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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         |      4 |      0 | wikitext  | comb_3   | tinyllama | nlr      |             1895.56 |              2157.97 |      1.30216 | 19.5435   |     0 |
|  1 |  0         |      5 |      0 | wikitext  | comb_3   | tinyllama | nlr      |             1895.56 |              2157.97 |      1.30216 | 19.5435   |     0 |
|  2 |  0         |      6 |      0 | wikitext  | comb_3   | tinyllama | nlr      |             1895.56 |              2157.97 |      1.30216 | 19.5435   |     0 |
|  3 |  0         |      7 |      0 | wikitext  | comb_3   | tinyllama | nlr      |             1895.56 |              2157.97 |      1.30216 | 19.5435   |     0 |
|  4 |  0         |      8 |      0 | wikitext  | comb_3   | tinyllama | nlr      |             1895.56 |              2157.97 |      1.30216 | 19.5435   |     0 |
|  5 |  0         |      4 |      0 | wikitext  | comb_11  | tinyllama | nlr      |             1895.56 |              2157.97 |      1.10931 | 26.0911   |     0 |
|  6 |  0         |      5 |      0 | wikitext  | comb_11  | tinyllama | nlr      |             1895.56 |              2157.97 |      1.10931 | 26.0911   |     0 |
|  7 |  0         |      6 |      0 | wikitext  | comb_11  | tinyllama | nlr      |             1895.56 |              2157.97 |      1.10931 | 26.0911   |     0 |
|  8 |  0         |      7 |      0 | wikitext  | comb_11  | tinyllama | nlr      |             1895.56 |              2157.97 |      1.10931 | 26.0911   |     0 |
|  9 |  0         |      8 |      0 | wikitext  | comb_11  | tinyllama | nlr      |             1895.56 |              2157.97 |      1.10931 | 26.0911   |     0 |
| 10 |  0.378588  |      6 |      0 | wikitext  | comb_6   | tinyllama | nlr      |             1896.03 |              2157.97 |      6.50013 | 14.5452   |     0 |
| 11 |  0.377136  |      8 |      0 | wikitext  | comb_6   | tinyllama | nlr      |             1896.03 |              2157.97 |      6.60597 | 14.9848   |     0 |
| 12 |  0.376528  |      7 |      0 | wikitext  | comb_6   | tinyllama | nlr      |             1896.03 |              2157.97 |      6.65895 | 15.6787   |     0 |
| 13 |  0.377271  |      8 |      0 | wikitext  | woq      | tinyllama | fixed    |             1896.11 |              2160.07 |      6.60481 | 15.5483   |     0 |
| 14 |  0.378588  |      6 |      0 | wikitext  | woq      | tinyllama | fixed    |             1896.11 |              2160.07 |      6.50158 | 16.1269   |     0 |
| 15 |  0.367612  |      5 |      0 | wikitext  | woq      | tinyllama | fixed    |             1896.11 |              2160.07 |      6.9663  | 16.3409   |     0 |
| 16 |  0.376326  |      7 |      0 | wikitext  | woq      | tinyllama | fixed    |             1896.11 |              2160.07 |      6.66335 | 16.8307   |     0 |
| 17 |  0.346977  |      4 |      0 | wikitext  | woq      | tinyllama | fixed    |             1896.11 |              2160.07 |      7.65536 | 16.8504   |     0 |
| 18 |  0         |      4 |      0 | wikitext  | comb_13  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.1368  | 27.2323   |     0 |
| 19 |  0         |      5 |      0 | wikitext  | comb_13  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.1368  | 27.2323   |     0 |
| 20 |  0         |      6 |      0 | wikitext  | comb_13  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.1368  | 27.2323   |     0 |
| 21 |  0         |      7 |      0 | wikitext  | comb_13  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.1368  | 27.2323   |     0 |
| 22 |  0         |      8 |      0 | wikitext  | comb_13  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.1368  | 27.2323   |     0 |
| 23 |  0         |      4 |      0 | wikitext  | comb_10  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.12218 | 40.505    |     0 |
| 24 |  0         |      5 |      0 | wikitext  | comb_10  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.12218 | 40.505    |     0 |
| 25 |  0         |      6 |      0 | wikitext  | comb_10  | tinyllama | nlr      |             1897.39 |              2160.07 |      1.12218 | 40.505    |     0 |
| 26 |  0         |      4 |      0 | wikitext  | comb_8   | tinyllama | nlr      |             1897.39 |              2160.07 |      1.10931 | 40.5381   |     0 |
| 27 |  0         |      5 |      0 | wikitext  | comb_8   | tinyllama | nlr      |             1897.39 |              2160.07 |      1.10931 | 40.5381   |     0 |
| 28 |  0         |      6 |      0 | wikitext  | comb_8   | tinyllama | nlr      |             1897.39 |              2160.07 |      1.10931 | 40.5381   |     0 |
| 29 |  0         |      7 |      0 | wikitext  | comb_8   | tinyllama | nlr      |             1897.39 |              2160.07 |      1.10931 | 40.5381   |     0 |
| 30 |  0         |      8 |      0 | wikitext  | comb_8   | tinyllama | nlr      |             1897.39 |              2160.07 |      1.10931 | 40.5381   |     0 |
| 31 |  0.375008  |      7 |      0 | wikitext  | comb_17  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.70361 | 27.3837   |     0 |
| 32 |  0.379196  |      6 |      0 | wikitext  | comb_15  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.51216 | 27.3964   |     0 |
| 33 |  0.378825  |      6 |      0 | wikitext  | comb_17  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.52484 | 27.4122   |     0 |
| 34 |  0.368896  |      5 |      0 | wikitext  | comb_16  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.9587  | 27.4305   |     0 |
| 35 |  0.243803  |      4 |      0 | wikitext  | comb_15  | tinyllama | nlr      |             1897.87 |              2160.07 |     12.7963  | 27.4365   |     0 |
| 36 |  0.369098  |      5 |      0 | wikitext  | comb_15  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.03671 | 27.4429   |     0 |
| 37 |  0.377373  |      8 |      0 | wikitext  | comb_14  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.59032 | 27.4484   |     0 |
| 38 |  0.377508  |      8 |      0 | wikitext  | comb_15  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.5817  | 27.457    |     0 |
| 39 |  0.376697  |      7 |      0 | wikitext  | comb_16  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.66434 | 27.4636   |     0 |
| 40 |  0.379365  |      6 |      0 | wikitext  | comb_14  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.46911 | 27.4669   |     0 |
| 41 |  0.352921  |      4 |      0 | wikitext  | comb_17  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.55127 | 27.4713   |     0 |
| 42 |  0.345998  |      4 |      0 | wikitext  | comb_16  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.69133 | 27.4817   |     0 |
| 43 |  0.377744  |      6 |      0 | wikitext  | comb_16  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.51426 | 27.4923   |     0 |
| 44 |  0.37538   |      7 |      0 | wikitext  | comb_15  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.7046  | 27.4943   |     0 |
| 45 |  0.355015  |      4 |      0 | wikitext  | comb_14  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.46964 | 27.4955   |     0 |
| 46 |  0.374232  |      8 |      0 | wikitext  | comb_17  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.59177 | 27.5052   |     0 |
| 47 |  0.377136  |      8 |      0 | wikitext  | comb_16  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.6008  | 27.5066   |     0 |
| 48 |  0.367849  |      5 |      0 | wikitext  | comb_14  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.00184 | 27.5096   |     0 |
| 49 |  0.374536  |      7 |      0 | wikitext  | comb_14  | tinyllama | nlr      |             1897.87 |              2160.07 |      6.71866 | 27.5239   |     0 |
| 50 |  0.369368  |      5 |      0 | wikitext  | comb_17  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.03336 | 27.5669   |     0 |
| 51 |  0.348801  |      4 |      0 | wikitext  | comb_4   | tinyllama | nlr      |             1897.87 |              2160.07 |      7.56815 | 34.616    |     0 |
| 52 |  0.369335  |      5 |      0 | wikitext  | comb_4   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.89862 | 34.6507   |     0 |
| 53 |  0.37923   |      6 |      0 | wikitext  | comb_4   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.56876 | 34.6572   |     0 |
| 54 |  0.375211  |      7 |      0 | wikitext  | comb_4   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.67773 | 34.6671   |     0 |
| 55 |  0.37717   |      8 |      0 | wikitext  | comb_4   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.60404 | 34.6705   |     0 |
| 56 |  0.378521  |      6 |      0 | wikitext  | comb_9   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.57617 | 40.7955   |     0 |
| 57 |  0.376596  |      7 |      0 | wikitext  | comb_9   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.65582 | 40.8039   |     0 |
| 58 |  0.348024  |      8 |      0 | wikitext  | comb_10  | tinyllama | nlr      |             1897.87 |              2160.07 |      7.78407 | 40.816    |     0 |
| 59 |  0.0696724 |      7 |      0 | wikitext  | comb_10  | tinyllama | nlr      |             1897.87 |              2160.07 |     40.4398  | 40.8194   |     0 |
| 60 |  0.37717   |      8 |      0 | wikitext  | comb_9   | tinyllama | nlr      |             1897.87 |              2160.07 |      6.58755 | 40.8806   |     0 |
| 61 |  0         |      4 |      0 | wikitext  | comb_1   | tinyllama | nlr      |             1381.17 |              2487.22 |      1.13186 |  0.548023 |     0 |
| 62 |  0         |      5 |      0 | wikitext  | comb_1   | tinyllama | nlr      |             1381.17 |              2487.22 |      1.13186 |  0.548023 |     0 |
| 63 |  0         |      6 |      0 | wikitext  | comb_1   | tinyllama | nlr      |             1381.17 |              2487.22 |      1.13186 |  0.548023 |     0 |
| 64 |  0         |      7 |      0 | wikitext  | comb_1   | tinyllama | nlr      |             1381.17 |              2487.22 |      1.13186 |  0.548023 |     0 |
| 65 |  0         |      8 |      0 | wikitext  | comb_1   | tinyllama | nlr      |             1381.17 |              2487.22 |      1.13186 |  0.548023 |     0 |
| 66 |  0         |      4 |      0 | wikitext  | comb_0   | tinyllama | nlr      |             2225.07 |              2747.27 |      1.10931 | 99.3834   |     0 |
| 67 |  0         |      5 |      0 | wikitext  | comb_0   | tinyllama | nlr      |             2225.07 |              2747.27 |      1.10931 | 99.3834   |     0 |
| 68 |  0         |      6 |      0 | wikitext  | comb_0   | tinyllama | nlr      |             2225.07 |              2747.27 |      1.10931 | 99.3834   |     0 |
| 69 |  0         |      7 |      0 | wikitext  | comb_0   | tinyllama | nlr      |             2225.07 |              2747.27 |      1.10931 | 99.3834   |     0 |
| 70 |  0         |      8 |      0 | wikitext  | comb_0   | tinyllama | nlr      |             2225.07 |              2747.27 |      1.10931 | 99.3834   |     0 |
| 71 |  0.378149  |     32 |      0 | wikitext  | base     | tinyllama | ----     |             4470.55 |              4485.81 |      6.59595 | 11.945    |     0 |