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Coflect: human-in-the-loop training framework (Torch-first, multi-backend roadmap).

Project description

Coflect

Coflect is a human-in-the-loop deep learning framework for live training control with non-blocking explainability.

Torch is the primary production path. TensorFlow/Keras and JAX are available as optional extras.

Install

pip install coflect

Optional extras:

pip install "coflect[tensorflow]"
pip install "coflect[jax]"

Python requirement: >=3.10.

Quickstart

coflect-hitl-run \
  --backend torch \
  --dataset cifar10_catsdogs \
  --data_root ./data \
  --download_data \
  --steps 1000 \
  --xai_every 100 \
  --forecast_every 20

Open http://localhost:8000.

UI-only server command:

coflect-hitl-ui --host 127.0.0.1 --port 8000

Project links

License: Apache-2.0

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