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| | accuracy | bits | clip | dataset | method | model | params | peak_mem_alloc_mb | peak_mem_reserv_mb | perplexity | time_ms | wer | |---:|-----------:|-------:|-------:|:----------|:---------|:--------|:---------|--------------------:|---------------------:|-------------:|----------:|------:| | 0 | 0.427795 | 4 | 0 | wikitext | ao_woq | llama3 | fixed | 5542.62 | 7163.87 | 5.35836 | 38.4772 | 0 | | 1 | 0.443735 | 8 | 0 | wikitext | ao_woq | llama3 | fixed | 12110.4 | 14040.4 | 5.20864 | 52.6383 | 0 | | 2 | 0 | 4 | 0 | wikitext | comb_3 | llama3 | nlr | 14178.7 | 15367.9 | 1.35769 | 122.33 | 0 | | 3 | 0 | 5 | 0 | wikitext | comb_3 | llama3 | nlr | 14178.7 | 15367.9 | 1.35769 | 122.33 | 0 | | 4 | 0 | 6 | 0 | wikitext | comb_3 | llama3 | nlr | 14178.7 | 15367.9 | 1.35769 | 122.33 | 0 | | 5 | 0 | 7 | 0 | wikitext | comb_3 | llama3 | nlr | 14178.7 | 15367.9 | 1.35769 | 122.33 | 0 | | 6 | 0 | 8 | 0 | wikitext | comb_3 | llama3 | nlr | 14178.7 | 15367.9 | 1.35769 | 122.33 | 0 | | 7 | 0 | 4 | 0 | wikitext | comb_11 | llama3 | nlr | 14178.7 | 15367.9 | 1.12481 | 145.733 | 0 | | 8 | 0 | 5 | 0 | wikitext | comb_11 | llama3 | nlr | 14178.7 | 15367.9 | 1.12481 | 145.733 | 0 | | 9 | 0 | 6 | 0 | wikitext | comb_11 | llama3 | nlr | 14178.7 | 15367.9 | 1.12481 | 145.733 | 0 | | 10 | 0 | 7 | 0 | wikitext | comb_11 | llama3 | nlr | 14178.7 | 15367.9 | 1.12481 | 145.733 | 0 | | 11 | 0 | 8 | 0 | wikitext | comb_11 | llama3 | nlr | 14178.7 | 15367.9 | 1.12481 | 145.733 | 0 | | 12 | 0.440493 | 6 | 0 | wikitext | comb_6 | llama3 | nlr | 14179.2 | 15367.9 | 5.19914 | 68.6864 | 0 | | 13 | 0.380108 | 4 | 0 | wikitext | comb_6 | llama3 | nlr | 14179.2 | 15367.9 | 6.15098 | 68.7066 | 0 | | 14 | 0.435664 | 5 | 0 | wikitext | comb_6 | llama3 | nlr | 14179.2 | 15367.9 | 5.44902 | 68.7799 | 0 | | 15 | 0.443735 | 8 | 0 | wikitext | comb_6 | llama3 | nlr | 14179.2 | 15367.9 | 5.20864 | 68.7814 | 0 | | 16 | 0.442857 | 7 | 0 | wikitext | comb_6 | llama3 | nlr | 14179.2 | 15367.9 | 5.24819 | 68.7957 | 0 | | 17 | 0.435562 | 5 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.44896 | 95.5965 | 0 | | 18 | 0.37977 | 4 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 6.16325 | 95.6286 | 0 | | 19 | 0.442756 | 7 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.24889 | 95.7276 | 0 | | 20 | 0.440932 | 6 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.1933 | 95.7787 | 0 | | 21 | 0.44387 | 8 | 0 | wikitext | woq | llama3 | fixed | 14179.3 | 15367.9 | 5.20824 | 95.7941 | 0 | | 22 | 0 | 4 | 0 | wikitext | comb_13 | llama3 | nlr | 14185.3 | 15374.2 | 1.18411 | 148.237 | 0 | | 23 | 0 | 5 | 0 | wikitext | comb_13 | llama3 | nlr | 14185.3 | 15374.2 | 1.18411 | 148.237 | 0 | | 24 | 0 | 6 | 0 | wikitext | comb_13 | llama3 | nlr | 14185.3 | 15374.2 | 1.18411 | 148.237 | 0 | | 25 | 0 | 7 | 0 | wikitext | comb_13 | llama3 | nlr | 14185.3 | 15374.2 | 1.18411 | 148.237 | 0 | | 26 | 0 | 4 | 0 | wikitext | comb_10 | llama3 | nlr | 14185.3 | 15374.2 | 1.14597 | 202.094 | 0 | | 27 | 0 | 5 | 0 | wikitext | comb_10 | llama3 | nlr | 14185.3 | 15374.2 | 1.14597 | 202.094 | 0 | | 28 | 0 | 6 | 0 | wikitext | comb_10 | llama3 | nlr | 14185.3 | 15374.2 | 1.14597 | 202.094 | 0 | | 29 | 0 | 7 | 0 | wikitext | comb_10 | llama3 | nlr | 14185.3 | 15374.2 | 1.14597 | 202.094 | 0 | | 30 | 0.0361552 | 8 | 0 | wikitext | comb_13 | llama3 | nlr | 14185.3 | 15374.2 | 1.66466 | 148.229 | 0 | | 31 | 0.443769 | 8 | 0 | wikitext | comb_15 | llama3 | nlr | 14185.7 | 15374.2 | 5.20815 | 147.441 | 0 | | 32 | 0.442351 | 7 | 0 | wikitext | comb_15 | llama3 | nlr | 14185.7 | 15374.2 | 5.24663 | 147.49 | 0 | | 33 | 0.436373 | 5 | 0 | wikitext | comb_15 | llama3 | nlr | 14185.7 | 15374.2 | 5.43048 | 147.525 | 0 | | 34 | 0.442891 | 7 | 0 | wikitext | comb_16 | llama3 | nlr | 14185.7 | 15374.2 | 5.23025 | 147.53 | 0 | | 35 | 0.380784 | 4 | 0 | wikitext | comb_15 | llama3 | nlr | 14185.7 | 15374.2 | 6.23735 | 147.635 | 0 | | 36 | 0.437386 | 5 | 0 | wikitext | comb_16 | llama3 | nlr | 14185.7 | 15374.2 | 5.41202 | 147.675 | 0 | | 37 | 0.380986 | 4 | 0 | wikitext | comb_17 | llama3 | nlr | 14185.7 | 15374.2 | 6.23264 | 147.69 | 0 | | 38 | 0.439818 | 6 | 0 | wikitext | comb_15 | llama3 | nlr | 14185.7 | 15374.2 | 5.19942 | 147.792 | 0 | | 39 | 0.38048 | 4 | 0 | wikitext | comb_14 | llama3 | nlr | 14185.7 | 15374.2 | 6.17567 | 147.903 | 0 | | 40 | 0.442215 | 7 | 0 | wikitext | comb_17 | llama3 | nlr | 14185.7 | 15374.2 | 5.24756 | 147.904 | 0 | | 41 | 0.442384 | 7 | 0 | wikitext | comb_14 | llama3 | nlr | 14185.7 | 15374.2 | 5.24348 | 147.934 | 0 | | 42 | 0.440088 | 6 | 0 | wikitext | comb_17 | llama3 | nlr | 14185.7 | 15374.2 | 5.19924 | 147.944 | 0 | | 43 | 0.440257 | 6 | 0 | wikitext | comb_16 | llama3 | nlr | 14185.7 | 15374.2 | 5.23001 | 147.951 | 0 | | 44 | 0.443904 | 8 | 0 | wikitext | comb_17 | llama3 | nlr | 14185.7 | 15374.2 | 5.20745 | 147.971 | 0 | | 45 | 0.444377 | 8 | 0 | wikitext | comb_16 | llama3 | nlr | 14185.7 | 15374.2 | 5.20728 | 147.974 | 0 | | 46 | 0.378386 | 4 | 0 | wikitext | comb_16 | llama3 | nlr | 14185.7 | 15374.2 | 6.16797 | 147.98 | 0 | | 47 | 0.436508 | 5 | 0 | wikitext | comb_17 | llama3 | nlr | 14185.7 | 15374.2 | 5.43094 | 147.983 | 0 | | 48 | 0.440257 | 6 | 0 | wikitext | comb_14 | llama3 | nlr | 14185.7 | 15374.2 | 5.19033 | 147.993 | 0 | | 49 | 0.444411 | 8 | 0 | wikitext | comb_14 | llama3 | nlr | 14185.7 | 15374.2 | 5.20807 | 148.393 | 0 | | 50 | 0.435596 | 5 | 0 | wikitext | comb_14 | llama3 | nlr | 14185.7 | 15374.2 | 5.42521 | 148.406 | 0 | | 51 | 0.440696 | 6 | 0 | wikitext | comb_4 | llama3 | nlr | 14185.7 | 15374.2 | 5.23038 | 175.099 | 0 | | 52 | 0.443533 | 7 | 0 | wikitext | comb_4 | llama3 | nlr | 14185.7 | 15374.2 | 5.22837 | 175.165 | 0 | | 53 | 0.378419 | 4 | 0 | wikitext | comb_4 | llama3 | nlr | 14185.7 | 15374.2 | 6.15577 | 175.21 | 0 | | 54 | 0.444107 | 8 | 0 | wikitext | comb_4 | llama3 | nlr | 14185.7 | 15374.2 | 5.21485 | 175.217 | 0 | | 55 | 0.436373 | 5 | 0 | wikitext | comb_4 | llama3 | nlr | 14185.7 | 15374.2 | 5.3921 | 175.47 | 0 | | 56 | 0.436879 | 5 | 0 | wikitext | comb_9 | llama3 | nlr | 14185.7 | 15374.2 | 5.4106 | 201.202 | 0 | | 57 | 0.444411 | 8 | 0 | wikitext | comb_9 | llama3 | nlr | 14185.7 | 15374.2 | 5.208 | 201.205 | 0 | | 58 | 0.301655 | 8 | 0 | wikitext | comb_10 | llama3 | nlr | 14185.7 | 15374.2 | 8.71646 | 201.345 | 0 | | 59 | 0.440257 | 6 | 0 | wikitext | comb_9 | llama3 | nlr | 14185.7 | 15374.2 | 5.23111 | 201.359 | 0 | | 60 | 0.442891 | 7 | 0 | wikitext | comb_9 | llama3 | nlr | 14185.7 | 15374.2 | 5.22931 | 201.492 | 0 | | 61 | 0.378116 | 4 | 0 | wikitext | comb_9 | llama3 | nlr | 14185.7 | 15374.2 | 6.17802 | 201.639 | 0 | | 62 | 0 | 4 | 0 | wikitext | comb_1 | llama3 | nlr | 11051.9 | 18748.5 | 1.13553 | 4.40428 | 0 | | 63 | 0 | 5 | 0 | wikitext | comb_1 | llama3 | nlr | 11051.9 | 18748.5 | 1.13553 | 4.40428 | 0 | | 64 | 0 | 6 | 0 | wikitext | comb_1 | llama3 | nlr | 11051.9 | 18748.5 | 1.13553 | 4.40428 | 0 | | 65 | 0 | 7 | 0 | wikitext | comb_1 | llama3 | nlr | 11051.9 | 18748.5 | 1.13553 | 4.40428 | 0 | | 66 | 0 | 8 | 0 | wikitext | comb_1 | llama3 | nlr | 11051.9 | 18748.5 | 1.13553 | 4.40428 | 0 | | 67 | 0 | 4 | 0 | wikitext | comb_0 | llama3 | nlr | 16812 | 19811.8 | 1.12481 | 429.613 | 0 | | 68 | 0 | 5 | 0 | wikitext | comb_0 | llama3 | nlr | 16812 | 19811.8 | 1.12481 | 429.613 | 0 | | 69 | 0 | 6 | 0 | wikitext | comb_0 | llama3 | nlr | 16812 | 19811.8 | 1.12481 | 429.613 | 0 | | 70 | 0 | 7 | 0 | wikitext | comb_0 | llama3 | nlr | 16812 | 19811.8 | 1.12481 | 429.613 | 0 | | 71 | 0 | 8 | 0 | wikitext | comb_0 | llama3 | nlr | 16812 | 19811.8 | 1.12481 | 429.613 | 0 | | 72 | 0.443668 | 32 | 0 | wikitext | base | llama3 | ---- | 33003.5 | 33156 | 5.22381 | 26.5923 | 0 | |