Tech Tip #11: Tune your video pipeline

An AI agent cut FFmpeg 4K transcoding energy by 28.4%.

Video created by explainapaper.com

The problem

Video transcoding runs at scale in media pipelines, often with defaults nobody has profiled for energy.

The fix you can use today

  • Measure energy per minute of output for your real presets.
  • Profile the hot paths of the encoder you run, not just the settings.
  • Keep only changes that save energy with identical output quality.

GreenCode researchers found that an AI agent could cut the energy of 4K video transcoding by 28.4%.

Tools that help

  • GreenCode Constitution skill (GreenCode researchers): open-source energy principles and a catalogue of 37 energy anti-patterns that an AI coding agent can follow to find and fix waste like this
  • GreenCode Constitution profiler (profile.sh) (GreenCode researchers): a script from the Constitution tooling that measures the energy of a command from processor counters, GPU sensors and an optional smart plug, and writes the result as JSON

How GreenCode helps

GreenCode helps tackle this by publishing the Constitution for any team's AI agent to follow. The agent profiles the code, fixes ranked energy anti-patterns, measures again and keeps only the changes that save energy. More on this.

Tags

#video#compiled-languages#profiling

Sources

Transcript

An AI agent cut the energy of 4K video transcoding by twenty-eight percent. That was in FFmpeg, a widely used video tool. Video pipelines convert every upload into many sizes and formats. They do it again and again, at huge scale. And they often run on default settings nobody has checked for energy. A small waste per minute adds up across a whole library. Here is the fix you can use today. First, measure the energy per minute of output, with your real presets. Then profile the hot paths of the encoder you actually run. Not just the settings, but the code doing the work. Keep only the changes that save energy with identical output quality. GreenCode researchers found an AI agent could cut this energy by twenty-eight point four percent. GreenCode's Constitution skill can help an AI coding agent find and fix this waste. Check each change using tools like the Constitution profiler, which records a command's energy. GreenCode helps tackle this by publishing the Constitution, so any team's agent can follow it. The agent profiles, fixes, measures again, and keeps only real savings. That was GreenCode Tech Tip number eleven. Follow for the next tip, and find more on greencode.ai/tech-tips.

All GreenCode Tech Tips · All GreenCode videos

  • Tip #11
  • For Ops and infrastructure
  • Length 1:20
  • Category HPC, embedded, mobile and games
GreenCode

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