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|    |   accuracy |   bits |   clip | dataset   | method   | model   | params         |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|---:|-----------:|-------:|-------:|:----------|:---------|:--------|:---------------|--------------------:|---------------------:|-------------:|----------:|------:|
|  0 |     0.4278 |      4 |      0 | wikitext  | ao_woq   | llama3  | fixed          |             5542.62 |              7163.87 |       5.3584 |   39.5008 |     0 |
|  1 |     0      |      4 |      0 | wikitext  | comb_5   | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.2404 |  121.467  |     0 |
|  2 |     0      |      4 |      0 | wikitext  | comb_11  | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1248 |  145.935  |     0 |
|  3 |     0.0656 |      4 |      0 | wikitext  | comb_8   | llama3  | nlr_t_no_sched |            14179.2  |             15367.9  |      51.4854 |   69.0681 |     0 |
|  4 |     0.3798 |      4 |      0 | wikitext  | woq      | llama3  | fixed          |            14179.3  |             15367.9  |       6.1632 |   95.5884 |     0 |
|  5 |     0.0048 |      4 |      0 | wikitext  | comb_18  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1259 |  147.906  |     0 |
|  6 |     0.0079 |      4 |      0 | wikitext  | comb_10  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1352 |  201.489  |     0 |
|  7 |     0.0547 |      4 |      0 | wikitext  | comb_3   | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.9115 |  175.817  |     0 |
|  8 |     0.0621 |      4 |      0 | wikitext  | comb_14  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |      29.1227 |  147.945  |     0 |
|  9 |     0.2624 |      4 |      0 | wikitext  | comb_17  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |      11.3845 |  147.679  |     0 |
| 10 |     0.2418 |      4 |      0 | wikitext  | comb_16  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |      13.0051 |  147.697  |     0 |
| 11 |     0.1248 |      4 |      0 | wikitext  | comb_2   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |      28.7367 |  148.042  |     0 |
| 12 |     0.06   |      4 |      0 | wikitext  | comb_7   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |      58.5888 |  201.604  |     0 |
| 13 |     0      |      4 |      0 | wikitext  | comb_6   | llama3  | nlr_t_no_sched |            11051.9  |             18748.5  |       1.1452 |    4.4095 |     0 |
|  0 |     0      |      7 |      0 | wikitext  | comb_5   | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1227 |  121.211  |     0 |
|  1 |     0      |      7 |      0 | wikitext  | comb_11  | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1248 |  145.789  |     0 |
|  2 |     0.4441 |      7 |      0 | wikitext  | comb_8   | llama3  | nlr_t_no_sched |            14179.2  |             15367.9  |       5.2373 |   68.5546 |     0 |
|  3 |     0.4428 |      7 |      0 | wikitext  | woq      | llama3  | fixed          |            14179.3  |             15367.9  |       5.2489 |   95.5102 |     0 |
|  4 |     0      |      7 |      0 | wikitext  | comb_18  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1444 |  147.963  |     0 |
|  5 |     0.0274 |      7 |      0 | wikitext  | comb_10  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1136 |  201.448  |     0 |
|  6 |     0.4438 |      7 |      0 | wikitext  | comb_17  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2295 |  147.264  |     0 |
|  7 |     0.4436 |      7 |      0 | wikitext  | comb_14  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2335 |  147.349  |     0 |
|  8 |     0.4436 |      7 |      0 | wikitext  | comb_16  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2344 |  147.631  |     0 |
|  9 |     0.4438 |      7 |      0 | wikitext  | comb_2   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2403 |  147.908  |     0 |
| 10 |     0.4432 |      7 |      0 | wikitext  | comb_3   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2287 |  175.13   |     0 |
| 11 |     0.4435 |      7 |      0 | wikitext  | comb_7   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2399 |  201.008  |     0 |
| 12 |     0      |      7 |      0 | wikitext  | comb_6   | llama3  | nlr_t_no_sched |            11051.9  |             18748.5  |       1.1506 |    4.4094 |     0 |
|  0 |     0.4437 |      8 |      0 | wikitext  | ao_woq   | llama3  | fixed          |            12110.4  |             14040.4  |       5.2086 |   52.3541 |     0 |
|  1 |     0      |      8 |      0 | wikitext  | comb_5   | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1235 |  121.529  |     0 |
|  2 |     0      |      8 |      0 | wikitext  | comb_11  | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1248 |  146.053  |     0 |
|  3 |     0.4435 |      8 |      0 | wikitext  | comb_8   | llama3  | nlr_t_no_sched |            14179.2  |             15367.9  |       5.2027 |   69.4235 |     0 |
|  4 |     0.4439 |      8 |      0 | wikitext  | woq      | llama3  | fixed          |            14179.3  |             15367.9  |       5.2082 |   95.5911 |     0 |
|  5 |     0.4438 |      8 |      0 | wikitext  | comb_14  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2064 |  147.85   |     0 |
|  6 |     0.4433 |      8 |      0 | wikitext  | comb_17  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2153 |  147.907  |     0 |
|  7 |     0.0828 |      8 |      0 | wikitext  | comb_18  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |      33.2157 |  148      |     0 |
|  8 |     0.444  |      8 |      0 | wikitext  | comb_2   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2112 |  148.1    |     0 |
|  9 |     0.4434 |      8 |      0 | wikitext  | comb_16  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2126 |  148.327  |     0 |
| 10 |     0.4439 |      8 |      0 | wikitext  | comb_3   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2136 |  175.339  |     0 |
| 11 |     0.3078 |      8 |      0 | wikitext  | comb_10  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       8.3735 |  201.392  |     0 |
| 12 |     0.4443 |      8 |      0 | wikitext  | comb_7   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2032 |  201.604  |     0 |
| 13 |     0      |      8 |      0 | wikitext  | comb_6   | llama3  | nlr_t_no_sched |            11051.9  |             18748.5  |       1.14   |    4.4183 |     0 |
|  0 |     0      |      6 |      0 | wikitext  | comb_5   | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1456 |  121.159  |     0 |
|  1 |     0      |      6 |      0 | wikitext  | comb_11  | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1248 |  146.115  |     0 |
|  2 |     0.4382 |      6 |      0 | wikitext  | comb_8   | llama3  | nlr_t_no_sched |            14179.2  |             15367.9  |       5.2094 |   69.0106 |     0 |
|  3 |     0.4409 |      6 |      0 | wikitext  | woq      | llama3  | fixed          |            14179.3  |             15367.9  |       5.1933 |   95.6974 |     0 |
|  4 |     0      |      6 |      0 | wikitext  | comb_18  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1636 |  148.035  |     0 |
|  5 |     0      |      6 |      0 | wikitext  | comb_10  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1606 |  201.553  |     0 |
|  6 |     0.4383 |      6 |      0 | wikitext  | comb_16  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2181 |  147.619  |     0 |
|  7 |     0.4389 |      6 |      0 | wikitext  | comb_17  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2108 |  147.886  |     0 |
|  8 |     0.4375 |      6 |      0 | wikitext  | comb_2   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2075 |  147.984  |     0 |
|  9 |     0.4378 |      6 |      0 | wikitext  | comb_14  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2342 |  148.282  |     0 |
| 10 |     0.4386 |      6 |      0 | wikitext  | comb_3   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2272 |  175.94   |     0 |
| 11 |     0.4379 |      6 |      0 | wikitext  | comb_7   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.2397 |  201.404  |     0 |
| 12 |     0      |      6 |      0 | wikitext  | comb_6   | llama3  | nlr_t_no_sched |            11051.9  |             18748.5  |       1.1385 |    4.418  |     0 |
|  0 |     0      |      5 |      0 | wikitext  | comb_5   | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.22   |  121.615  |     0 |
|  1 |     0      |      5 |      0 | wikitext  | comb_11  | llama3  | nlr_t_no_sched |            14178.7  |             15367.9  |       1.1248 |  146.125  |     0 |
|  2 |     0.3921 |      5 |      0 | wikitext  | comb_8   | llama3  | nlr_t_no_sched |            14179.2  |             15367.9  |       6.064  |   68.9291 |     0 |
|  3 |     0.4356 |      5 |      0 | wikitext  | woq      | llama3  | fixed          |            14179.3  |             15367.9  |       5.449  |   95.6027 |     0 |
|  4 |     0.0095 |      5 |      0 | wikitext  | comb_18  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1375 |  148.164  |     0 |
|  5 |     0.0032 |      5 |      0 | wikitext  | comb_10  | llama3  | nlr_t_no_sched |            14185.3  |             15374.2  |       1.1367 |  201.653  |     0 |
|  6 |     0.3941 |      5 |      0 | wikitext  | comb_14  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.9697 |  147.499  |     0 |
|  7 |     0.3852 |      5 |      0 | wikitext  | comb_17  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       6.1854 |  147.726  |     0 |
|  8 |     0.3841 |      5 |      0 | wikitext  | comb_16  | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       6.2003 |  147.992  |     0 |
|  9 |     0.3874 |      5 |      0 | wikitext  | comb_2   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       6.1248 |  148.051  |     0 |
| 10 |     0.3967 |      5 |      0 | wikitext  | comb_3   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       5.9497 |  175.763  |     0 |
| 11 |     0.3933 |      5 |      0 | wikitext  | comb_7   | llama3  | nlr_t_no_sched |            14185.7  |             15374.2  |       6.0184 |  200.981  |     0 |
| 12 |     0      |      5 |      0 | wikitext  | comb_6   | llama3  | nlr_t_no_sched |            11051.9  |             18748.5  |       1.1441 |    4.4212 |     0 |
| 14 |     0.4437 |     32 |      0 | wikitext  | base     | llama3  | ----           |            33003.5  |             33156    |       5.2238 |   26.2419 |     0 |