rasactl is not maintained anymore.
See Rasa X Community Edition - Deprecation Notice for more information.
rasactl
deploys Rasa X / Enterprise on your local or remote Kubernetes cluster and manages Rasa X / Enterprise deployments.
deploy Rasa X / Enterprise
You can use rasactl
to deploy Rasa X / Enterprise on your local machine or a VM in one of the major cloud providers.
(check the Prerequisites section)
upgrade Rasa X / Enterprise
Upgrade/change configuration for an existing Rasa X deployment.
stop/delete/start a running Rasa X / Enterprise deployment
Manage the lifecycle of your deployment: you can stop, delete or start one of the Rasa X deployments managed by rasactl
.
connect a local Rasa Server to Rasa X / Enterprise
You can use your local Rasa Open Source server along with Rasa X / Enterprise. rasactl
will prepare configuration for Rasa OSS and Rasa X and run the Rasa Open Source server on your local machine.
(requires kind
and Rasa OSS installed locally)
use a local Rasa project along Rasa X / Enterprise deployment
Use your local Rasa project along with Rasa X / Enterprise deployment. The rasactl
provides an easy way to use your local Rasa project along with Rasa X / Enterprise.
This setup was previously referred to as "local mode" in older Rasa X versions.
(requires kind
and Rasa X >= 1.0.0)
add
commandstart
commandstop
commanddelete
commandlist
commandstatus
commandconfig use-deployment
commandconnect rasa
commandauth login
commandauth logout
commandlogs
commandenterprise activate
commandenterprise deactivate
commandmodel delete
commandmodel download
commandmodel list
commandmodel tag
commandmodel upload
commandKubernetes cluster >= 1.14+
or
kind (for local mode)
(You can use the REI to install all required components on your local machine or a VM.)
rasactl
can be found on the Releases page. You can manually install rasactl by coping the binary into your bin
:$ curl -L https://github.com/RasaHQ/rasactl/releases/download/0.0.24/rasactl_0.0.24_darwin_amd64.tar.gz -O
$ tar -zxvf rasactl_0.0.24_darwin_amd64.tar.gz
$ cp rasactl_0.0.24_darwin_amd64/rasactl /usr/local/bin/
brew
:$ brew tap rasahq/rasactl
$ brew install rasactl
rasactl version | Helm chart version |
---|---|
>= 1.0.x |
4.x |
<= 0.5.x |
3.x |
Below you can find several things that are good to know and keep in mind when you use rasactl
.
It is possible to configure multiple deployments with rasactl
. A rasactl
command will always execute an operation on a single deployment. Here is the order in which rasactl
determines which deployment to use:
rasactl status deployment-name
, you can use rasactl help command
to see usage example for a given command.rasactl
checks if a .rasactl
file exists in a current working directory. If so, the deployment defined in the file is used. This .rasactl
file is created automatically when the rasactl start --project
command is executed.rasactl
checks if a default deployment is configured in the rasactl.yaml
configuration file, if yes, then the default deployment is used. The default deployment can be set by using the rasactl config use-deployment
command.You can use the rasactl list
command to check which deployment is used as the current one.
The rasactl delete
command requires explicitly passing a deployment name as an argument.
rasactl
uses the rasa-x-helm
chart to deploy Rasa X / Enterprise.
rasactl
deploys Rasa X / Enterprise without a Rasa Open Source server. It's up to you to connect Rasa OSS with Rasa X / Enterprise deployment.
rasactl
uses a Kubernetes context from the kubeconfig file, if you want to switch Kubernetes cluster you have to use kubectl
or other tools that change the active context for the kubeconfig.
The rasactl
uses the rasa-x-helm
chart to deploy Rasa X / Enterprise, which means you can use the helm chart values to configure deployment. The rasactl
enables template usage for the values file so that it's possible to use the Go template and Sprig function within the value file, e.g.
# values.yaml
rasax:
podLabels:
rasactl: "true"
test_version: {{ env "RASACTL_TEST_VERSION" }}
test_template: {{ coalesce 0 1 2 }}
Name | Description |
---|---|
RASACTL_AUTH_USER |
The username that is used to authorize to Rasa X / Enterprise |
RASACTL_AUTH_PASSWORD |
The password that is used to authorize to Rasa X / Enterprise |
RASACTL_RASA_X_URL |
Set Rasa X / Enterprise URL. By default, the URL is detected automatically, but if you use a custom configuration and you wanna define Rasa X URL explicitly you can use the env variable. The RASACTL_RASA_X_URL overrides Rasa X URL for all deployment. |
RASACTL_RASA_X_URL_<DEPLOYMENT_NAME> |
Set Rasa X / Enterprise URL for a given deployment, e.g. if a deployment name is my-deployment , then you can use the RASACTL_RASA_X_URL_MY_DEPLOYMENT environment variable to define the Rasa X URL for the my-deployment . |
RASACTL_KUBECONFIG |
Absolute path to the kubeconfig file (default "$HOME/.kube/config ") |
RASACTL_SKIP_DOCKER_VERSION_CHECK |
Don't check if the Docker engine version is incompatible with rasactl. Default is false . |
Below you can find an example of the configuration file and parameters that can be defined, by default configuration file is located in $HOME/.rasactl.yaml
.
# Deployment name that is used as a current deployment (default).
# You can use the `rasactl config use-deployment` command to set the current deployment.
current-deployment: my-deployment
# Name of the kubeconfig context to use
kube-context: ""
# Absolute path to the kubeconfig file
kubeconfig: /home/user/.kube/config
Below you can find global flags that can be used with every command.
Global Flags:
--config string config file (default is $HOME/.rasactl.yaml)
--debug enable debug output
-h, --help help for rasactl
--kube-context string name of the kubeconfig context to use
--kubeconfig string absolute path to the kubeconfig file (default "$HOME/.kube/config")
--verbose enable verbose output
Available Commands:
add add existing Rasa X deployment to rasactl
auth manage credentials for Rasa X / Enterprise
completion generate the autocompletion script for the specified shell
config modify the configuration file
connect connect a component (e.g. a Rasa OSS server) to Rasa X
delete delete Rasa X deployment
enterprise manage Rasa Enterprise
help Help about any command
list list deployments
logs print the logs for a container in a pod
model manage models for Rasa X / Enterprise
open open Rasa X in a web browser
start start a Rasa X deployment
status show deployment status
stop stop Rasa X deployment
upgrade upgrade Rasa X deployment
add
commandAdds existing Rasa X deployment to rasactl.
If you already have a Rasa X deployment that uses the rasa-x-helm chart you can add the deployment and manage it by rasactl.
Usage:
rasactl add NAMESPACE [flags]
Examples:
# Add a Rasa X deployment that is deployed in the 'my-test' namespace.
$ rasactl add my-test
# Add a Rasa X deployment that is deployed in the 'my-test' namespace and
# a helm release name for the deployment is 'rasa-x-example'.
$ rasactl add my-test --rasa-x-release-name rasa-x-example
Flags:
-h, --help help for add
--rasa-x-release-name string a helm release name to manage (default "rasa-x")
start
commandThe start
command creates a Rasa X deployment or starts a stopped deployment if a given deployment already exists.
Usage:
rasactl start [DEPLOYMENT-NAME] [flags]
Examples:
# Create a new Rasa X deployment with an autogenerated name.
$ rasactl start
# Create a Rasa X deployment with a defined name.
$ rasactl start my-deployment
# Create a new deployment if there is already one or more deployments.
# rasactl start --create
# Create a Rasa X deployment with custom configuration, e.g the following configuration changes a Rasa X version.
# All available values: https://github.com/RasaHQ/rasa-x-helm/blob/main/charts/rasa-x/values.yaml
$ rasactl start --values-file custom-configuration.yaml
# Create a Rasa X deployment with a defined password.
$ rasactl start --rasa-x-password mypassword
# Create a Rasa X deployment that uses a local Rasa project.
# The command is executed in a Rasa project directory.
$ rasactl start --project
Flags:
--create create a new deployment. If --project or --project-path is set, or there is no existing deployment, the flag is not required to create a new deployment
-h, --help help for start
-p, --project use the current working directory as a project directory, the flag is ignored if --project-path is used
--project-path string absolute path to the project directory mounted in kind
--rasa-x-chart-version string a helm chart version to use
--rasa-x-edge-release use the latest edge release of Rasa X
--rasa-x-password string Rasa X password (default "rasaxlocal")
--rasa-x-password-stdin read the Rasa X password from stdin
--rasa-x-release-name string a helm release name to manage (default "rasa-x")
--values-file string absolute path to the values file
--wait-timeout duration time to wait for Rasa X to be ready (default 10m0s)
stop
commandThe stop
command stops a running Rasa X / Enterprise deployment. The Rasa X deployment and all its components will be scaled down to 0.
Usage:
rasactl stop [DEPLOYMENT-NAME] [flags]
Examples:
# Stop a Rasa X deployment with the 'my-deployment' name.
$ rasactl stop my-deployment
# Stop a currently active Rasa X deployment.
# The command stops the currently active deployment.
# You can use the 'rasactl list' command to check which deployment is currently used.
$ rasactl stop
Flags:
-h, --help help for stop
delete
commandThe delete
command deletes a Rasa X / Enterprise deployment.
You can use the --prune
flag to remove a namespace where Rasa X deployment is located.
Notice If you want to free resources, or temporarily you don't need to run Rasa X deployment, you can stop a Rasa X / Enterprise deployment instead of deleting it. Stopping the Rasa X deployment will free resources, but keep the current configuration.
Usage:
rasactl delete DEPLOYMENT-NAME [flags]
Aliases:
delete, del
Examples:
# Delete the 'my-example' deployment.
$ rasactl delete my-example
# Prune the 'my-example' deployment, execute the command with the --prune flag deletes the whole namespace.
$ rasactl delete my-example --prune
Flags:
--force if true, delete resources and ignore errors
-h, --help help for delete
--prune if true, delete a namespace with a project
list
commandList all deployments.
$ rasactl list
CURRENT NAME STATUS RASA PRODUCTION RASA WORKER ENTERPRISE VERSION
hopeful-haibt Running 2.8.1 2.8.1 inactive 0.42.0
* vibrant-yalow Running 2.8.1 2.8.1 inactive 0.42.0
The *
in the CURRENT
field indicates a deployment that is used as default. It means that every time when you execute rasactl
command without defining the deployment name, the deployment marked with *
is used.
A deployment is marked as CURRENT
if:
.rasactl
file that includes a deployment name in your current working directory. The file is automatically created if you run the rasactl start
command with the --project
or --project-path
flagrasactl config use-deployment
commandstatus
commandShow the status of a deployment.
Usage:
rasactl status [DEPLOYMENT-NAME] [flags]
Examples:
# Show status for the 'example' deployment.
$ rasactl status example
# Show status for the 'example' deployment along with details.
$ rasactl status example --details
Flags:
-d, --details show detailed information, such as running pods, helm chart status
-h, --help help for status
-o, --output string output format. One of: json|table (default "table")
Example output:
$ rasactl status vibrant-yalow
Name: vibrant-yalow
Status: Running
URL: http://vibrant-yalow.rasactl.localhost
Version: 0.42.0
Enterprise: inactive
Rasa production version: 2.8.1
Rasa worker version: 2.8.1
Project path: /home/ubuntu/test
config use-deployment
commandSets the current-deployment in the configuration file.
If you have multiple Rasa X deployments, and you are not in a project directory you have to explicitly define the deployment name during command execution.
You can define a deployment that is used as a current one by using the rasa config use-deployment
command.
Usage:
rasactl config use-deployment DEPLOYMENT-NAME [flags]
Examples:
# Set the 'example' deployment as the current deployment.
$ rasactl config use-deployment example
Flags:
-h, --help help for use-deployment
connect rasa
commandRun a local Rasa Open Source server and connect it to a Rasa X deployment.
The command prepares a configuration that's required to connect Rasa X deployment and run a local Rasa server.
It's required to have the 'rasa' command accessible by rasactl.
The command works only if Rasa X deployment runs on a local Kubernetes cluster managed with 'kind'.
Usage:
rasactl connect rasa [DEPLOYMENT-NAME] [flags]
Examples:
# Connect Rasa Server to Rasa X deployment.
$ rasactl connect rasa
# Run a separate rasa server for the Rasa X worker environment.
$ rasactl connect rasa --run-separate-worker
# Pass extra arguments to rasa server.
$ rasactl connect rasa --extra-args="--debug"
Flags:
--extra-args strings extra arguments for Rasa server
-h, --help help for rasa
-p, --port int port to run the Rasa server at (default 5005)
--run-separate-worker runs a separate Rasa server for the worker environment
auth login
commandLog in to Rasa X / Enterprise.
auth login
stores credentials in an external credentials store, such as the native keychain of the operating system.
The following external credential stores will be used:
On macOS: Apple macOS Keychain Access
On Linux: pass
On Windows: Microsoft Windows Credential Manager
You can pass credentials via environment variables:
RASACTL_AUTH_USER
- username
RASACTL_AUTH_PASSWORD
- password
If the environment variables are used, credentials stored in a native keychain are not used.
Usage:
rasactl auth login [DEPLOYMENT-NAME] [flags]
Examples:
# Login to the 'my-deployment' Rasa X / Enterprise deployment.
$ rasactl auth login my-deployment
# Login to Rasa X / Enterprise (login to the currently active deployment).
$ rasactl auth login
# Provide a password using STDIN.
# You can login non-interactively by using the --password-stdin flag to provide a password through STDIN.
# Using STDIN prevents the password from ending up in the shell’s history.
$ rasactl auth login --username me --password-stdin
Flags:
-h, --help help for login
-p, --password string password
--password-stdin read the password from stdin
-u, --username string username
Notice For Linux, pass
is used as credential storage. pass
must be installed and configured before you use the rasactl auth
command. Below you can find an example of pass
installation and configuration.
pass
installation and configuration for Linux Ubuntu.
pass
.sudo apt-get install pass
$ gpg --gen-key
gpg (GnuPG) 2.2.19; Copyright (C) 2019 Free Software Foundation, Inc.
This is free software: you are free to change and redistribute it.
There is NO WARRANTY, to the extent permitted by law.
gpg: directory '/home/ubuntu/.gnupg' created
gpg: keybox '/home/ubuntu/.gnupg/pubring.kbx' created
Note: Use "gpg --full-generate-key" for a full featured key generation dialog.
GnuPG needs to construct a user ID to identify your key.
Real name: rasactl
Email address:
You selected this USER-ID:
"rasactl"
Change (N)ame, (E)mail, or (O)kay/(Q)uit? O
[...]
public and secret key created and signed.
pass
.$ pass init rasactl
mkdir: created directory '/home/ubuntu/.password-store/'
Password store initialized for rasactl
Now you can use rasactl auth
on Linux.
$ rasactl ls
CURRENT NAME STATUS RASA PRODUCTION RASA WORKER ENTERPRISE VERSION
* wonderful-gagarin Running 2.8.1 2.8.1 inactive 0.42.0
$ rasactl auth login
Username: me
Password:
Successfully logged.
Troubleshooting If you see Error: exit status 2: gpg: decryption failed: No secret key
error you should export the following environment variable export GPG_TTY="$(tty)"
.
auth logout
commandRemoves credentials from an external credentials store, such as the native keychain of the operating system.
Usage:
rasactl auth logout [DEPLOYMENT-NAME] [flags]
Examples:
# Remove access credentials (use the currently active deployment).
$ rasactl auth logout
# Remove access credentials for the 'my-deployment' deployment.
$ rasactl auth logout my-deployment
Flags:
-h, --help help for logout
logs
commandPrint the logs for a container in a pod. If the pod has only one container, the container name is optional.
Usage:
rasactl logs [DEPLOYMENT-NAME] [POD] [flags]
Examples:
# Choose a pod and show logs for it (use the currently active deployment).
$ rasactl logs
# Show logs from pod rasa-x (use the currently active deployment).
$ rasactl logs rasa-x
# Show logs from pod rasa-x for the 'my-deployment' deployment.
$ rasactl logs my-deployment rasa-x
# Display only the most recent 10 lines of output in pod rasa-x
$ rasactl logs rasa-x --tail=10
# Return snapshot of previous terminated nginx container logs from pod rasa
$ rasactl logs -p -c nginx rasa
# Begin streaming the logs from pod rasa-x
$ rasactl logs -f rasa-x
Flags:
-c, --container string a container name
-f, --follow specify if the logs should be streamed
-h, --help help for logs
-p, --previous print the logs for the previous instance of the container in a pod if it exists
--tail int lines of recent log file to display. Defaults to -1 showing all log lines (default -1)
You can manage an Enterprise license via rasactl
.
manage Rasa Enterprise
Usage:
rasactl enterprise [command]
Available Commands:
activate activate an Enterprise license
deactivate deactivate an Enterprise license
enterprise activate
commandActivate an Enterprise license.
Usage:
rasactl enterprise activate [DEPLOYMENT-NAME] [flags]
Examples:
# Activate an Enterprise license (use the currently active deployment).
$ rasactl enterprise activate
# Activate an Enterprise license for the 'my-deployment' deployment.
$ rasactl enterprise activate my-deployment
# Provide an Enterprise license using STDIN.
# You can pass an Enterprise license non-interactively by using the --license-stdin flag to provide a license through STDIN.
# Using STDIN prevents the license from ending up in the shell’s history.
$ rasactl enterprise activate --license-stdin
Flags:
-h, --help help for activate
-l, --license string an Enterprise license
--license-stdin read an Enterprise license from stdin
enterprise deactivate
commandDeactivate an Enterprise license.
Usage:
rasactl enterprise deactivate [DEPLOYMENT-NAME] [flags]
Examples:
# Deactivate an Enterprise license (use the currently active deployment).
$ rasactl enterprise deactivate
# Deactivate an Enterprise license for the 'my-deployment' deployment.
$ rasactl enterprise deactivate my-deployment
Flags:
-h, --help help for deactivate
You can manage models in Rasa X / Enterprise via rasactl
. Below is a list of commands that help with managing models:
$ rasactl help model
manage models for Rasa X / Enterprise
Usage:
rasactl model [command]
Available Commands:
delete delete a model from Rasa X / Enterprise
download download a model from Rasa X / Enterprise
list list models stored in Rasa X / Enterprise
tag tag a model in Rasa X / Enterprise
upload upload model to Rasa X / Enterprise
model delete
commandDelete a model from Rasa X / Enterprise.
Usage:
rasactl model delete [DEPLOYMENT-NAME] MODEL-NAME [flags]
Aliases:
delete, del
Examples:
# Delete the 'example-model' model (use the currently active deployment).
$ rasactl model delete example-model
# Delete the 'example-model' model for the 'my-deployment' deployment.
$ rasactl model delete my-deployment example-model
Flags:
-h, --help help for delete
model download
commandDownload a model from Rasa X / Enterprise to your local machine.
Usage:
rasactl model download [DEPLOYMENT-NAME] MODEL-NAME [DESTINATION] [flags]
Examples:
# Download the 'example-model' model (use the currently active deployment).
# If the destination is not defined, the model will be stored in a current working directory.
$ rasactl model download example-model
# Download the 'example-model' model for the 'my-deployment' deployment
# and store it in the /tmp directory.
$ rasactl model download my-deployment example-model /tmp/example-model.tar.gz
Flags:
-h, --help help for download
model list
commandList all models stored in Rasa X / Enterprise.
Usage:
rasactl model list [DEPLOYMENT-NAME] [flags]
Aliases:
list, ls
Examples:
# List all models (use the currently active deployment).
$ rasactl model list
# List all models for the 'my-deployment' deployment.
$ rasactl model list my-deployment
Flags:
-h, --help help for list
model tag
commandCreate a tag and assign it to a given model.
Rasa Enterprise allows multiple versions of an assistant to be run simultaneously and served to different users. By default, two environments are defined:
worker
If you want to activate a model you have to tag it as 'production'.
Learn more here.
Usage:
rasactl model tag [DEPLOYMENT-NAME] MODEL-NAME TAG [flags]
Examples:
# Tag the 'my-model' model as 'production' (use the currently active deployment)
$ rasactl model tag my-model production
# Tag the 'my-model' with the 'test' tag within the 'my-deployment' deployment.
$ rasactl model tag my-deployment my-model test
Flags:
-h, --help help for tag
model upload
commandUpload a model to Rasa X / Enterprise.
Usage:
rasactl model upload [DEPLOYMENT-NAME] MODEL-FILE [flags]
Aliases:
upload, up
Examples:
# Upload the model.tar.gz model file to Rasa X / Enterprise (use the currently active deployment).
$ rasactl model upload model.tar.gz
# Upload the model.tar.gz model file to the 'my-deployment' deployment.
$ rasactl model upload my-deployment model.tag.gz
Flags:
-h, --help help for upload
The following example shows how to download an existing model and upload it via rasactl
.
$ curl -L https://github.com/RasaHQ/rasa-x-demo/blob/master/models/model.tar.gz?raw=true --output model.tar.gz
[...]
$ rasactl model upload [deployment name] model.tar.gz
Successfully uploaded.
You can use the rasa model list
command to list all available models, e.g
$ rasactl model list [deployment name]
NAME VERSION COMPATIBLE TAGS HASH TRAINED AT
model 2.8.2 true none 093dfaad610d330e5f36e6d7dc104d86 05 Aug 21 13:16 UTC
It is possible to run a Rasa X / Enterprise deployment with a local rasa server. The following example shows how to connect a local rasa server that is installed in a Python environment to a running Rasa X / Enterprise deployment.
rasa
on your local machine. More information on how to install rasa
you can find in the docs.rasa
(this step is optional if you don't use a Python environment).$ source .venv/bin/activate
$ rasa --version
Rasa Version : 2.7.0
Minimum Compatible Version: 2.6.0
Rasa SDK Version : 2.8.1
Rasa X Version : None
Python Version : 3.7.11
Operating System : Darwin-20.5.0-x86_64-i386-64bit
Python Path : /repos/rasa/.venv/bin/python3.7
$ rasactl connect rasa
●∙∙ Starting Rasa Server
(production-worker) 2021-08-09 15:56:45 INFO root - Starting Rasa server on http://localhost:5005
(production-worker) 2021-08-09 15:56:45 INFO rasa.model - Loading model models/20210804-105240.tar.gz...
(production-worker) /Users/tczekajlo/repos/rasa/.venv/lib/python3.7/site-packages/rasa/utils/train_utils.py:565: UserWarning: model_confidence is set to `softmax`. It is recommended to try using `model_confidence=linear_norm` to make it easier to tune fallback thresholds.
category=UserWarning,
2021-08-09 15:56:56 INFO rasa.core.brokers.pika - Connecting to RabbitMQ ...
(production-worker) 2021-08-09 15:56:56 INFO rasa.core.brokers.pika - RabbitMQ connection to '127.0.0.1' was established.
(production-worker) 2021-08-09 15:56:56 INFO root - Rasa server is up and running.
$ rasactl status
Name: funny-hopper
Status: Running
URL: http://funny-hopper.rasactl.localhost
Version: 0.42.0
Enterprise: inactive
Rasa production version: 2.7.0
Rasa worker version: 2.7.0
Project path: not defined
The example shows how to run Rasa X / Enterprise deployment with mounted a local rasa project.
rasa
on your local machine. More information on how to install rasa
you can find in the docs.$ rasa init
$ rasactl start --project
(The rasa start --project
command has to be executed in a directory with rasa project. You can use the --project-path
flag to pass an absolute path to a rasa project.)
$ rasactl open
The following example shows how to upgrade Rasa X / Enterprise version for a deployment that already exists.
values.yaml
file with a specific version.# values.yaml
rasax:
tag: "0.42.0"
eventService:
tag: "0.42.0"
dbMigrationService:
tag: "0.42.0"
$ rasactl upgrade deployment-name --values-file values.yaml
The following example shows how to deploy Rasa X in one of the major cloud providers. In the example, GCP (Google Cloud Platform) is used.
rasactl start
command.$ rasactl start
∙∙∙ Ready!
╭ Rasa X ────────────────────────────────╮
│ │
│ URL: http://35.184.183.164:30012 │
│ Rasa X version: 0.42.0 │
│ Rasa X password: rasaxlocal │
│ │
╰────────────────────────────────────────╯
Important! The Rasa X / Enterprise deployment will be exposed to the public on one of the service node ports (30000-30100
). Remember to add a rule to firewall configuration that allows for access to the Rasa X deployment.
Below you can find a setup required for developing rasactl
locally.
$ brew install go
$ make build
$ ./dist/rasactl
make test
brew install kind
$ bash kind/generate-config.sh > config.yaml
$ kind create cluster --config config.yaml
After kind is ready, install ingress-nginx:
$ kubectl apply -f https://raw.githubusercontent.com/kubernetes/ingress-nginx/master/deploy/static/provider/kind/deploy.yaml
$ kubectl delete -A ValidatingWebhookConfiguration ingress-nginx-admission
Below you can find steps to prepare a new release.
git checkout -b prepare_release_<VERSION> main
# e.g. git checkout -b prepare_release_1.5.6 main
CHANGELOG.md
.VERSION=1.5.6 make release
git push origin prepare_release_<VERSION>
git checkout main
git pull
git tag <VERSION> -m "<VERSION>"
git push origin <VERSION>
Licensed under the Apache License, Version 2.0. Copyright 2021 Rasa Technologies GmbH. Copy of the license.