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|     |   accuracy |   bits |   clip | dataset   | method    | model   | params           |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |    time_ms |   wer |
|----:|-----------:|-------:|-------:|:----------|:----------|:--------|:-----------------|--------------------:|---------------------:|-------------:|-----------:|------:|
|   0 |   0.795478 |      4 |      0 | imagenet  | ao_woq    | vit     | fixed            |             180.84  |              411.042 |            0 |  20.9158   |     0 |
|   1 |   0.801644 |      8 |      0 | imagenet  | ao_woq    | vit     | fixed            |             341.33  |              486.539 |            0 |  74.5523   |     0 |
|   2 |   0        |      4 |      0 | imagenet  | comb_18   | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  22.5742   |     0 |
|   3 |   0        |      5 |      0 | imagenet  | comb_18   | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  22.5742   |     0 |
|   4 |   0        |      6 |      0 | imagenet  | comb_18   | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  22.5742   |     0 |
|   5 |   0        |      7 |      0 | imagenet  | comb_18   | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  22.5742   |     0 |
|   6 |   0        |      8 |      0 | imagenet  | comb_18   | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  22.5742   |     0 |
|   7 |   0        |      4 |      0 | imagenet  | comb_9    | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  63.7074   |     0 |
|   8 |   0        |      5 |      0 | imagenet  | comb_9    | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  63.7074   |     0 |
|   9 |   0        |      6 |      0 | imagenet  | comb_9    | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  63.7074   |     0 |
|  10 |   0        |      7 |      0 | imagenet  | comb_9    | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  63.7074   |     0 |
|  11 |   0        |      8 |      0 | imagenet  | comb_9    | vit     | rnd_search_t_lin |             355.972 |              511.705 |            0 |  63.7074   |     0 |
|  12 |   0.799589 |      5 |      0 | imagenet  | comb_16   | vit     | rnd_search_t_lin |             356.465 |              511.705 |            0 |  18.7909   |     0 |
|  13 |   0.798561 |      4 |      0 | imagenet  | comb_16   | vit     | rnd_search_t_lin |             356.465 |              511.705 |            0 |  28.8416   |     0 |
|  14 |   0.799589 |      8 |      0 | imagenet  | comb_16   | vit     | rnd_search_t_lin |             356.465 |              511.705 |            0 |  34.7983   |     0 |
|  15 |   0.797533 |      7 |      0 | imagenet  | comb_16   | vit     | rnd_search_t_lin |             356.465 |              511.705 |            0 |  35.2459   |     0 |
|  16 |   0.798561 |      6 |      0 | imagenet  | comb_16   | vit     | rnd_search_t_lin |             356.465 |              511.705 |            0 |  59.0067   |     0 |
|  17 |   0.805755 |      6 |      0 | imagenet  | woq       | vit     | fixed            |             356.539 |              511.705 |            0 |  20.4505   |     0 |
|  18 |   0.789311 |      4 |      0 | imagenet  | woq       | vit     | fixed            |             356.539 |              511.705 |            0 |  22.1499   |     0 |
|  19 |   0.801644 |      8 |      0 | imagenet  | woq       | vit     | fixed            |             356.539 |              511.705 |            0 |  25.8405   |     0 |
|  20 |   0.799589 |      7 |      0 | imagenet  | woq       | vit     | fixed            |             356.539 |              511.705 |            0 |  32.1204   |     0 |
|  21 |   0.799589 |      5 |      0 | imagenet  | woq       | vit     | fixed            |             356.539 |              511.705 |            0 |  68.7026   |     0 |
|  22 |   0        |      4 |      0 | imagenet  | comb_3    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  30.2199   |     0 |
|  23 |   0        |      5 |      0 | imagenet  | comb_3    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  30.2199   |     0 |
|  24 |   0        |      6 |      0 | imagenet  | comb_3    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  30.2199   |     0 |
|  25 |   0        |      7 |      0 | imagenet  | comb_3    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  30.2199   |     0 |
|  26 |   0        |      8 |      0 | imagenet  | comb_3    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  30.2199   |     0 |
|  27 |   0        |      4 |      0 | imagenet  | comb_7    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  37.8276   |     0 |
|  28 |   0        |      5 |      0 | imagenet  | comb_7    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  37.8276   |     0 |
|  29 |   0        |      6 |      0 | imagenet  | comb_7    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  37.8276   |     0 |
|  30 |   0        |      7 |      0 | imagenet  | comb_7    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  37.8276   |     0 |
|  31 |   0        |      8 |      0 | imagenet  | comb_7    | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 |  37.8276   |     0 |
|  32 |   0        |      4 |      0 | imagenet  | comb_11   | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 | 101.561    |     0 |
|  33 |   0        |      5 |      0 | imagenet  | comb_11   | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 | 101.561    |     0 |
|  34 |   0        |      6 |      0 | imagenet  | comb_11   | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 | 101.561    |     0 |
|  35 |   0        |      7 |      0 | imagenet  | comb_11   | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 | 101.561    |     0 |
|  36 |   0        |      8 |      0 | imagenet  | comb_11   | vit     | rnd_search_t_lin |             356.865 |              511.705 |            0 | 101.561    |     0 |
|  37 |   0.181818 |      4 |      0 | imagenet  | comb_17   | vit     | rnd_search_t_lin |             356.877 |              511.705 |            0 |  54.1088   |     0 |
|  38 |   0.654676 |      4 |      0 | imagenet  | comb_13   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  29.678    |     0 |
|  39 |   0.798561 |      6 |      0 | imagenet  | comb_17   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  29.8701   |     0 |
|  40 |   0.802672 |      5 |      0 | imagenet  | comb_2    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  29.991    |     0 |
|  41 |   0.798561 |      5 |      0 | imagenet  | comb_8    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  30.1531   |     0 |
|  42 |   0.795478 |      4 |      0 | imagenet  | comb_8    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  30.2889   |     0 |
|  43 |   0.800617 |      8 |      0 | imagenet  | comb_17   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  30.4019   |     0 |
|  44 |   0.799589 |      8 |      0 | imagenet  | comb_2    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  30.5034   |     0 |
|  45 |   0.800617 |      8 |      0 | imagenet  | comb_13   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  30.6904   |     0 |
|  46 |   0.799589 |      7 |      0 | imagenet  | comb_13   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  30.7077   |     0 |
|  47 |   0.793422 |      5 |      0 | imagenet  | comb_17   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  31.2943   |     0 |
|  48 |   0.799589 |      5 |      0 | imagenet  | comb_1    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  32.7951   |     0 |
|  49 |   0.801644 |      6 |      0 | imagenet  | comb_1    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  32.8001   |     0 |
|  50 |   0.801644 |      7 |      0 | imagenet  | comb_1    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  32.8116   |     0 |
|  51 |   0.800617 |      8 |      0 | imagenet  | comb_8    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  33.7807   |     0 |
|  52 |   0.798561 |      6 |      0 | imagenet  | comb_2    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  34.1702   |     0 |
|  53 |   0.799589 |      6 |      0 | imagenet  | comb_8    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  45.1432   |     0 |
|  54 |   0.801644 |      8 |      0 | imagenet  | comb_1    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  46.1329   |     0 |
|  55 |   0.79445  |      4 |      0 | imagenet  | comb_2    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  48.9689   |     0 |
|  56 |   0.797533 |      6 |      0 | imagenet  | comb_13   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  54.92     |     0 |
|  57 |   0.7852   |      5 |      0 | imagenet  | comb_13   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  63.436    |     0 |
|  58 |   0.796506 |      4 |      0 | imagenet  | comb_1    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  64.7951   |     0 |
|  59 |   0.800617 |      7 |      0 | imagenet  | comb_2    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 |  80.7103   |     0 |
|  60 |   0.799589 |      7 |      0 | imagenet  | comb_17   | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 | 112.203    |     0 |
|  61 |   0.799589 |      7 |      0 | imagenet  | comb_8    | vit     | rnd_search_t_lin |             357.358 |              513.802 |            0 | 155.476    |     0 |
|  62 |   0        |      4 |      0 | imagenet  | comb_5    | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04024  |     0 |
|  63 |   0        |      5 |      0 | imagenet  | comb_5    | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04024  |     0 |
|  64 |   0        |      6 |      0 | imagenet  | comb_5    | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04024  |     0 |
|  65 |   0        |      7 |      0 | imagenet  | comb_5    | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04024  |     0 |
|  66 |   0        |      8 |      0 | imagenet  | comb_5    | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04024  |     0 |
|  67 |   0        |      4 |      0 | imagenet  | comb_15   | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04773  |     0 |
|  68 |   0        |      5 |      0 | imagenet  | comb_15   | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04773  |     0 |
|  69 |   0        |      6 |      0 | imagenet  | comb_15   | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04773  |     0 |
|  70 |   0        |      7 |      0 | imagenet  | comb_15   | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04773  |     0 |
|  71 |   0        |      8 |      0 | imagenet  | comb_15   | vit     | rnd_search_t_lin |             329.082 |              515.899 |            0 |   0.04773  |     0 |
|  72 |   0        |      8 |      0 | imagenet  | comb_15_t | vit     | rnd_search_t_lin |             336.791 |              530.579 |            0 |   0.04249  |     0 |
|  73 |   0        |      8 |      0 | imagenet  | comb_5_t  | vit     | rnd_search_t_lin |             336.791 |              530.579 |            0 |   0.044499 |     0 |
|  74 |   0        |      8 |      0 | imagenet  | comb_9_t  | vit     | rnd_search_t_lin |             364.492 |              532.677 |            0 |  53.3204   |     0 |
|  75 |   0        |      8 |      0 | imagenet  | comb_18_t | vit     | rnd_search_t_lin |             364.656 |              532.677 |            0 |  23.1561   |     0 |
|  76 |   0.802672 |      6 |      0 | imagenet  | comb_16_t | vit     | rnd_search_t_lin |             364.985 |              532.677 |            0 |  31.7915   |     0 |
|  77 |   0.799589 |      5 |      0 | imagenet  | comb_16_t | vit     | rnd_search_t_lin |             364.985 |              532.677 |            0 |  31.8688   |     0 |
|  78 |   0.793422 |      7 |      0 | imagenet  | comb_16_t | vit     | rnd_search_t_lin |             364.985 |              532.677 |            0 |  35.2892   |     0 |
|  79 |   0.796506 |      4 |      0 | imagenet  | comb_16_t | vit     | rnd_search_t_lin |             364.985 |              532.677 |            0 |  36.7567   |     0 |
|  80 |   0.793422 |      8 |      0 | imagenet  | comb_16_t | vit     | rnd_search_t_lin |             364.985 |              532.677 |            0 |  59.6054   |     0 |
|  81 |   0.772867 |      8 |      0 | imagenet  | woq_t     | vit     | fixed            |             365.059 |              532.677 |            0 |  21.1272   |     0 |
|  82 |   0.797533 |      5 |      0 | imagenet  | woq_t     | vit     | fixed            |             365.059 |              532.677 |            0 |  21.8728   |     0 |
|  83 |   0.801644 |      7 |      0 | imagenet  | woq_t     | vit     | fixed            |             365.059 |              532.677 |            0 |  31.1755   |     0 |
|  84 |   0.808839 |      6 |      0 | imagenet  | woq_t     | vit     | fixed            |             365.059 |              532.677 |            0 |  34.1276   |     0 |
|  85 |   0.793422 |      4 |      0 | imagenet  | woq_t     | vit     | fixed            |             365.059 |              532.677 |            0 |  36.514    |     0 |
|  86 |   0        |      8 |      0 | imagenet  | comb_11_t | vit     | rnd_search_t_lin |             365.385 |              532.677 |            0 |  31.4737   |     0 |
|  87 |   0        |      8 |      0 | imagenet  | comb_7_t  | vit     | rnd_search_t_lin |             365.385 |              532.677 |            0 |  43.3355   |     0 |
|  88 |   0        |      8 |      0 | imagenet  | comb_3_t  | vit     | rnd_search_t_lin |             365.549 |              532.677 |            0 |  31.6812   |     0 |
|  89 |   0.8037   |      7 |      0 | imagenet  | comb_2_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  31.4556   |     0 |
|  90 |   0.800617 |      6 |      0 | imagenet  | comb_17_t | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  31.4616   |     0 |
|  91 |   0.782117 |      8 |      0 | imagenet  | comb_17_t | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  31.488    |     0 |
|  92 |   0.778006 |      4 |      0 | imagenet  | comb_17_t | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  31.6597   |     0 |
|  93 |   0.800617 |      5 |      0 | imagenet  | comb_2_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  31.719    |     0 |
|  94 |   0.811922 |      7 |      0 | imagenet  | comb_17_t | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  31.7972   |     0 |
|  95 |   0.8037   |      5 |      0 | imagenet  | comb_17_t | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  32.7746   |     0 |
|  96 |   0.790339 |      4 |      0 | imagenet  | comb_2_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  32.9821   |     0 |
|  97 |   0.788284 |      8 |      0 | imagenet  | comb_8_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  33.2763   |     0 |
|  98 |   0.795478 |      6 |      0 | imagenet  | comb_2_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  33.7998   |     0 |
|  99 |   0.789311 |      7 |      0 | imagenet  | comb_1_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  34.5764   |     0 |
| 100 |   0.801644 |      6 |      0 | imagenet  | comb_1_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  34.7895   |     0 |
| 101 |   0.758479 |      8 |      0 | imagenet  | comb_1_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  35.501    |     0 |
| 102 |   0.778006 |      8 |      0 | imagenet  | comb_2_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  36.1196   |     0 |
| 103 |   0.796506 |      7 |      0 | imagenet  | comb_8_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  39.0174   |     0 |
| 104 |   0.795478 |      5 |      0 | imagenet  | comb_8_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  43.4825   |     0 |
| 105 |   0.797533 |      4 |      0 | imagenet  | comb_8_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  48.4374   |     0 |
| 106 |   0.804728 |      6 |      0 | imagenet  | comb_8_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  65.7483   |     0 |
| 107 |   0.795478 |      4 |      0 | imagenet  | comb_1_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  75.49     |     0 |
| 108 |   0.805755 |      5 |      0 | imagenet  | comb_1_t  | vit     | rnd_search_t_lin |             365.878 |              534.774 |            0 |  78.0202   |     0 |
| 109 |   0.769784 |      8 |      0 | imagenet  | comb_13_t | vit     | rnd_search_t_lin |             366.042 |              534.774 |            0 |  32.1994   |     0 |
| 110 |   0.808839 |      7 |      0 | imagenet  | comb_13_t | vit     | rnd_search_t_lin |             366.042 |              534.774 |            0 |  32.7307   |     0 |
| 111 |   0.804728 |      5 |      0 | imagenet  | comb_13_t | vit     | rnd_search_t_lin |             366.042 |              534.774 |            0 |  56.7983   |     0 |
| 112 |   0.788284 |      4 |      0 | imagenet  | comb_13_t | vit     | rnd_search_t_lin |             366.042 |              534.774 |            0 |  66.8958   |     0 |
| 113 |   0.802672 |      6 |      0 | imagenet  | comb_13_t | vit     | rnd_search_t_lin |             366.042 |              534.774 |            0 |  73.6034   |     0 |
| 114 |   0.800617 |     32 |      0 | imagenet  | base      | vit     | ----             |            1235.24  |             1256.19  |            0 |  24.3021   |     0 |