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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 | 18.6202   |     0 |
|  1 | 0.377136   |      8 |      0 | wikitext  | ao_woq    | tinyllama | fixed     |            1631.73  |             1988.1   |      6.60597 | 15.5631   |     0 |
|  2 | 0          |      4 |      0 | wikitext  | comb_4    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.426    |     0 |
|  3 | 0          |      5 |      0 | wikitext  | comb_4    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.426    |     0 |
|  4 | 0          |      6 |      0 | wikitext  | comb_4    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.426    |     0 |
|  5 | 0          |      7 |      0 | wikitext  | comb_4    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.426    |     0 |
|  6 | 0          |      8 |      0 | wikitext  | comb_4    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.11067 | 19.426    |     0 |
|  7 | 0          |      4 |      0 | wikitext  | comb_7    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8038   |     0 |
|  8 | 0          |      5 |      0 | wikitext  | comb_7    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8038   |     0 |
|  9 | 0          |      6 |      0 | wikitext  | comb_7    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8038   |     0 |
| 10 | 0          |      7 |      0 | wikitext  | comb_7    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8038   |     0 |
| 11 | 0          |      8 |      0 | wikitext  | comb_7    | tinyllama | nlr_t_lin |            1895.56  |             2157.97  |      1.10931 | 25.8038   |     0 |
| 12 | 0.374401   |      7 |      0 | wikitext  | comb_15   | tinyllama | nlr_t_lin |            1896.03  |             2157.97  |      6.75553 | 14.6879   |     0 |
| 13 | 0.339919   |      4 |      0 | wikitext  | comb_15   | tinyllama | nlr_t_lin |            1896.03  |             2157.97  |      7.79865 | 15.1396   |     0 |
| 14 | 0.364674   |      5 |      0 | wikitext  | comb_15   | tinyllama | nlr_t_lin |            1896.03  |             2157.97  |      7.0995  | 15.1885   |     0 |
| 15 | 0.377001   |      8 |      0 | wikitext  | comb_15   | tinyllama | nlr_t_lin |            1896.03  |             2157.97  |      6.66112 | 15.2789   |     0 |
| 16 | 0.377676   |      6 |      0 | wikitext  | comb_15   | tinyllama | nlr_t_lin |            1896.03  |             2157.97  |      6.69979 | 15.6516   |     0 |
| 17 | 0.376326   |      7 |      0 | wikitext  | woq       | tinyllama | fixed     |            1896.11  |             2160.07  |      6.66335 | 16.0967   |     0 |
| 18 | 0.367612   |      5 |      0 | wikitext  | woq       | tinyllama | fixed     |            1896.11  |             2160.07  |      6.9663  | 16.1348   |     0 |
| 19 | 0.377271   |      8 |      0 | wikitext  | woq       | tinyllama | fixed     |            1896.11  |             2160.07  |      6.60481 | 16.2726   |     0 |
| 20 | 0.378588   |      6 |      0 | wikitext  | woq       | tinyllama | fixed     |            1896.11  |             2160.07  |      6.50158 | 16.2963   |     0 |
| 21 | 0.346977   |      4 |      0 | wikitext  | woq       | tinyllama | fixed     |            1896.11  |             2160.07  |      7.65536 | 16.4195   |     0 |
| 22 | 0          |      4 |      0 | wikitext  | comb_1    | tinyllama | nlr_t_lin |            1897.39  |             2160.07  |      1.11627 | 27.0637   |     0 |
| 23 | 0          |      5 |      0 | wikitext  | comb_1    | tinyllama | nlr_t_lin |            1897.39  |             2160.07  |      1.11627 | 27.0637   |     0 |
| 24 | 0.00793651 |      7 |      0 | wikitext  | comb_1    | tinyllama | nlr_t_lin |            1897.39  |             2160.07  |      1.10892 | 27.1898   |     0 |
| 25 | 0.0142857  |      6 |      0 | wikitext  | comb_1    | tinyllama | nlr_t_lin |            1897.39  |             2160.07  |      1.13242 | 27.219    |     0 |
| 26 | 0.374367   |      7 |      0 | wikitext  | comb_18   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.74798 | 27.402    |     0 |
| 27 | 0.376461   |      6 |      0 | wikitext  | comb_8    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.67411 | 27.4023   |     0 |
| 28 | 0.339446   |      4 |      0 | wikitext  | comb_18   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.92421 | 27.4152   |     0 |
| 29 | 0.366937   |      5 |      0 | wikitext  | comb_8    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.094   | 27.4249   |     0 |
| 30 | 0.366093   |      5 |      0 | wikitext  | comb_18   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.09658 | 27.4379   |     0 |
| 31 | 0.37663    |      8 |      0 | wikitext  | comb_10   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.64583 | 27.4412   |     0 |
| 32 | 0.378859   |      6 |      0 | wikitext  | comb_12   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.68694 | 27.4473   |     0 |
| 33 | 0.36768    |      5 |      0 | wikitext  | comb_10   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.07761 | 27.4505   |     0 |
| 34 | 0.375076   |      7 |      0 | wikitext  | comb_8    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.72959 | 27.4528   |     0 |
| 35 | 0.377204   |      7 |      0 | wikitext  | comb_12   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.73715 | 27.4543   |     0 |
| 36 | 0.167747   |      4 |      0 | wikitext  | comb_10   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |     20.6911  | 27.457    |     0 |
| 37 | 0.340865   |      4 |      0 | wikitext  | comb_12   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.79761 | 27.4818   |     0 |
| 38 | 0.376157   |      8 |      0 | wikitext  | comb_12   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.65289 | 27.4832   |     0 |
| 39 | 0.367815   |      5 |      0 | wikitext  | comb_12   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.09679 | 27.4854   |     0 |
| 40 | 0.254272   |      8 |      0 | wikitext  | comb_1    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |     10.9745  | 27.4979   |     0 |
| 41 | 0.377406   |      7 |      0 | wikitext  | comb_10   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.70391 | 27.4991   |     0 |
| 42 | 0.37744    |      6 |      0 | wikitext  | comb_18   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.72135 | 27.5086   |     0 |
| 43 | 0.374603   |      8 |      0 | wikitext  | comb_8    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.66512 | 27.5226   |     0 |
| 44 | 0.378251   |      6 |      0 | wikitext  | comb_10   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.68017 | 27.5287   |     0 |
| 45 | 0.37619    |      8 |      0 | wikitext  | comb_18   | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.64042 | 27.5292   |     0 |
| 46 | 0.341202   |      4 |      0 | wikitext  | comb_8    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.81138 | 27.5381   |     0 |
| 47 | 0.377643   |      6 |      0 | wikitext  | comb_3    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.70463 | 34.6445   |     0 |
| 48 | 0.365417   |      5 |      0 | wikitext  | comb_3    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.11331 | 34.654    |     0 |
| 49 | 0.337589   |      4 |      0 | wikitext  | comb_3    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      7.91026 | 34.6757   |     0 |
| 50 | 0.374637   |      7 |      0 | wikitext  | comb_3    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.74299 | 34.6918   |     0 |
| 51 | 0.376731   |      8 |      0 | wikitext  | comb_3    | tinyllama | nlr_t_lin |            1897.87  |             2160.07  |      6.63074 | 34.7201   |     0 |
| 52 | 0          |      8 |      0 | wikitext  | comb_7_t  | tinyllama | nlr_t_lin |            1904.15  |             2174.75  |      1.10931 | 25.9245   |     0 |
| 53 | 0.0206349  |      8 |      0 | wikitext  | comb_4_t  | tinyllama | nlr_t_lin |            1904.08  |             2178.94  |      1.10702 | 19.5499   |     0 |
| 54 | 0.469166   |      7 |      0 | wikitext  | comb_15_t | tinyllama | nlr_t_lin |            1904.55  |             2178.94  |      3.58678 | 15.0422   |     0 |
| 55 | 0.472172   |      6 |      0 | wikitext  | comb_15_t | tinyllama | nlr_t_lin |            1904.55  |             2178.94  |      3.74549 | 15.1353   |     0 |
| 56 | 0.407329   |      4 |      0 | wikitext  | comb_15_t | tinyllama | nlr_t_lin |            1904.55  |             2178.94  |      5.5389  | 15.1466   |     0 |
| 57 | 0.458798   |      5 |      0 | wikitext  | comb_15_t | tinyllama | nlr_t_lin |            1904.55  |             2178.94  |      4.27372 | 15.1627   |     0 |
| 58 | 0.447855   |      8 |      0 | wikitext  | comb_15_t | tinyllama | nlr_t_lin |            1904.55  |             2178.94  |      3.98991 | 15.2559   |     0 |
| 59 | 0.471631   |      7 |      0 | wikitext  | woq_t     | tinyllama | fixed     |            1904.63  |             2181.04  |      3.6279  | 15.4474   |     0 |
| 60 | 0.394765   |      4 |      0 | wikitext  | woq_t     | tinyllama | fixed     |            1904.63  |             2181.04  |      5.69315 | 16.1556   |     0 |
| 61 | 0.453191   |      5 |      0 | wikitext  | woq_t     | tinyllama | fixed     |            1904.63  |             2181.04  |      4.35177 | 16.2126   |     0 |
| 62 | 0.451807   |      8 |      0 | wikitext  | woq_t     | tinyllama | fixed     |            1904.63  |             2181.04  |      3.85918 | 16.2477   |     0 |
| 63 | 0.466734   |      6 |      0 | wikitext  | woq_t     | tinyllama | fixed     |            1904.63  |             2181.04  |      3.77661 | 16.6132   |     0 |
| 64 | 0.462648   |      6 |      0 | wikitext  | comb_8_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.88226 | 27.3918   |     0 |
| 65 | 0.125464   |      8 |      0 | wikitext  | comb_1_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |     23.4259  | 27.3924   |     0 |
| 66 | 0.134313   |      6 |      0 | wikitext  | comb_1_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |     23.099   | 27.3987   |     0 |
| 67 | 0.467275   |      6 |      0 | wikitext  | comb_18_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.75391 | 27.4106   |     0 |
| 68 | 0.471192   |      6 |      0 | wikitext  | comb_10_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.71062 | 27.4119   |     0 |
| 69 | 0.408342   |      4 |      0 | wikitext  | comb_10_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      5.67788 | 27.4169   |     0 |
| 70 | 0.456265   |      5 |      0 | wikitext  | comb_8_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      4.39524 | 27.4248   |     0 |
| 71 | 0.406349   |      4 |      0 | wikitext  | comb_12_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      5.51247 | 27.4318   |     0 |
| 72 | 0.412327   |      4 |      0 | wikitext  | comb_18_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      5.47103 | 27.4325   |     0 |
| 73 | 0.130091   |      7 |      0 | wikitext  | comb_1_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |     22.3522  | 27.4447   |     0 |
| 74 | 0.409524   |      4 |      0 | wikitext  | comb_8_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      5.58988 | 27.4488   |     0 |
| 75 | 0.469031   |      7 |      0 | wikitext  | comb_10_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.71809 | 27.4698   |     0 |
| 76 | 0.465417   |      7 |      0 | wikitext  | comb_8_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.70439 | 27.4699   |     0 |
| 77 | 0.124451   |      5 |      0 | wikitext  | comb_1_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |     23.3708  | 27.471    |     0 |
| 78 | 0.445998   |      8 |      0 | wikitext  | comb_10_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      4.00356 | 27.4997   |     0 |
| 79 | 0.465012   |      6 |      0 | wikitext  | comb_12_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.78182 | 27.5231   |     0 |
| 80 | 0.468896   |      7 |      0 | wikitext  | comb_12_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.71093 | 27.5321   |     0 |
| 81 | 0.444107   |      8 |      0 | wikitext  | comb_12_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.90921 | 27.539    |     0 |
| 82 | 0.457683   |      5 |      0 | wikitext  | comb_12_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      4.17521 | 27.5444   |     0 |
| 83 | 0.448159   |      8 |      0 | wikitext  | comb_8_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.94272 | 27.5528   |     0 |
| 84 | 0.471462   |      7 |      0 | wikitext  | comb_18_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.60005 | 27.5591   |     0 |
| 85 | 0.455792   |      5 |      0 | wikitext  | comb_18_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      4.27851 | 27.6055   |     0 |
| 86 | 0.446538   |      8 |      0 | wikitext  | comb_18_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.86366 | 27.6106   |     0 |
| 87 | 0.456062   |      5 |      0 | wikitext  | comb_10_t | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      4.23743 | 27.63     |     0 |
| 88 | 0.456501   |      5 |      0 | wikitext  | comb_3_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      4.17788 | 34.5879   |     0 |
| 89 | 0.4692     |      6 |      0 | wikitext  | comb_3_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.85147 | 34.651    |     0 |
| 90 | 0.452482   |      8 |      0 | wikitext  | comb_3_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.8513  | 34.6798   |     0 |
| 91 | 0.470652   |      7 |      0 | wikitext  | comb_3_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      3.62595 | 34.6993   |     0 |
| 92 | 0.408274   |      4 |      0 | wikitext  | comb_3_t  | tinyllama | nlr_t_lin |            1906.38  |             2181.04  |      5.55848 | 34.7729   |     0 |
| 93 | 0          |      4 |      0 | wikitext  | comb_11   | tinyllama | nlr_t_lin |            1381.17  |             2487.22  |      1.12504 |  0.501952 |     0 |
| 94 | 0          |      5 |      0 | wikitext  | comb_11   | tinyllama | nlr_t_lin |            1381.17  |             2487.22  |      1.12504 |  0.501952 |     0 |
| 95 | 0          |      6 |      0 | wikitext  | comb_11   | tinyllama | nlr_t_lin |            1381.17  |             2487.22  |      1.12504 |  0.501952 |     0 |
| 96 | 0          |      7 |      0 | wikitext  | comb_11   | tinyllama | nlr_t_lin |            1381.17  |             2487.22  |      1.12504 |  0.501952 |     0 |
| 97 | 0          |      8 |      0 | wikitext  | comb_11   | tinyllama | nlr_t_lin |            1381.17  |             2487.22  |      1.12504 |  0.501952 |     0 |
| 98 | 0          |      8 |      0 | wikitext  | comb_11_t | tinyllama | nlr_t_lin |            1389.69  |             2499.81  |      1.10787 |  0.506853 |     0 |
| 99 | 0.378149   |     32 |      0 | wikitext  | base      | tinyllama | ----      |            4470.55  |             4485.81  |      6.59595 | 11.7914   |     0 |