Running Microsoft’s Lens on a Single RTX 4090: Quantizing the DiT to Hit 1440 Without Offload

How a one-line FP8 quantization of the denoiser turned “1440 needs CPU offload” into “1440 runs fully on the GPU” on a 24 GB card.