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Epochix

See what your model is actually doing — training logs become a plain-English story with a letter grade.

Epochix turns a training log into an animated dashboard with a plain-English story and a letter grade

Turn raw terminal output from any ML framework into an animated, plain-English narrative — with a letter grade, a live brain visualization, and an exportable HTML report. No code changes required.

Easiest — in VS Code, no setup: install the Epochix extension, click the E icon in the sidebar, and hit ▶ Try a Demo Run. Training you run in the integrated terminal is detected automatically.

Or from a terminal:

pip install epochix
python train.py 2>&1 | epochix --live

Why epochix?

Existing tools (TensorBoard, W&B, MLflow) are designed for ML engineers. epochix is designed for everyone:

epochix W&B / TensorBoard
Non-technical narrative + letter grade ✓ ✗
Animated living visuals (not just charts) ✓ ✗
Zero code changes — parses stdout ✓ ✗
Standalone shareable HTML ✓ partial
Local-first, no account required ✓ ✗
  • Quickstart — up and running in under 60 seconds
  • Supported frameworks — PyTorch Lightning, Keras, HuggingFace, YOLO, FastAI, Accelerate, and more
  • Python SDK — LiveReporter, parse(), compare()
  • Plugins — write a custom parser or metaphor pack
  • Deployment — local server, team server, reverse proxy

Installation

pip install epochix

pip install "epochix[lightning]"

pip install "epochix[hf]"

pip install "epochix[all]"