Client library to use the IBM Watson Services
Project description
Python client library to quickly get started with the various Watson APIs services.
Table of Contents
ANNOUNCEMENTS!
Personality Insights deprecation
IBM Watson™ Personality Insights is discontinued. For a period of one year from 1 December 2020, you will still be able to use Watson Personality Insights. However, as of 1 December 2021, the offering will no longer be available.
As an alternative, we encourage you to consider migrating to IBM Watson™ Natural Language Understanding, a service on IBM Cloud® that uses deep learning to extract data and insights from text such as keywords, categories, sentiment, emotion, and syntax to provide insights for your business or industry. For more information, see About Natural Language Understanding.
Visual Recognition deprecation
IBM Watson™ Visual Recognition is discontinued. Existing instances are supported until 1 December 2021, but as of 7 January 2021, you can’t create instances. Any instance that is provisioned on 1 December 2021 will be deleted.
Before you begin
You need an IBM Cloud account. We now only support python 3.5 and above
Installation
To install, use pip or easy_install:
pip install --upgrade ibm-watsonor
easy_install --upgrade ibm-watsonNote the following: a) Versions prior to 3.0.0 can be installed using:
pip install --upgrade watson-developer-cloudIf you run into permission issues try:
sudo -H pip install --ignore-installed six ibm-watsonFor more details see #225
In case you run into problems installing the SDK in DSX, try
!pip install --upgrade pip
Restarting the kernel
For more details see #405
Examples
The examples folder has basic and advanced examples. The examples within each service assume that you already have service credentials.
Discovery v2 only on CP4D
Discovery v2 is only available on Cloud Pak for Data.
Running in IBM Cloud
If you run your app in IBM Cloud, the SDK gets credentials from the `VCAP_SERVICES <https://cloud.ibm.com/docs/watson?topic=watson-vcapServices>`__ environment variable.
Authentication
Watson services are migrating to token-based Identity and Access Management (IAM) authentication.
With some service instances, you authenticate to the API by using `IAM <#iam>`__.
In other instances, you authenticate by providing the `username and password <#username-and-password>`__ for the service instance.
Getting credentials
To find out which authentication to use, view the service credentials. You find the service credentials for authentication the same way for all Watson services:
Go to the IBM Cloud Dashboard page.
Either click an existing Watson service instance in your resource list or click **Create resource > AI** and create a service instance.
Click on the Manage item in the left nav bar of your service instance.
On this page, you should be able to see your credentials for accessing your service instance.
Supplying credentials
There are three ways to supply the credentials you found above to the SDK for authentication.
Credential file
With a credential file, you just need to put the file in the right place and the SDK will do the work of parsing and authenticating. You can get this file by clicking the Download button for the credentials in the Manage tab of your service instance.
The file downloaded will be called ibm-credentials.env. This is the name the SDK will search for and must be preserved unless you want to configure the file path (more on that later). The SDK will look for your ibm-credentials.env file in the following places (in order):
The top-level directory of the project you’re using the SDK in
Your system’s home directory
As long as you set that up correctly, you don’t have to worry about setting any authentication options in your code. So, for example, if you created and downloaded the credential file for your Discovery instance, you just need to do the following:
discovery = DiscoveryV1(version='2019-04-30')And that’s it!
If you’re using more than one service at a time in your code and get two different ibm-credentials.env files, just put the contents together in one ibm-credentials.env file and the SDK will handle assigning credentials to their appropriate services.
If you would like to configure the location/name of your credential file, you can set an environment variable called IBM_CREDENTIALS_FILE. This will take precedence over the locations specified above. Here’s how you can do that:
export IBM_CREDENTIALS_FILE="<path>"where <path> is something like /home/user/Downloads/<file_name>.env.
Environment Variables
Simply set the environment variables using _ syntax. For example, using your favourite terminal, you can set environment variables for Assistant service instance:
export ASSISTANT_APIKEY="<your apikey>"
export ASSISTANT_AUTH_TYPE="iam"The credentials will be loaded from the environment automatically
assistant = AssistantV1(version='2018-08-01')Manually
If you’d prefer to set authentication values manually in your code, the SDK supports that as well. The way you’ll do this depends on what type of credentials your service instance gives you.
IAM
IBM Cloud has migrated to token-based Identity and Access Management (IAM) authentication. IAM authentication uses a service API key to get an access token that is passed with the call. Access tokens are valid for approximately one hour and must be regenerated.
You supply either an IAM service API key or a bearer token:
Use the API key to have the SDK manage the lifecycle of the access token. The SDK requests an access token, ensures that the access token is valid, and refreshes it if necessary.
Use the access token if you want to manage the lifecycle yourself. For details, see Authenticating with IAM tokens.
Use a server-side to generate access tokens using your IAM API key for untrusted environments like client-side scripts. The generated access tokens will be valid for one hour and can be refreshed.
Supplying the API key
from ibm_watson import DiscoveryV1
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
# In the constructor, letting the SDK manage the token
authenticator = IAMAuthenticator('apikey',
url='<iam_url>') # optional - the default value is https://iam.cloud.ibm.com/identity/token
discovery = DiscoveryV1(version='2019-04-30',
authenticator=authenticator)
discovery.set_service_url('<url_as_per_region>')Generating bearer tokens using API key
from ibm_watson import IAMTokenManager
# In your API endpoint use this to generate new bearer tokens
iam_token_manager = IAMTokenManager(apikey='<apikey>')
token = iam_token_manager.get_token()Supplying the bearer token
from ibm_watson import DiscoveryV1
from ibm_cloud_sdk_core.authenticators import BearerTokenAuthenticator
# in the constructor, assuming control of managing the token
authenticator = BearerTokenAuthenticator('your bearer token')
discovery = DiscoveryV1(version='2019-04-30',
authenticator=authenticator)
discovery.set_service_url('<url_as_per_region>')Username and password
from ibm_watson import DiscoveryV1
from ibm_cloud_sdk_core.authenticators import BasicAuthenticator
authenticator = BasicAuthenticator('username', 'password')
discovery = DiscoveryV1(version='2019-04-30', authenticator=authenticator)
discovery.set_service_url('<url_as_per_region>')No Authentication
from ibm_watson import DiscoveryV1
from ibm_cloud_sdk_core.authenticators import NoAuthAuthenticator
authenticator = NoAuthAuthenticator()
discovery = DiscoveryV1(version='2019-04-30', authenticator=authenticator)
discovery.set_service_url('<url_as_per_region>')Python version
Tested on Python 3.5, 3.6, and 3.7.
Questions
If you have issues with the APIs or have a question about the Watson services, see Stack Overflow.
Changes for v1.0
Version 1.0 focuses on the move to programmatically-generated code for many of the services. See the changelog for the details.
Changes for v2.0
DetailedResponse which contains the result, headers and HTTP status code is now the default response for all methods.
from ibm_watson import AssistantV1
assistant = AssistantV1(
username='xxx',
password='yyy',
url='<url_as_per_region>',
version='2018-07-10')
response = assistant.list_workspaces(headers={'Custom-Header': 'custom_value'})
print(response.get_result())
print(response.get_headers())
print(response.get_status_code())See the changelog for the details.
Changes for v3.0
The SDK is generated using OpenAPI Specification(OAS3). Changes are basic reordering of parameters in function calls.
The package is renamed to ibm_watson. See the changelog for the details.
Changes for v4.0
Authenticator variable indicates the type of authentication to be used.
from ibm_watson import AssistantV1
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV1(
version='2018-07-10',
authenticator=authenticator)
assistant.set_service_url('<url as per region>')For more information, follow the MIGRATION-V4
Migration
To move from v3.x to v4.0, refer to the MIGRATION-V4.
Configuring the http client (Supported from v1.1.0)
To set client configs like timeout use the set_http_config() function and pass it a dictionary of configs. For example for a Assistant service instance
from ibm_watson import AssistantV1
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV1(
version='2018-07-10',
authenticator=authenticator)
assistant.set_service_url('https://gateway.watsonplatform.net/assistant/api')
assistant.set_http_config({'timeout': 100})
response = assistant.message(workspace_id=workspace_id, input={
'text': 'What\'s the weather like?'}).get_result()
print(json.dumps(response, indent=2))Disable SSL certificate verification
For ICP(IBM Cloud Private), you can disable the SSL certificate verification by:
service.set_disable_ssl_verification(True)Or can set it from extrernal sources. For example set in the environment variable.
export <service name>_DISABLE_SSL=True
Setting the service url
To set the base service to be used when contacting the service
service.set_service_url('my_new_service_url')Or can set it from extrernal sources. For example set in the environment variable.
export <service name>_URL="<your url>"
Sending request headers
Custom headers can be passed in any request in the form of a dict as:
headers = {
'Custom-Header': 'custom_value'
}For example, to send a header called Custom-Header to a call in Watson Assistant, pass the headers parameter as:
from ibm_watson import AssistantV1
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV1(
version='2018-07-10',
authenticator=authenticator)
assistant.set_service_url('https://gateway.watsonplatform.net/assistant/api')
response = assistant.list_workspaces(headers={'Custom-Header': 'custom_value'}).get_result()Parsing HTTP response information
If you would like access to some HTTP response information along with the response model, you can set the set_detailed_response() to True. Since Python SDK v2.0, it is set to True
from ibm_watson import AssistantV1
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV1(
version='2018-07-10',
authenticator=authenticator)
assistant.set_service_url('https://gateway.watsonplatform.net/assistant/api')
assistant.set_detailed_response(True)
response = assistant.list_workspaces(headers={'Custom-Header': 'custom_value'}).get_result()
print(response)This would give an output of DetailedResponse having the structure:
{
'result': <response returned by service>,
'headers': { <http response headers> },
'status_code': <http status code>
}You can use the get_result(), get_headers() and get_status_code() to return the result, headers and status code respectively.
Getting the transaction ID
Every SDK call returns a response with a transaction ID in the X-Global-Transaction-Id header. Together the service instance region, this ID helps support teams troubleshoot issues from relevant logs.
Suceess
from ibm_watson import MyService
service = MyService(authenticator=my_authenticator)
response_headers = service.my_service_call().get_headers()
print(response_headers.get('X-Global-Transaction-Id'))Failure
from ibm_watson import MyService, ApiException
try:
service = MyService(authenticator=my_authenticators)
service.my_service_call()
except ApiException as e:
print(e.global_transaction_id)
# OR
print(e.http_response.headers.get('X-Global-Transaction-Id'))However, the transaction ID isn’t available when the API doesn’t return a response for some reason. In that case, you can set your own transaction ID in the request. For example, replace <my-unique-transaction-id> in the following example with a unique transaction ID.
from ibm_watson import MyService
service = MyService(authenticator=my_authenticator)
service.my_service_call(headers={'X-Global-Transaction-Id': '<my-unique-transaction-id>'})Using Websockets
The Text to Speech service supports synthesizing text to spoken audio using web sockets with the synthesize_using_websocket. The Speech to Text service supports recognizing speech to text using web sockets with the recognize_using_websocket. These methods need a custom callback class to listen to events. Below is an example of synthesize_using_websocket. Note: The service accepts one request per connection.
from ibm_watson.websocket import SynthesizeCallback
class MySynthesizeCallback(SynthesizeCallback):
def __init__(self):
SynthesizeCallback.__init__(self)
def on_audio_stream(self, audio_stream):
return audio_stream
def on_data(self, data):
return data
my_callback = MySynthesizeCallback()
service.synthesize_using_websocket('I like to pet dogs',
my_callback,
accept='audio/wav',
voice='en-US_AllisonVoice'
)Cloud Pak for Data
If your service instance is of CP4D, below are two ways of initializing the assistant service.
1) Supplying the username, password and authentication url
The SDK will manage the token for the user
from ibm_watson import AssistantV1
from ibm_cloud_sdk_core.authenticators import CloudPakForDataAuthenticator
authenticator = CloudPakForDataAuthenticator(
'<your username>',
'<your password>',
'<authentication url>', # should be of the form https://{icp_cluster_host}{instance-id}/api
disable_ssl_verification=True) # Disable ssl verification for authenticator
assistant = AssistantV1(
version='<version>',
authenticator=authenticator)
assistant.set_service_url('<service url>') # should be of the form https://{icp_cluster_host}/{deployment}/assistant/{instance-id}/api
assistant.set_disable_ssl_verification(True) # MAKE SURE SSL VERIFICATION IS DISABLED2) Supplying the access token
from ibm_watson import AssistantV1
from ibm_cloud_sdk_core.authenticators import BearerTokenAuthenticator
authenticator = BearerTokenAuthenticator('your managed access token')
assistant = AssistantV1(version='<version>',
authenticator=authenticator)
assistant.set_service_url('<service url>') # should be of the form https://{icp_cluster_host}/{deployment}/assistant/{instance-id}/api
assistant.set_disable_ssl_verification(True) # MAKE SURE SSL VERIFICATION IS DISABLEDLogging
Enable logging
import logging
logging.basicConfig(level=logging.DEBUG)This would show output of the form:
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): iam.cloud.ibm.com:443 DEBUG:urllib3.connectionpool:https://iam.cloud.ibm.com:443 "POST /identity/token HTTP/1.1" 200 1809 DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): gateway.watsonplatform.net:443 DEBUG:urllib3.connectionpool:https://gateway.watsonplatform.net:443 "POST /assistant/api/v1/workspaces?version=2018-07-10 HTTP/1.1" 201 None DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): gateway.watsonplatform.net:443 DEBUG:urllib3.connectionpool:https://gateway.watsonplatform.net:443 "GET /assistant/api/v1/workspaces/883a2a44-eb5f-4b1a-96b0-32a90b475ea8?version=2018-07-10&export=true HTTP/1.1" 200 None DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): gateway.watsonplatform.net:443 DEBUG:urllib3.connectionpool:https://gateway.watsonplatform.net:443 "DELETE /assistant/api/v1/workspaces/883a2a44-eb5f-4b1a-96b0-32a90b475ea8?version=2018-07-10 HTTP/1.1" 200 28
Low level request and response dump
To get low level information of the requests/ responses:
from http.client import HTTPConnection
HTTPConnection.debuglevel = 1Dependencies
Contributing
See CONTRIBUTING.md.
Featured Projects
Here are some projects that have been using the SDK:
We’d love to highlight cool open-source projects that use this SDK! If you’d like to get your project added to the list, feel free to make an issue linking us to it.
License
This library is licensed under the Apache 2.0 license.
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