Unconditional Image Generation on LSUN Churches 256x256 (test)
3.52FIDCacheQuant
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CacheQuantCache Frequency (N)=2, Precision=W8A8, Bops=0.63T, Speedup=3.10x, Compression Ratio=3.99x, Retrain=false, T=100, eta=02025.03 | 3.52 | — | |
| CacheQuantCache Frequency (N)=3, Precision=W8A8, Bops=0.45T, Speedup=4.14x, Compression Ratio=3.99x, Retrain=false, T=100, eta=02025.03 | 3.66 | — | |
| CacheQuantCache Frequency (N)=5, Precision=W8A8, Bops=0.29T, Speedup=5.98x, Compression Ratio=3.99x, Retrain=false, T=100, eta=02025.03 | 3.71 | — | |
| LDM-8Bops=19.10T, Speed=1.00x, Size=1514.5, Retrain=false, T=100, eta=02025.03 | 3.99 | — | |
| Full Prec.Bits (W/A)=32/322023.11 | 4.12 | 10.55 | |
| DeepcacheCache Frequency (N)=2, Bops=10.07T, Speed=1.86x, Compression Ratio=1.00x, Retrain=false, T=100, eta=02025.03 | 4.43 | — | |
| DeepcacheCache Frequency (N)=3, Bops=7.18T, Speed=2.54x, Compression Ratio=1.00x, Retrain=false, T=100, eta=02025.03 | 5.1 | — | |
| TFMQ-DMBits (W/A)=4/82023.11 | 5.51 | 13.15 | |
| Full precisionBitwidth (W/A)=32/32, model=LDM-8, steps=200, eta=0.02023.05 | 6.3 | 18.24 | |
| PTQDBitwidth (W/A)=8/8, model=LDM-8, steps=200, eta=0.02023.05 | 6.4 | 18.34 | |
| DeepcacheCache Frequency (N)=5, Bops=4.65T, Speed=3.67x, Compression Ratio=1.00x, Retrain=false, T=100, eta=02025.03 | 6.74 | — | |
| Q-DiffusionBitwidth (W/A)=8/8, model=LDM-8, steps=200, eta=0.02023.05 | 6.94 | 18.93 | |
| PTQDBitwidth (W/A)=4/8, model=LDM-8, steps=200, eta=0.02023.05 | 7.33 | 19.4 | |
| PTQDBits (W/A)=4/82023.11 | 7.45 | 22.74 | |
| Q-DiffusionBitwidth (W/A)=4/8, model=LDM-8, steps=200, eta=0.02023.05 | 7.8 | 19.97 | |
| Q-DiffusionBits (W/A)=4/82023.11 | 7.8 | 23.24 | |
| PTQDBitwidth (W/A)=MP, model=LDM-8, steps=200, eta=0.02023.05 | 17.99 | 37.34 | |
| Q-DiffusionBitwidth (W/A)=MP, model=LDM-8, steps=200, eta=0.02023.05 | 218.59 | 312.86 |