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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 | 18.557    |     0 |
|  1 |  0.377136  |      8 |      0 | wikitext  | ao_woq   | tinyllama | fixed          |            1631.73  |             1988.1   |      6.60597 | 15.3906   |     0 |
|  2 |  0         |      4 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.11067 | 19.4333   |     0 |
|  3 |  0         |      5 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.11067 | 19.4333   |     0 |
|  4 |  0         |      6 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.11067 | 19.4333   |     0 |
|  5 |  0         |      7 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.11067 | 19.4333   |     0 |
|  6 |  0         |      8 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.11067 | 19.4333   |     0 |
|  7 |  0         |      4 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.10931 | 25.946    |     0 |
|  8 |  0         |      5 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.10931 | 25.946    |     0 |
|  9 |  0         |      6 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.10931 | 25.946    |     0 |
| 10 |  0         |      7 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.10931 | 25.946    |     0 |
| 11 |  0         |      8 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_no_sched |            1895.56  |             2157.97  |      1.10931 | 25.946    |     0 |
| 12 |  0.372746  |      6 |      0 | wikitext  | comb_8   | tinyllama | nlr_t_no_sched |            1896.03  |             2157.97  |      6.82512 | 14.8221   |     0 |
| 13 |  0.346741  |      5 |      0 | wikitext  | comb_8   | tinyllama | nlr_t_no_sched |            1896.03  |             2157.97  |      7.69885 | 15.0443   |     0 |
| 14 |  0.377069  |      8 |      0 | wikitext  | comb_8   | tinyllama | nlr_t_no_sched |            1896.03  |             2157.97  |      6.65275 | 15.0509   |     0 |
| 15 |  0.301013  |      4 |      0 | wikitext  | comb_8   | tinyllama | nlr_t_no_sched |            1896.03  |             2157.97  |      9.37059 | 15.3035   |     0 |
| 16 |  0.374063  |      7 |      0 | wikitext  | comb_8   | tinyllama | nlr_t_no_sched |            1896.03  |             2157.97  |      6.72676 | 15.7322   |     0 |
| 17 |  0.367612  |      5 |      0 | wikitext  | woq      | tinyllama | fixed          |            1896.11  |             2160.07  |      6.9663  | 16.1302   |     0 |
| 18 |  0.376326  |      7 |      0 | wikitext  | woq      | tinyllama | fixed          |            1896.11  |             2160.07  |      6.66335 | 16.1421   |     0 |
| 19 |  0.377271  |      8 |      0 | wikitext  | woq      | tinyllama | fixed          |            1896.11  |             2160.07  |      6.60481 | 16.2501   |     0 |
| 20 |  0.346977  |      4 |      0 | wikitext  | woq      | tinyllama | fixed          |            1896.11  |             2160.07  |      7.65536 | 16.4053   |     0 |
| 21 |  0.378588  |      6 |      0 | wikitext  | woq      | tinyllama | fixed          |            1896.11  |             2160.07  |      6.50158 | 16.9224   |     0 |
| 22 |  0.0238095 |      7 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.10207 | 27.3012   |     0 |
| 23 |  0         |      4 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.13224 | 27.3195   |     0 |
| 24 |  0         |      5 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.13224 | 27.3195   |     0 |
| 25 |  0         |      6 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.13224 | 27.3195   |     0 |
| 26 |  0         |      4 |      0 | wikitext  | comb_0   | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.11743 | 27.3674   |     0 |
| 27 |  0         |      5 |      0 | wikitext  | comb_0   | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.11743 | 27.3674   |     0 |
| 28 |  0         |      6 |      0 | wikitext  | comb_0   | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.11743 | 27.3674   |     0 |
| 29 |  0         |      7 |      0 | wikitext  | comb_0   | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.11743 | 27.3674   |     0 |
| 30 |  0         |      8 |      0 | wikitext  | comb_0   | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.11743 | 27.3674   |     0 |
| 31 |  0         |      4 |      0 | wikitext  | comb_10  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.12163 | 40.6003   |     0 |
| 32 |  0         |      5 |      0 | wikitext  | comb_10  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.12163 | 40.6003   |     0 |
| 33 |  0         |      6 |      0 | wikitext  | comb_10  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.12163 | 40.6003   |     0 |
| 34 |  0         |      4 |      0 | wikitext  | comb_12  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.10931 | 40.714    |     0 |
| 35 |  0         |      5 |      0 | wikitext  | comb_12  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.10931 | 40.714    |     0 |
| 36 |  0         |      6 |      0 | wikitext  | comb_12  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.10931 | 40.714    |     0 |
| 37 |  0         |      7 |      0 | wikitext  | comb_12  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.10931 | 40.714    |     0 |
| 38 |  0         |      8 |      0 | wikitext  | comb_12  | tinyllama | nlr_t_no_sched |            1897.39  |             2160.07  |      1.10931 | 40.714    |     0 |
| 39 |  0.291321  |      4 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      9.83753 | 27.4043   |     0 |
| 40 |  0.374299  |      6 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.77639 | 27.4332   |     0 |
| 41 |  0.372205  |      6 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.81346 | 27.4387   |     0 |
| 42 |  0.0937183 |      8 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |     29.2133  | 27.458    |     0 |
| 43 |  0.346673  |      5 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.70191 | 27.4792   |     0 |
| 44 |  0.37619   |      8 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.66903 | 27.4847   |     0 |
| 45 |  0.308477  |      4 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      8.84428 | 27.49     |     0 |
| 46 |  0.345187  |      5 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.83909 | 27.4905   |     0 |
| 47 |  0.346065  |      5 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.72405 | 27.5007   |     0 |
| 48 |  0.344917  |      5 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.801   | 27.5039   |     0 |
| 49 |  0.372543  |      7 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.79738 | 27.5139   |     0 |
| 50 |  0.376697  |      8 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.62538 | 27.5159   |     0 |
| 51 |  0.194157  |      4 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |     15.055   | 27.5173   |     0 |
| 52 |  0.317089  |      4 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      8.42897 | 27.5194   |     0 |
| 53 |  0.372104  |      6 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.83897 | 27.5683   |     0 |
| 54 |  0.372036  |      7 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.77228 | 27.5732   |     0 |
| 55 |  0.373826  |      7 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.78939 | 27.5824   |     0 |
| 56 |  0.373522  |      6 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.79899 | 27.5874   |     0 |
| 57 |  0.374265  |      7 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.70865 | 27.6005   |     0 |
| 58 |  0.376123  |      8 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.65089 | 27.6714   |     0 |
| 59 |  0.376866  |      8 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.63997 | 27.6847   |     0 |
| 60 |  0.290138  |      4 |      0 | wikitext  | comb_3   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      9.91149 | 34.628    |     0 |
| 61 |  0.376832  |      8 |      0 | wikitext  | comb_3   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.64219 | 34.6472   |     0 |
| 62 |  0.347045  |      5 |      0 | wikitext  | comb_3   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.67828 | 34.6542   |     0 |
| 63 |  0.371564  |      6 |      0 | wikitext  | comb_3   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.86019 | 34.761    |     0 |
| 64 |  0.374333  |      7 |      0 | wikitext  | comb_3   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.72389 | 34.825    |     0 |
| 65 |  0.346032  |      5 |      0 | wikitext  | comb_7   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.69845 | 40.7704   |     0 |
| 66 |  0.29382   |      4 |      0 | wikitext  | comb_7   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      9.86754 | 40.8156   |     0 |
| 67 |  0.165721  |      7 |      0 | wikitext  | comb_10  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |     16.8775  | 40.8206   |     0 |
| 68 |  0.346606  |      8 |      0 | wikitext  | comb_10  | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      7.36425 | 40.908    |     0 |
| 69 |  0.374367  |      7 |      0 | wikitext  | comb_7   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.70338 | 40.9105   |     0 |
| 70 |  0.372712  |      6 |      0 | wikitext  | comb_7   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.84728 | 40.9654   |     0 |
| 71 |  0.377339  |      8 |      0 | wikitext  | comb_7   | tinyllama | nlr_t_no_sched |            1897.87  |             2160.07  |      6.6293  | 40.971    |     0 |
| 72 |  0         |      4 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_no_sched |            1381.17  |             2487.22  |      1.12118 |  0.480479 |     0 |
| 73 |  0         |      5 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_no_sched |            1381.17  |             2487.22  |      1.12118 |  0.480479 |     0 |
| 74 |  0         |      6 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_no_sched |            1381.17  |             2487.22  |      1.12118 |  0.480479 |     0 |
| 75 |  0         |      7 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_no_sched |            1381.17  |             2487.22  |      1.12118 |  0.480479 |     0 |
| 76 |  0         |      8 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_no_sched |            1381.17  |             2487.22  |      1.12118 |  0.480479 |     0 |
| 77 |  0         |      4 |      0 | wikitext  | comb_4   | tinyllama | nlr_t_no_sched |            2225.07  |             2747.27  |      1.10931 | 99.4585   |     0 |
| 78 |  0         |      5 |      0 | wikitext  | comb_4   | tinyllama | nlr_t_no_sched |            2225.07  |             2747.27  |      1.10931 | 99.4585   |     0 |
| 79 |  0         |      6 |      0 | wikitext  | comb_4   | tinyllama | nlr_t_no_sched |            2225.07  |             2747.27  |      1.10931 | 99.4585   |     0 |
| 80 |  0         |      7 |      0 | wikitext  | comb_4   | tinyllama | nlr_t_no_sched |            2225.07  |             2747.27  |      1.10931 | 99.4585   |     0 |
| 81 |  0         |      8 |      0 | wikitext  | comb_4   | tinyllama | nlr_t_no_sched |            2225.07  |             2747.27  |      1.10931 | 99.4585   |     0 |
| 82 |  0.378149  |     32 |      0 | wikitext  | base     | tinyllama | ----           |            4470.55  |             4485.81  |      6.59595 | 11.6913   |     0 |