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Unconditional Image Generation on LSUN Churches 256x256 (test)

3.52FIDCacheQuant
-5.082852.9861111.055169.1239May 18, 2023Sep 4, 2023Dec 22, 2023Apr 9, 2024Jul 27, 2024Nov 13, 2024Mar 3, 2025

Evaluation results

MethodLinks
CacheQuantCache Frequency (N)=2, Precision=W8A8, Bops=0.63T, Speedup=3.10x, Compression Ratio=3.99x, Retrain=false, T=100, eta=02025.033.52—
CacheQuantCache Frequency (N)=3, Precision=W8A8, Bops=0.45T, Speedup=4.14x, Compression Ratio=3.99x, Retrain=false, T=100, eta=02025.033.66—
CacheQuantCache Frequency (N)=5, Precision=W8A8, Bops=0.29T, Speedup=5.98x, Compression Ratio=3.99x, Retrain=false, T=100, eta=02025.033.71—
LDM-8Bops=19.10T, Speed=1.00x, Size=1514.5, Retrain=false, T=100, eta=02025.033.99—
Full Prec.Bits (W/A)=32/322023.114.1210.55
DeepcacheCache Frequency (N)=2, Bops=10.07T, Speed=1.86x, Compression Ratio=1.00x, Retrain=false, T=100, eta=02025.034.43—
DeepcacheCache Frequency (N)=3, Bops=7.18T, Speed=2.54x, Compression Ratio=1.00x, Retrain=false, T=100, eta=02025.035.1—
TFMQ-DMBits (W/A)=4/82023.115.5113.15
Full precisionBitwidth (W/A)=32/32, model=LDM-8, steps=200, eta=0.02023.056.318.24
PTQDBitwidth (W/A)=8/8, model=LDM-8, steps=200, eta=0.02023.056.418.34
DeepcacheCache Frequency (N)=5, Bops=4.65T, Speed=3.67x, Compression Ratio=1.00x, Retrain=false, T=100, eta=02025.036.74—
Q-DiffusionBitwidth (W/A)=8/8, model=LDM-8, steps=200, eta=0.02023.056.9418.93
PTQDBitwidth (W/A)=4/8, model=LDM-8, steps=200, eta=0.02023.057.3319.4
PTQDBits (W/A)=4/82023.117.4522.74
Q-DiffusionBitwidth (W/A)=4/8, model=LDM-8, steps=200, eta=0.02023.057.819.97
Q-DiffusionBits (W/A)=4/82023.117.823.24
PTQDBitwidth (W/A)=MP, model=LDM-8, steps=200, eta=0.02023.0517.9937.34
Q-DiffusionBitwidth (W/A)=MP, model=LDM-8, steps=200, eta=0.02023.05218.59312.86