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|    |   accuracy |   bits |   clip | dataset   | method   | model     | params           |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|---:|-----------:|-------:|-------:|:----------|:---------|:----------|:-----------------|--------------------:|---------------------:|-------------:|----------:|------:|
|  0 |     0.3642 |      4 |      0 | wikitext  | ao_woq   | tinyllama | fixed            |             741.693 |              866.124 |       7.0431 |   18.5532 |     0 |
|  1 |     0.3771 |      8 |      0 | wikitext  | ao_woq   | tinyllama | fixed            |            1631.73  |             1988.1   |       6.606  |   15.4471 |     0 |
|  2 |     0      |      4 |      0 | wikitext  | comb_18  | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1107 |   19.6313 |     0 |
|  3 |     0      |      5 |      0 | wikitext  | comb_18  | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1107 |   19.6313 |     0 |
|  4 |     0      |      6 |      0 | wikitext  | comb_18  | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1107 |   19.6313 |     0 |
|  5 |     0      |      7 |      0 | wikitext  | comb_18  | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1107 |   19.6313 |     0 |
|  6 |     0      |      8 |      0 | wikitext  | comb_18  | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1107 |   19.6313 |     0 |
|  7 |     0      |      4 |      0 | wikitext  | comb_9   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1093 |   25.8868 |     0 |
|  8 |     0      |      5 |      0 | wikitext  | comb_9   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1093 |   25.8868 |     0 |
|  9 |     0      |      6 |      0 | wikitext  | comb_9   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1093 |   25.8868 |     0 |
| 10 |     0      |      7 |      0 | wikitext  | comb_9   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1093 |   25.8868 |     0 |
| 11 |     0      |      8 |      0 | wikitext  | comb_9   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |       1.1093 |   25.8868 |     0 |
| 12 |     0.3777 |      6 |      0 | wikitext  | comb_16  | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |       6.6998 |   15.0213 |     0 |
| 13 |     0.3744 |      7 |      0 | wikitext  | comb_16  | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |       6.7554 |   15.371  |     0 |
| 14 |     0.3399 |      4 |      0 | wikitext  | comb_16  | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |       7.7987 |   15.3727 |     0 |
| 15 |     0.377  |      8 |      0 | wikitext  | comb_16  | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |       6.6612 |   15.4658 |     0 |
| 16 |     0.3647 |      5 |      0 | wikitext  | comb_16  | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |       7.0995 |   15.6564 |     0 |
| 17 |     0.3763 |      7 |      0 | wikitext  | woq      | tinyllama | fixed            |            1896.11  |             2160.07  |       6.6633 |   15.4887 |     0 |
| 18 |     0.3786 |      6 |      0 | wikitext  | woq      | tinyllama | fixed            |            1896.11  |             2160.07  |       6.5016 |   16.2859 |     0 |
| 19 |     0.347  |      4 |      0 | wikitext  | woq      | tinyllama | fixed            |            1896.11  |             2160.07  |       7.6554 |   16.5875 |     0 |
| 20 |     0.3773 |      8 |      0 | wikitext  | woq      | tinyllama | fixed            |            1896.11  |             2160.07  |       6.6048 |   16.6172 |     0 |
| 21 |     0.3676 |      5 |      0 | wikitext  | woq      | tinyllama | fixed            |            1896.11  |             2160.07  |       6.9663 |   16.6937 |     0 |
| 22 |     0.0032 |      7 |      0 | wikitext  | comb_11  | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1137 |   27.2391 |     0 |
| 23 |     0.0143 |      6 |      0 | wikitext  | comb_11  | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1484 |   27.2963 |     0 |
| 24 |     0      |      4 |      0 | wikitext  | comb_11  | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1166 |   27.2994 |     0 |
| 25 |     0      |      5 |      0 | wikitext  | comb_11  | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1166 |   27.2994 |     0 |
| 26 |     0      |      4 |      0 | wikitext  | comb_3   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1137 |   27.3719 |     0 |
| 27 |     0      |      5 |      0 | wikitext  | comb_3   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1137 |   27.3719 |     0 |
| 28 |     0      |      6 |      0 | wikitext  | comb_3   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1137 |   27.3719 |     0 |
| 29 |     0      |      7 |      0 | wikitext  | comb_3   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1137 |   27.3719 |     0 |
| 30 |     0      |      8 |      0 | wikitext  | comb_3   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1137 |   27.3719 |     0 |
| 31 |     0      |      4 |      0 | wikitext  | comb_7   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1159 |   27.6596 |     0 |
| 32 |     0      |      5 |      0 | wikitext  | comb_7   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1159 |   27.6596 |     0 |
| 33 |     0      |      6 |      0 | wikitext  | comb_7   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1159 |   27.6596 |     0 |
| 34 |     0      |      7 |      0 | wikitext  | comb_7   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1159 |   27.6596 |     0 |
| 35 |     0      |      8 |      0 | wikitext  | comb_7   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |       1.1159 |   27.6596 |     0 |
| 36 |     0.3774 |      6 |      0 | wikitext  | comb_8   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.7213 |   27.5513 |     0 |
| 37 |     0.3393 |      4 |      0 | wikitext  | comb_17  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.8193 |   27.5727 |     0 |
| 38 |     0.3793 |      6 |      0 | wikitext  | comb_2   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6866 |   27.5913 |     0 |
| 39 |     0.2591 |      8 |      0 | wikitext  | comb_11  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      11.2002 |   27.6232 |     0 |
| 40 |     0.3744 |      7 |      0 | wikitext  | comb_8   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.748  |   27.633  |     0 |
| 41 |     0.3769 |      7 |      0 | wikitext  | comb_17  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.712  |   27.6521 |     0 |
| 42 |     0.3766 |      6 |      0 | wikitext  | comb_17  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6754 |   27.6626 |     0 |
| 43 |     0.2109 |      4 |      0 | wikitext  | comb_13  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      14.467  |   27.6724 |     0 |
| 44 |     0.3666 |      5 |      0 | wikitext  | comb_13  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.0924 |   27.6876 |     0 |
| 45 |     0.3772 |      6 |      0 | wikitext  | comb_13  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6935 |   27.7138 |     0 |
| 46 |     0.3764 |      8 |      0 | wikitext  | comb_2   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6579 |   27.7329 |     0 |
| 47 |     0.3753 |      8 |      0 | wikitext  | comb_17  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6621 |   27.7347 |     0 |
| 48 |     0.3769 |      8 |      0 | wikitext  | comb_13  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.632  |   27.752  |     0 |
| 49 |     0.3773 |      7 |      0 | wikitext  | comb_13  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.7137 |   27.7642 |     0 |
| 50 |     0.3761 |      7 |      0 | wikitext  | comb_2   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.7418 |   27.813  |     0 |
| 51 |     0.3661 |      5 |      0 | wikitext  | comb_8   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.0966 |   27.8831 |     0 |
| 52 |     0.3424 |      4 |      0 | wikitext  | comb_2   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.7785 |   27.9012 |     0 |
| 53 |     0.3762 |      8 |      0 | wikitext  | comb_8   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6404 |   27.9076 |     0 |
| 54 |     0.3652 |      5 |      0 | wikitext  | comb_17  | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.0952 |   28.0643 |     0 |
| 55 |     0.3674 |      5 |      0 | wikitext  | comb_2   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.0842 |   28.0768 |     0 |
| 56 |     0.3768 |      8 |      0 | wikitext  | comb_1   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.6308 |   34.8016 |     0 |
| 57 |     0.3746 |      7 |      0 | wikitext  | comb_1   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.743  |   34.9581 |     0 |
| 58 |     0.3376 |      4 |      0 | wikitext  | comb_1   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.9103 |   35.015  |     0 |
| 59 |     0.3776 |      6 |      0 | wikitext  | comb_1   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       6.7046 |   35.0178 |     0 |
| 60 |     0.3653 |      5 |      0 | wikitext  | comb_1   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |       7.1133 |   35.1656 |     0 |
| 61 |     0      |      4 |      0 | wikitext  | comb_15  | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |       1.1196 |    0.5235 |     0 |
| 62 |     0      |      5 |      0 | wikitext  | comb_15  | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |       1.1196 |    0.5235 |     0 |
| 63 |     0      |      6 |      0 | wikitext  | comb_15  | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |       1.1196 |    0.5235 |     0 |
| 64 |     0      |      7 |      0 | wikitext  | comb_15  | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |       1.1196 |    0.5235 |     0 |
| 65 |     0      |      8 |      0 | wikitext  | comb_15  | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |       1.1196 |    0.5235 |     0 |
| 66 |     0.3781 |     32 |      0 | wikitext  | base     | tinyllama | ----             |            4470.55  |             4485.81  |       6.596  |   11.6029 |     0 |