vania-janet/multiturn-rag-retrieval-data huggingface dataset:
The service cannot accept subsequent training requests, or requests to add new corpora, words, or grammars, until the existing request completes.

Adding custom words directly to a custom model that is based on a next-generation model, as described in [Add words to the custom language model](https://cloud.ibm.com/docs/speech-to-text?topic=speech-to-text-languageCreateaddWords), causes training of a model to take a few minutes longer than it otherwise would. If you are training a model with custom words that you added by using the POST /v1/customizations/{customization_id}/words or PUT /v1/customizations/{customization_id}/words/{word_name} method, allow for some minutes of extra training time for the model.

To determine the status of a training request, use the GET /v1/customizations/{customization_id} method to poll the model's status. The method accepts the customization ID of the model:

IBM Cloud

curl -X GET -u "apikey:{apikey}" "{url}/v1/customizations/{customization_id}"

IBM Cloud Pak for Data

curl -X GET --header "Authorization: Bearer {token}" "{url}/v1/customizations/{customization_id}"

The response includes information about the model's status:

{
"customization_id": "74f4807e-b5ff-4866-824e-6bba1a84fe96",
"created": "2016-06-01T18:42:25.324Z",
"updated": "2016-06-01T18:45:11.737Z",
"language": "en-US",
"dialect": "en-US",
"owner": "297cfd08-330a-22ba-93ce-1a73f454dd98",
"name": "Example model",
"description": "Example custom language model",
mysecret-ssh ssh_auth 2 42m
mysecret-tls tls 2 3h47m









 Updating secrets 

You can change key-value pairs for existing secrets.



 Updating secrets from the console 

You can update key-value pairs for your defined secrets from the console.



1. You can update key-value pairs for your defined secrets from the console in one of the following ways.



* Go to the Secrets and configmaps page for your project and locate the secret that you want to update. Click the name of the secret that you want to update to open it.
* If your secret is referenced by an app or job, then use the links in the environment variables table on the Environmental variables tab of your app or job. These links take you directly to your secret. Alternatively, you can also go to the Secrets and configmaps page for your project and locate the secret that you want to update. Click the name of the secret that you want to update to open it.



2. Click Edit and make the updates for your secret.
3. Click Save to save the changes to your secret.



If your updated secret is referenced by a job or app, then your job or app must be restarted for the new data to take effect.



* Apps - From the page for your app, click New revision and then Save and deploy. Alternatively, you can wait for your app to scale to zero and when the app scales up, the app uses the updated secret.
* Jobs - From the page for your job, click Submit job to run your job, or you can rerun a job. This new job run uses the updated secret.







 Updating secrets with the CLI 

You can update an existing secret and its key-value pairs with the CLI.



1. To change the value of a key-value pair in a defined secret, use the [secret update](https://cloud.ibm.com/docs/codeengine?topic=codeengine-clicli-secret-update) command. Let's update the mysecret-registry secret to use a different server.
[Build, deploy, test and monitor a predictive machine learning model](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-create-deploy-retrain-machine-learning-model)Build, deploy, test and monitor a predictive machine learning model

This tutorial walks you through the process of building a predictive machine learning model, deploying the generated model as an API to be used in your applications and testing the model all of this happening in an integrated and unified self-service experience on IBM Cloud. You will then monitor the deployed model with IBM Watson OpenScale.

Object Storage



* 2 hours
* 2023-06-14



[Plan, create and update deployment environments](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-plan-create-update-deployments)Plan, create and update deployment environments

Multiple deployment environments are common when building a solution. They reflect the lifecycle of a project from development to production. This tutorial introduces tools like the IBM Cloud CLI and Terraform to automate the creation and maintenance of these deployment environments.

Kubernetes service Virtual Servers for Classic

+5

Object Storage,Cloudant,,Activity Tracker hosted event search,Monitoring



* 2 hours
* 2023-05-05



[Resource sharing across accounts](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-resource-sharing)Resource sharing across accounts

This tutorial walks you through different options on how to share cloud-based resources across accounts.

Virtual Private Cloud (VPC) Log Analysis

+6

Activity Tracker hosted event search,Secrets Manager,App ID,Key Protect,Hyper Protect Crypto Services,Object Storage



* 1 hour
* 2023-05-05



[Serverless web application and API with Code Engine](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-serverless-webapp)Serverless web application and API with Code Engine
* New updateIsTypingCounter() method: The new updateIsTypingCounter() instance method updates the counter that determines whether the typing indicator is displayed. For more information, see [instance.updateIsTypingCounter()](https://web-chat.global.assistant.watson.cloud.ibm.com/docs.html?to=api-instance-methodsupdateistypingcounter).
* New updateBotUnreadIndicatorVisibility() method: The new updateBotUnreadIndicatorVisibility() instance method specifies whether the unread indicator on the launcher icon is shown or hidden. For more information, see [instance.updateBotUnreadIndicatorVisibility()](https://web-chat.global.assistant.watson.cloud.ibm.com/docs.html?to=api-instance-methodsupdatebotunreadindicatorvisibility).
* Connect to Agent and custom cards now have rounded corners.
* Bug fixes.







 6.6.2 

Release date: 15 August 2022



* Bug fixes







 6.6.1 

Release date: 8 August 2022



* The servers property now supports a new webChatScriptPrefix option. Use this property to configure a proxy between your users' browsers and the IBM Cloud servers that host the web chat JavaScript code. For more information, see [Setting up a proxy](https://web-chat.global.assistant.watson.cloud.ibm.com/docs.html?to=api-configurationserversconfig).







 6.6.0 

Release date: 25 July 2022



* A new servers property is now available in the web chat configuration options. You can use this property to set up a proxy between your users' browsers and Watson Assistant. For more information, see [Setting up a proxy](https://web-chat.global.assistant.watson.cloud.ibm.com/docs.html?to=api-configurationserversconfig).







 6.5.2 

Release date: 11 July 2022



* Bug fix for date response type.
Ubuntu 18.04 packages 4.15.0-161 4.15.0-162 Updated worker node images and kernel with package fixes for[CVE-2019-19449](https://nvd.nist.gov/vuln/detail/CVE-2019-1944), [CVE-2020-36322](https://nvd.nist.gov/vuln/detail/CVE-2020-3632), [CVE-2020-36385](https://nvd.nist.gov/vuln/detail/CVE-2020-3638), [CVE-2021-28950](https://nvd.nist.gov/vuln/detail/CVE-2021-2895), [CVE-2021-3759](https://nvd.nist.gov/vuln/detail/CVE-2021-3759), [CVE-2021-38199](https://nvd.nist.gov/vuln/detail/CVE-2021-38199), [CVE-2021-3903](https://nvd.nist.gov/vuln/detail/CVE-2021-3903), [CVE-2021-3927](https://nvd.nist.gov/vuln/detail/CVE-2021-3927), and [CVE-2021-3928](https://nvd.nist.gov/vuln/detail/CVE-2021-3928). 







 Change log for master fix pack 1.22.3_1529, released 17 November 2021 

The following table shows the changes that are in the master fix pack update 1.22.3_1529. Master patch updates are applied automatically.



Changes since version 1.22.2_1526

 Component Previous Current Description 

 Cluster health image v1.2.16 v1.2.18 Updated Go module dependencies and to use Go version 1.16.9.
You must create new PVCs with the new storage classes for the changes to take effect. For more information on how to update your PVCs, refer to the [Adding object storage to apps](https://cloud.ibm.com/docs/containers?topic=containers-storage_cos_apps) documentation.





 Change log for version 2.2.12, released 20 March 2023 



* Updates Golang to 1.19.7.
* Resolves the following CVEs: [CVE-2023-24532](https://nvd.nist.gov/vuln/detail/CVE-2023-24532), [CVE-2022-41722](https://nvd.nist.gov/vuln/detail/CVE-2022-41722), [CVE-2022-41725](https://nvd.nist.gov/vuln/detail/CVE-2022-41725), [CVE-2023-23916](https://nvd.nist.gov/vuln/detail/CVE-2023-23916).







 Change log for version 2.2.11, released 03 March 2023 



* Updates Golang to 1.19.6.
* Updates the UBI Image to 8.7-1085.
* Updates s3fs fuse to [d1388ff](https://github.com/s3fs-fuse/s3fs-fuse/commit/d1388ff446b74e82483f8a09b1d576cd958d4d64).
You cannot create a semi-supervised or unsupervised machine learning model. You cannot do extensive feature engineering. Not applicable Machine learning model <br><br> * 1 machine learning model per workspace<br> * 10 model versions per workspace<br> * Maximum number of workspaces is determined by your deployment.<br> * The maximum number of training actions you can perform per month is determined by your deployment.<br><br><br> 
 Publication Export a machine learning model to use for performing text extraction in other Watson applications. Not applicable <br><br> * ZIP file<br><br><br> None 







 Rule-based model 

Table 3: Rule-based model



 Task Typical usage Supported input formats Supported output formats Limits and requirements 

 Rule editor Create or upload documents to the rule editor from which to define classes, regular expressions, and rules. <br><br> * Plain text (added in editor)<br> * CSV file in UTF-8 format<br> * Copied from the All document set<br><br><br> None <br><br> * 1 rule-based model per workspace<br> * 5,000 characters per document<br> * 100 documents per workspace<br> * Maximum size of document title is 256 characters<br> * 200 rules per workspace<br> * 400 classes per workspace<br> * 100 regular expression group per workspace<br> * 100 regular expression entries per regular expression group<br> * 1,000 characters per regular expression entry<br> * 5 rule-based model versions per workspace<br><br><br> 
 Publication Publish a rule-based model to use for performing pattern recognition in other Watson applications. Not applicable <br><br> * PEAR file<br><br><br> Rule-based models can currently be exported to IBM Watson Discovery only
The following table shows the actions that you must take before you update the Kubernetes master.



Changes to make before you update the master to Kubernetes 1.20

 Type Description 

 Kubernetes snapshot CRDs IBM Cloud Kubernetes Service installs Kubernetes snapshot custom resource definition (CRD) version v1beta1. If you use other Kubernetes snapshot CRD versions v1 or v1alpha1, you must change the version to v1beta1. To check the currently installed version of your snapshot CRDs, run grep snapshot.storage.k8s.io <<(kubectl get apiservices). Follow the Kubernetes documentation to [Upgrade from v1alpha1 to v1beta1](https://github.com/kubernetes-csi/external-snapshotterupgrade-from-v1alpha1-to-v1beta1) to make sure that your snapshot CRDs are at the correct v1beta1 version. The steps to downgrade from version v1 to v1beta1 are the same as those to upgrade from v1alpha1. Do not follow the instructions to upgrade from version v1beta1 to version v1. 
 Unsupported: Open access to the Kubernetes Dashboard metrics scraper A Kubernetes network policy is added to protect access to the Kubernetes Dashboard metrics scraper. If a pod requires access to the dashboard metrics scraper, deploy the pod in a namespace that has the dashboard-metrics-scraper-policy: allow label. For more information, see [Controlling traffic with network policies](https://cloud.ibm.com/docs/containers?topic=containers-network_policies). 
 Resolve non-deterministic behavior of owner references Kubernetes garbage collector is updated to resolve non-deterministic behavior of owner references.
Click the name of your application to open the application page.



2. Click Configuration to open the configuration details for the selected application revision.
3. Click Edit and create new revision to update the application.
4. From the Code tab, you can create an image build, or you can rerun an existing image build that is referenced by your application. To create an image build, click Create image from source to run an image build. The Specify build details page opens where you can enter the details of your build to [deploy your app from source code](https://cloud.ibm.com/docs/codeengine?topic=codeengine-app-source-code). Click Done when build detail updates are specified.
5. Click Save and create to save your changes, run the build, and deploy the app revision.
6. After the application status changes to Ready, you can test the app revision. Click Test application and then click Send request in the Test application pane. To open the application in a web page, click Application URL.
7. To update this application again to reference an updated build image, click Edit and create new revision to update the application.
8. From the Code tab, click Rerun build and specify a unique image tag for the updated build image. If you want to make more changes to the build details, click Edit build details. The Specify build details page opens where you can enter the details of your build to [deploy your app from source code](https://cloud.ibm.com/docs/codeengine?topic=codeengine-app-source-code). Click Done when build detail updates are specified.
9. Click Save and create to save your changes, run the build with your changes, and deploy the app revision.
10. After the application status changes to Ready, you can test the app revision. Click Test application and then click Send request in the Test application pane. To open the application in a web page, click Application URL.







 Updating an app to reference an image that is built from source code with the CLI
Ubuntu packages N/A N/A Updates to installed Ubuntu packages including apt for [CVE-2019-3462](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-3462) and [USN-3863-1](https://ubuntu.com/security/notices/USN-3863-1). 







 Change log for 1.10.12_1540, released 21 January 2019 

The following table shows the changes that are in the patch 1.10.12_1540.



Table 1. Changes since version 1.10.11_1538

 Component Previous Current Description 

 IBM Cloud Provider v1.10.11-219 v1.10.12-252 Updated to support the Kubernetes 1.10.12 release. 
 Kubernetes v1.10.11 v1.10.12 See the [Kubernetes release notes](https://github.com/kubernetes/kubernetes/releases/tag/v1.10.12). 
 Kubernetes add-on resizer 1.8.1 1.8.4 See the [Kubernetes add-on resizer release notes](https://github.com/kubernetes/autoscaler/releases/tag/addon-resizer-1.8.4). 
 Kubernetes dashboard v1.8.3 v1.10.1 See the [Kubernetes dashboard release notes](https://github.com/kubernetes/dashboard/releases/tag/v1.10.1). Update resolves [CVE-2018-18264](http://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-18264). <br>If you access the dashboard via kubectl proxy, the SKIP button on the login page is removed.
The following previous-generation models are now deprecated:



* Chinese (Mandarin): zh-CN_NarrowbandModel and zh-CN_BroadbandModel
* Dutch (Netherlands): nl-NL_NarrowbandModel and nl-NL_BroadbandModel
* English (Australian): en-AU_NarrowbandModel and en-AU_BroadbandModel
* English (United Kingdom): en-GB_NarrowbandModel and en-GB_BroadbandModel
* English (United States): en-US_NarrowbandModel, en-US_BroadbandModel, and en-US_ShortForm_NarrowbandModel
* French (Canadian): fr-CA_NarrowbandModel and fr-CA_BroadbandModel
* French (France): fr-FR_NarrowbandModel and fr-FR_BroadbandModel
* German: de-DE_NarrowbandModel and de-DE_BroadbandModel
* Italian: it-IT_NarrowbandModel and it_IT_BroadbandModel
* Korean: ko-KR_NarrowbandModel and ko-KR_BroadbandModel
* Portuguese (Brazilian): pt-BR_NarrowbandModel and pt-BR_BroadbandModel
* Spanish (Argentinian): es-AR_NarrowbandModel and es-AR_BroadbandModel
* Spanish (Castilian): es-ES_NarrowbandModel and es-ES_BroadbandModel
* Spanish (Chilean): es-CL_NarrowbandModel and es-CL_BroadbandModel
* Spanish (Colombian): es-CO_NarrowbandModel and es-CO_BroadbandModel
* Spanish (Mexican): es-MX_NarrowbandModel and es-MX_BroadbandModel
* Spanish (Peruvian): es-PE_NarrowbandModel and es-PE_BroadbandModel



If you use any of these deprecated models, you must migrate to the equivalent next-generation model by the end of service date.
Updating variables with Schematics API 



1. To update variables by using the IBM Cloud® Schematics Python APIs, create two Python files, and provide a name of your choice for those files, for example, schematics_variables_update.py and schematics_env_class.py.
2. Copy and paste the [schematics_variables_update.py](https://cloud.ibm.com/docs/hpc-spectrum-symphony?topic=hpc-spectrum-symphony-update-variablesexample-request-update-variables) and [schematics_env_class.py](https://cloud.ibm.com/docs/hpc-spectrum-symphony?topic=hpc-spectrum-symphony-update-variablesexample-request-update-variables-file) Python example code requests to the respective Python files.
3. Copy and paste the [config.json template file](https://cloud.ibm.com/docs/hpc-spectrum-symphony?topic=hpc-spectrum-symphony-update-variablestemplate-file) to a JSON file, for example config.json.
4. Change the following parameters as part of the request:



* Provide the workspace ID w_id generated in both the following functions: schematic_obj.get_workspace(w_id="<w_id>) and schematic_obj.update_variables(w_id="<wi_id>").



5. Make sure to update the required parameters, such as api_key, ssh_key_name, ibm_customer_number, and zone in the config.json file.
6. Run the Python script by using python3 to update the variables in the Schematics workspace in the IBM Cloud.



Note: The following parameters might not be required in config.json as the Schematics update variables API uses the workspace ID w_id to update the variables against that workspace.

{
  "name": "Schematic Dev Workspace",
  "type": [
Ubuntu 18.04 packages 4.15.0-161 4.15.0-162 Updated worker node images and kernel with package fixes for[CVE-2019-19449](https://nvd.nist.gov/vuln/detail/CVE-2019-19449), [CVE-2020-36322](https://nvd.nist.gov/vuln/detail/CVE-2020-36322), [CVE-2020-36385](https://nvd.nist.gov/vuln/detail/CVE-2020-36385), [CVE-2021-28950](https://nvd.nist.gov/vuln/detail/CVE-2021-28950), [CVE-2021-3759](https://nvd.nist.gov/vuln/detail/CVE-2021-3759), [CVE-2021-38199](https://nvd.nist.gov/vuln/detail/CVE-2021-38199), [CVE-2021-3903](https://nvd.nist.gov/vuln/detail/CVE-2021-3903), [CVE-2021-3927](https://nvd.nist.gov/vuln/detail/CVE-2021-3927), and [CVE-2021-3928](https://nvd.nist.gov/vuln/detail/CVE-2021-3928). 







 Change log for master fix pack 1.21.6_1539, released 17 November 2021 

The following table shows the changes that are in the master fix pack update 1.21.5_1539. Master patch updates are applied automatically.



Changes since version 1.21.5_1536

 Component Previous Current Description 

 Cluster health image v1.2.16 v1.2.18 Updated Go module dependencies and to use Go version 1.16.9.
15 May 2020 

Private endpoints support is available in Plus plan
: You can use private endpoints to route services over the IBM Cloud private network instead of the public network. For more information, see [Private network endpoints](https://cloud.ibm.com/docs/assistant?topic=assistant-securitysecurity-private-endpoints). This feature was previously available to users of Premium plans only.





 14 May 2020 

Get skill owner information
: The email address of the person who owns the service instance that you are using is displayed from the User account menu. This information is especially helpful if you want to contact the instance owner to request access changes. For more information about access control, see [Managing access to resources](https://cloud.ibm.com/docs/assistant?topic=assistant-access-control).

System entity deprecation
: As stated in the [March deprecation notice](https://cloud.ibm.com/docs/watson-assistant?topic=watson-assistant-watson-assistant-release-noteswatson-assistant-mar012020), the @sys-location and @sys-person system entities that were available as a beta feature are deprecated. If you are using one of these system entities in your dialog, a toggle is displayed for the entity on the System entities page. You can [search your dialog](https://cloud.ibm.com/docs/assistant?topic=assistant-dialog-tasksdialog-tasks-search) to find out where you are currently using the entity, and remove it. Consider using a contextual entity to identify references to locations and people instead. After removing the entity from your dialog, disable the entity from the System entities page.





 13 May 2020 

Stateless v2 message API
: The v2 runtime API now supports a new stateless message method.
Last Updated 2020-06-22T16:20:08Z
Updated By user id ...<redacted>...
Policy Type allowedNetwork
Enabled false
Network Allowed public-and-private

 list the instance policies and show the output as JSON
$ ibmcloud kp instance policies --output json

[
{
"createdBy": "user id ...<redacted>...",
"creationDate": "2020-06-22T16:17:52Z",
"lastUpdated": "2020-06-22T16:20:08Z",
"updatedBy": "user id ...<redacted>...",
"policy_type": "allowedNetwork",
"policy_data": { "enabled": false, "attributes": { "allowed_network": "public-and-private" }
}
}
]





 Required parameters 



* -i, --instance-ID

The IBM Cloud instance ID that identifies your Key Protect instance.

You can set an environment variable instead of specifying -i with the following command: $ export KP_INSTANCE_ID=<INSTANCE_ID>.







 Optional parameters 



* -p, --allowed-ip

Show the instance policy for "allowed ip".
* -a, --allowed-network

Show the instance policy for "allowed network".
* -d, --dual-auth-delete

Show the instance policy for "dual authorization delete".
* -k, --key-create-import-access

Retrieves the key create import access policy details of the instance.
* -m, --metrics

Retrieves the metrics policy details of the instance.
* -o, --output

Set the CLI output format. By default, all commands print in table format. To change the output format to JSON, use --output json.
* -r, --rotation

Retrieves rotation policy details of the instance.
"crn": "crn:v1:bluemix:public:secrets-manager:us-south:a/a5ebf2570dcaedf18d7ed78e216c263a:0f4c764e-dc3d-44d1-bd60-a2f7cd91e0c0:secret:be4a0846-4cb5-3bfa-bab5-10a44dfc3e85",
"description": "Extended description for my secret.",
"expiration_date": "2020-12-31T00:00:00Z",
"id": "be4a0846-4cb5-3bfa-bab5-10a44dfc3e85",
"labels": [
"dev",
"us-south"
],
"last_update_date": "2020-12-15T22:46:41Z",
"name": "test-username-password-in-group",
"secret_data": {
"password": "cloudy-rainy-coffee-book",
"username": "user123"
},
"secret_group_id": "339c026a-ac0f-1ea1-3d43-99adf871b49a",
"secret_type": "username_password",
"state": 1,
"state_description": "Active",
"versions": [
{
"auto_rotated": false,
"created_by": "iam-ServiceId-c0c7cfa4-b24e-4917-ad74-278f2fee5ba0",
"creation_date": "2020-12-15T22:46:41Z",
"id": "a09c7a3c-13a5-7a17-fadc-e7850496d27a"
}
]
},