = service_account.Credentials.from_service_account_file(filename)
kwargs["credentials"] = credentials
return cls(*args, **kwargs)
from_service_account_json = from_service_account_file
@property
def transport(self) -> SessionsTransport:
"""Returns the transport used by the client instance.
Returns:
SessionsTransport: The transport used by the client
instance.
"""
return self._transport
@staticmethod
def context_path(project: str, session: str, context: str,) -> str:
"""Returns a fully-qualified context string."""
return "projects/{project}/agent/sessions/{session}/contexts/{context}".format(
project=project, session=session, context=context,
)
@staticmethod
def parse_context_path(path: str) -> Dict[str, str]:
"""Parses a context path into its component segments."""
m = re.match(
r"^projects/(?P<project>.+?)/agent/sessions/(?P<session>.+?)/contexts/(?P<context>.+?)$",
path,
)
return m.groupdict() if m else {}
@staticmethod
def intent_path(project: str, intent: str,) -> str:
"""Returns a fully-qualified intent string."""
return "projects/{project}/agent/intents/{intent}".format(
project=project, intent=intent,
)
@staticmethod
def parse_intent_path(path: str) -> Dict[str, str]:
"""Parses a intent path into its component segments."""
m = re.match(r"^projects/(?P<project>.+?)/agent/intents/(?P<intent>.+?)$", path)
return m.groupdict() if m else {}
@staticmethod
def session_path(project: str, session: str,) -> str:
"""Returns a fully-qualified session string."""
return "projects/{project}/agent/sessions/{session}".format(
project=project, session=session,
)
@staticmethod
def parse_session_path(path: str) -> Dict[str, str]:
"""Parses a session path into its component segments."""
m = re.match(
r"^projects/(?P<project>.+?)/agent/sessions/(?P<session>.+?)$", path
)
return m.groupdict() if m else {}
@staticmethod
def session_entity_type_path(project: str, session: str, entity_type: str,) -> str:
"""Returns a fully-qualified session_entity_type string."""
return "projects/{project}/agent/sessions/{session}/entityTypes/{entity_type}".format(
project=project, session=session, entity_type=entity_type,
)
@staticmethod
def parse_session_entity_type_path(path: str) -> Dict[str, str]:
"""Parses a session_entity_type path into its component segments."""
m = re.match(
r"^projects/(?P<project>.+?)/agent/sessions/(?P<session>.+?)/entityTypes/(?P<entity_type>.+?)$",
path,
)
return m.groupdict() if m else {}
@staticmethod
def common_billing_account_path(billing_account: str,) -> str:
"""Returns a fully-qualified billing_account string."""
return "billingAccounts/{billing_account}".format(
billing_account=billing_account,
)
@staticmethod
def parse_common_billing_account_path(path: str) -> Dict[str, str]:
"""Parse a billing_account path into its component segments."""
m = re.match(r"^billingAccounts/(?P<billing_account>.+?)$", path)
return m.groupdict() if m else {}
@staticmethod
def common_folder_path(folder: str,) -> str:
"""Returns a fully-qualified folder string."""
return "folders/{folder}".format(folder=folder,)
@staticmethod
def parse_common_folder_path(path: str) -> Dict[str, str]:
"""Parse a folder path into its component segments."""
m = re.match(r"^folders/(?P<folder>.+?)$", path)
return m.groupdict() if m else {}
@staticmethod
def common_organization_path(organization: str,) -> str:
"""Returns a fully-qualified organization string."""
return "organizations/{organization}".format(organization=organization,)
@staticmethod
def parse_common_organization_path(path: str) -> Dict[str, str]:
"""Parse a organization path into its component segments."""
m = re.match(r"^organizations/(?P<organization>.+?)$", path)
return m.groupdict() if m else {}
@staticmethod
def common_project_path(project: str,) -> str:
"""Returns a fully-qualified project string."""
return "projects/{project}".format(project=project,)
@staticmethod
def parse_common_project_path(path: str) -> Dict[str, str]:
"""Parse a project path into its component segments."""
m = re.match(r"^projects/(?P<project>.+?)$", path)
return m.groupdict() if m else {}
@staticmethod
def common_location_path(project: str, location: str,) -> str:
"""Returns a fully-qualified location string."""
return "projects/{project}/locations/{location}".format(
project=project, location=location,
)
@staticmethod
def parse_common_location_path(path: str) -> Dict[str, str]:
"""Parse a location path into its component segments."""
m = re.match(r"^projects/(?P<project>.+?)/locations/(?P<location>.+?)$", path)
return m.groupdict() if m else {}
def __init__(
self,
*,
credentials: Optional[ga_credentials.Credentials] = None,
transport: Union[str, SessionsTransport, None] = None,
client_options: Optional[client_options_lib.ClientOptions] = None,
client_info: gapic_v1.client_info.ClientInfo = DEFAULT_CLIENT_INFO,
) -> None:
"""Instantiates the sessions client.
Args:
credentials (Optional[google.auth.credentials.Credentials]): The
authorization credentials to attach to requests. These
credentials identify the application to the service; if none
are specified, the client will attempt to ascertain the
credentials from the environment.
transport (Union[str, SessionsTransport]): The
transport to use. If set to None, a transport is chosen
automatically.
client_options (google.api_core.client_options.ClientOptions): Custom options for the
client. It won't take effect if a ``transport`` instance is provided.
(1) The ``api_endpoint`` property can be used to override the
default endpoint provided by the client. GOOGLE_API_USE_MTLS_ENDPOINT
environment variable can also be used to override the endpoint:
"always" (always use the default mTLS endpoint), "never" (always
use the default regular endpoint) and "auto" (auto switch to the
default mTLS endpoint if client certificate is present, this is
the default value). However, the ``api_endpoint`` property takes
precedence if provided.
(2) If GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable
is "true", then the ``client_cert_source`` property can be used
to provide client certificate for mutual TLS transport. If
not provided, the default SSL client certificate will be used if
present. If GOOGLE_API_USE_CLIENT_CERTIFICATE is "false" or not
set, no client certificate will be used.
client_info (google.api_core.gapic_v1.client_info.ClientInfo):
The client info used to send a user-agent string along with
API requests. If ``None``, then default info will be used.
Generally, you only need to set this if you're developing
your own client library.
Raises:
google.auth.exceptions.MutualTLSChannelError: If mutual TLS transport
creation failed for any reason.
"""
if isinstance(client_options, dict):
client_options = client_options_lib.from_dict(client_options)
if client_options is None:
client_options = client_options_lib.ClientOptions()
# Create SSL credentials for mutual TLS if needed.
use_client_cert = bool(
util.strtobool(os.getenv("GOOGLE_API_USE_CLIENT_CERTIFICATE", "false"))
)
client_cert_source_func = None
is_mtls = False
if use_client_cert:
if client_options.client_cert_source:
is_mtls = True
client_cert_source_func = client_options.client_cert_source
else:
is_mtls = mtls.has_default_client_cert_source()
if is_mtls:
client_cert_source_func = mtls.default_client_cert_source()
else:
client_cert_source_func = None
# Figure out which api endpoint to use.
if client_options.api_endpoint is not None:
api_endpoint = client_options.api_endpoint
else:
use_mtls_env = os.getenv("GOOGLE_API_USE_MTLS_ENDPOINT", "auto")
if use_mtls_env == "never":
api_endpoint = self.DEFAULT_ENDPOINT
elif use_mtls_env == "always":
api_endpoint = self.DEFAULT_MTLS_ENDPOINT
elif use_mtls_env == "auto":
if is_mtls:
api_endpoint = self.DEFAULT_MTLS_ENDPOINT
else:
api_endpoint = self.DEFAULT_ENDPOINT
else:
raise MutualTLSChannelError(
"Unsupported GOOGLE_API_USE_MTLS_ENDPOINT value. Accepted "
"values: never, auto, always"
)
# Save or instantiate the transport.
# Ordinarily, we provide the transport, but allowing a custom transport
# instance provides an extensibility point for unusual situations.
if isinstance(transport, SessionsTransport):
# transport is a SessionsTransport instance.
if credentials or client_options.credentials_file:
raise ValueError(
"When providing a transport instance, "
"provide its credentials directly."
)
if client_options.scopes:
raise ValueError(
"When providing a transport instance, provide its scopes "
"directly."
)
self._transport = transport
else:
Transport = type(self).get_transport_class(transport)
self._transport = Transport(
credentials=credentials,
credentials_file=client_options.credentials_file,
host=api_endpoint,
scopes=client_options.scopes,
client_cert_source_for_mtls=client_cert_source_func,
quota_project_id=client_options.quota_project_id,
client_info=client_info,
always_use_jwt_access=True,
)
def detect_intent(
self,
request: Union[gcd_session.DetectIntentRequest, dict] = None,
*,
session: str = None,
query_input: gcd_session.QueryInput = None,
retry: retries.Retry = gapic_v1.method.DEFAULT,
timeout: float = None,
metadata: Sequence[Tuple[str, str]] = (),
) -> gcd_session.DetectIntentResponse:
r"""Processes a natural language query and returns structured,
actionable data as a result. This method is not idempotent,
because it may cause contexts and session entity types to be
updated, which in turn might affect results of future queries.
If you might use `Agent
Assist <https://cloud.google.com/dialogflow/docs/#aa>`__ or
other CCAI products now or in the future, consider using
[AnalyzeContent][google.cloud.dialogflow.v2.Participants.AnalyzeContent]
instead of ``DetectIntent``. ``AnalyzeContent`` has additional
functionality for Agent Assist and other CCAI products.
Note: Always use agent versions for production traffic. See
`Versions and
environments <https://cloud.google.com/dialogflow/es/docs/agents-versions>`__.
Args:
request (Union[google.cloud.dialogflow_v2.types.DetectIntentRequest, dict]):
The request object. The request to detect user's intent.
session (str):
Required. The name of the session this query is sent to.
Format:
``projects/<Project ID>/agent/sessions/<Session ID>``,
or
``projects/<Project ID>/agent/environments/<Environment ID>/users/<User ID>/sessions/<Session ID>``.
If ``Environment ID`` is not specified, we assume
default 'draft' environment (``Environment ID`` might be
referred to as environment name at some places). If
``User ID`` is not specified, we are using "-". It's up
to the API caller to choose an appropriate
``Session ID`` and ``User Id``. They can be a random
number or some type of user and session identifiers
(preferably hashed). The length of the ``Session ID``
and ``User ID`` must not exceed 36 characters.
For more information, see the `API interactions
guide <https://cloud.google.com/dialogflow/docs/api-overview>`__.
Note: Always use agent versions for production traffic.
See `Versions and
environments <https://cloud.google.com/dialogflow/es/docs/agents-versions>`__.
This corresponds to the ``session`` field
on the ``request`` instance; if ``request`` is provided, this
should not be set.
query_input (google.cloud.dialogflow_v2.types.QueryInput):
Required. The input specification. It
can be set to:
1. an audio config
which instructs the speech
recognizer how to process the speech
audio,
2. a conversational query in the form
of text, or
3. an event that specifies which intent
to trigger.
This corresponds to the ``query_input`` field
on the ``request`` instance; if ``request`` is provided, this
should not be set.
retry (google.api_core.retry.Retry): Designation of what errors, if any,
should be retried.
timeout (float): The timeout for this request.
metadata (Sequence[Tuple[str, str]]): Strings which should be
sent along with the request as metadata.
Returns:
google.cloud.dialogflow_v2.types.DetectIntentResponse:
The message returned from the
DetectIntent method.
"""
# Create or coerce a protobuf request object.
# Sanity check: If we got a request object, we should *not* have
# gotten any keyword arguments that map to the request.
has_flattened_params = any([session, query_input])
if request is not None and has_flattened_params:
raise ValueError(
"If the `request` argument is set, then none of "
"the individual field arguments should be set."
)
# Minor optimization to avoid making a copy if the user passes
# in a gcd_session.DetectIntentRequest.
# There's no risk of modifying the input as we've already verified
# there are no flattened fields.
if not isinstance(request, gcd_session.DetectIntentRequest):
request = gcd_session.DetectIntentRequest(request)
# If we have keyword arguments corresponding to fields on the
# request, apply these.
if session is not None:
request.session = session
if query_input is not None:
request.query_input = query_input
# Wrap the RPC method; this adds retry and timeout information,
# and friendly error handling.
rpc = self._transport._wrapped_methods[self._transport.detect_intent]
# Certain fields should be provided within the metadata header;
# add these here.
metadata = tuple(metadata) + (
gapic_v1.routing_header.to_grpc_metadata((("session", request.session),)),
)
# Send the request.
response = rpc(request, retry=retry, timeout=timeout, metadata=metadata,)
# Done; return the response.
return response
def streaming_detect_intent(
self,
requests: Iterator[session.StreamingDetectIntentRequest] = None,
*,
retry: retries.Retry = gapic_v1.method.DEFAULT,
timeout: float = None,
metadata: Sequence[Tuple[str, str]] = (),
) -> Iterable[session.StreamingDetectIntentResponse]:
r"""Processes a natural language query in audio format in a
streaming fashion and returns structured, actionable data as a
result. This method is only available via the gRPC API (not
REST).
If you might use `Agent
Assist <https://cloud.google.com/dialogflow/docs/#aa>`__ or
other CCAI products now or in the future, consider using
[StreamingAnalyzeContent][google.cloud.dialogflow.v2.Participants.StreamingAnalyzeContent]
instead of ``StreamingDetectIntent``.
``StreamingAnalyzeContent`` has additional functionality for
Agent Assist and other CCAI products.
Note: Always use agent versions for production traffic. See
`Versions and
environments <https://cloud.google.com/dialogflow/es/docs/agents-versions>`__.
Args:
requests (Iterator[google.cloud.dialogflow_v2.types.StreamingDetectIntentRequest]):
The request object iterator. The top-level message sent by the
client to the
[Sessions.StreamingDetectIntent][google.cloud.dialogflow.v2.Sessions.StreamingDetectIntent]
method.
Multiple request messages should be sent in order:
1. The first message must contain
[session][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.session],
[query_input][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.query_input]
plus optionally
[query_params][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.query_params].
If the client wants to receive an audio response, it
should also contain
[output_audio_config][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.output_audio_config].
The message must not contain
[input_audio][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.input_audio].
2. If
[query_input][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.query_input]
was set to
[query_input.audio_config][google.cloud.dialogflow.v2.InputAudioConfig],
all subsequent messages must contain
[input_audio][google.cloud.dialogflow.v2.StreamingDetectIntentRequest.input_audio]
to continue with Speech recognition.
If you decide to rather detect an intent from text
input after you already started Speech recognition,
please send a message with
[query_input.text][google.cloud.dialogflow.v2.QueryInput.text].
However, note that:
* Dialogflow will bill you for the audio duration so
far. * Dialogflow discards all Speech recognition
results in favor of the input text.
* Dialogflow will use the language code from the
first message.
After you sent all input, you must half-close or abort
the request stream.
retry (google.api_core.retry.Retry): Designation of what errors, if any,
should be retried.
timeout (float): The timeout for this request.
metadata (Sequence[Tuple[str, str]]): Strings which should be
sent along with the request as metadata.
Returns:
Iterable[google.cloud.dialogflow_v2.types.StreamingDetectIntentResponse]:
The top-level message returned from the
StreamingDetectIntent method.
Multiple response messages can be returned in order:
1. If the input was set to streaming audio, the first
one or more messages contain recognition_result.
Each recognition_result represents a more complete
transcript of what the user said. The last
recognition_result has is_final set to true.
2. The next message contains response_id,
query_result and optionally webhook_status if a
WebHook was called.
"""
# Wrap the RPC method; this adds retry and timeout information,
# and friendly error handling.
rpc = self._transport._wrapped_methods[self._transport.streaming_detect_intent]
# Send the request.
response = rpc(requests, retry=retry, timeout=timeout, metadata=metadata,)
# Done; return the response.
return response
def __enter__(self):
return self
def __exit__(self, type, value, traceback):
"""Releases underlying transport's resources.
.. warning::
ONLY use as a context manager if the transport is NOT shared
with other clients! Exiting the with block will CLOSE the transport
and may cause errors in other clients!
"""
self.transport.close()
try:
DEFAULT_CLIENT_INFO = gapic_v1.client_info.ClientInfo(
gapic_version=pkg_resources.get_distribution(
"google-cloud-dialogflow",
).version,
)
except pkg_resources.DistributionNotFound:
DEFAULT_CLIENT_INFO = gapic_v1.client_info.ClientInfo()
__all__ = ("SessionsClient",)