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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 |              677.38  |       8.7686 |   37.2247 |     0 |
|  1 |     0      |      4 |      0 | wikitext  | comb_7   | opt     | nlr_t_cos |             670.982 |              840.958 |       1.1143 |   55.1377 |     0 |
|  2 |     0      |      5 |      0 | wikitext  | comb_7   | opt     | nlr_t_cos |             670.982 |              840.958 |       1.1143 |   55.1377 |     0 |
|  3 |     0      |      6 |      0 | wikitext  | comb_7   | opt     | nlr_t_cos |             670.982 |              840.958 |       1.1143 |   55.1377 |     0 |
|  4 |     0      |      7 |      0 | wikitext  | comb_7   | opt     | nlr_t_cos |             670.982 |              840.958 |       1.1143 |   55.1377 |     0 |
|  5 |     0      |      8 |      0 | wikitext  | comb_7   | opt     | nlr_t_cos |             670.982 |              840.958 |       1.1143 |   55.1377 |     0 |
|  6 |     0.3245 |      8 |      0 | wikitext  | comb_18  | opt     | nlr_t_cos |             671.453 |              840.958 |       7.9188 |   51.3355 |     0 |
|  7 |     0.3248 |      8 |      0 | wikitext  | ao_woq   | opt     | fixed     |             580.072 |              851.444 |       7.9166 |   34.6947 |     0 |
|  8 |     0.0032 |      6 |      0 | wikitext  | comb_2   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1117 |   33.6769 |     0 |
|  9 |     0      |      4 |      0 | wikitext  | comb_2   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1127 |   33.7014 |     0 |
| 10 |     0.0016 |      7 |      0 | wikitext  | comb_2   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1113 |   34.511  |     0 |
| 11 |     0.0016 |      5 |      0 | wikitext  | comb_2   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1134 |   35.9141 |     0 |
| 12 |     0.0016 |      8 |      0 | wikitext  | comb_2   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1105 |   41.6759 |     0 |
| 13 |     0      |      4 |      0 | wikitext  | comb_6   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1143 |   43.2371 |     0 |
| 14 |     0      |      5 |      0 | wikitext  | comb_6   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1143 |   43.2371 |     0 |
| 15 |     0      |      6 |      0 | wikitext  | comb_6   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1143 |   43.2371 |     0 |
| 16 |     0      |      7 |      0 | wikitext  | comb_6   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1143 |   43.2371 |     0 |
| 17 |     0      |      8 |      0 | wikitext  | comb_6   | opt     | nlr_t_cos |             669.688 |              861.929 |       1.1143 |   43.2371 |     0 |
| 18 |     0.3189 |      5 |      0 | wikitext  | comb_15  | opt     | nlr_t_cos |             670.159 |              861.929 |       8.0896 |   27.8408 |     0 |
| 19 |     0.3238 |      6 |      0 | wikitext  | comb_15  | opt     | nlr_t_cos |             670.159 |              861.929 |       7.7857 |   32.5988 |     0 |
| 20 |     0.3244 |      8 |      0 | wikitext  | comb_15  | opt     | nlr_t_cos |             670.159 |              861.929 |       7.9107 |   33.106  |     0 |
| 21 |     0.3252 |      7 |      0 | wikitext  | comb_15  | opt     | nlr_t_cos |             670.159 |              861.929 |       7.9015 |   33.5799 |     0 |
| 22 |     0.3069 |      4 |      0 | wikitext  | comb_15  | opt     | nlr_t_cos |             670.159 |              861.929 |       8.28   |   35.1989 |     0 |
| 23 |     0.317  |      5 |      0 | wikitext  | woq      | opt     | fixed     |             670.235 |              861.929 |       8.2227 |   30.6839 |     0 |
| 24 |     0.3211 |      6 |      0 | wikitext  | woq      | opt     | fixed     |             670.235 |              861.929 |       7.8057 |   31.4614 |     0 |
| 25 |     0.3249 |      8 |      0 | wikitext  | woq      | opt     | fixed     |             670.235 |              861.929 |       7.9161 |   35.3711 |     0 |
| 26 |     0.2924 |      4 |      0 | wikitext  | woq      | opt     | fixed     |             670.235 |              861.929 |       8.9034 |   36.6926 |     0 |
| 27 |     0.3245 |      7 |      0 | wikitext  | woq      | opt     | fixed     |             670.235 |              861.929 |       7.9054 |   38.01   |     0 |
| 28 |     0.0016 |      8 |      0 | wikitext  | comb_4   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1091 |   43.123  |     0 |
| 29 |     0      |      4 |      0 | wikitext  | comb_16  | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1151 |   45.1884 |     0 |
| 30 |     0      |      5 |      0 | wikitext  | comb_16  | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1151 |   45.1884 |     0 |
| 31 |     0      |      6 |      0 | wikitext  | comb_16  | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1151 |   45.1884 |     0 |
| 32 |     0      |      4 |      0 | wikitext  | comb_4   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1104 |   45.2608 |     0 |
| 33 |     0      |      5 |      0 | wikitext  | comb_4   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1104 |   45.2608 |     0 |
| 34 |     0      |      6 |      0 | wikitext  | comb_4   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1104 |   45.2608 |     0 |
| 35 |     0      |      7 |      0 | wikitext  | comb_4   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1104 |   45.2608 |     0 |
| 36 |     0.0127 |      7 |      0 | wikitext  | comb_16  | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1034 |   47.7275 |     0 |
| 37 |     0      |      4 |      0 | wikitext  | comb_9   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1151 |   53.7807 |     0 |
| 38 |     0      |      5 |      0 | wikitext  | comb_9   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1151 |   53.7807 |     0 |
| 39 |     0      |      6 |      0 | wikitext  | comb_9   | opt     | nlr_t_cos |             670.982 |              861.929 |       1.1151 |   53.7807 |     0 |
| 40 |     0.3255 |      7 |      0 | wikitext  | comb_18  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9118 |   43.3713 |     0 |
| 41 |     0.3073 |      4 |      0 | wikitext  | comb_18  | opt     | nlr_t_cos |             671.453 |              861.929 |       8.3152 |   43.5934 |     0 |
| 42 |     0.3213 |      6 |      0 | wikitext  | comb_11  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.8031 |   43.7707 |     0 |
| 43 |     0.3249 |      7 |      0 | wikitext  | comb_5   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9278 |   45.9357 |     0 |
| 44 |     0.289  |      8 |      0 | wikitext  | comb_16  | opt     | nlr_t_cos |             671.453 |              861.929 |       9.2263 |   47.9017 |     0 |
| 45 |     0.3253 |      7 |      0 | wikitext  | comb_11  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9308 |   48.0204 |     0 |
| 46 |     0.3244 |      7 |      0 | wikitext  | comb_17  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9408 |   48.1147 |     0 |
| 47 |     0.3185 |      5 |      0 | wikitext  | comb_18  | opt     | nlr_t_cos |             671.453 |              861.929 |       8.0651 |   48.6291 |     0 |
| 48 |     0.3244 |      8 |      0 | wikitext  | comb_17  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9163 |   48.7731 |     0 |
| 49 |     0.3093 |      4 |      0 | wikitext  | comb_11  | opt     | nlr_t_cos |             671.453 |              861.929 |       8.1976 |   49.0334 |     0 |
| 50 |     0.3173 |      5 |      0 | wikitext  | comb_11  | opt     | nlr_t_cos |             671.453 |              861.929 |       8.0241 |   49.0665 |     0 |
| 51 |     0.3245 |      8 |      0 | wikitext  | comb_8   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9176 |   49.3775 |     0 |
| 52 |     0.3255 |      7 |      0 | wikitext  | comb_8   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.8984 |   49.6926 |     0 |
| 53 |     0.3223 |      6 |      0 | wikitext  | comb_18  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.7916 |   49.805  |     0 |
| 54 |     0.3223 |      6 |      0 | wikitext  | comb_8   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.7974 |   50.0844 |     0 |
| 55 |     0.318  |      8 |      0 | wikitext  | comb_9   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9519 |   50.978  |     0 |
| 56 |     0.3186 |      5 |      0 | wikitext  | comb_8   | opt     | nlr_t_cos |             671.453 |              861.929 |       8.0729 |   52.2013 |     0 |
| 57 |     0.3216 |      6 |      0 | wikitext  | comb_5   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.8115 |   52.8322 |     0 |
| 58 |     0.324  |      8 |      0 | wikitext  | comb_5   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9276 |   54.346  |     0 |
| 59 |     0.178  |      7 |      0 | wikitext  | comb_9   | opt     | nlr_t_cos |             671.453 |              861.929 |      19.7972 |   55.1486 |     0 |
| 60 |     0.3228 |      8 |      0 | wikitext  | comb_1   | opt     | nlr_t_cos |             671.453 |              861.929 |       7.9688 |   55.2379 |     0 |
| 61 |     0.3245 |      8 |      0 | wikitext  | comb_11  | opt     | nlr_t_cos |             671.453 |              861.929 |       7.8961 |   55.7749 |     0 |
| 62 |     0.3076 |      4 |      0 | wikitext  | comb_8   | opt     | nlr_t_cos |             671.453 |              861.929 |       8.3183 |   59.3249 |     0 |
| 63 |     0      |      4 |      0 | wikitext  | comb_14  | opt     | nlr_t_cos |             477.74  |              968.884 |       1.1121 |    0.0719 |     0 |
| 64 |     0      |      5 |      0 | wikitext  | comb_14  | opt     | nlr_t_cos |             477.74  |              968.884 |       1.1121 |    0.0719 |     0 |
| 65 |     0      |      6 |      0 | wikitext  | comb_14  | opt     | nlr_t_cos |             477.74  |              968.884 |       1.1121 |    0.0719 |     0 |
| 66 |     0      |      7 |      0 | wikitext  | comb_14  | opt     | nlr_t_cos |             477.74  |              968.884 |       1.1121 |    0.0719 |     0 |
| 67 |     0      |      8 |      0 | wikitext  | comb_14  | opt     | nlr_t_cos |             477.74  |              968.884 |       1.1121 |    0.0719 |     0 |
| 68 |     0.3244 |     32 |      0 | wikitext  | base     | opt     | ----      |            1359.4   |             1402.99  |       7.9349 |   19.5205 |     0 |