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
|
Metadata-Version: 2.1
Name: ibm-watson
Version: 9.0.0
Summary: Client library to use the IBM Watson Services
Home-page: https://github.com/watson-developer-cloud/python-sdk
Author: IBM Watson
Author-email: watdevex@us.ibm.com
License: Apache 2.0
Keywords: language,question and answer,tone_analyzer,text to speech,language identification,concept expansion,machine translation,message resonance,watson developer cloud,wdc,watson,ibm,dialog,user modeling,speech to text
Classifier: Programming Language :: Python
Classifier: Programming Language :: Python :: 2
Classifier: Programming Language :: Python :: 3
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: requests<3.0,>=2.0
Requires-Dist: python_dateutil>=2.5.3
Requires-Dist: websocket-client>=1.1.0
Requires-Dist: ibm_cloud_sdk_core==3.*,>=3.3.6
# Watson Developer Cloud Python SDK
[](https://github.com/watson-developer-cloud/python-sdk/actions?query=workflow%3A"Build+and+Test")
[](https://github.com/watson-developer-cloud/python-sdk/actions?query=workflow%3A%22Deploy+and+Publish%22)
[](https://pypi.python.org/pypi/ibm-watson)
[](https://cla-assistant.io/watson-developer-cloud/python-sdk)
## Deprecated builds
[](https://travis-ci.org/watson-developer-cloud/python-sdk)
Python client library to quickly get started with the various [Watson APIs][wdc] services.
## Before you begin
- You need an [IBM Cloud][ibm-cloud-onboarding] account. We now only support `python 3.5` and above
## Installation
To install, use `pip` or `easy_install`:
```bash
pip install --upgrade ibm-watson
```
or
```bash
easy_install --upgrade ibm-watson
```
Note the following:
a) Versions prior to 3.0.0 can be installed using:
```bash
pip install --upgrade watson-developer-cloud
```
b) If you run into permission issues try:
```bash
sudo -H pip install --ignore-installed six ibm-watson
```
For more details see [#225](https://github.com/watson-developer-cloud/python-sdk/issues/225)
c) In case you run into problems installing the SDK in DSX, try
```
!pip install --upgrade pip
```
Restarting the kernel
For more details see [#405](https://github.com/watson-developer-cloud/python-sdk/issues/405)
## Examples
The [examples][examples] folder has basic and advanced examples. The examples within each service assume that you already have [service credentials](#getting-credentials).
## Running in IBM Cloud
If you run your app in IBM Cloud, the SDK gets credentials from the [`VCAP_SERVICES`][vcap_services] 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:
1. Go to the IBM Cloud [Dashboard](https://cloud.ibm.com/) page.
1. Either click an existing Watson service instance in your [resource list](https://cloud.ibm.com/resources) or click [**Create resource > AI**](https://cloud.ibm.com/catalog?category=ai) and create a service instance.
1. 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:
```python
assistant = AssistantV2(version='2024-08-25')
```
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:
```bash
export IBM_CREDENTIALS_FILE="<path>"
```
where `<path>` is something like `/home/user/Downloads/<file_name>.env`.
#### Environment Variables
Simply set the environment variables using <service name>\_<variable name> syntax. For example, using your favourite terminal, you can set environment variables for Assistant service instance:
```bash
export ASSISTANT_APIKEY="<your apikey>"
export ASSISTANT_AUTH_TYPE="iam"
```
The credentials will be loaded from the environment automatically
```python
assistant = AssistantV2(version='2024-08-25')
```
#### 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](https://cloud.ibm.com/docs/watson?topic=watson-iam).
- 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
```python
from ibm_watson import AssistantV2
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
assistant = AssistantV2(version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('<url_as_per_region>')
```
#### Generating bearer tokens using API key
```python
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
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import BearerTokenAuthenticator
# in the constructor, assuming control of managing the token
authenticator = BearerTokenAuthenticator('your bearer token')
assistant = AssistantV2(version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('<url_as_per_region>')
```
#### Username and password
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import BasicAuthenticator
authenticator = BasicAuthenticator('username', 'password')
assistant = AssistantV2(version='2024-08-25', authenticator=authenticator)
assistant.set_service_url('<url_as_per_region>')
```
#### No Authentication
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import NoAuthAuthenticator
authenticator = NoAuthAuthenticator()
assistant = AssistantV2(version='2024-08-25', authenticator=authenticator)
assistant.set_service_url('<url_as_per_region>')
```
### MCSP
To use the SDK through a third party cloud provider (such as AWS), use the `MCSPAuthenticator`. This will require the base endpoint URL for the MCSP token service (e.g. https://iam.platform.saas.ibm.com) and an apikey.
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import MCSPAuthenticator
# In the constructor, letting the SDK manage the token
authenticator = MCSPAuthenticator('apikey', 'token_service_endpoint')
assistant = AssistantV2(version='2023-06-15',
authenticator=authenticator)
assistant.set_service_url('<url_as_per_region>')
```
## Python version
Tested on Python 3.9, 3.10, and 3.11.
## Questions
If you have issues with the APIs or have a question about the Watson services, see [Stack Overflow](https://stackoverflow.com/questions/tagged/ibm-watson+python).
## Configuring the http client
To set client configs like timeout use the `set_http_config()` function and pass it a dictionary of configs. See this [documentation](https://requests.readthedocs.io/en/latest/api/) for more information about the options. All options shown except `method`, `url`, `headers`, `params`, `data`, and `auth` are configurable via `set_http_config()`. For example for a Assistant service instance
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV2(
version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('https://api.us-south.assistant.watson.cloud.ibm.com')
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))
```
### Use behind a corporate proxy
To use the SDK with any proxies you may have they can be set as shown below. For documentation on proxies see [here](https://2.python-requests.org/en/latest/user/advanced/#proxies)
See this example configuration:
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV2(
version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('https://api.us-south.assistant.watson.cloud.ibm.com')
assistant.set_http_config({'proxies': {
'http': 'http://10.10.1.10:3128',
'https': 'http://10.10.1.10:1080',
}})
```
### Sending custom certificates
To send custom certificates as a security measure in your request, use the cert property of the HTTPS Agent.
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV2(
version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('https://api.us-south.assistant.watson.cloud.ibm.com')
assistant.set_http_config({'cert': ('path_to_cert_file','path_to_key_file')})
```
## Disable SSL certificate verification
For ICP(IBM Cloud Private), you can disable the SSL certificate verification by:
```python
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
```python
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:
```python
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:
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV2(
version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('https://api.us-south.assistant.watson.cloud.ibm.com')
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`
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
authenticator = IAMAuthenticator('your apikey')
assistant = AssistantV2(
version='2024-08-25',
authenticator=authenticator)
assistant.set_service_url('https://api.us-south.assistant.watson.cloud.ibm.com')
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:
```python
{
'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
```python
from ibm_watson import AssistantV2
service = AssistantV2(authenticator={my_authenticator})
response_headers = service.my_service_call().get_headers()
print(response_headers.get('X-Global-Transaction-Id'))
```
### Failure
```python
from ibm_watson import AssistantV2, ApiException
try:
service = AssistantV2(authenticator={my_authenticator})
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.
```python
from ibm_watson import AssistantV2
service = AssistantV2(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.
```py
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
```python
from ibm_watson import AssistantV2
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 = AssistantV2(
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 DISABLED
```
### 2) Supplying the access token
```python
from ibm_watson import AssistantV2
from ibm_cloud_sdk_core.authenticators import BearerTokenAuthenticator
authenticator = BearerTokenAuthenticator('your managed access token')
assistant = AssistantV2(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 DISABLED
```
## Logging
### Enable logging
```python
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:
```python
from http.client import HTTPConnection
HTTPConnection.debuglevel = 1
```
## Dependencies
- [requests]
- `python_dateutil` >= 2.5.3
- [responses] for testing
- Following for web sockets support in speech to text
- `websocket-client` 1.1.0
- `ibm_cloud_sdk_core` >= 3.16.2
## Contributing
See [CONTRIBUTING.md][contributing].
## License
This library is licensed under the [Apache 2.0 license][license].
|