Training confirmed working — VRAM usage is normal backward-pass
activation memory, not a leak. Removed all debug _vram_log and _vram
calls. Kept the video_enc offload and torch.cuda.empty_cache fixes.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>