The base unsloth-blackwell image ships the `unsloth` CLI but refuses to
start `unsloth studio` until the dedicated Studio venv is laid down under
UNSLOTH_STUDIO_HOME by install.sh. Build it once and commit the result as
an opt-in companion tag (`:studio`) instead of bloating the base image.
Build:
docker buildx build --build-arg BASE_TAG=test \
-f docker/Dockerfile.studio -t unsloth-blackwell:studio docker/
Run:
docker run --rm --gpus '"device=0"' -p 8888:8888 unsloth-blackwell:studio
Open http://localhost:8888. Inference (llama.cpp CPU + GPU) and training
are both available. First-boot admin password lands in container logs
and at /opt/unsloth-studio/auth/.bootstrap_password.