accuracy bits clip dataset method model params peak_mem_alloc_mb peak_mem_reserv_mb perplexity time_ms wer 0.0 4 0.0 imagenet comb_2 vit nlr_t_cos 357.020672 390.070272 0.0 46.351745 0.0 0.0 5 0.0 imagenet comb_2 vit nlr_t_cos 357.020672 390.070272 0.0 46.351745 0.0 0.0 6 0.0 imagenet comb_2 vit nlr_t_cos 357.020672 390.070272 0.0 46.351745 0.0 0.0 7 0.0 imagenet comb_2 vit nlr_t_cos 357.020672 390.070272 0.0 46.351745 0.0 0.0 8 0.0 imagenet comb_2 vit nlr_t_cos 357.020672 390.070272 0.0 46.351745 0.0 0.0 4 0.0 imagenet comb_6 vit nlr_t_cos 357.020672 390.070272 0.0 50.673755 0.0 0.0 5 0.0 imagenet comb_6 vit nlr_t_cos 357.020672 390.070272 0.0 50.673755 0.0 0.0 6 0.0 imagenet comb_6 vit nlr_t_cos 357.020672 390.070272 0.0 50.673755 0.0 0.0 7 0.0 imagenet comb_6 vit nlr_t_cos 357.020672 390.070272 0.0 50.673755 0.0 0.0 8 0.0 imagenet comb_6 vit nlr_t_cos 357.020672 390.070272 0.0 50.673755 0.0 0.8016444444656372 8 0.0 imagenet comb_15 vit nlr_t_cos 357.513728 390.070272 0.0 33.580257 0.0 0.798561155796051 5 0.0 imagenet comb_15 vit nlr_t_cos 357.513728 390.070272 0.0 35.87615 0.0 0.7975334525108337 4 0.0 imagenet comb_15 vit nlr_t_cos 357.513728 390.070272 0.0 36.168779 0.0 0.7995889186859131 7 0.0 imagenet comb_15 vit nlr_t_cos 357.513728 390.070272 0.0 38.85795 0.0 0.798561155796051 6 0.0 imagenet comb_15 vit nlr_t_cos 357.513728 390.070272 0.0 43.164197 0.0 0.789311408996582 4 0.0 imagenet woq vit fixed 357.587968 390.070272 0.0 31.685469 0.0 0.7995889186859131 5 0.0 imagenet woq vit fixed 357.587968 390.070272 0.0 33.032179 0.0 0.7995889186859131 7 0.0 imagenet woq vit fixed 357.587968 390.070272 0.0 35.757662 0.0 0.8057554364204407 6 0.0 imagenet woq vit fixed 357.587968 390.070272 0.0 42.589755 0.0 0.8016444444656372 8 0.0 imagenet woq vit fixed 357.587968 390.070272 0.0 44.695285 0.0 0.0 4 0.0 imagenet comb_16 vit nlr_t_cos 357.9136 390.070272 0.0 51.337058 0.0 0.0 5 0.0 imagenet comb_16 vit nlr_t_cos 357.9136 390.070272 0.0 51.337058 0.0 0.0 6 0.0 imagenet comb_16 vit nlr_t_cos 357.9136 390.070272 0.0 51.337058 0.0 0.0 7 0.0 imagenet comb_16 vit nlr_t_cos 357.9136 390.070272 0.0 51.337058 0.0 0.0 8 0.0 imagenet comb_16 vit nlr_t_cos 357.9136 390.070272 0.0 51.337058 0.0 0.0 4 0.0 imagenet comb_4 vit nlr_t_cos 357.9136 390.070272 0.0 58.000499 0.0 0.0 5 0.0 imagenet comb_4 vit nlr_t_cos 357.9136 390.070272 0.0 58.000499 0.0 0.0 6 0.0 imagenet comb_4 vit nlr_t_cos 357.9136 390.070272 0.0 58.000499 0.0 0.0 7 0.0 imagenet comb_4 vit nlr_t_cos 357.9136 390.070272 0.0 58.000499 0.0 0.0 8 0.0 imagenet comb_4 vit nlr_t_cos 357.9136 390.070272 0.0 58.000499 0.0 0.0 4 0.0 imagenet comb_7 vit nlr_t_cos 357.9136 390.070272 0.0 59.474992 0.0 0.0 5 0.0 imagenet comb_7 vit nlr_t_cos 357.9136 390.070272 0.0 59.474992 0.0 0.0 6 0.0 imagenet comb_7 vit nlr_t_cos 357.9136 390.070272 0.0 59.474992 0.0 0.0 7 0.0 imagenet comb_7 vit nlr_t_cos 357.9136 390.070272 0.0 59.474992 0.0 0.0 8 0.0 imagenet comb_7 vit nlr_t_cos 357.9136 390.070272 0.0 59.474992 0.0 0.0 4 0.0 imagenet comb_9 vit nlr_t_cos 357.9136 390.070272 0.0 74.989888 0.0 0.17777778208255768 4 0.0 imagenet comb_17 vit nlr_t_cos 357.93152 390.070272 0.0 59.134707 0.0 0.35273972153663635 5 0.0 imagenet comb_11 vit nlr_t_cos 358.057984 390.070272 0.0 56.099757 0.0 0.8006166815757751 8 0.0 imagenet comb_11 vit nlr_t_cos 358.406656 392.167424 0.0 49.787661 0.0 0.8006166815757751 8 0.0 imagenet comb_17 vit nlr_t_cos 358.406656 392.167424 0.0 53.371304 0.0 0.798561155796051 4 0.0 imagenet comb_18 vit nlr_t_cos 358.406656 392.167424 0.0 56.208392 0.0 0.7995889186859131 7 0.0 imagenet comb_17 vit nlr_t_cos 358.406656 392.167424 0.0 56.475292 0.0 0.8026722073554993 6 0.0 imagenet comb_18 vit nlr_t_cos 358.406656 392.167424 0.0 56.779707 0.0 0.8006166815757751 8 0.0 imagenet comb_18 vit nlr_t_cos 358.406656 392.167424 0.0 57.13578 0.0 0.8016444444656372 8 0.0 imagenet comb_8 vit nlr_t_cos 358.406656 392.167424 0.0 57.558627 0.0 0.7975334525108337 6 0.0 imagenet comb_11 vit nlr_t_cos 358.406656 392.167424 0.0 58.186938 0.0 0.7995889186859131 6 0.0 imagenet comb_17 vit nlr_t_cos 358.406656 392.167424 0.0 58.348271 0.0 0.8016444444656372 7 0.0 imagenet comb_1 vit nlr_t_cos 358.406656 392.167424 0.0 58.707181 0.0 0.4429599344730377 4 0.0 imagenet comb_11 vit nlr_t_cos 358.406656 392.167424 0.0 59.410654 0.0 0.7995889186859131 8 0.0 imagenet comb_1 vit nlr_t_cos 358.406656 392.167424 0.0 59.96978 0.0 0.8006166815757751 7 0.0 imagenet comb_18 vit nlr_t_cos 358.406656 392.167424 0.0 59.985351 0.0 0.7995889186859131 7 0.0 imagenet comb_5 vit nlr_t_cos 358.406656 392.167424 0.0 61.244016 0.0 0.7934224605560303 5 0.0 imagenet comb_1 vit nlr_t_cos 358.406656 392.167424 0.0 62.389594 0.0 0.7810894250869751 6 0.0 imagenet comb_9 vit nlr_t_cos 358.406656 392.167424 0.0 63.026189 0.0 0.7995889186859131 7 0.0 imagenet comb_11 vit nlr_t_cos 358.406656 392.167424 0.0 64.441987 0.0 0.7975334525108337 7 0.0 imagenet comb_9 vit nlr_t_cos 358.406656 392.167424 0.0 64.66328 0.0 0.7923946976661682 4 0.0 imagenet comb_1 vit nlr_t_cos 358.406656 392.167424 0.0 64.774522 0.0 0.798561155796051 6 0.0 imagenet comb_1 vit nlr_t_cos 358.406656 392.167424 0.0 66.25529 0.0 0.8016444444656372 6 0.0 imagenet comb_5 vit nlr_t_cos 358.406656 392.167424 0.0 67.137019 0.0 0.8016444444656372 6 0.0 imagenet comb_8 vit nlr_t_cos 358.406656 392.167424 0.0 69.210316 0.0 0.7995889186859131 8 0.0 imagenet comb_9 vit nlr_t_cos 358.406656 392.167424 0.0 69.300689 0.0 0.7975334525108337 5 0.0 imagenet comb_18 vit nlr_t_cos 358.406656 392.167424 0.0 69.895949 0.0 0.59609454870224 5 0.0 imagenet comb_9 vit nlr_t_cos 358.406656 392.167424 0.0 70.834701 0.0 0.8006166815757751 7 0.0 imagenet comb_8 vit nlr_t_cos 358.406656 392.167424 0.0 73.664927 0.0 0.798561155796051 5 0.0 imagenet comb_17 vit nlr_t_cos 358.406656 392.167424 0.0 74.323373 0.0 0.7975334525108337 4 0.0 imagenet comb_8 vit nlr_t_cos 358.406656 392.167424 0.0 74.620694 0.0 0.798561155796051 5 0.0 imagenet comb_8 vit nlr_t_cos 358.406656 392.167424 0.0 75.657927 0.0 0.7975334525108337 4 0.0 imagenet comb_5 vit nlr_t_cos 358.406656 392.167424 0.0 75.754289 0.0 0.8006166815757751 8 0.0 imagenet comb_5 vit nlr_t_cos 358.406656 392.167424 0.0 77.743276 0.0 0.8006166815757751 5 0.0 imagenet comb_5 vit nlr_t_cos 358.406656 392.167424 0.0 82.265753 0.0 0.0 4 0.0 imagenet comb_13 vit nlr_t_cos 378.885632 406.847488 0.0 89.843602 0.0 0.0 5 0.0 imagenet comb_13 vit nlr_t_cos 378.885632 406.847488 0.0 89.843602 0.0 0.0 6 0.0 imagenet comb_13 vit nlr_t_cos 378.885632 406.847488 0.0 89.843602 0.0 0.0 7 0.0 imagenet comb_13 vit nlr_t_cos 378.885632 406.847488 0.0 89.843602 0.0 0.0 8 0.0 imagenet comb_13 vit nlr_t_cos 378.885632 406.847488 0.0 89.843602 0.0 0.7954779267311096 4 0.0 imagenet ao_woq vit fixed 180.840448 411.041792 0.0 32.250729 0.0 0.0 4 0.0 imagenet comb_14 vit nlr_t_cos 329.376768 411.041792 0.0 0.085119 0.0 0.0 5 0.0 imagenet comb_14 vit nlr_t_cos 329.376768 411.041792 0.0 0.085119 0.0 0.0 6 0.0 imagenet comb_14 vit nlr_t_cos 329.376768 411.041792 0.0 0.085119 0.0 0.0 7 0.0 imagenet comb_14 vit nlr_t_cos 329.376768 411.041792 0.0 0.085119 0.0 0.0 8 0.0 imagenet comb_14 vit nlr_t_cos 329.376768 411.041792 0.0 0.085119 0.0 0.0 8 0.0 imagenet comb_6_t vit nlr_t_cos 365.540352 411.041792 0.0 45.381616 0.0 0.0 8 0.0 imagenet comb_7_t vit nlr_t_cos 366.43328 411.041792 0.0 54.666464 0.0 0.0 8 0.0 imagenet comb_16_t vit nlr_t_cos 366.43328 411.041792 0.0 57.773276 0.0 0.0 4 0.0 imagenet comb_9_t vit nlr_t_cos 366.43328 411.041792 0.0 59.399987 0.0 0.0 8 0.0 imagenet comb_9_t vit nlr_t_cos 366.43328 411.041792 0.0 69.461182 0.0 0.0 8 0.0 imagenet comb_2_t vit nlr_t_cos 366.572544 411.041792 0.0 59.648557 0.0 0.7913669347763062 8 0.0 imagenet comb_15_t vit nlr_t_cos 367.0656 411.041792 0.0 32.175244 0.0 0.7975334525108337 4 0.0 imagenet comb_15_t vit nlr_t_cos 367.0656 411.041792 0.0 34.964144 0.0 0.798561155796051 5 0.0 imagenet comb_15_t vit nlr_t_cos 367.0656 411.041792 0.0 37.271455 0.0 0.80781090259552 7 0.0 imagenet comb_15_t vit nlr_t_cos 367.0656 411.041792 0.0 37.363848 0.0 0.80781090259552 6 0.0 imagenet comb_15_t vit nlr_t_cos 367.0656 411.041792 0.0 38.786008 0.0 0.8036999106407166 5 0.0 imagenet woq_t vit fixed 367.13984 411.041792 0.0 34.871969 0.0 0.7810894250869751 8 0.0 imagenet woq_t vit fixed 367.13984 411.041792 0.0 36.390906 0.0 0.7954779267311096 4 0.0 imagenet woq_t vit fixed 367.13984 411.041792 0.0 37.626191 0.0 0.7954779267311096 7 0.0 imagenet woq_t vit fixed 367.13984 411.041792 0.0 39.170529 0.0 0.8026722073554993 6 0.0 imagenet woq_t vit fixed 367.13984 411.041792 0.0 45.167757 0.0 0.0 8 0.0 imagenet comb_4_t vit nlr_t_cos 367.465472 411.041792 0.0 72.121117 0.0 0.7923946976661682 7 0.0 imagenet comb_17_t vit nlr_t_cos 366.926336 413.138944 0.0 57.272619 0.0 0.798561155796051 4 0.0 imagenet comb_1_t vit nlr_t_cos 366.926336 413.138944 0.0 57.314397 0.0 0.7975334525108337 6 0.0 imagenet comb_17_t vit nlr_t_cos 366.926336 413.138944 0.0 59.836479 0.0 0.8026722073554993 6 0.0 imagenet comb_5_t vit nlr_t_cos 366.926336 413.138944 0.0 60.475038 0.0 0.8036999106407166 4 0.0 imagenet comb_18_t vit nlr_t_cos 366.926336 413.138944 0.0 60.860014 0.0 0.7944501638412476 5 0.0 imagenet comb_1_t vit nlr_t_cos 366.926336 413.138944 0.0 61.115735 0.0 0.7718396782875061 8 0.0 imagenet comb_1_t vit nlr_t_cos 366.926336 413.138944 0.0 61.9559 0.0 0.8057554364204407 6 0.0 imagenet comb_1_t vit nlr_t_cos 366.926336 413.138944 0.0 61.960882 0.0 0.8006166815757751 7 0.0 imagenet comb_18_t vit nlr_t_cos 366.926336 413.138944 0.0 62.889533 0.0 0.7882837057113647 8 0.0 imagenet comb_17_t vit nlr_t_cos 366.926336 413.138944 0.0 64.175947 0.0 0.7132579684257507 7 0.0 imagenet comb_9_t vit nlr_t_cos 366.926336 413.138944 0.0 64.876029 0.0 0.8057554364204407 7 0.0 imagenet comb_1_t vit nlr_t_cos 366.926336 413.138944 0.0 65.15354 0.0 0.7646454572677612 8 0.0 imagenet comb_18_t vit nlr_t_cos 366.926336 413.138944 0.0 65.659099 0.0 0.8057554364204407 6 0.0 imagenet comb_8_t vit nlr_t_cos 366.926336 413.138944 0.0 65.857356 0.0 0.7523124814033508 6 0.0 imagenet comb_9_t vit nlr_t_cos 366.926336 413.138944 0.0 67.65593 0.0 0.7656732201576233 8 0.0 imagenet comb_5_t vit nlr_t_cos 366.926336 413.138944 0.0 67.920667 0.0 0.8047276735305786 7 0.0 imagenet comb_5_t vit nlr_t_cos 366.926336 413.138944 0.0 67.96201 0.0 0.8006166815757751 4 0.0 imagenet comb_5_t vit nlr_t_cos 366.926336 413.138944 0.0 68.000217 0.0 0.789311408996582 4 0.0 imagenet comb_17_t vit nlr_t_cos 366.926336 413.138944 0.0 68.852155 0.0 0.8057554364204407 5 0.0 imagenet comb_17_t vit nlr_t_cos 366.926336 413.138944 0.0 69.272498 0.0 0.8067831993103027 5 0.0 imagenet comb_18_t vit nlr_t_cos 366.926336 413.138944 0.0 70.506747 0.0 0.7831449508666992 8 0.0 imagenet comb_8_t vit nlr_t_cos 366.926336 413.138944 0.0 74.418557 0.0 0.798561155796051 4 0.0 imagenet comb_8_t vit nlr_t_cos 366.926336 413.138944 0.0 77.289301 0.0 0.7975334525108337 7 0.0 imagenet comb_8_t vit nlr_t_cos 366.926336 413.138944 0.0 77.455977 0.0 0.6927030086517334 5 0.0 imagenet comb_9_t vit nlr_t_cos 366.926336 413.138944 0.0 77.802317 0.0 0.8067831993103027 5 0.0 imagenet comb_5_t vit nlr_t_cos 366.926336 413.138944 0.0 78.17551 0.0 0.8016444444656372 6 0.0 imagenet comb_18_t vit nlr_t_cos 366.926336 413.138944 0.0 79.786262 0.0 0.8006166815757751 5 0.0 imagenet comb_8_t vit nlr_t_cos 366.926336 413.138944 0.0 90.268079 0.0 0.7831449508666992 8 0.0 imagenet comb_11_t vit nlr_t_cos 367.958528 413.138944 0.0 55.318765 0.0 0.7934224605560303 7 0.0 imagenet comb_11_t vit nlr_t_cos 367.958528 413.138944 0.0 58.704746 0.0 0.7995889186859131 6 0.0 imagenet comb_11_t vit nlr_t_cos 367.958528 413.138944 0.0 60.245163 0.0 0.798561155796051 5 0.0 imagenet comb_11_t vit nlr_t_cos 367.958528 413.138944 0.0 62.008162 0.0 0.7841727137565613 4 0.0 imagenet comb_11_t vit nlr_t_cos 367.958528 413.138944 0.0 69.48493 0.0 0.0 8 0.0 imagenet comb_14_t vit nlr_t_cos 336.790528 425.721856 0.0 0.092761 0.0 0.0 8 0.0 imagenet comb_13_t vit nlr_t_cos 388.437504 427.819008 0.0 106.728153 0.0 0.8016444444656372 8 0.0 imagenet ao_woq vit fixed 341.330432 486.539264 0.0 29.775489 0.0 0.8006166815757751 32 0.0 imagenet base vit ---- 1235.241472 1256.194048 0.0 25.559025 0.0