swap_penalty_by_task.csv

model_size,task,eval_bitwidth,train_bitwidth,accuracy,matched_accuracy,penalty,is_matched
1B,mnli,bf16,bf16,0.8653333333333334,0.8653333333333334,0.0,True
1B,mnli,bf16,int8,0.866,0.8653333333333334,-0.0006666666666665932,False
1B,mnli,bf16,nf4,0.8568333333333333,0.8653333333333334,0.008500000000000063,False
1B,mnli,int8,bf16,0.8635,0.8651666666666666,0.0016666666666665941,False
1B,mnli,int8,int8,0.8651666666666666,0.8651666666666666,0.0,True
1B,mnli,int8,nf4,0.8591666666666667,0.8651666666666666,0.005999999999999894,False
1B,mnli,nf4,bf16,0.8426666666666667,0.8581666666666666,0.015499999999999958,False
1B,mnli,nf4,int8,0.8436666666666667,0.8581666666666666,0.014499999999999957,False
1B,mnli,nf4,nf4,0.8581666666666666,0.8581666666666666,0.0,True
1B,qqp,bf16,bf16,0.8673333333333334,0.8673333333333334,0.0,True
1B,qqp,bf16,int8,0.8700000000000001,0.8673333333333334,-0.002666666666666706,False
1B,qqp,bf16,nf4,0.8685,0.8673333333333334,-0.0011666666666666492,False
1B,qqp,int8,bf16,0.8649999999999999,0.8700000000000001,0.0050000000000002265,False
1B,qqp,int8,int8,0.8700000000000001,0.8700000000000001,0.0,True
1B,qqp,int8,nf4,0.8678333333333333,0.8700000000000001,0.002166666666666761,False
1B,qqp,nf4,bf16,0.8636666666666667,0.8673333333333334,0.003666666666666707,False
1B,qqp,nf4,int8,0.8628333333333332,0.8673333333333334,0.0045000000000001705,False
1B,qqp,nf4,nf4,0.8673333333333334,0.8673333333333334,0.0,True
1B,rte,bf16,bf16,0.6113116726835138,0.6113116726835138,0.0,True
1B,rte,bf16,int8,0.5944645006016848,0.6113116726835138,0.016847172081829065,False
1B,rte,bf16,nf4,0.565583634175692,0.6113116726835138,0.04572803850782181,False
1B,rte,int8,bf16,0.5716004813477737,0.5908543922984356,0.019253910950661868,False
1B,rte,int8,int8,0.5908543922984356,0.5908543922984356,0.0,True
1B,rte,int8,nf4,0.5583634175691937,0.5908543922984356,0.032490974729241895,False
1B,rte,nf4,bf16,0.5054151624548736,0.6233453670276775,0.1179302045728039,False
1B,rte,nf4,int8,0.4921780986762936,0.6233453670276775,0.13116726835138393,False
1B,rte,nf4,nf4,0.6233453670276775,0.6233453670276775,0.0,True
1B,sst2,bf16,bf16,0.9564220183486238,0.9564220183486238,0.0,True
1B,sst2,bf16,int8,0.9560397553516818,0.9564220183486238,0.0003822629969419955,False
1B,sst2,bf16,nf4,0.9564220183486238,0.9564220183486238,0.0,False
1B,sst2,int8,bf16,0.9560397553516818,0.9552752293577981,-0.000764525993883769,False
1B,sst2,int8,int8,0.9552752293577981,0.9552752293577981,0.0,True
1B,sst2,int8,nf4,0.9541284403669725,0.9552752293577981,0.0011467889908255424,False
1B,sst2,nf4,bf16,0.9594801223241589,0.9598623853211009,0.0003822629969419955,False
1B,sst2,nf4,int8,0.9590978593272171,0.9598623853211009,0.000764525993883769,False
1B,sst2,nf4,nf4,0.9598623853211009,0.9598623853211009,0.0,True
3B,mnli,bf16,bf16,0.8908333333333333,0.8908333333333333,0.0,True
3B,mnli,bf16,int8,0.8925000000000001,0.8908333333333333,-0.0016666666666668162,False
3B,mnli,bf16,nf4,0.8855,0.8908333333333333,0.005333333333333301,False
3B,mnli,int8,bf16,0.8895,0.8891666666666667,-0.0003333333333332966,False
3B,mnli,int8,int8,0.8891666666666667,0.8891666666666667,0.0,True
3B,mnli,int8,nf4,0.8848333333333334,0.8891666666666667,0.0043333333333333,False
3B,mnli,nf4,bf16,0.8886666666666666,0.8889999999999999,0.0003333333333332966,False
3B,mnli,nf4,int8,0.8889999999999999,0.8889999999999999,0.0,False
3B,mnli,nf4,nf4,0.8889999999999999,0.8889999999999999,0.0,True
3B,qqp,bf16,bf16,0.8815,0.8815,0.0,True
3B,qqp,bf16,int8,0.8846666666666666,0.8815,-0.003166666666666651,False
3B,qqp,bf16,nf4,0.8781666666666667,0.8815,0.0033333333333332993,False
3B,qqp,int8,bf16,0.8771666666666667,0.8838333333333334,0.00666666666666671,False
3B,qqp,int8,int8,0.8838333333333334,0.8838333333333334,0.0,True
3B,qqp,int8,nf4,0.8763333333333333,0.8838333333333334,0.007500000000000062,False
3B,qqp,nf4,bf16,0.8746666666666667,0.8808333333333334,0.006166666666666654,False
3B,qqp,nf4,int8,0.8815,0.8808333333333334,-0.0006666666666665932,False
3B,qqp,nf4,nf4,0.8808333333333334,0.8808333333333334,0.0,True
3B,rte,bf16,bf16,0.8387484957882071,0.8387484957882071,0.0,True
3B,rte,bf16,int8,0.8459687123947052,0.8387484957882071,-0.0072202166064980755,False
3B,rte,bf16,nf4,0.8459687123947052,0.8387484957882071,-0.0072202166064980755,False
3B,rte,int8,bf16,0.842358604091456,0.8387484957882071,-0.0036101083032489267,False
3B,rte,int8,int8,0.8387484957882071,0.8387484957882071,0.0,True
3B,rte,int8,nf4,0.8399518652226234,0.8387484957882071,-0.001203369434416346,False
3B,rte,nf4,bf16,0.8507821901323706,0.8483754512635379,-0.002406738868832692,False
3B,rte,nf4,int8,0.8411552346570397,0.8483754512635379,0.0072202166064981865,False
3B,rte,nf4,nf4,0.8483754512635379,0.8483754512635379,0.0,True
3B,sst2,bf16,bf16,0.9648318042813456,0.9648318042813456,0.0,True
3B,sst2,bf16,int8,0.9675076452599388,0.9648318042813456,-0.0026758409785931914,False
3B,sst2,bf16,nf4,0.9613914373088684,0.9648318042813456,0.0034403669724771824,False
3B,sst2,int8,bf16,0.9633027522935781,0.9663608562691132,0.003058103975535076,False
3B,sst2,int8,int8,0.9663608562691132,0.9663608562691132,0.0,True
3B,sst2,int8,nf4,0.9613914373088684,0.9663608562691132,0.00496941896024472,False
3B,sst2,nf4,bf16,0.9625382262996941,0.9655963302752294,0.003058103975535298,False
3B,sst2,nf4,int8,0.9625382262996941,0.9655963302752294,0.003058103975535298,False
3B,sst2,nf4,nf4,0.9655963302752294,0.9655963302752294,0.0,True