JupyterLab is a flexible and powerful tool for working with Jupyter notebooks. Its interactive user interface (UI) lets you use terminals, text editors, file browsers, and other components alongside your Jupyter notebook. JupyterLab 3.0 was released in January 2021.
Continue reading Managing Python dependencies with the Thoth JupyterLab extension
Project Thoth develops open source tools that enhance the day-to-day life of developers and data scientists. Thoth uses machine-generated knowledge to boost the performance, security, and quality of your applications using artificial intelligence (AI) through reinforcement learning (RL). This machine-learning approach is implemented in Thoth adviser (if you want to know more, click here) and it is used by Thoth integrations to provide the software stack based on user inputs.
Continue reading AI software stack inspection with Thoth and TensorFlow
Project Thoth is an artificial intelligence (AI) R&D Red Hat research project as part of the Office of the CTO and the AI Center of Excellence (CoE). This project aims to build a knowledge graph and a recommendation system for application stacks based on the collected knowledge, such as machine learning (ML) applications that rely on popular open source ML frameworks and libraries (TensorFlow, PyTorch, MXNet, etc.). In this article, we examine the potential of project Thoth’s infrastructure running in Red Hat Openshift and explore how it can collect performance observations.
Several types of observations are gathered from various domains (like build time, run time and performance, and application binary interfaces (ABI)). These observations are collected through the Thoth system and enrich the knowledge graph automatically. The knowledge graph is then used to learn from the observations. Project Thoth architecture requires multi-namespace deployment in an OpenShift environment, which is run on PnT DevOps Shared Infrastructure (PSI), a shared multi-tenant OpenShift cluster.
Continue reading “Microbenchmarks for AI applications using Red Hat OpenShift on PSI in project Thoth”
