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# coding: utf-8
# Copyright 2018 IBM All Rights Reserved.
#
# 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.
"""
The IBM Watson Conversation service combines machine learning, natural language
understanding, and integrated dialog tools to create conversation flows between your apps
and your users.
"""
from __future__ import absolute_import
import json
from .watson_service import datetime_to_string, string_to_datetime
from .watson_service import WatsonService
##############################################################################
# Service
##############################################################################
class ConversationV1(WatsonService):
"""The Conversation V1 service."""
default_url = 'https://gateway.watsonplatform.net/conversation/api'
def __init__(self,
version,
url=default_url,
username=None,
password=None,
iam_api_key=None,
iam_access_token=None,
iam_url=None):
"""
Construct a new client for the Conversation service.
:param str version: The API version date to use with the service, in
"YYYY-MM-DD" format. Whenever the API is changed in a backwards
incompatible way, a new minor version of the API is released.
The service uses the API version for the date you specify, or
the most recent version before that date. Note that you should
not programmatically specify the current date at runtime, in
case the API has been updated since your application's release.
Instead, specify a version date that is compatible with your
application, and don't change it until your application is
ready for a later version.
:param str url: The base url to use when contacting the service (e.g.
"https://gateway.watsonplatform.net/conversation/api").
The base url may differ between Bluemix regions.
:param str username: The username used to authenticate with the service.
Username and password credentials are only required to run your
application locally or outside of Bluemix. When running on
Bluemix, the credentials will be automatically loaded from the
`VCAP_SERVICES` environment variable.
:param str password: The password used to authenticate with the service.
Username and password credentials are only required to run your
application locally or outside of Bluemix. When running on
Bluemix, the credentials will be automatically loaded from the
`VCAP_SERVICES` environment variable.
:param str iam_api_key: An API key that can be used to request IAM tokens. If
this API key is provided, the SDK will manage the token and handle the
refreshing.
:param str iam_access_token: An IAM access token is fully managed by the application.
Responsibility falls on the application to refresh the token, either before
it expires or reactively upon receiving a 401 from the service as any requests
made with an expired token will fail.
:param str iam_url: An optional URL for the IAM service API. Defaults to
'https://iam.ng.bluemix.net/identity/token'.
"""
WatsonService.__init__(
self,
vcap_services_name='conversation',
url=url,
username=username,
password=password,
iam_api_key=iam_api_key,
iam_access_token=iam_access_token,
iam_url=iam_url,
use_vcap_services=True)
self.version = version
#########################
# Message
#########################
def message(self,
workspace_id,
input=None,
alternate_intents=None,
context=None,
entities=None,
intents=None,
output=None,
nodes_visited_details=None,
**kwargs):
"""
Get response to user input.
Get a response to a user's input. There is no rate limit for this operation.
:param str workspace_id: Unique identifier of the workspace.
:param InputData input: An input object that includes the input text.
:param bool alternate_intents: Whether to return more than one intent. Set to `true` to return all matching intents.
:param Context context: State information for the conversation. Continue a conversation by including the context object from the previous response.
:param list[RuntimeEntity] entities: Entities to use when evaluating the message. Include entities from the previous response to continue using those entities rather than detecting entities in the new input.
:param list[RuntimeIntent] intents: Intents to use when evaluating the user input. Include intents from the previous response to continue using those intents rather than trying to recognize intents in the new input.
:param OutputData output: System output. Include the output from the previous response to maintain intermediate information over multiple requests.
:param bool nodes_visited_details: Whether to include additional diagnostic information about the dialog nodes that were visited during processing of the message.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `MessageResponse` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if input is not None:
input = self._convert_model(input, InputData)
if context is not None:
context = self._convert_model(context, Context)
if entities is not None:
entities = [
self._convert_model(x, RuntimeEntity) for x in entities
]
if intents is not None:
intents = [self._convert_model(x, RuntimeIntent) for x in intents]
if output is not None:
output = self._convert_model(output, OutputData)
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {
'version': self.version,
'nodes_visited_details': nodes_visited_details
}
data = {
'input': input,
'alternate_intents': alternate_intents,
'context': context,
'entities': entities,
'intents': intents,
'output': output
}
url = '/v1/workspaces/{0}/message'.format(
*self._encode_path_vars(workspace_id))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
#########################
# Workspaces
#########################
def create_workspace(self,
name=None,
description=None,
language=None,
intents=None,
entities=None,
dialog_nodes=None,
counterexamples=None,
metadata=None,
learning_opt_out=None,
**kwargs):
"""
Create workspace.
Create a workspace based on component objects. You must provide workspace
components defining the content of the new workspace. This operation is limited
to 30 requests per 30 minutes. For more information, see **Rate limiting**.
:param str name: The name of the workspace. This string cannot contain carriage return, newline, or tab characters, and it must be no longer than 64 characters.
:param str description: The description of the workspace. This string cannot contain carriage return, newline, or tab characters, and it must be no longer than 128 characters.
:param str language: The language of the workspace.
:param list[CreateIntent] intents: An array of objects defining the intents for the workspace.
:param list[CreateEntity] entities: An array of objects defining the entities for the workspace.
:param list[CreateDialogNode] dialog_nodes: An array of objects defining the nodes in the workspace dialog.
:param list[CreateCounterexample] counterexamples: An array of objects defining input examples that have been marked as irrelevant input.
:param object metadata: Any metadata related to the workspace.
:param bool learning_opt_out: Whether training data from the workspace can be used by IBM for general service improvements. `true` indicates that workspace training data is not to be used.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Workspace` response.
:rtype: dict
"""
if intents is not None:
intents = [self._convert_model(x, CreateIntent) for x in intents]
if entities is not None:
entities = [self._convert_model(x, CreateEntity) for x in entities]
if dialog_nodes is not None:
dialog_nodes = [
self._convert_model(x, CreateDialogNode) for x in dialog_nodes
]
if counterexamples is not None:
counterexamples = [
self._convert_model(x, CreateCounterexample)
for x in counterexamples
]
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
data = {
'name': name,
'description': description,
'language': language,
'intents': intents,
'entities': entities,
'dialog_nodes': dialog_nodes,
'counterexamples': counterexamples,
'metadata': metadata,
'learning_opt_out': learning_opt_out
}
url = '/v1/workspaces'
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
def delete_workspace(self, workspace_id, **kwargs):
"""
Delete workspace.
Delete a workspace from the service instance. This operation is limited to 30
requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param dict headers: A `dict` containing the request headers
:rtype: None
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
url = '/v1/workspaces/{0}'.format(
*self._encode_path_vars(workspace_id))
self.request(
method='DELETE',
url=url,
headers=headers,
params=params,
accept_json=True)
return None
def get_workspace(self,
workspace_id,
export=None,
include_audit=None,
**kwargs):
"""
Get information about a workspace.
Get information about a workspace, optionally including all workspace content.
With **export**=`false`, this operation is limited to 6000 requests per 5 minutes.
With **export**=`true`, the limit is 20 requests per 30 minutes. For more
information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param bool export: Whether to include all element content in the returned data. If **export**=`false`, the returned data includes only information about the element itself. If **export**=`true`, all content, including subelements, is included.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `WorkspaceExport` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {
'version': self.version,
'export': export,
'include_audit': include_audit
}
url = '/v1/workspaces/{0}'.format(
*self._encode_path_vars(workspace_id))
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def list_workspaces(self,
page_limit=None,
include_count=None,
sort=None,
cursor=None,
include_audit=None,
**kwargs):
"""
List workspaces.
List the workspaces associated with a Conversation service instance. This
operation is limited to 500 requests per 30 minutes. For more information, see
**Rate limiting**.
:param int page_limit: The number of records to return in each page of results.
:param bool include_count: Whether to include information about the number of records returned.
:param str sort: The attribute by which returned results will be sorted. To reverse the sort order, prefix the value with a minus sign (`-`). Supported values are `name`, `updated`, and `workspace_id`.
:param str cursor: A token identifying the page of results to retrieve.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `WorkspaceCollection` response.
:rtype: dict
"""
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {
'version': self.version,
'page_limit': page_limit,
'include_count': include_count,
'sort': sort,
'cursor': cursor,
'include_audit': include_audit
}
url = '/v1/workspaces'
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def update_workspace(self,
workspace_id,
name=None,
description=None,
language=None,
intents=None,
entities=None,
dialog_nodes=None,
counterexamples=None,
metadata=None,
learning_opt_out=None,
append=None,
**kwargs):
"""
Update workspace.
Update an existing workspace with new or modified data. You must provide component
objects defining the content of the updated workspace. This operation is
limited to 30 request per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str name: The name of the workspace. This string cannot contain carriage return, newline, or tab characters, and it must be no longer than 64 characters.
:param str description: The description of the workspace. This string cannot contain carriage return, newline, or tab characters, and it must be no longer than 128 characters.
:param str language: The language of the workspace.
:param list[CreateIntent] intents: An array of objects defining the intents for the workspace.
:param list[CreateEntity] entities: An array of objects defining the entities for the workspace.
:param list[CreateDialogNode] dialog_nodes: An array of objects defining the nodes in the workspace dialog.
:param list[CreateCounterexample] counterexamples: An array of objects defining input examples that have been marked as irrelevant input.
:param object metadata: Any metadata related to the workspace.
:param bool learning_opt_out: Whether training data from the workspace can be used by IBM for general service improvements. `true` indicates that workspace training data is not to be used.
:param bool append: Whether the new data is to be appended to the existing data in the workspace. If **append**=`false`, elements included in the new data completely replace the corresponding existing elements, including all subelements. For example, if the new data includes **entities** and **append**=`false`, all existing entities in the workspace are discarded and replaced with the new entities. If **append**=`true`, existing elements are preserved, and the new elements are added. If any elements in the new data collide with existing elements, the update request fails.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Workspace` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intents is not None:
intents = [self._convert_model(x, CreateIntent) for x in intents]
if entities is not None:
entities = [self._convert_model(x, CreateEntity) for x in entities]
if dialog_nodes is not None:
dialog_nodes = [
self._convert_model(x, CreateDialogNode) for x in dialog_nodes
]
if counterexamples is not None:
counterexamples = [
self._convert_model(x, CreateCounterexample)
for x in counterexamples
]
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version, 'append': append}
data = {
'name': name,
'description': description,
'language': language,
'intents': intents,
'entities': entities,
'dialog_nodes': dialog_nodes,
'counterexamples': counterexamples,
'metadata': metadata,
'learning_opt_out': learning_opt_out
}
url = '/v1/workspaces/{0}'.format(
*self._encode_path_vars(workspace_id))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
#########################
# Intents
#########################
def create_intent(self,
workspace_id,
intent,
description=None,
examples=None,
**kwargs):
"""
Create intent.
Create a new intent. This operation is limited to 2000 requests per 30 minutes.
For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The name of the intent. This string must conform to the following restrictions: - It can contain only Unicode alphanumeric, underscore, hyphen, and dot characters. - It cannot begin with the reserved prefix `sys-`. - It must be no longer than 128 characters.
:param str description: The description of the intent. This string cannot contain carriage return, newline, or tab characters, and it must be no longer than 128 characters.
:param list[CreateExample] examples: An array of user input examples for the intent.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Intent` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
if examples is not None:
examples = [
self._convert_model(x, CreateExample) for x in examples
]
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
data = {
'intent': intent,
'description': description,
'examples': examples
}
url = '/v1/workspaces/{0}/intents'.format(
*self._encode_path_vars(workspace_id))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
def delete_intent(self, workspace_id, intent, **kwargs):
"""
Delete intent.
Delete an intent from a workspace. This operation is limited to 2000 requests
per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param dict headers: A `dict` containing the request headers
:rtype: None
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
url = '/v1/workspaces/{0}/intents/{1}'.format(*self._encode_path_vars(
workspace_id, intent))
self.request(
method='DELETE',
url=url,
headers=headers,
params=params,
accept_json=True)
return None
def get_intent(self,
workspace_id,
intent,
export=None,
include_audit=None,
**kwargs):
"""
Get intent.
Get information about an intent, optionally including all intent content. With
**export**=`false`, this operation is limited to 6000 requests per 5 minutes. With
**export**=`true`, the limit is 400 requests per 30 minutes. For more information,
see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param bool export: Whether to include all element content in the returned data. If **export**=`false`, the returned data includes only information about the element itself. If **export**=`true`, all content, including subelements, is included.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `IntentExport` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {
'version': self.version,
'export': export,
'include_audit': include_audit
}
url = '/v1/workspaces/{0}/intents/{1}'.format(*self._encode_path_vars(
workspace_id, intent))
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def list_intents(self,
workspace_id,
export=None,
page_limit=None,
include_count=None,
sort=None,
cursor=None,
include_audit=None,
**kwargs):
"""
List intents.
List the intents for a workspace. With **export**=`false`, this operation is
limited to 2000 requests per 30 minutes. With **export**=`true`, the limit is 400
requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param bool export: Whether to include all element content in the returned data. If **export**=`false`, the returned data includes only information about the element itself. If **export**=`true`, all content, including subelements, is included.
:param int page_limit: The number of records to return in each page of results.
:param bool include_count: Whether to include information about the number of records returned.
:param str sort: The attribute by which returned results will be sorted. To reverse the sort order, prefix the value with a minus sign (`-`). Supported values are `name`, `updated`, and `workspace_id`.
:param str cursor: A token identifying the page of results to retrieve.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `IntentCollection` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {
'version': self.version,
'export': export,
'page_limit': page_limit,
'include_count': include_count,
'sort': sort,
'cursor': cursor,
'include_audit': include_audit
}
url = '/v1/workspaces/{0}/intents'.format(
*self._encode_path_vars(workspace_id))
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def update_intent(self,
workspace_id,
intent,
new_intent=None,
new_description=None,
new_examples=None,
**kwargs):
"""
Update intent.
Update an existing intent with new or modified data. You must provide component
objects defining the content of the updated intent. This operation is limited
to 2000 requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param str new_intent: The name of the intent. This string must conform to the following restrictions: - It can contain only Unicode alphanumeric, underscore, hyphen, and dot characters. - It cannot begin with the reserved prefix `sys-`. - It must be no longer than 128 characters.
:param str new_description: The description of the intent.
:param list[CreateExample] new_examples: An array of user input examples for the intent.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Intent` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
if new_examples is not None:
new_examples = [
self._convert_model(x, CreateExample) for x in new_examples
]
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
data = {
'intent': new_intent,
'description': new_description,
'examples': new_examples
}
url = '/v1/workspaces/{0}/intents/{1}'.format(*self._encode_path_vars(
workspace_id, intent))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
#########################
# Examples
#########################
def create_example(self, workspace_id, intent, text, **kwargs):
"""
Create user input example.
Add a new user input example to an intent. This operation is limited to 1000
requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param str text: The text of a user input example. This string must conform to the following restrictions: - It cannot contain carriage return, newline, or tab characters. - It cannot consist of only whitespace characters. - It must be no longer than 1024 characters.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Example` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
data = {'text': text}
url = '/v1/workspaces/{0}/intents/{1}/examples'.format(
*self._encode_path_vars(workspace_id, intent))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
def delete_example(self, workspace_id, intent, text, **kwargs):
"""
Delete user input example.
Delete a user input example from an intent. This operation is limited to 1000
requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param str text: The text of the user input example.
:param dict headers: A `dict` containing the request headers
:rtype: None
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
url = '/v1/workspaces/{0}/intents/{1}/examples/{2}'.format(
*self._encode_path_vars(workspace_id, intent, text))
self.request(
method='DELETE',
url=url,
headers=headers,
params=params,
accept_json=True)
return None
def get_example(self,
workspace_id,
intent,
text,
include_audit=None,
**kwargs):
"""
Get user input example.
Get information about a user input example. This operation is limited to 6000
requests per 5 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param str text: The text of the user input example.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Example` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version, 'include_audit': include_audit}
url = '/v1/workspaces/{0}/intents/{1}/examples/{2}'.format(
*self._encode_path_vars(workspace_id, intent, text))
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def list_examples(self,
workspace_id,
intent,
page_limit=None,
include_count=None,
sort=None,
cursor=None,
include_audit=None,
**kwargs):
"""
List user input examples.
List the user input examples for an intent. This operation is limited to 2500
requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param int page_limit: The number of records to return in each page of results.
:param bool include_count: Whether to include information about the number of records returned.
:param str sort: The attribute by which returned results will be sorted. To reverse the sort order, prefix the value with a minus sign (`-`). Supported values are `name`, `updated`, and `workspace_id`.
:param str cursor: A token identifying the page of results to retrieve.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `ExampleCollection` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {
'version': self.version,
'page_limit': page_limit,
'include_count': include_count,
'sort': sort,
'cursor': cursor,
'include_audit': include_audit
}
url = '/v1/workspaces/{0}/intents/{1}/examples'.format(
*self._encode_path_vars(workspace_id, intent))
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def update_example(self,
workspace_id,
intent,
text,
new_text=None,
**kwargs):
"""
Update user input example.
Update the text of a user input example. This operation is limited to 1000
requests per 30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str intent: The intent name.
:param str text: The text of the user input example.
:param str new_text: The text of the user input example. This string must conform to the following restrictions: - It cannot contain carriage return, newline, or tab characters. - It cannot consist of only whitespace characters. - It must be no longer than 1024 characters.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Example` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if intent is None:
raise ValueError('intent must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
data = {'text': new_text}
url = '/v1/workspaces/{0}/intents/{1}/examples/{2}'.format(
*self._encode_path_vars(workspace_id, intent, text))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
#########################
# Counterexamples
#########################
def create_counterexample(self, workspace_id, text, **kwargs):
"""
Create counterexample.
Add a new counterexample to a workspace. Counterexamples are examples that have
been marked as irrelevant input. This operation is limited to 1000 requests per
30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str text: The text of a user input marked as irrelevant input. This string must conform to the following restrictions: - It cannot contain carriage return, newline, or tab characters - It cannot consist of only whitespace characters - It must be no longer than 1024 characters.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Counterexample` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
data = {'text': text}
url = '/v1/workspaces/{0}/counterexamples'.format(
*self._encode_path_vars(workspace_id))
response = self.request(
method='POST',
url=url,
headers=headers,
params=params,
json=data,
accept_json=True)
return response
def delete_counterexample(self, workspace_id, text, **kwargs):
"""
Delete counterexample.
Delete a counterexample from a workspace. Counterexamples are examples that have
been marked as irrelevant input. This operation is limited to 1000 requests per
30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str text: The text of a user input counterexample (for example, `What are you wearing?`).
:param dict headers: A `dict` containing the request headers
:rtype: None
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version}
url = '/v1/workspaces/{0}/counterexamples/{1}'.format(
*self._encode_path_vars(workspace_id, text))
self.request(
method='DELETE',
url=url,
headers=headers,
params=params,
accept_json=True)
return None
def get_counterexample(self,
workspace_id,
text,
include_audit=None,
**kwargs):
"""
Get counterexample.
Get information about a counterexample. Counterexamples are examples that have
been marked as irrelevant input. This operation is limited to 6000 requests per
5 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param str text: The text of a user input counterexample (for example, `What are you wearing?`).
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `Counterexample` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
if text is None:
raise ValueError('text must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))
params = {'version': self.version, 'include_audit': include_audit}
url = '/v1/workspaces/{0}/counterexamples/{1}'.format(
*self._encode_path_vars(workspace_id, text))
response = self.request(
method='GET',
url=url,
headers=headers,
params=params,
accept_json=True)
return response
def list_counterexamples(self,
workspace_id,
page_limit=None,
include_count=None,
sort=None,
cursor=None,
include_audit=None,
**kwargs):
"""
List counterexamples.
List the counterexamples for a workspace. Counterexamples are examples that have
been marked as irrelevant input. This operation is limited to 2500 requests per
30 minutes. For more information, see **Rate limiting**.
:param str workspace_id: Unique identifier of the workspace.
:param int page_limit: The number of records to return in each page of results.
:param bool include_count: Whether to include information about the number of records returned.
:param str sort: The attribute by which returned results will be sorted. To reverse the sort order, prefix the value with a minus sign (`-`). Supported values are `name`, `updated`, and `workspace_id`.
:param str cursor: A token identifying the page of results to retrieve.
:param bool include_audit: Whether to include the audit properties (`created` and `updated` timestamps) in the response.
:param dict headers: A `dict` containing the request headers
:return: A `dict` containing the `CounterexampleCollection` response.
:rtype: dict
"""
if workspace_id is None:
raise ValueError('workspace_id must be provided')
headers = {}
if 'headers' in kwargs:
headers.update(kwargs.get('headers'))