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|     |   accuracy |   bits |   clip | dataset   | method    | model     | params           |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|----:|-----------:|-------:|-------:|:----------|:----------|:----------|:-----------------|--------------------:|---------------------:|-------------:|----------:|------:|
|   0 |  0.364167  |      4 |      0 | wikitext  | ao_woq    | tinyllama | fixed            |             741.693 |              866.124 |      7.04309 | 18.5532   |     0 |
|   1 |  0.377136  |      8 |      0 | wikitext  | ao_woq    | tinyllama | fixed            |            1631.73  |             1988.1   |      6.60597 | 15.4471   |     0 |
|   2 |  0         |      4 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.6313   |     0 |
|   3 |  0         |      5 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.6313   |     0 |
|   4 |  0         |      6 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.6313   |     0 |
|   5 |  0         |      7 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.6313   |     0 |
|   6 |  0         |      8 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.6313   |     0 |
|   7 |  0         |      4 |      0 | wikitext  | comb_9    | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8868   |     0 |
|   8 |  0         |      5 |      0 | wikitext  | comb_9    | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8868   |     0 |
|   9 |  0         |      6 |      0 | wikitext  | comb_9    | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8868   |     0 |
|  10 |  0         |      7 |      0 | wikitext  | comb_9    | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8868   |     0 |
|  11 |  0         |      8 |      0 | wikitext  | comb_9    | tinyllama | rnd_search_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8868   |     0 |
|  12 |  0.377676  |      6 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |      6.69982 | 15.0213   |     0 |
|  13 |  0.374367  |      7 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |      6.75538 | 15.371    |     0 |
|  14 |  0.339919  |      4 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |      7.79867 | 15.3727   |     0 |
|  15 |  0.377001  |      8 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |      6.66118 | 15.4658   |     0 |
|  16 |  0.364674  |      5 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_lin |            1896.03  |             2157.97  |      7.09949 | 15.6564   |     0 |
|  17 |  0.376326  |      7 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.66335 | 15.4887   |     0 |
|  18 |  0.378588  |      6 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.50158 | 16.2859   |     0 |
|  19 |  0.346977  |      4 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      7.65536 | 16.5875   |     0 |
|  20 |  0.377271  |      8 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.60481 | 16.6172   |     0 |
|  21 |  0.367612  |      5 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.9663  | 16.6937   |     0 |
|  22 |  0.0031746 |      7 |      0 | wikitext  | comb_11   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11371 | 27.2391   |     0 |
|  23 |  0.0142857 |      6 |      0 | wikitext  | comb_11   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.14843 | 27.2963   |     0 |
|  24 |  0         |      4 |      0 | wikitext  | comb_11   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11658 | 27.2994   |     0 |
|  25 |  0         |      5 |      0 | wikitext  | comb_11   | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11658 | 27.2994   |     0 |
|  26 |  0         |      4 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11374 | 27.3719   |     0 |
|  27 |  0         |      5 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11374 | 27.3719   |     0 |
|  28 |  0         |      6 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11374 | 27.3719   |     0 |
|  29 |  0         |      7 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11374 | 27.3719   |     0 |
|  30 |  0         |      8 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11374 | 27.3719   |     0 |
|  31 |  0         |      4 |      0 | wikitext  | comb_7    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11589 | 27.6596   |     0 |
|  32 |  0         |      5 |      0 | wikitext  | comb_7    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11589 | 27.6596   |     0 |
|  33 |  0         |      6 |      0 | wikitext  | comb_7    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11589 | 27.6596   |     0 |
|  34 |  0         |      7 |      0 | wikitext  | comb_7    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11589 | 27.6596   |     0 |
|  35 |  0         |      8 |      0 | wikitext  | comb_7    | tinyllama | rnd_search_t_lin |            1897.39  |             2160.07  |      1.11589 | 27.6596   |     0 |
|  36 |  0.37744   |      6 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.72135 | 27.5513   |     0 |
|  37 |  0.339277  |      4 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.81935 | 27.5727   |     0 |
|  38 |  0.379264  |      6 |      0 | wikitext  | comb_2    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.6866  | 27.5913   |     0 |
|  39 |  0.259102  |      8 |      0 | wikitext  | comb_11   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |     11.2002  | 27.6232   |     0 |
|  40 |  0.374367  |      7 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.74798 | 27.633    |     0 |
|  41 |  0.3769    |      7 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.71202 | 27.6521   |     0 |
|  42 |  0.376562  |      6 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.67541 | 27.6626   |     0 |
|  43 |  0.210875  |      4 |      0 | wikitext  | comb_13   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |     14.467   | 27.6724   |     0 |
|  44 |  0.366599  |      5 |      0 | wikitext  | comb_13   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.09239 | 27.6876   |     0 |
|  45 |  0.377204  |      6 |      0 | wikitext  | comb_13   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.69345 | 27.7138   |     0 |
|  46 |  0.376359  |      8 |      0 | wikitext  | comb_2    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.65789 | 27.7329   |     0 |
|  47 |  0.375346  |      8 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.66211 | 27.7347   |     0 |
|  48 |  0.376866  |      8 |      0 | wikitext  | comb_13   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.63199 | 27.752    |     0 |
|  49 |  0.377271  |      7 |      0 | wikitext  | comb_13   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.71373 | 27.7642   |     0 |
|  50 |  0.376123  |      7 |      0 | wikitext  | comb_2    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.74175 | 27.813    |     0 |
|  51 |  0.366093  |      5 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.09658 | 27.8831   |     0 |
|  52 |  0.342384  |      4 |      0 | wikitext  | comb_2    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.77852 | 27.9012   |     0 |
|  53 |  0.37619   |      8 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.64042 | 27.9076   |     0 |
|  54 |  0.365181  |      5 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.09523 | 28.0643   |     0 |
|  55 |  0.36741   |      5 |      0 | wikitext  | comb_2    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.08422 | 28.0768   |     0 |
|  56 |  0.376765  |      8 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.63078 | 34.8016   |     0 |
|  57 |  0.374637  |      7 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.74299 | 34.9581   |     0 |
|  58 |  0.337589  |      4 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.91026 | 35.015    |     0 |
|  59 |  0.377643  |      6 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      6.70463 | 35.0178   |     0 |
|  60 |  0.36535   |      5 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_lin |            1897.87  |             2160.07  |      7.11332 | 35.1656   |     0 |
|  61 |  0         |      8 |      0 | wikitext  | comb_9_t  | tinyllama | rnd_search_t_lin |            1904.15  |             2174.75  |      1.10931 | 26.0487   |     0 |
|  62 |  0         |      8 |      0 | wikitext  | comb_18_t | tinyllama | rnd_search_t_lin |            1904.08  |             2178.94  |      1.1087  | 19.8229   |     0 |
|  63 |  0.408004  |      4 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_lin |            1904.55  |             2178.94  |      5.47701 | 15.4063   |     0 |
|  64 |  0.469335  |      6 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_lin |            1904.55  |             2178.94  |      3.71759 | 15.5164   |     0 |
|  65 |  0.450118  |      8 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_lin |            1904.55  |             2178.94  |      3.89973 | 15.6758   |     0 |
|  66 |  0.466768  |      7 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_lin |            1904.55  |             2178.94  |      3.63022 | 15.9879   |     0 |
|  67 |  0.461939  |      5 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_lin |            1904.55  |             2178.94  |      4.27005 | 17.0914   |     0 |
|  68 |  0.467849  |      6 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      3.79505 | 16.4003   |     0 |
|  69 |  0.45667   |      8 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      3.827   | 16.6168   |     0 |
|  70 |  0.454407  |      5 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      4.4038  | 16.6649   |     0 |
|  71 |  0.467004  |      7 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      3.66636 | 16.7238   |     0 |
|  72 |  0.393651  |      4 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      5.7205  | 17.4753   |     0 |
|  73 |  0.125363  |      8 |      0 | wikitext  | comb_7_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |     38.9221  | 27.4904   |     0 |
|  74 |  0.125464  |      6 |      0 | wikitext  | comb_11_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |     22.969   | 27.5753   |     0 |
|  75 |  0.125498  |      7 |      0 | wikitext  | comb_11_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |     23.1238  | 27.6011   |     0 |
|  76 |  0.460317  |      5 |      0 | wikitext  | comb_17_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      4.2551  | 27.6194   |     0 |
|  77 |  0.125464  |      8 |      0 | wikitext  | comb_11_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |     24.0896  | 27.6408   |     0 |
|  78 |  0.125262  |      8 |      0 | wikitext  | comb_3_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |     38.6532  | 27.6682   |     0 |
|  79 |  0.468254  |      6 |      0 | wikitext  | comb_2_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.76292 | 27.6777   |     0 |
|  80 |  0.464235  |      6 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.8095  | 27.6797   |     0 |
|  81 |  0.454407  |      8 |      0 | wikitext  | comb_13_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.87197 | 27.6832   |     0 |
|  82 |  0.459169  |      7 |      0 | wikitext  | comb_2_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.80841 | 27.6917   |     0 |
|  83 |  0.458663  |      5 |      0 | wikitext  | comb_13_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      4.15748 | 27.6953   |     0 |
|  84 |  0.471158  |      7 |      0 | wikitext  | comb_13_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.72213 | 27.7173   |     0 |
|  85 |  0.452212  |      8 |      0 | wikitext  | comb_17_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.84068 | 27.7331   |     0 |
|  86 |  0.468186  |      8 |      0 | wikitext  | comb_2_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.8505  | 27.7351   |     0 |
|  87 |  0.125464  |      5 |      0 | wikitext  | comb_11_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |     23.3363  | 27.7425   |     0 |
|  88 |  0.483823  |      8 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.7102  | 27.7504   |     0 |
|  89 |  0.408848  |      4 |      0 | wikitext  | comb_2_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      5.49275 | 27.7684   |     0 |
|  90 |  0.471834  |      6 |      0 | wikitext  | comb_17_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.76486 | 27.7814   |     0 |
|  91 |  0.467477  |      6 |      0 | wikitext  | comb_13_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.72312 | 27.7901   |     0 |
|  92 |  0.45434   |      5 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      4.36141 | 27.7965   |     0 |
|  93 |  0.429146  |      4 |      0 | wikitext  | comb_13_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      5.3281  | 27.8117   |     0 |
|  94 |  0.462276  |      7 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.74878 | 27.8132   |     0 |
|  95 |  0.409693  |      4 |      0 | wikitext  | comb_17_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      5.56597 | 27.8271   |     0 |
|  96 |  0.45613   |      5 |      0 | wikitext  | comb_2_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      4.10934 | 27.8508   |     0 |
|  97 |  0.466025  |      7 |      0 | wikitext  | comb_17_t | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.76803 | 27.8637   |     0 |
|  98 |  0.459777  |      5 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      4.24968 | 34.9395   |     0 |
|  99 |  0.405471  |      4 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      5.54325 | 34.9594   |     0 |
| 100 |  0.473489  |      7 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.57501 | 34.9601   |     0 |
| 101 |  0.467004  |      8 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.83233 | 35.095    |     0 |
| 102 |  0.475785  |      6 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_lin |            1906.38  |             2181.04  |      3.69308 | 35.7321   |     0 |
| 103 |  0         |      4 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |      1.11956 |  0.523504 |     0 |
| 104 |  0         |      5 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |      1.11956 |  0.523504 |     0 |
| 105 |  0         |      6 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |      1.11956 |  0.523504 |     0 |
| 106 |  0         |      7 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |      1.11956 |  0.523504 |     0 |
| 107 |  0         |      8 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_lin |            1381.17  |             2487.22  |      1.11956 |  0.523504 |     0 |
| 108 |  0         |      8 |      0 | wikitext  | comb_15_t | tinyllama | rnd_search_t_lin |            1389.69  |             2499.81  |      1.11956 |  0.513876 |     0 |
| 109 |  0.378149  |     32 |      0 | wikitext  | base      | tinyllama | ----             |            4470.55  |             4485.81  |      6.59595 | 11.6029   |     0 |