—Short notes on software, systems, and things I learn while building—
BenchmarkDotNet helps you to transform methods into benchmarks, track their performance, and share reproducible measurement experiments. Under the hood, it performs a lot of magic that guarantees reliable and precise results thanks to the perfolizer and pragmastat statistical engines. (source) Program.cs: R installation required for [RPlotExporter] (it generates the plot) How to Read Benchmark Report What it measures How to read it Mean Average…
Traditional monitoring focus “is the infrastructure healthy?” SRE reliability focus “is the user experience healthy?” Infrastructure metrics such as CPU, memory, disk usage confirm that servers are running and allow us to do capacity planning. But metrics don’t provide insight into user workflows. Distinguishing between SLIs, SLOs and SLAs SLI – Service Level Indicator SLO…
When working with AI agents during development, granting them full access to our local machine can introduce security risks. A safer approach is to run the agent inside a Dev Container. This way, we grant the required access only within an isolated container environment instead of the host system. By using a Dev Container, the…
With the Visual Studio Code Dev Containers extension, a container becomes our entire development environment. Our workspace files and extensions run inside the container, giving us direct access to the required tools and system dependencies. This makes it easy to move between projects or environments by simply changing the container we connect to. devcontainer.json file…
Conda is a powerful tool in the python ecosystem for package management & reproducible environment. Mostly Used Commands Command Goal conda info shows system info/ installation location/ active environement and more.. conda update conda updates conda to latest version conda install {{package_name}} install package (conda install numpy) conda update {{package_name}} update package(conda update scikit-learn) conda…
Intro In many applications, a single image file often needs to be served in multiple variants.For example, a user may upload a high-quality image, but the application typically requires smaller or lower-quality versions of that image for different use cases such as thumbnails, previews, or mobile devices.Using the original high-resolution image in every scenario can…