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|    |   accuracy |   bits |   clip | dataset   | method   | model   | params           |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|---:|-----------:|-------:|-------:|:----------|:---------|:--------|:-----------------|--------------------:|---------------------:|-------------:|----------:|------:|
|  0 |     0.2966 |      4 |      0 | wikitext  | ao_woq   | opt     | fixed            |             268.126 |              715.129 |       8.7686 |   36.7893 |     0 |
|  1 |     0.3248 |      8 |      0 | wikitext  | ao_woq   | opt     | fixed            |             580.072 |              851.444 |       7.9166 |   34.1304 |     0 |
|  2 |     0.0016 |      5 |      0 | wikitext  | comb_17  | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1134 |   32.9425 |     0 |
|  3 |     0.0016 |      7 |      0 | wikitext  | comb_17  | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1113 |   36.9313 |     0 |
|  4 |     0      |      4 |      0 | wikitext  | comb_5   | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1143 |   37.7132 |     0 |
|  5 |     0      |      5 |      0 | wikitext  | comb_5   | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1143 |   37.7132 |     0 |
|  6 |     0      |      6 |      0 | wikitext  | comb_5   | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1143 |   37.7132 |     0 |
|  7 |     0      |      7 |      0 | wikitext  | comb_5   | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1143 |   37.7132 |     0 |
|  8 |     0      |      8 |      0 | wikitext  | comb_5   | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1143 |   37.7132 |     0 |
|  9 |     0      |      4 |      0 | wikitext  | comb_17  | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1127 |   38.0427 |     0 |
| 10 |     0.0016 |      8 |      0 | wikitext  | comb_17  | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1105 |   38.4184 |     0 |
| 11 |     0.0032 |      6 |      0 | wikitext  | comb_17  | opt     | rnd_search_t_cos |             669.688 |              861.929 |       1.1117 |   39.3696 |     0 |
| 12 |     0.3244 |      8 |      0 | wikitext  | comb_15  | opt     | rnd_search_t_cos |             670.159 |              861.929 |       7.9108 |   27.7155 |     0 |
| 13 |     0.3251 |      7 |      0 | wikitext  | comb_15  | opt     | rnd_search_t_cos |             670.159 |              861.929 |       7.9015 |   28.3365 |     0 |
| 14 |     0.3186 |      5 |      0 | wikitext  | comb_15  | opt     | rnd_search_t_cos |             670.159 |              861.929 |       8.0901 |   31.9033 |     0 |
| 15 |     0.3069 |      4 |      0 | wikitext  | comb_15  | opt     | rnd_search_t_cos |             670.159 |              861.929 |       8.2801 |   31.9991 |     0 |
| 16 |     0.3238 |      6 |      0 | wikitext  | comb_15  | opt     | rnd_search_t_cos |             670.159 |              861.929 |       7.7854 |   32.964  |     0 |
| 17 |     0.3211 |      6 |      0 | wikitext  | woq      | opt     | fixed            |             670.235 |              861.929 |       7.8057 |   29.6552 |     0 |
| 18 |     0.2924 |      4 |      0 | wikitext  | woq      | opt     | fixed            |             670.235 |              861.929 |       8.9034 |   34.5714 |     0 |
| 19 |     0.3249 |      8 |      0 | wikitext  | woq      | opt     | fixed            |             670.235 |              861.929 |       7.9161 |   36.2537 |     0 |
| 20 |     0.3245 |      7 |      0 | wikitext  | woq      | opt     | fixed            |             670.235 |              861.929 |       7.9054 |   36.4442 |     0 |
| 21 |     0.317  |      5 |      0 | wikitext  | woq      | opt     | fixed            |             670.235 |              861.929 |       8.2227 |   37.8702 |     0 |
| 22 |     0      |      4 |      0 | wikitext  | comb_18  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1167 |   43.067  |     0 |
| 23 |     0      |      5 |      0 | wikitext  | comb_18  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1167 |   43.067  |     0 |
| 24 |     0      |      6 |      0 | wikitext  | comb_18  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1167 |   43.067  |     0 |
| 25 |     0      |      7 |      0 | wikitext  | comb_18  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1167 |   43.067  |     0 |
| 26 |     0      |      4 |      0 | wikitext  | comb_10  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1073 |   47.1358 |     0 |
| 27 |     0      |      5 |      0 | wikitext  | comb_10  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1073 |   47.1358 |     0 |
| 28 |     0      |      6 |      0 | wikitext  | comb_10  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1073 |   47.1358 |     0 |
| 29 |     0      |      7 |      0 | wikitext  | comb_10  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1073 |   47.1358 |     0 |
| 30 |     0      |      8 |      0 | wikitext  | comb_10  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1073 |   47.1358 |     0 |
| 31 |     0      |      4 |      0 | wikitext  | comb_9   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1151 |   48.3165 |     0 |
| 32 |     0      |      5 |      0 | wikitext  | comb_9   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1151 |   48.3165 |     0 |
| 33 |     0      |      6 |      0 | wikitext  | comb_9   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1151 |   48.3165 |     0 |
| 34 |     0.0127 |      7 |      0 | wikitext  | comb_12  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1034 |   49.092  |     0 |
| 35 |     0.0048 |      8 |      0 | wikitext  | comb_18  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1102 |   52.5753 |     0 |
| 36 |     0      |      4 |      0 | wikitext  | comb_12  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1152 |   53.3339 |     0 |
| 37 |     0      |      5 |      0 | wikitext  | comb_12  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1152 |   53.3339 |     0 |
| 38 |     0      |      6 |      0 | wikitext  | comb_12  | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1152 |   53.3339 |     0 |
| 39 |     0      |      4 |      0 | wikitext  | comb_2   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1143 |   57.8692 |     0 |
| 40 |     0      |      5 |      0 | wikitext  | comb_2   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1143 |   57.8692 |     0 |
| 41 |     0      |      6 |      0 | wikitext  | comb_2   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1143 |   57.8692 |     0 |
| 42 |     0      |      7 |      0 | wikitext  | comb_2   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1143 |   57.8692 |     0 |
| 43 |     0      |      8 |      0 | wikitext  | comb_2   | opt     | rnd_search_t_cos |             670.982 |              861.929 |       1.1143 |   57.8692 |     0 |
| 44 |     0.3244 |      7 |      0 | wikitext  | comb_6   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9408 |   43.2144 |     0 |
| 45 |     0.3175 |      6 |      0 | wikitext  | comb_1   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.8585 |   43.3305 |     0 |
| 46 |     0.3223 |      8 |      0 | wikitext  | comb_1   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0273 |   43.5523 |     0 |
| 47 |     0.3255 |      7 |      0 | wikitext  | comb_4   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9118 |   43.9642 |     0 |
| 48 |     0.3253 |      7 |      0 | wikitext  | comb_8   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9308 |   44.0767 |     0 |
| 49 |     0.3245 |      8 |      0 | wikitext  | comb_8   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.8965 |   44.2362 |     0 |
| 50 |     0.2886 |      8 |      0 | wikitext  | comb_12  | opt     | rnd_search_t_cos |             671.453 |              861.929 |       9.2377 |   44.3232 |     0 |
| 51 |     0.3192 |      5 |      0 | wikitext  | comb_1   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0608 |   46.1218 |     0 |
| 52 |     0.3078 |      4 |      0 | wikitext  | comb_1   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.2524 |   46.1797 |     0 |
| 53 |     0.3249 |      7 |      0 | wikitext  | comb_16  | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9278 |   46.2294 |     0 |
| 54 |     0.3223 |      6 |      0 | wikitext  | comb_4   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.7916 |   48.0802 |     0 |
| 55 |     0.3093 |      4 |      0 | wikitext  | comb_8   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.1976 |   48.4868 |     0 |
| 56 |     0.3073 |      4 |      0 | wikitext  | comb_4   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.3152 |   48.5028 |     0 |
| 57 |     0.3092 |      4 |      0 | wikitext  | comb_6   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.2007 |   48.745  |     0 |
| 58 |     0.3213 |      6 |      0 | wikitext  | comb_8   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.8031 |   50.2987 |     0 |
| 59 |     0.3205 |      6 |      0 | wikitext  | comb_6   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.8049 |   50.3147 |     0 |
| 60 |     0.318  |      8 |      0 | wikitext  | comb_9   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9519 |   50.4425 |     0 |
| 61 |     0.3245 |      8 |      0 | wikitext  | comb_4   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9188 |   50.5848 |     0 |
| 62 |     0.3244 |      8 |      0 | wikitext  | comb_6   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9163 |   50.9425 |     0 |
| 63 |     0.3216 |      6 |      0 | wikitext  | comb_16  | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.8115 |   51.425  |     0 |
| 64 |     0.3223 |      6 |      0 | wikitext  | comb_7   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.7974 |   51.7801 |     0 |
| 65 |     0.3245 |      8 |      0 | wikitext  | comb_7   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9177 |   53.0365 |     0 |
| 66 |     0.324  |      8 |      0 | wikitext  | comb_16  | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.9276 |   53.3502 |     0 |
| 67 |     0.3183 |      5 |      0 | wikitext  | comb_6   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0426 |   53.73   |     0 |
| 68 |     0.3055 |      4 |      0 | wikitext  | comb_16  | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.345  |   54.1532 |     0 |
| 69 |     0.3186 |      5 |      0 | wikitext  | comb_7   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0729 |   54.2266 |     0 |
| 70 |     0.3172 |      5 |      0 | wikitext  | comb_16  | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0831 |   54.2996 |     0 |
| 71 |     0.3255 |      7 |      0 | wikitext  | comb_7   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       7.8984 |   54.9167 |     0 |
| 72 |     0.3185 |      5 |      0 | wikitext  | comb_4   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0651 |   56.8694 |     0 |
| 73 |     0.3076 |      4 |      0 | wikitext  | comb_7   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.3183 |   57.0172 |     0 |
| 74 |     0.1782 |      7 |      0 | wikitext  | comb_9   | opt     | rnd_search_t_cos |             671.453 |              861.929 |      19.7848 |   57.5538 |     0 |
| 75 |     0.3212 |      7 |      0 | wikitext  | comb_1   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0067 |   59.0059 |     0 |
| 76 |     0.3173 |      5 |      0 | wikitext  | comb_8   | opt     | rnd_search_t_cos |             671.453 |              861.929 |       8.0241 |   90.1758 |     0 |
| 77 |     0      |      4 |      0 | wikitext  | comb_3   | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1112 |    0.06   |     0 |
| 78 |     0      |      5 |      0 | wikitext  | comb_3   | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1112 |    0.06   |     0 |
| 79 |     0      |      6 |      0 | wikitext  | comb_3   | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1112 |    0.06   |     0 |
| 80 |     0      |      7 |      0 | wikitext  | comb_3   | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1112 |    0.06   |     0 |
| 81 |     0      |      8 |      0 | wikitext  | comb_3   | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1112 |    0.06   |     0 |
| 82 |     0      |      4 |      0 | wikitext  | comb_11  | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1119 |    0.063  |     0 |
| 83 |     0      |      5 |      0 | wikitext  | comb_11  | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1119 |    0.063  |     0 |
| 84 |     0      |      6 |      0 | wikitext  | comb_11  | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1119 |    0.063  |     0 |
| 85 |     0      |      7 |      0 | wikitext  | comb_11  | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1119 |    0.063  |     0 |
| 86 |     0      |      8 |      0 | wikitext  | comb_11  | opt     | rnd_search_t_cos |             477.74  |              968.884 |       1.1119 |    0.063  |     0 |
| 87 |     0.3244 |     32 |      0 | wikitext  | base     | opt     | ----             |            1359.4   |             1402.99  |       7.9349 |   23.8441 |     0 |