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|    |   accuracy |   bits |   clip | dataset   | method   | model   | params   |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|---:|-----------:|-------:|-------:|:----------|:---------|:--------|:---------|--------------------:|---------------------:|-------------:|----------:|------:|
|  0 |  0         |      4 |      0 | imagenet  | comb_11  | vit     | nlr      |             355.972 |              511.705 |            0 | 48.5664   |     0 |
|  1 |  0         |      5 |      0 | imagenet  | comb_11  | vit     | nlr      |             355.972 |              511.705 |            0 | 48.5664   |     0 |
|  2 |  0         |      6 |      0 | imagenet  | comb_11  | vit     | nlr      |             355.972 |              511.705 |            0 | 48.5664   |     0 |
|  3 |  0         |      7 |      0 | imagenet  | comb_11  | vit     | nlr      |             355.972 |              511.705 |            0 | 48.5664   |     0 |
|  4 |  0         |      8 |      0 | imagenet  | comb_11  | vit     | nlr      |             355.972 |              511.705 |            0 | 48.5664   |     0 |
|  5 |  0         |      4 |      0 | imagenet  | comb_3   | vit     | nlr      |             355.972 |              511.705 |            0 | 50.9693   |     0 |
|  6 |  0         |      5 |      0 | imagenet  | comb_3   | vit     | nlr      |             355.972 |              511.705 |            0 | 50.9693   |     0 |
|  7 |  0         |      6 |      0 | imagenet  | comb_3   | vit     | nlr      |             355.972 |              511.705 |            0 | 50.9693   |     0 |
|  8 |  0         |      7 |      0 | imagenet  | comb_3   | vit     | nlr      |             355.972 |              511.705 |            0 | 50.9693   |     0 |
|  9 |  0         |      8 |      0 | imagenet  | comb_3   | vit     | nlr      |             355.972 |              511.705 |            0 | 50.9693   |     0 |
| 10 |  0.801644  |      8 |      0 | imagenet  | comb_6   | vit     | nlr      |             356.465 |              511.705 |            0 | 31.3603   |     0 |
| 11 |  0.805755  |      6 |      0 | imagenet  | comb_6   | vit     | nlr      |             356.465 |              511.705 |            0 | 31.4517   |     0 |
| 12 |  0.799589  |      7 |      0 | imagenet  | comb_6   | vit     | nlr      |             356.465 |              511.705 |            0 | 32.5097   |     0 |
| 13 |  0.799589  |      5 |      0 | imagenet  | comb_6   | vit     | nlr      |             356.465 |              511.705 |            0 | 36.9032   |     0 |
| 14 |  0.805755  |      6 |      0 | imagenet  | woq      | vit     | fixed    |             356.539 |              511.705 |            0 | 29.4787   |     0 |
| 15 |  0.799589  |      7 |      0 | imagenet  | woq      | vit     | fixed    |             356.539 |              511.705 |            0 | 30.6794   |     0 |
| 16 |  0.799589  |      5 |      0 | imagenet  | woq      | vit     | fixed    |             356.539 |              511.705 |            0 | 31.5947   |     0 |
| 17 |  0.801644  |      8 |      0 | imagenet  | woq      | vit     | fixed    |             356.539 |              511.705 |            0 | 35.4921   |     0 |
| 18 |  0.789311  |      4 |      0 | imagenet  | woq      | vit     | fixed    |             356.539 |              511.705 |            0 | 36.4861   |     0 |
| 19 |  0         |      4 |      0 | imagenet  | comb_15  | vit     | nlr      |             356.865 |              511.705 |            0 | 48.2981   |     0 |
| 20 |  0         |      4 |      0 | imagenet  | comb_5   | vit     | nlr      |             356.865 |              511.705 |            0 | 49.3827   |     0 |
| 21 |  0         |      5 |      0 | imagenet  | comb_5   | vit     | nlr      |             356.865 |              511.705 |            0 | 49.3827   |     0 |
| 22 |  0         |      6 |      0 | imagenet  | comb_5   | vit     | nlr      |             356.865 |              511.705 |            0 | 49.3827   |     0 |
| 23 |  0         |      7 |      0 | imagenet  | comb_5   | vit     | nlr      |             356.865 |              511.705 |            0 | 49.3827   |     0 |
| 24 |  0         |      8 |      0 | imagenet  | comb_5   | vit     | nlr      |             356.865 |              511.705 |            0 | 49.3827   |     0 |
| 25 |  0         |      4 |      0 | imagenet  | comb_13  | vit     | nlr      |             356.865 |              511.705 |            0 | 49.5577   |     0 |
| 26 |  0         |      5 |      0 | imagenet  | comb_13  | vit     | nlr      |             356.865 |              511.705 |            0 | 49.5577   |     0 |
| 27 |  0         |      6 |      0 | imagenet  | comb_13  | vit     | nlr      |             356.865 |              511.705 |            0 | 49.5577   |     0 |
| 28 |  0         |      4 |      0 | imagenet  | comb_8   | vit     | nlr      |             356.865 |              511.705 |            0 | 59.3293   |     0 |
| 29 |  0         |      5 |      0 | imagenet  | comb_8   | vit     | nlr      |             356.865 |              511.705 |            0 | 59.3293   |     0 |
| 30 |  0         |      6 |      0 | imagenet  | comb_8   | vit     | nlr      |             356.865 |              511.705 |            0 | 59.3293   |     0 |
| 31 |  0         |      7 |      0 | imagenet  | comb_8   | vit     | nlr      |             356.865 |              511.705 |            0 | 59.3293   |     0 |
| 32 |  0         |      8 |      0 | imagenet  | comb_8   | vit     | nlr      |             356.865 |              511.705 |            0 | 59.3293   |     0 |
| 33 |  0         |      4 |      0 | imagenet  | comb_10  | vit     | nlr      |             356.865 |              511.705 |            0 | 70.7598   |     0 |
| 34 |  0         |      5 |      0 | imagenet  | comb_10  | vit     | nlr      |             356.865 |              511.705 |            0 | 70.7598   |     0 |
| 35 |  0.0769231 |      8 |      0 | imagenet  | comb_13  | vit     | nlr      |             356.867 |              511.705 |            0 | 77.5891   |     0 |
| 36 |  0.181818  |      4 |      0 | imagenet  | comb_17  | vit     | nlr      |             356.877 |              511.705 |            0 | 46.6618   |     0 |
| 37 |  0.394737  |      7 |      0 | imagenet  | comb_13  | vit     | nlr      |             356.899 |              511.705 |            0 | 49.318    |     0 |
| 38 |  0         |      4 |      0 | imagenet  | comb_0   | vit     | nlr      |             378.705 |              511.705 |            0 | 78.2565   |     0 |
| 39 |  0         |      5 |      0 | imagenet  | comb_0   | vit     | nlr      |             378.705 |              511.705 |            0 | 78.2565   |     0 |
| 40 |  0         |      6 |      0 | imagenet  | comb_0   | vit     | nlr      |             378.705 |              511.705 |            0 | 78.2565   |     0 |
| 41 |  0         |      7 |      0 | imagenet  | comb_0   | vit     | nlr      |             378.705 |              511.705 |            0 | 78.2565   |     0 |
| 42 |  0         |      8 |      0 | imagenet  | comb_0   | vit     | nlr      |             378.705 |              511.705 |            0 | 78.2565   |     0 |
| 43 |  0         |      4 |      0 | imagenet  | comb_1   | vit     | nlr      |             328.271 |              513.802 |            0 |  0.083496 |     0 |
| 44 |  0         |      5 |      0 | imagenet  | comb_1   | vit     | nlr      |             328.271 |              513.802 |            0 |  0.083496 |     0 |
| 45 |  0         |      6 |      0 | imagenet  | comb_1   | vit     | nlr      |             328.271 |              513.802 |            0 |  0.083496 |     0 |
| 46 |  0         |      7 |      0 | imagenet  | comb_1   | vit     | nlr      |             328.271 |              513.802 |            0 |  0.083496 |     0 |
| 47 |  0         |      8 |      0 | imagenet  | comb_1   | vit     | nlr      |             328.271 |              513.802 |            0 |  0.083496 |     0 |
| 48 |  0.799589  |      5 |      0 | imagenet  | comb_15  | vit     | nlr      |             357.358 |              513.802 |            0 | 45.367    |     0 |
| 49 |  0.796506  |      5 |      0 | imagenet  | comb_14  | vit     | nlr      |             357.358 |              513.802 |            0 | 45.702    |     0 |
| 50 |  0.787256  |      4 |      0 | imagenet  | comb_14  | vit     | nlr      |             357.358 |              513.802 |            0 | 46.7125   |     0 |
| 51 |  0.789311  |      5 |      0 | imagenet  | comb_17  | vit     | nlr      |             357.358 |              513.802 |            0 | 47.8618   |     0 |
| 52 |  0.797533  |      6 |      0 | imagenet  | comb_15  | vit     | nlr      |             357.358 |              513.802 |            0 | 47.9498   |     0 |
| 53 |  0.802672  |      7 |      0 | imagenet  | comb_15  | vit     | nlr      |             357.358 |              513.802 |            0 | 48.4779   |     0 |
| 54 |  0.801644  |      8 |      0 | imagenet  | comb_16  | vit     | nlr      |             357.358 |              513.802 |            0 | 49        |     0 |
| 55 |  0.804728  |      6 |      0 | imagenet  | comb_16  | vit     | nlr      |             357.358 |              513.802 |            0 | 49.0668   |     0 |
| 56 |  0.799589  |      8 |      0 | imagenet  | comb_14  | vit     | nlr      |             357.358 |              513.802 |            0 | 49.2037   |     0 |
| 57 |  0.800617  |      8 |      0 | imagenet  | comb_15  | vit     | nlr      |             357.358 |              513.802 |            0 | 49.3588   |     0 |
| 58 |  0.801644  |      5 |      0 | imagenet  | comb_9   | vit     | nlr      |             357.358 |              513.802 |            0 | 50.7076   |     0 |
| 59 |  0.801644  |      6 |      0 | imagenet  | comb_14  | vit     | nlr      |             357.358 |              513.802 |            0 | 50.7623   |     0 |
| 60 |  0.797533  |      7 |      0 | imagenet  | comb_14  | vit     | nlr      |             357.358 |              513.802 |            0 | 50.8509   |     0 |
| 61 |  0.793422  |      4 |      0 | imagenet  | comb_9   | vit     | nlr      |             357.358 |              513.802 |            0 | 51.5064   |     0 |
| 62 |  0.801644  |      7 |      0 | imagenet  | comb_16  | vit     | nlr      |             357.358 |              513.802 |            0 | 51.6201   |     0 |
| 63 |  0.800617  |      8 |      0 | imagenet  | comb_4   | vit     | nlr      |             357.358 |              513.802 |            0 | 51.6618   |     0 |
| 64 |  0.802672  |      8 |      0 | imagenet  | comb_17  | vit     | nlr      |             357.358 |              513.802 |            0 | 52.0654   |     0 |
| 65 |  0.800617  |      7 |      0 | imagenet  | comb_4   | vit     | nlr      |             357.358 |              513.802 |            0 | 54.9291   |     0 |
| 66 |  0.800617  |      7 |      0 | imagenet  | comb_17  | vit     | nlr      |             357.358 |              513.802 |            0 | 55.2512   |     0 |
| 67 |  0.804728  |      6 |      0 | imagenet  | comb_9   | vit     | nlr      |             357.358 |              513.802 |            0 | 56.9223   |     0 |
| 68 |  0.8037    |      8 |      0 | imagenet  | comb_10  | vit     | nlr      |             357.358 |              513.802 |            0 | 57.9464   |     0 |
| 69 |  0.800617  |      7 |      0 | imagenet  | comb_9   | vit     | nlr      |             357.358 |              513.802 |            0 | 58.2658   |     0 |
| 70 |  0.797533  |      5 |      0 | imagenet  | comb_4   | vit     | nlr      |             357.358 |              513.802 |            0 | 59.486    |     0 |
| 71 |  0.784173  |      6 |      0 | imagenet  | comb_10  | vit     | nlr      |             357.358 |              513.802 |            0 | 60.3661   |     0 |
| 72 |  0.801644  |      7 |      0 | imagenet  | comb_10  | vit     | nlr      |             357.358 |              513.802 |            0 | 61.9856   |     0 |
| 73 |  0.801644  |      8 |      0 | imagenet  | comb_9   | vit     | nlr      |             357.358 |              513.802 |            0 | 66.6812   |     0 |
| 74 |  0.802672  |      6 |      0 | imagenet  | comb_4   | vit     | nlr      |             357.358 |              513.802 |            0 | 69.508    |     0 |
| 75 |  0.800617  |      6 |      0 | imagenet  | comb_17  | vit     | nlr      |             357.358 |              513.802 |            0 | 79.5153   |     0 |
| 76 |  0.800617  |     32 |      0 | imagenet  | base     | vit     | ----     |            1235.24  |             1256.19  |            0 | 18.1811   |     0 |