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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 | 18.4213   |     0 |
|   1 | 0.377136   |      8 |      0 | wikitext  | ao_woq    | tinyllama | fixed            |            1631.73  |             1988.1   |      6.60597 | 15.54     |     0 |
|   2 | 0          |      4 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.11067 | 19.8207   |     0 |
|   3 | 0          |      5 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.11067 | 19.8207   |     0 |
|   4 | 0          |      6 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.11067 | 19.8207   |     0 |
|   5 | 0          |      7 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.11067 | 19.8207   |     0 |
|   6 | 0          |      8 |      0 | wikitext  | comb_17   | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.11067 | 19.8207   |     0 |
|   7 | 0          |      4 |      0 | wikitext  | comb_5    | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.10931 | 26.1773   |     0 |
|   8 | 0          |      5 |      0 | wikitext  | comb_5    | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.10931 | 26.1773   |     0 |
|   9 | 0          |      6 |      0 | wikitext  | comb_5    | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.10931 | 26.1773   |     0 |
|  10 | 0          |      7 |      0 | wikitext  | comb_5    | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.10931 | 26.1773   |     0 |
|  11 | 0          |      8 |      0 | wikitext  | comb_5    | tinyllama | rnd_search_t_cos |            1895.56  |             2157.97  |      1.10931 | 26.1773   |     0 |
|  12 | 0.349274   |      5 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_cos |            1896.03  |             2157.97  |      7.59441 | 14.8045   |     0 |
|  13 | 0.374806   |      6 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_cos |            1896.03  |             2157.97  |      6.82062 | 15.0946   |     0 |
|  14 | 0.373691   |      7 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_cos |            1896.03  |             2157.97  |      6.75124 | 15.1294   |     0 |
|  15 | 0.325295   |      4 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_cos |            1896.03  |             2157.97  |      8.29239 | 15.2663   |     0 |
|  16 | 0.37663    |      8 |      0 | wikitext  | comb_15   | tinyllama | rnd_search_t_cos |            1896.03  |             2157.97  |      6.64881 | 15.6105   |     0 |
|  17 | 0.377271   |      8 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.60481 | 15.9272   |     0 |
|  18 | 0.367612   |      5 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.9663  | 16.6878   |     0 |
|  19 | 0.376326   |      7 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.66335 | 16.8067   |     0 |
|  20 | 0.346977   |      4 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      7.65536 | 66.0588   |     0 |
|  21 | 0.378588   |      6 |      0 | wikitext  | woq       | tinyllama | fixed            |            1896.11  |             2160.07  |      6.50158 | 67.418    |     0 |
|  22 | 0          |      4 |      0 | wikitext  | comb_12   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.14539 | 27.5638   |     0 |
|  23 | 0          |      5 |      0 | wikitext  | comb_12   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.14539 | 27.5638   |     0 |
|  24 | 0          |      6 |      0 | wikitext  | comb_12   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.14539 | 27.5638   |     0 |
|  25 | 0          |      4 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.1099  | 27.5703   |     0 |
|  26 | 0          |      5 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.1099  | 27.5703   |     0 |
|  27 | 0          |      6 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.1099  | 27.5703   |     0 |
|  28 | 0          |      7 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.1099  | 27.5703   |     0 |
|  29 | 0          |      8 |      0 | wikitext  | comb_18   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.1099  | 27.5703   |     0 |
|  30 | 0.00476191 |      7 |      0 | wikitext  | comb_12   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.10916 | 27.5922   |     0 |
|  31 | 0          |      4 |      0 | wikitext  | comb_10   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.11634 | 27.6982   |     0 |
|  32 | 0          |      5 |      0 | wikitext  | comb_10   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.11634 | 27.6982   |     0 |
|  33 | 0          |      6 |      0 | wikitext  | comb_10   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.11634 | 27.6982   |     0 |
|  34 | 0          |      7 |      0 | wikitext  | comb_10   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.11634 | 27.6982   |     0 |
|  35 | 0          |      8 |      0 | wikitext  | comb_10   | tinyllama | rnd_search_t_cos |            1897.39  |             2160.07  |      1.11634 | 27.6982   |     0 |
|  36 | 0.375144   |      6 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.78739 | 27.7909   |     0 |
|  37 | 0.376157   |      8 |      0 | wikitext  | comb_4    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.63032 | 27.8141   |     0 |
|  38 | 0.373455   |      6 |      0 | wikitext  | comb_4    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.79635 | 27.8201   |     0 |
|  39 | 0.262546   |      8 |      0 | wikitext  | comb_12   | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |     11.5132  | 27.8406   |     0 |
|  40 | 0.348396   |      5 |      0 | wikitext  | comb_4    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      7.64742 | 27.848    |     0 |
|  41 | 0.372712   |      7 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.719   | 27.8874   |     0 |
|  42 | 0.37511    |      7 |      0 | wikitext  | comb_6    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.76598 | 27.8973   |     0 |
|  43 | 0.357177   |      5 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      7.30061 | 27.8986   |     0 |
|  44 | 0.328065   |      4 |      0 | wikitext  | comb_6    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      8.2341  | 27.9194   |     0 |
|  45 | 0.320804   |      4 |      0 | wikitext  | comb_4    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      8.38679 | 27.9351   |     0 |
|  46 | 0.313137   |      4 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      8.78894 | 27.9564   |     0 |
|  47 | 0.374637   |      6 |      0 | wikitext  | comb_6    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.82247 | 27.9854   |     0 |
|  48 | 0.372239   |      7 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.78734 | 27.9861   |     0 |
|  49 | 0.374975   |      6 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.80514 | 28.0165   |     0 |
|  50 | 0.323607   |      4 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      8.3285  | 28.0205   |     0 |
|  51 | 0.375008   |      8 |      0 | wikitext  | comb_6    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.66499 | 28.0375   |     0 |
|  52 | 0.374367   |      8 |      0 | wikitext  | comb_8    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.70024 | 28.0461   |     0 |
|  53 | 0.354711   |      5 |      0 | wikitext  | comb_6    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      7.37071 | 28.0995   |     0 |
|  54 | 0.373658   |      6 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.78763 | 35.1603   |     0 |
|  55 | 0.320567   |      4 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      8.46719 | 35.2066   |     0 |
|  56 | 0.374569   |      7 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.77103 | 35.209    |     0 |
|  57 | 0.347349   |      5 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      7.64657 | 35.2125   |     0 |
|  58 | 0.376663   |      8 |      0 | wikitext  | comb_16   | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.64292 | 35.4467   |     0 |
|  59 | 0.374569   |      7 |      0 | wikitext  | comb_4    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.72045 | 74.0978   |     0 |
|  60 | 0.376832   |      8 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      6.65195 | 93.1189   |     0 |
|  61 | 0.352752   |      5 |      0 | wikitext  | comb_1    | tinyllama | rnd_search_t_cos |            1897.87  |             2160.07  |      7.49946 | 93.7502   |     0 |
|  62 | 0          |      8 |      0 | wikitext  | comb_5_t  | tinyllama | rnd_search_t_cos |            1904.15  |             2174.75  |      1.10931 | 26.1865   |     0 |
|  63 | 0.0421245  |      8 |      0 | wikitext  | comb_17_t | tinyllama | rnd_search_t_cos |            1904.1   |             2178.94  |      1.29853 | 19.8359   |     0 |
|  64 | 0.471699   |      6 |      0 | wikitext  | comb_15_t | tinyllama | rnd_search_t_cos |            1904.55  |             2178.94  |      3.72891 | 14.5562   |     0 |
|  65 | 0.397366   |      4 |      0 | wikitext  | comb_15_t | tinyllama | rnd_search_t_cos |            1904.55  |             2178.94  |      5.70108 | 15.0571   |     0 |
|  66 | 0.454272   |      5 |      0 | wikitext  | comb_15_t | tinyllama | rnd_search_t_cos |            1904.55  |             2178.94  |      4.30477 | 15.3479   |     0 |
|  67 | 0.469368   |      7 |      0 | wikitext  | comb_15_t | tinyllama | rnd_search_t_cos |            1904.55  |             2178.94  |      3.61457 | 15.6716   |     0 |
|  68 | 0.439311   |      8 |      0 | wikitext  | comb_15_t | tinyllama | rnd_search_t_cos |            1904.55  |             2178.94  |      3.97245 | 47.7072   |     0 |
|  69 | 0.445221   |      8 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      3.92496 | 15.9567   |     0 |
|  70 | 0.470753   |      7 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      3.66021 | 16.3487   |     0 |
|  71 | 0.452854   |      5 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      4.42483 | 16.3661   |     0 |
|  72 | 0.461297   |      6 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      3.77992 | 16.8709   |     0 |
|  73 | 0.396488   |      4 |      0 | wikitext  | woq_t     | tinyllama | fixed            |            1904.63  |             2181.04  |      5.7616  | 65.8567   |     0 |
|  74 | 0.015873   |      8 |      0 | wikitext  | comb_10_t | tinyllama | rnd_search_t_cos |            1905.92  |             2181.04  |      1.14772 | 27.826    |     0 |
|  75 | 0.131543   |      6 |      0 | wikitext  | comb_12_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |     23.6801  | 27.7358   |     0 |
|  76 | 0.125464   |      8 |      0 | wikitext  | comb_12_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |     23.3992  | 27.7581   |     0 |
|  77 | 0.474907   |      6 |      0 | wikitext  | comb_6_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.74673 | 27.7696   |     0 |
|  78 | 0.125464   |      7 |      0 | wikitext  | comb_12_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |     21.6558  | 27.8162   |     0 |
|  79 | 0.402736   |      4 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      5.60915 | 27.8233   |     0 |
|  80 | 0.441675   |      8 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      4.00172 | 27.8398   |     0 |
|  81 | 0.467646   |      6 |      0 | wikitext  | comb_4_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.81164 | 27.8434   |     0 |
|  82 | 0.46383    |      5 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      4.09179 | 27.8442   |     0 |
|  83 | 0.455319   |      5 |      0 | wikitext  | comb_6_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      4.37471 | 27.8841   |     0 |
|  84 | 0.397737   |      4 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      5.56111 | 27.8864   |     0 |
|  85 | 0.471057   |      7 |      0 | wikitext  | comb_6_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.6451  | 27.9017   |     0 |
|  86 | 0.468963   |      7 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.67871 | 27.9039   |     0 |
|  87 | 0.469909   |      7 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.61563 | 27.9196   |     0 |
|  88 | 0.463728   |      6 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.76678 | 27.929    |     0 |
|  89 | 0.458122   |      5 |      0 | wikitext  | comb_4_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      4.28044 | 27.9317   |     0 |
|  90 | 0.12104    |      8 |      0 | wikitext  | comb_18_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |     39.4766  | 27.9359   |     0 |
|  91 | 0.476494   |      8 |      0 | wikitext  | comb_4_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.73161 | 27.9728   |     0 |
|  92 | 0.437487   |      8 |      0 | wikitext  | comb_6_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.95685 | 28.0343   |     0 |
|  93 | 0.400878   |      4 |      0 | wikitext  | comb_6_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      5.7901  | 28.0529   |     0 |
|  94 | 0.394124   |      4 |      0 | wikitext  | comb_4_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      5.85723 | 28.0916   |     0 |
|  95 | 0.47207    |      7 |      0 | wikitext  | comb_4_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.57063 | 28.1317   |     0 |
|  96 | 0.449375   |      8 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.92277 | 28.1675   |     0 |
|  97 | 0.473421   |      6 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.70379 | 35.2082   |     0 |
|  98 | 0.471733   |      7 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.62759 | 35.2445   |     0 |
|  99 | 0.399021   |      4 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      5.77329 | 35.2774   |     0 |
| 100 | 0.44333    |      8 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.89055 | 35.3928   |     0 |
| 101 | 0.457548   |      5 |      0 | wikitext  | comb_16_t | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      4.39543 | 35.6032   |     0 |
| 102 | 0.459541   |      5 |      0 | wikitext  | comb_1_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      4.10821 | 92.2417   |     0 |
| 103 | 0.474502   |      6 |      0 | wikitext  | comb_8_t  | tinyllama | rnd_search_t_cos |            1906.38  |             2181.04  |      3.74301 | 93.9689   |     0 |
| 104 | 0          |      4 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_cos |            1381.17  |             2487.22  |      1.1207  |  0.510374 |     0 |
| 105 | 0          |      5 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_cos |            1381.17  |             2487.22  |      1.1207  |  0.510374 |     0 |
| 106 | 0          |      6 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_cos |            1381.17  |             2487.22  |      1.1207  |  0.510374 |     0 |
| 107 | 0          |      7 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_cos |            1381.17  |             2487.22  |      1.1207  |  0.510374 |     0 |
| 108 | 0          |      8 |      0 | wikitext  | comb_3    | tinyllama | rnd_search_t_cos |            1381.17  |             2487.22  |      1.1207  |  0.510374 |     0 |
| 109 | 0          |      8 |      0 | wikitext  | comb_3_t  | tinyllama | rnd_search_t_cos |            1389.69  |             2499.81  |      1.11253 |  0.489505 |     0 |
| 110 | 0.378149   |     32 |      0 | wikitext  | base      | tinyllama | ----             |            4470.55  |             4485.81  |      6.59595 | 11.4941   |     0 |