| model,hardware,attention_type,num_params,n_layers,d_model,num_gpus,peak_tflops_per_gpu,mfu,epochs,remat_multiplier,include_attention,causal,record_count,total_tokens,sum_seq_len_squared,total_flops,base_6nd_flops,attention_flops,total_flops_pretty,hours,gpu_hours,price_per_gpu_hour,cost | |
| Qwen/Qwen3-0.6B,8xa100,causal,600000000.0,28,1024,8,312.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,2.5232789509957233e+18,1.413741258e+18,1.1095376929957233e+18,2.523 EFLOPs,0.7020340742398179,5.616272593918543,, | |
| Qwen/Qwen3-0.6B,8xh100,causal,600000000.0,28,1024,8,989.5,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,2.5232789509957233e+18,1.413741258e+18,1.1095376929957233e+18,2.523 EFLOPs,0.22135889960871472,1.7708711968697177,, | |
| Qwen/Qwen3-0.6B,8xb200,causal,600000000.0,28,1024,8,2250.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,2.5232789509957233e+18,1.413741258e+18,1.1095376929957233e+18,2.523 EFLOPs,0.09734872496125475,0.778789799690038,, | |
| Qwen/Qwen3-1.7B,8xa100,causal,1700000000.0,28,2048,8,312.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,6.224675616991447e+18,4.005600231e+18,2.2190753859914465e+18,6.225 EFLOPs,1.7318475163014844,13.854780130411875,, | |
| Qwen/Qwen3-1.7B,8xh100,causal,1700000000.0,28,2048,8,989.5,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,6.224675616991447e+18,4.005600231e+18,2.2190753859914465e+18,6.225 EFLOPs,0.5460701617848035,4.368561294278428,, | |
| Qwen/Qwen3-1.7B,8xb200,causal,1700000000.0,28,2048,8,2250.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,6.224675616991447e+18,4.005600231e+18,2.2190753859914465e+18,6.225 EFLOPs,0.2401495222604725,1.92119617808378,, | |
| Qwen/Qwen3-4B,8xa100,causal,4000000000.0,36,2560,8,312.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,1.2991312876057682e+19,9.42494172e+18,3.566371156057682e+18,12.991 EFLOPs,3.614481191032786,28.91584952826229,, | |
| Qwen/Qwen3-4B,8xh100,causal,4000000000.0,36,2560,8,989.5,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,1.2991312876057682e+19,9.42494172e+18,3.566371156057682e+18,12.991 EFLOPs,1.139684822235704,9.117478577885633,, | |
| Qwen/Qwen3-4B,8xb200,causal,4000000000.0,36,2560,8,2250.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,1.2991312876057682e+19,9.42494172e+18,3.566371156057682e+18,12.991 EFLOPs,0.5012080584898797,4.009664467919038,, | |
| Qwen/Qwen3-8B,8xa100,causal,8000000000.0,36,4096,8,312.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,2.455607728969229e+19,1.884988344e+19,5.706193849692291e+18,24.556 EFLOPs,6.832063882682373,54.656511061458986,, | |
| Qwen/Qwen3-8B,8xh100,causal,8000000000.0,36,4096,8,989.5,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,2.455607728969229e+19,1.884988344e+19,5.706193849692291e+18,24.556 EFLOPs,2.1542232757927238,17.23378620634179,, | |
| Qwen/Qwen3-8B,8xb200,causal,8000000000.0,36,4096,8,2250.0,0.4,1.0,1.0,True,True,23988,392705905.0,6449600614977.0,2.455607728969229e+19,1.884988344e+19,5.706193849692291e+18,24.556 EFLOPs,0.947379525065289,7.579036200522312,, | |
| Qwen/Qwen3-0.6B,8xa100,bidirectional,600000000.0,28,1024,8,312.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,3.6328166439914465e+18,1.413741258e+18,2.2190753859914465e+18,3.633 EFLOPs,1.010732907093418,8.085863256747343,, | |
| Qwen/Qwen3-0.6B,8xh100,bidirectional,600000000.0,28,1024,8,989.5,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,3.6328166439914465e+18,1.413741258e+18,2.2190753859914465e+18,3.633 EFLOPs,0.3186949641365805,2.549559713092644,, | |
| Qwen/Qwen3-0.6B,8xb200,bidirectional,600000000.0,28,1024,8,2250.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,3.6328166439914465e+18,1.413741258e+18,2.2190753859914465e+18,3.633 EFLOPs,0.14015496311695397,1.1212397049356317,, | |
| Qwen/Qwen3-1.7B,8xa100,bidirectional,1700000000.0,28,2048,8,312.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,8.443751002982894e+18,4.005600231e+18,4.438150771982893e+18,8.444 EFLOPs,2.3492451820086844,18.793961456069475,, | |
| Qwen/Qwen3-1.7B,8xh100,bidirectional,1700000000.0,28,2048,8,989.5,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,8.443751002982894e+18,4.005600231e+18,4.438150771982893e+18,8.444 EFLOPs,0.7407422908405351,5.925938326724281,, | |
| Qwen/Qwen3-1.7B,8xb200,bidirectional,1700000000.0,28,2048,8,2250.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,8.443751002982894e+18,4.005600231e+18,4.438150771982893e+18,8.444 EFLOPs,0.3257619985718709,2.606095988574967,, | |
| Qwen/Qwen3-4B,8xa100,bidirectional,4000000000.0,36,2560,8,312.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,1.6557684032115364e+19,9.42494172e+18,7.132742312115364e+18,16.558 EFLOPs,4.606727439490786,36.85381951592629,, | |
| Qwen/Qwen3-4B,8xh100,bidirectional,4000000000.0,36,2560,8,989.5,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,1.6557684032115364e+19,9.42494172e+18,7.132742312115364e+18,16.558 EFLOPs,1.452550743932416,11.620405951459327,, | |
| Qwen/Qwen3-4B,8xb200,bidirectional,4000000000.0,36,2560,8,2250.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,1.6557684032115364e+19,9.42494172e+18,7.132742312115364e+18,16.558 EFLOPs,0.6387995382760556,5.110396306208445,, | |
| Qwen/Qwen3-8B,8xa100,bidirectional,8000000000.0,36,4096,8,312.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,3.0262271139384582e+19,1.884988344e+19,1.1412387699384582e+19,30.262 EFLOPs,8.419657880215173,67.35726304172138,, | |
| Qwen/Qwen3-8B,8xh100,bidirectional,8000000000.0,36,4096,8,989.5,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,3.0262271139384582e+19,1.884988344e+19,1.1412387699384582e+19,30.262 EFLOPs,2.654808750507462,21.238470004059696,, | |
| Qwen/Qwen3-8B,8xb200,bidirectional,8000000000.0,36,4096,8,2250.0,0.4,1.0,1.0,True,False,23988,392705905.0,6449600614977.0,3.0262271139384582e+19,1.884988344e+19,1.1412387699384582e+19,30.262 EFLOPs,1.1675258927231706,9.340207141785365,, | |