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+## Piper Train
+
+```bash
+podman build -t piper-train .
+
+podman run --rm -it \
+  --device nvidia.com/gpu=all \
+  --shm-size=8g \
+  -v $(pwd)/data:/data \
+  -v $(pwd)/data/logs:/piper/lightning_logs \
+  piper-train
+```