Execute a Couple of Commands:
build and apply
torque deployment build prod
torque deployment apply prod
torque deployment build local
torque deployment apply local
On your laptop
Create Deployment Objects by Selecting a List of Automation Provider Implementations
torque deployment create local torque.docker_compose.V1Provider
torque deployment create prod torque.do.V1Provider torque.k8s.V1Provider
Create a DAG Representing Your System Architecture
Create Torque Workspace
torque init my_workspace
Choose full turn-key delivery or team-augmented support
Based on your needs, we help you get system components and their corresponding automations applied to different contexts, from development, over CI/CD, to deployments.
An Example of Torque at Work
Make Your (Data|ML|Dev)Ops Fully Automatable
We help you
Your system, your way. Not a platform. Not a tool.
An open framework that adapts to your needs.
Remove bottlenecks throughout the full life cycle by making your system components work better together.
All deliverables come as source code inside a directory within your codebase. More precisely, as installed code packages inside a directory.
All developers and engineers use the same few commands to manage all projects. Data scientists, engineers, and developers can start using any project in minutes with just two commands: build and apply.
Make quick, simple changes to your system by configuring only the parameters you want to control.
What Do You Get?
How Does It Work?
We work together with you and your team to identify potential slowdowns in operations and we come up with a staged improvement plan. We want to focus on the most important parts first, the ones that will give you the most ROI.
Torque's solutions are not all-or-nothing. You pick and chose where you want to start, and what the delivery will look like. We always propose to start with simple low-risk components to get you and your team gradually accustomed to new tools.
You're In Charge
Once you are ready, we will bring your team up to speed with implementation details and management practices so you can continue to manage and grow your systems by yourself. You will always be able to reach out for support, but we want you to be in charge of your systems.
Why Use Torque Automation Framework?
While there are countless tools that serve needs at various points in the software development pipeline, none can provide an end-to-end solution the way a framework can.
Unlike static scripts, the framework makes your components effectively self-aware and self-configurable, meaning your system can be built and deployed to any environment with any required functionality, installed in your codebase via libraries.
Through libraries, you can still run your favorite tools, or deploy to your favorite platforms, so you gain their functional benefits without manually managing their code.
Stop the explosion of scripts, notebooks, YAMLs, and other files
Work with easy-to-use wrappers and code generators
Automatically keep projects up to date
Easily upgrade scripts or notebooks
Keep deployments in sync
Deploy frequently for fine-tuning
Shorten cycles for retraining and deploying new models
Quickly spin up new deployments