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latentdivergence/lcm-ssd1b-npu-8elite
lcm-ssd1b-npu-8elite is a text-to-image model from latentdivergence. Use it when you need an image from a text prompt. The card lists the license as apache-2.0.
LCM-SSD-1B compiled for the Qualcomm Hexagon v79 NPU (Snapdragon 8 Elite), as used by Latent Studio. UNet and VAE decoder only - the text encoders and tokenizer are shared with sdxl-lightning-4step-int8.
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Updated Sep 24, 2026
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From the Hugging Face model README
LCM-SSD-1B compiled for the Qualcomm Hexagon v79 NPU (Snapdragon 8 Elite), as used by Latent Studio. UNet and VAE decoder only - the text encoders and tokenizer are shared with sdxl-lightning-4step-int8.
Measured on a Snapdragon 8 Elite: 733 ms per UNet step, 1.53 s VAE decode, ~27 s end to end for a 1024px image (versus 5 m 40 s for SDXL-Lightning on CPU).
unet/ - 6 inputs: sample [1,4,128,128], timestep [1],
encoder_hidden_states [1,77,2048], time_ids [1,6], text_embeds [1,1280],
timestep_cond [1,256] (LCM guidance embedding). Output output_0.vae_decoder/ - built from
madebyollin/sdxl-vae-fp16-fix.
The stock SDXL VAE overflows in fp16 (two convs peak at 640,538 and 106,287
against fp16's 65,504 ceiling) and renders pure black; the fix weights peak at
2,301.Both are EPContext wrappers: model.onnx names ./model.bin beside it. The
architecture is fixed - a v79 binary will not load on v75.