Table 5. Bin packing performance.
| Model | Alg | Time (s) | Utilisation | Bins |
|---|---|---|---|---|
| Covtype-small | None | 0.0018 | 0.105246 | 560 |
| Covtype-small | NF | 0.0041 | 0.982292 | 60 |
| Covtype-small | FFD | 0.0064 | 0.998941 | 59 |
| Covtype-small | BFD | 0.0086 | 0.998941 | 59 |
| Covtype-med | None | 0.0450 | 0.211187 | 113,533 |
| Covtype-med | NF | 0.0007 | 0.913539 | 26,246 |
| Covtype-med | FFD | 0.0104 | 0.940338 | 25,498 |
| Covtype-med | BFD | 0.0212 | 0.940338 | 25,498 |
| Covtype-large | None | 0.0346 | 0.299913 | 6,702,132 |
| Covtype-large | NF | 0.0413 | 0.851639 | 2,360,223 |
| Covtype-large | FFD | 0.8105 | 0.952711 | 2,109,830 |
| Covtype-large | BFD | 1.6702 | 0.952711 | 2,109,830 |
| Cal_housing-small | None | 0.0015 | 0.085938 | 80 |
| Cal_housing-small | NF | 0.0025 | 0.982143 | 7 |
| Cal_housing-small | FFD | 0.0103 | 0.982143 | 7 |
| Cal_housing-small | BFD | 0.0001 | 0.982143 | 7 |
| Cal_housing-med | None | 0.0246 | 0.181457 | 21,641 |
| Cal_housing-med | NF | 0.0126 | 0.931429 | 4,216 |
| Cal_housing-med | FFD | 0.0016 | 0.941704 | 4,170 |
| Cal_housing-med | BFD | 0.0031 | 0.941704 | 4170 |
| Cal_housing-large | None | 0.0089 | 0.237979 | 3,370,373 |
| Cal_housing-large | NF | 0.0225 | 0.901060 | 890,148 |
| Cal_housing-large | FFD | 0.3534 | 0.933114 | 859,570 |
| Cal_housing-large | BFD | 0.8760 | 0.933114 | 859570 |
| Fashion_mnist-small | None | 0.0022 | 0.123906 | 800 |
| Fashion_mnist-small | NF | 0.0082 | 0.991250 | 100 |
| Fashion_mnist-small | FFD | 0.0116 | 0.991250 | 100 |
| Fashion_mnist-small | BFD | 0.0139 | 0.991250 | 100 |
| Fashion_mnist-med | None | 0.0439 | 0.264387 | 144,211 |
| Fashion_mnist-med | NF | 0.0008 | 0.867580 | 43,947 |
| Fashion_mnist-med | FFD | 0.0130 | 0.880279 | 43,313 |
| Fashion_mnist-med | BFD | 0.0219 | 0.880279 | 43,313 |
| Fashion_mnist-large | None | 0.0140 | 0.385001 | 2,929,303 |
| Fashion_mnist-large | NF | 0.0132 | 0.791948 | 1,424,063 |
| Fashion_mnist-large | FFD | 0.3633 | 0.958855 | 1,176,178 |
| Fashion_mnist-large | BFD | 0.8518 | 0.958855 | 1,176,178 |
| Adult-small | None | 0.0016 | 0.125000 | 80 |
| Adult-small | NF | 0.0023 | 1.000000 | 10 |
| Adult-small | FFD | 0.0061 | 1.000000 | 10 |
| Adult-small | BFD | 0.0060 | 1.000000 | 10 |
| Adult-med | None | 0.0050 | 0.229014 | 13,067 |
| Adult-med | NF | 0.0066 | 0.913192 | 3,277 |
| Adult-med | FFD | 0.0575 | 0.950010 | 3,150 |
| Adult-med | BFD | 0.1169 | 0.950010 | 3,150 |
| Adult-large | None | 0.0033 | 0.297131 | 642,883 |
| Adult-large | NF | 0.0035 | 0.858728 | 222,446 |
| Adult-large | FFD | 0.0684 | 0.954377 | 200,152 |
| Adult-large | BFD | 0.0954 | 0.954377 | 200,152 |