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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 | 5542.36 | 7163.87 | 5.3584 | 39.9038 | 0 |
| 1 | 0 | 4 | 0 | wikitext | comb_18 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.2404 | 121.427 | 0 |
| 2 | 0 | 4 | 0 | wikitext | comb_9 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1248 | 145.863 | 0 |
| 3 | 0.4085 | 4 | 0 | wikitext | comb_16 | llama3 | rnd_search_t_lin | 14179.2 | 15367.9 | 6.1429 | 68.6778 | 0 |
| 4 | 0.3798 | 4 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 6.1632 | 95.6322 | 0 |
| 5 | 0 | 4 | 0 | wikitext | comb_3 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1305 | 147.671 | 0 |
| 6 | 0 | 4 | 0 | wikitext | comb_7 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1307 | 147.708 | 0 |
| 7 | 0 | 4 | 0 | wikitext | comb_11 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1265 | 148.056 | 0 |
| 8 | 0 | 4 | 0 | wikitext | comb_4 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1422 | 201.387 | 0 |
| 9 | 0 | 4 | 0 | wikitext | comb_10 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1248 | 201.744 | 0 |
| 10 | 0.4063 | 4 | 0 | wikitext | comb_13 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 6.2136 | 147.854 | 0 |
| 11 | 0.4081 | 4 | 0 | wikitext | comb_2 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 6.1364 | 147.977 | 0 |
| 12 | 0.4065 | 4 | 0 | wikitext | comb_17 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 6.2104 | 147.99 | 0 |
| 13 | 0.4087 | 4 | 0 | wikitext | comb_8 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 6.1353 | 148.045 | 0 |
| 14 | 0.4091 | 4 | 0 | wikitext | comb_1 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 6.1049 | 175.065 | 0 |
| 15 | 0.4092 | 4 | 0 | wikitext | comb_6 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 6.1342 | 201.368 | 0 |
| 16 | 0 | 4 | 0 | wikitext | comb_15 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1353 | 4.4088 | 0 |
| 17 | 0 | 4 | 0 | wikitext | comb_5 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1328 | 4.4096 | 0 |
| 18 | 0 | 4 | 0 | wikitext | comb_0 | llama3 | rnd_search_t_lin | 16812 | 19811.8 | 1.1248 | 426.101 | 0 |
| 0 | 0 | 6 | 0 | wikitext | comb_18 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1456 | 121.42 | 0 |
| 1 | 0 | 6 | 0 | wikitext | comb_9 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1248 | 145.975 | 0 |
| 2 | 0.4431 | 6 | 0 | wikitext | comb_16 | llama3 | rnd_search_t_lin | 14179.2 | 15367.9 | 5.212 | 68.5372 | 0 |
| 3 | 0.4409 | 6 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.1933 | 95.9136 | 0 |
| 4 | 0 | 6 | 0 | wikitext | comb_7 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1381 | 147.546 | 0 |
| 5 | 0.0016 | 6 | 0 | wikitext | comb_11 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.136 | 147.888 | 0 |
| 6 | 0 | 6 | 0 | wikitext | comb_3 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1393 | 148.054 | 0 |
| 7 | 0 | 6 | 0 | wikitext | comb_4 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1497 | 201.455 | 0 |
| 8 | 0 | 6 | 0 | wikitext | comb_10 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1248 | 202.173 | 0 |
| 9 | 0.4425 | 6 | 0 | wikitext | comb_13 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.172 | 147.398 | 0 |
| 10 | 0.442 | 6 | 0 | wikitext | comb_8 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.22 | 147.463 | 0 |
| 11 | 0.4415 | 6 | 0 | wikitext | comb_17 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.169 | 147.735 | 0 |
| 12 | 0.4414 | 6 | 0 | wikitext | comb_2 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.1659 | 147.918 | 0 |
| 13 | 0.4416 | 6 | 0 | wikitext | comb_1 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2203 | 174.988 | 0 |
| 14 | 0.4427 | 6 | 0 | wikitext | comb_6 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2125 | 201.289 | 0 |
| 15 | 0 | 6 | 0 | wikitext | comb_15 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1278 | 4.1808 | 0 |
| 16 | 0 | 6 | 0 | wikitext | comb_5 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1416 | 4.4066 | 0 |
| 17 | 0 | 6 | 0 | wikitext | comb_0 | llama3 | rnd_search_t_lin | 16812 | 19811.8 | 1.1248 | 426.224 | 0 |
| 0 | 0 | 5 | 0 | wikitext | comb_18 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.22 | 121.189 | 0 |
| 1 | 0 | 5 | 0 | wikitext | comb_9 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1248 | 145.805 | 0 |
| 2 | 0.4308 | 5 | 0 | wikitext | comb_16 | llama3 | rnd_search_t_lin | 14179.2 | 15367.9 | 5.2812 | 68.5174 | 0 |
| 3 | 0.4356 | 5 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.449 | 95.5524 | 0 |
| 4 | 0 | 5 | 0 | wikitext | comb_7 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1387 | 147.363 | 0 |
| 5 | 0 | 5 | 0 | wikitext | comb_3 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1343 | 147.665 | 0 |
| 6 | 0.0111 | 5 | 0 | wikitext | comb_11 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1381 | 147.834 | 0 |
| 7 | 0 | 5 | 0 | wikitext | comb_10 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1248 | 201.361 | 0 |
| 8 | 0.0016 | 5 | 0 | wikitext | comb_4 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1339 | 201.658 | 0 |
| 9 | 0.4317 | 5 | 0 | wikitext | comb_8 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2665 | 147.472 | 0 |
| 10 | 0.4306 | 5 | 0 | wikitext | comb_13 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2445 | 147.597 | 0 |
| 11 | 0.4307 | 5 | 0 | wikitext | comb_17 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.243 | 147.761 | 0 |
| 12 | 0.4311 | 5 | 0 | wikitext | comb_2 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2544 | 147.984 | 0 |
| 13 | 0.4317 | 5 | 0 | wikitext | comb_1 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.287 | 174.958 | 0 |
| 14 | 0.4312 | 5 | 0 | wikitext | comb_6 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2843 | 200.91 | 0 |
| 15 | 0.0016 | 5 | 0 | wikitext | comb_15 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1456 | 4.3777 | 0 |
| 16 | 0 | 5 | 0 | wikitext | comb_5 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1344 | 4.4081 | 0 |
| 17 | 0 | 5 | 0 | wikitext | comb_0 | llama3 | rnd_search_t_lin | 16812 | 19811.8 | 1.1248 | 426.165 | 0 |
| 0 | 0.4437 | 8 | 0 | wikitext | ao_woq | llama3 | fixed | 12110.4 | 14040.4 | 5.2086 | 52.6213 | 0 |
| 1 | 0 | 8 | 0 | wikitext | comb_18 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1235 | 121.483 | 0 |
| 2 | 0 | 8 | 0 | wikitext | comb_9 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1248 | 146.042 | 0 |
| 3 | 0.4433 | 8 | 0 | wikitext | comb_16 | llama3 | rnd_search_t_lin | 14179.2 | 15367.9 | 5.2085 | 68.8273 | 0 |
| 4 | 0.4439 | 8 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.2082 | 96.1636 | 0 |
| 5 | 0 | 8 | 0 | wikitext | comb_3 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1314 | 148.003 | 0 |
| 6 | 0 | 8 | 0 | wikitext | comb_7 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1349 | 148.093 | 0 |
| 7 | 0 | 8 | 0 | wikitext | comb_10 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1248 | 201.809 | 0 |
| 8 | 0.1387 | 8 | 0 | wikitext | comb_11 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 27.5293 | 147.931 | 0 |
| 9 | 0.443 | 8 | 0 | wikitext | comb_13 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2112 | 147.982 | 0 |
| 10 | 0.4436 | 8 | 0 | wikitext | comb_8 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2132 | 148.217 | 0 |
| 11 | 0.4433 | 8 | 0 | wikitext | comb_17 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2083 | 148.232 | 0 |
| 12 | 0.4436 | 8 | 0 | wikitext | comb_2 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2183 | 148.344 | 0 |
| 13 | 0.4434 | 8 | 0 | wikitext | comb_1 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2137 | 175.675 | 0 |
| 14 | 0.3105 | 8 | 0 | wikitext | comb_4 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 8.3067 | 201.637 | 0 |
| 15 | 0.4436 | 8 | 0 | wikitext | comb_6 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2084 | 201.757 | 0 |
| 16 | 0 | 8 | 0 | wikitext | comb_15 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1603 | 4.4158 | 0 |
| 17 | 0 | 8 | 0 | wikitext | comb_5 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1341 | 4.417 | 0 |
| 18 | 0 | 8 | 0 | wikitext | comb_0 | llama3 | rnd_search_t_lin | 16812 | 19811.8 | 1.1248 | 427.182 | 0 |
| 0 | 0 | 7 | 0 | wikitext | comb_18 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1227 | 121.839 | 0 |
| 1 | 0 | 7 | 0 | wikitext | comb_9 | llama3 | rnd_search_t_lin | 14178.7 | 15367.9 | 1.1248 | 146.17 | 0 |
| 2 | 0.4431 | 7 | 0 | wikitext | comb_16 | llama3 | rnd_search_t_lin | 14179.2 | 15367.9 | 5.23 | 68.8239 | 0 |
| 3 | 0.4428 | 7 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.2489 | 95.8159 | 0 |
| 4 | 0 | 7 | 0 | wikitext | comb_7 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1359 | 147.784 | 0 |
| 5 | 0 | 7 | 0 | wikitext | comb_3 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1353 | 147.799 | 0 |
| 6 | 0.0032 | 7 | 0 | wikitext | comb_11 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1442 | 148.029 | 0 |
| 7 | 0 | 7 | 0 | wikitext | comb_10 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1248 | 201.668 | 0 |
| 8 | 0.0111 | 7 | 0 | wikitext | comb_4 | llama3 | rnd_search_t_lin | 14185.3 | 15374.2 | 1.1042 | 201.761 | 0 |
| 9 | 0.4432 | 7 | 0 | wikitext | comb_8 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2218 | 148.094 | 0 |
| 10 | 0.4436 | 7 | 0 | wikitext | comb_2 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2176 | 148.118 | 0 |
| 11 | 0.4438 | 7 | 0 | wikitext | comb_13 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2288 | 148.128 | 0 |
| 12 | 0.4439 | 7 | 0 | wikitext | comb_17 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.227 | 148.186 | 0 |
| 13 | 0.4437 | 7 | 0 | wikitext | comb_1 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2366 | 175.676 | 0 |
| 14 | 0.4435 | 7 | 0 | wikitext | comb_6 | llama3 | rnd_search_t_lin | 14185.7 | 15374.2 | 5.2459 | 201.477 | 0 |
| 15 | 0 | 7 | 0 | wikitext | comb_5 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1328 | 4.4115 | 0 |
| 16 | 0 | 7 | 0 | wikitext | comb_15 | llama3 | rnd_search_t_lin | 11051.9 | 18748.5 | 1.1426 | 4.4136 | 0 |
| 17 | 0 | 7 | 0 | wikitext | comb_0 | llama3 | rnd_search_t_lin | 16812 | 19811.8 | 1.1248 | 426.312 | 0 |
| 19 | 0.4437 | 32 | 0 | wikitext | base | llama3 | ---- | 33003.5 | 33156 | 5.2238 | 27.2925 | 0 |