| foundation_model,train_val_overlap_institution,train_val_dropout_institution,weight_decay,seed,dropped_sites,dropped_data_frac,lr,opt,scheduler,max_epochs,mpp,earlystop_patience,batch_size,val_size,max_data_dropout,precompression_layer,feature_size_comp,feature_size_attn,feature_size_comp_post,p_dropout_fc,p_dropout_atn |
| hoptimus1,True,10,0.0001,2033416486,"['SS', '3L', '5M', 'CL', 'F5', 'G5', 'EF', 'WS', 'QL', 'EI']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,5,0.0,1409244801,"['A6', '4N', '3L', 'AM', 'DT']",0.0881355932203389,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0001,1666807994,"['BM', 'CK', 'AF', 'AU', 'DY']",0.0694915254237288,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,4,0.0,1984569625,"['DY', 'DC', 'WS', 'CI']",0.0372881355932203,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,7,0.0,449964601,"['5M', 'F5', 'EF', 'CL', 'CK', 'T9', '4T']",0.0610169491525423,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,2,0.0001,1489569745,"['EI', 'AY']",0.0457627118644067,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0,647527311,"['AM', 'QG', 'G4', '5M', '4N', 'SS', 'EF']",0.0694915254237288,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0,737357363,"['AY', 'DY', '4T', 'CI', 'T9', 'AM']",0.0372881355932203,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0001,1653525768,"['G5', 'CL', 'AM', 'WS', '3L']",0.0186440677966101,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,10,0.0001,844904206,"['T9', 'AM', 'CA', '3L', 'DY', 'SS', 'G5', 'DT', '4N', 'CK']",0.0694915254237288,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0001,1961117018,"['CL', '3L', 'WS', 'CA', 'BM', 'AD', 'QL', 'T9', '4N']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0,603553623,"['5M', 'EF', 'G4', 'DM', 'T9']",0.0949152542372881,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0,367498508,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0,800645619,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,7,0.0,751733018,"['AH', 'CK', 'NH', 'G5', 'CL', '3L', 'DT']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0,875238593,"['4N', '3L', 'CA', 'DT', 'DC', 'QL', '5M', 'CI', 'AZ']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,8,0.0,1885362356,"['CL', 'NH', '5M', 'EI', 'G5', '4N', 'CI', 'AU']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,538907533,"['AY', 'T9', 'CL', 'NH', 'CI', 'SS', 'AU', 'DM']",0.0864406779661017,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,2,0.0001,226287517,"['4N', 'DT']",0.0033898305084745,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,6,0.0,1651727190,"['AF', 'DT', 'AH', 'G5', 'QG', 'AY']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,7,0.0,839501288,"['AH', 'DC', '3L', 'EF', 'AF', 'SS', 'WS']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,6,0.0,657644111,"['AM', 'G5', 'QL', 'AH', '5M', 'DC']",0.0525423728813559,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,4,0.0001,1243924271,"['G5', '4N', 'AF', 'AM']",0.0423728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,7,0.0,187657336,"['AM', '4N', 'CL', 'CI', 'G5', 'CA', '3L']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0001,673229454,"['AU', 'DC', '3L', 'F5', 'QL', 'CI', 'DT']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,2,0.0001,441823049,"['5M', 'AD']",0.0288135593220339,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,7,0.0001,768963551,"['T9', 'CA', 'AU', 'DC', 'NH', 'AD', 'QG']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,5,0.0,1632072478,"['QL', 'CI', 'DT', 'NH', 'F5']",0.0423728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0001,1445321552,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,0,0.0001,1345140353,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,5,0.0001,558259592,"['DT', 'SS', '3L', 'CA', 'QL']",0.023728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,8,0.0001,406261072,"['DT', 'DM', 'DY', 'WS', 'CL', '3L', 'CI', 'AU']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,1492309679,"['QL', '4N', 'AH', 'SS', 'AZ', 'AU', 'BM', 'AD']",0.0779661016949152,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,5,0.0001,1762437797,"['5M', 'NH', 'DY', 'EI', 'DT']",0.0627118644067796,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,5,0.0,839342927,"['G4', 'DT', 'AY', 'BM', 'AF']",0.0966101694915254,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,1,0.0001,265493786,['QL'],0.0016949152542372,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,4,0.0,1127548755,"['AU', '5M', 'A6', 'BM']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0,251407598,"['T9', 'BM', 'G5', 'A6', '5M', 'EF']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,1021358299,"['NH', 'CK']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0001,927847924,"['AH', 'CL', 'NH', 'D5', 'T9', '5M', 'SS', '4N']",0.0966101694915254,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,7,0.0,1775837171,"['CA', 'AH', 'DT', 'CK', 'WS', 'DY', 'EF']",0.0677966101694915,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,10,0.0,881128516,"['EI', 'BM', 'AU', 'WS', 'CI', 'AM', 'SS', 'CL', 'AZ', 'NH']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0,1655332322,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,3,0.0,515129676,"['A6', '4N', 'WS']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,3,0.0001,1720313106,"['CI', 'AZ', 'WS']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0001,392586168,"['4N', '3L', 'T9', 'QG', 'AY', 'CA', 'CK']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,8,0.0,1571596794,"['EI', 'AU', 'DM', 'DC', '4T', 'T9', 'BM', 'QL']",0.1,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,2044140195,"['QL', 'CM', '4T', 'AM', 'G5', 'WS', 'AH', 'QG']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0001,1622211061,"['WS', 'AD', 'G5', '5M', 'AM', '4N', 'DM']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,10,0.0001,341313593,"['AM', '5M', 'CA', 'QG', 'T9', 'AH', 'AU', 'DT', 'BM', 'NH']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,1,0.0,430652086,['AY'],0.0169491525423728,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0001,520793445,"['DM', 'G5', 'SS', 'NH']",0.0627118644067796,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,1,0.0001,908927764,['DM'],0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,10,0.0001,1648399529,"['QL', 'SS', 'QG', 'EI', 'DY', 'DT', '4T', '5M', 'CK', 'AM']",0.0881355932203389,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,1421152736,"['4T', 'CL', 'DY', 'AH', '5M', 'AY', '3L', 'BM', 'AZ']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0,1076719557,"['CL', 'DC', 'F5', 'QG', 'BM', 'CI', 'AM']",0.0644067796610169,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,1,0.0001,796157496,['A6'],0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,5,0.0001,466223560,"['3L', 'CI', 'G5', 'CA', 'DY']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,3,0.0,1610080279,"['EF', 'CI', 'CL']",0.0101694915254237,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,2,0.0001,972741839,"['F5', 'AM']",0.023728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,8,0.0,99422739,"['4N', 'AF', 'AM', '5M', '4T', 'SS', 'DT', 'CI']",0.0508474576271186,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0001,57854938,"['DT', 'CA', 'CI', 'WS', 'DC', 'AZ', '4T', 'QL', '3L']",0.0847457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,0,0.0001,554096760,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0001,278379349,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,1,0.0001,2073321193,['AZ'],0.0338983050847457,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,6,0.0,1767055104,"['AU', 'BM', '4N', 'DT', '3L', 'SS']",0.011864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,5,0.0,1241202990,"['DM', 'QG', 'DT', '4T', 'AM']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0,712572944,"['AU', 'DT', 'AD', 'WS', 'EI', 'AY']",0.0745762711864406,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,5,0.0,47754709,"['AH', '4T', 'CA', 'D5', 'CL']",0.0881355932203389,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,3,0.0001,821367855,"['AF', 'DM', 'SS']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0001,608112627,"['AU', 'DY', 'CI', 'SS', 'AF', '3L', 'AM', '5M', 'DM']",0.1,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,1,0.0,124860462,['AZ'],0.0338983050847457,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,3,0.0001,77505797,"['EI', 'G4', 'CA']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,1,0.0,1995670186,['AM'],0.0033898305084745,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,4,0.0001,1982123819,"['DM', 'F4', '5M', 'DT']",0.0745762711864406,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,1,0.0001,1241802167,['5M'],0.0067796610169491,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0001,1130925916,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,8,0.0001,2105480719,"['CA', 'NH', 'AZ', '4T', 'CL', 'CI', 'EF', 'DT']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,9,0.0,185138138,"['G5', 'DY', '4T', 'DT', 'AH', 'SS', 'QL', 'AM', 'NH']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,5,0.0001,147113485,"['QG', 'AU', 'CK', '5M', 'AD']",0.0644067796610169,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,2,0.0,753556974,"['4N', 'BM']",0.0033898305084745,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,1,0.0,2041716732,['QL'],0.0016949152542372,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,4,0.0,388493014,"['DY', 'CA', 'EF', 'QG']",0.0372881355932203,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,3,0.0001,616157194,"['G5', 'DC', 'CL']",0.0338983050847457,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,2,0.0001,2114197100,"['QL', 'A6']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0,1802784207,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,6,0.0,367445529,"['4N', 'F4', 'G5', 'AD', 'AZ', 'EF']",0.0932203389830508,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,6,0.0001,1909443981,"['EF', 'WS', 'DM', 'AY', 'AH', 'DT']",0.0728813559322034,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,3,0.0,191797534,"['QL', 'D5', '3L']",0.0559322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,9,0.0001,705140522,"['QG', '5M', '4T', 'F5', 'AH', 'CL', '3L', 'DY', 'AY']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,4,0.0001,1349291828,"['D5', '5M', 'DY', 'NH']",0.0847457627118643,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,2,0.0001,357758123,"['DT', 'BM']",0.0033898305084745,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,0,0.0,1936837225,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,6,0.0,1467889850,"['AU', 'AH', 'EF', 'G5', 'CK', 'G4']",0.0932203389830508,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0001,66941949,"['3L', 'EF', 'SS', 'QL', 'WS', 'AZ', 'G5', 'T9', 'EI']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,9,0.0001,1754692081,"['AM', 'DM', 'EF', 'NH', 'BM', 'CI', 'F5', 'G5', '4N']",0.0932203389830508,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0001,1205882256,"['QL', 'EI', 'DT', 'AF']",0.0627118644067796,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,5,0.0,1028293493,"['DC', 'F4', 'QL', 'SS', 'CI']",0.0559322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,8,0.0,965561636,"['4N', 'AU', 'AM', '4T', 'SS', 'BM', 'DC', '5M']",0.0423728813559321,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,6,0.0001,1681750597,"['NH', 'EI', 'AM', 'BM', '4N', 'CI']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,6,0.0,142231005,"['T9', '4N', 'DT', 'BM', 'SS', '4T']",0.0101694915254237,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0001,48872713,"['SS', '3L', '5M', 'G5', 'CK', 'WS', 'BM', 'T9', '4N']",0.047457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,1164578659,"['AH', '3L', 'DC', 'AD', 'SS', 'AU', 'G5', 'AM']",0.0728813559322033,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0,2088956886,"['G4', 'F5', 'DC', 'EF']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,3,0.0,1995270204,"['3L', 'BM', 'AH']",0.0152542372881355,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0001,711011853,"['WS', 'DM']",0.0406779661016949,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0001,559039946,"['AF', '5M', 'AM', 'AZ', 'QG', 'QL', 'G5']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0,1856249671,"['AY', 'G5', 'CL', 'CI', 'CK', 'DY']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,1916744934,"['G5', 'T9', '5M', 'F5', '4T', 'QL', 'DM', 'BM']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0,1972303979,"['G4', '5M', 'DT', 'EF', 'G5', 'CI', '4N', 'DY']",0.0779661016949152,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,6,0.0001,1654528751,"['AF', 'CL', 'NH', 'F5', 'CI', 'WS']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,3,0.0001,1147662913,"['AY', 'EI', 'NH']",0.0610169491525423,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0001,431369047,"['5M', 'EF', 'F4', 'AH', 'T9', 'QG', 'AD', 'DY']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,2,0.0001,1217751370,"['EF', 'AH']",0.0135593220338983,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,1755340567,"['3L', 'AZ']",0.035593220338983,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,2,0.0,1462852464,"['AF', '4N']",0.0322033898305084,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0,730205163,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,1,0.0,1305638539,['CA'],0.0169491525423728,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,10,0.0001,955108104,"['DC', 'DY', '5M', 'QL', 'AM', '4N', 'SS', 'BM', 'T9', 'AD']",0.0728813559322033,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,9,0.0,630020836,"['AH', 'T9', 'CA', 'AU', 'QG', 'BM', '4T', 'CK', 'DC']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,9,0.0,1859547636,"['CI', 'DT', '4N', 'CL', 'AH', 'EI', 'F5', 'T9', 'G5']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,1,0.0,1116799815,['AH'],0.011864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,5,0.0,1060292551,"['AM', 'AZ', '5M', 'F4', 'T9']",0.0728813559322033,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,257033487,"['AU', '4T', 'DT', 'BM', 'DM', 'QG', 'T9', 'DC']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,1127144434,"['CI', 'CL', 'AM', 'DM', 'EF', 'WS', 'F5', 'AU', 'QG']",0.0864406779661017,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,1,0.0001,1945942553,['F5'],0.0203389830508474,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0001,494324909,"['G5', 'F4', 'CI', 'AU', 'DM', 'WS', 'BM', 'QL']",0.0847457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,6,0.0001,1386412665,"['AY', 'D5', 'AM', 'AH', 'EF', 'QL']",0.0881355932203389,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,6,0.0001,873861818,"['3L', '5M', 'G4', 'CL', 'BM', 'F5']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,7,0.0,142488027,"['DY', 'AY', 'WS', 'F4', 'CL', 'QG', 'F5']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0001,1581494803,"['D5', 'AD', 'AH', 'EF', 'BM', '4T', 'QG']",0.1,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0,756864287,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,7,0.0001,1532390890,"['QL', '5M', 'AD', 'CL', 'AF', 'DC', 'CI']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0001,1024067548,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,10,0.0001,1730434748,"['DY', 'EF', 'G5', 'DT', 'QL', '4T', 'AF', 'AM', 'DM', 'BM']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,4,0.0,1672489786,"['CK', 'T9', 'BM', 'CA']",0.0440677966101694,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,0,0.0,84264226,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0,1506927643,"['4N', 'CL', 'CK', 'G5', '5M', 'CA', 'NH', 'AY', 'T9']",0.0949152542372881,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0001,293503080,"['EI', 'CK', 'T9', 'EF', 'CA']",0.0728813559322033,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,6,0.0001,467090243,"['G4', 'AY', '4N', '4T', 'WS', 'AF']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0001,985767717,"['BM', 'QG', 'NH', 'CA', 'AF', '5M']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,8,0.0,1919297832,"['G4', 'AH', 'QL', 'G5', 'AM', '4N', '3L', 'AU']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,10,0.0,1330523953,"['AM', 'NH', 'CL', 'EF', 'BM', 'G5', 'AZ', 'SS', 'AU', 'DY']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0,389812322,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,6,0.0,1025281938,"['4T', 'EF', 'G4', 'T9', 'CK', 'SS']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,10,0.0001,1627073677,"['CK', 'EF', 'CL', 'AD', '3L', '4T', '4N', 'T9', 'DY', 'BM']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,9,0.0001,542372988,"['EI', 'SS', 'CK', 'EF', 'BM', 'AD', 'CI', 'DT', 'WS']",0.0864406779661017,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0,710626767,"['EF', 'AH', 'DT', 'CM', 'G5']",0.0847457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,7,0.0001,2099174789,"['T9', 'SS', 'EF', 'DM', 'WS', 'DT', 'CA']",0.0644067796610169,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,8,0.0001,7961575,"['DC', 'BM', 'G5', 'QG', '3L', 'QL', 'AY', 'NH']",0.0745762711864406,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,0,0.0001,2038050846,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,4,0.0,797361864,"['G5', 'BM', 'AH', 'CK']",0.0440677966101694,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,1,0.0,1665154380,['AD'],0.0220338983050847,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0001,1982553815,"['WS', 'EF', 'CM', 'F5', 'QL']",0.0881355932203389,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0,1480304920,"['CI', 'G5', 'EI', '3L']",0.0406779661016949,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0001,1921917956,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,1,0.0,1416502730,['G5'],0.0067796610169491,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,4,0.0001,469829263,"['G4', 'AM', '5M', 'DY']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0001,1998815178,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,1,0.0,2102246130,['AH'],0.011864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0,687747068,"['QG', '4N', 'G5', 'CK', 'BM', 'CI', 'AU']",0.0491525423728813,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0001,1202630185,"['DY', 'CI', '4T', 'CL', '4N', 'F5', '3L']",0.0440677966101694,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,1,0.0,2129079201,['AH'],0.011864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0001,1701648984,"['CA', 'QL', 'DY', 'F5']",0.0491525423728813,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0,1159880812,"['CI', 'WS', '4T', 'AM', 'F5', 'F4']",0.0576271186440677,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,10,0.0001,1630367469,"['AY', 'AH', 'CI', 'EF', 'WS', 'BM', 'DT', 'QL', 'QG', 'G4']",0.0949152542372881,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,2,0.0001,202468046,"['DY', 'AY']",0.0271186440677966,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,10,0.0,85695900,"['EF', 'F4', 'AU', 'T9', 'NH', 'CI', 'AM', 'DT', 'EI', '3L']",0.088135593220339,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0001,190684713,"['5M', 'DT']",0.0084745762711864,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0,254954079,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,8,0.0001,114344651,"['BM', 'CL', '4N', 'G5', 'AY', 'CA', '5M', 'CK']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,1306082395,"['5M', 'WS']",0.0084745762711864,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,6,0.0,1417476381,"['CL', 'CI', 'DT', '4T', 'AF', 'AU']",0.0457627118644067,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,2,0.0,943749379,"['F4', 'AH']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,949110659,"['NH', 'CL']",0.0203389830508474,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,1,0.0,2058844876,['A6'],0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0,1757730653,"['NH', 'DM', 'CI', 'G5', 'AU', 'AH', '3L']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,1834302283,"['DT', 'CA']",0.0186440677966101,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,9,0.0001,141259611,"['AU', '4N', 'SS', 'CA', 'F5', 'CL', 'WS', '4T', 'G5']",0.059322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0,2008673522,"['AH', 'CA', 'AM', 'AF', 'SS', 'CK', 'WS', 'AU', 'DT']",0.0949152542372881,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,6,0.0,773291161,"['AF', 'WS', 'AD', 'DM', 'DT', '4N']",0.0966101694915254,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0,379189474,"['QG', '4T', 'DT', 'T9', 'QL', 'AU', 'CI', 'AZ']",0.0559322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0001,1516197175,"['DM', '4T', 'EF', 'CL', '5M', 'G4']",0.1,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,4,0.0001,904521074,"['DY', 'BM', 'WS', 'NH']",0.0288135593220338,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,10,0.0001,65324404,"['SS', 'CI', 'WS', 'G5', '4T', 'AH', 'AZ', 'DY', 'QG', 'AM']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,7,0.0001,2042772717,"['AF', 'SS', 'WS', 'AH', 'CA', '3L', 'T9']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0001,667811495,"['WS', 'AU', '3L', 'QG', 'DC']",0.0372881355932203,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,277940059,"['CI', 'CA', 'CK', 'SS', 'QL', 'F5', 'DY', '3L', 'AY']",0.0966101694915254,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,8,0.0001,606946898,"['4N', 'AU', 'QG', '3L', 'WS', 'DY', 'T9', '4T']",0.0305084745762711,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,10,0.0,958139179,"['NH', 'SS', 'DT', 'BM', 'AH', 'QG', 'QL', '5M', 'AF', 'CI']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,5,0.0001,602108483,"['3L', '4T', 'AH', 'EF', '4N']",0.0186440677966101,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0,1765461677,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,9,0.0,1229311248,"['WS', 'T9', 'NH', 'QG', '3L', 'EF', 'QL', '5M', 'AH']",0.0508474576271186,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0001,1068099165,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,1,0.0001,1414100030,['BM'],0.0016949152542372,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,5,0.0001,2121312269,"['BM', 'EF', 'DY', 'NH', 'QL']",0.0305084745762711,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,1,0.0001,204603347,['AF'],0.0305084745762711,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,1,0.0,721195098,['AD'],0.0220338983050847,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,3,0.0001,1887049241,"['F4', 'AM', 'AF']",0.0610169491525423,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0,1189713801,"['SS', 'BM', 'WS', '5M']",0.011864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,3,0.0001,697643106,"['AH', 'WS', 'DY']",0.023728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,7,0.0001,596461540,"['SS', 'T9', 'DY', 'BM', 'QL', 'CK', '4N']",0.0423728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0,824779369,"['SS', 'CK', 'WS', 'EI', '4T', '4N', 'EF', 'AU']",0.0644067796610169,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0001,1103131917,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,3,0.0001,1401371608,"['D5', '4T', 'CL']",0.059322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,2,0.0001,945537033,"['CA', 'G4']",0.0627118644067796,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0,683392898,"['3L', 'F5', '4T', 'DY', 'WS', '4N', 'AY']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,10,0.0001,980650203,"['BM', '4N', 'DC', 'AD', 'QG', 'CL', 'AY', 'AM', 'NH', 'SS']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,7,0.0,380085373,"['AD', 'AZ', '3L', 'BM', 'CL', 'AU', 'F4']",0.0949152542372881,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,2,0.0,308654141,"['T9', 'CI']",0.0050847457627118,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,1934884812,"['A6', 'WS']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,1267925383,"['4T', '5M', 'DC', 'G5', 'CA', 'AY', 'BM', 'DT', 'EF']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,7,0.0,801182948,"['EF', 'T9', '3L', 'F4', 'AU', 'WS', 'DT']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,3,0.0,2118384275,"['AF', 'DC', 'QL']",0.0542372881355932,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0,1979289713,"['DT', 'DC', '3L', '5M', 'CI', 'T9', 'G4', 'DY']",0.0932203389830508,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,9,0.0,256038069,"['QL', 'F4', 'AU', 'DY', 'G5', 'AM', 'T9', 'NH', '5M']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,3,0.0,1091259683,"['AM', '3L', 'AZ']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,2,0.0001,709013521,"['BM', 'G4']",0.047457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0001,1333042828,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,2,0.0,92813019,"['5M', 'T9']",0.0084745762711864,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,2,0.0001,322543508,"['DC', '5M']",0.0288135593220339,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,4,0.0001,1759231124,"['SS', 'AH', 'F5', 'QL']",0.035593220338983,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,6,0.0,316810965,"['NH', 'AZ', 'WS', 'CK', 'DC', 'BM']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,1,0.0001,1010058012,['AZ'],0.0338983050847457,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,5,0.0001,1163264015,"['F4', 'BM', 'AM', 'AZ', 'CL']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,4,0.0001,1654774326,"['AH', 'DT', 'EF', '5M']",0.0220338983050847,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,0,0.0,1529584169,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,10,0.0,63076451,"['AZ', 'EI', '4T', 'SS', 'AM', 'G5', 'AH', '5M', '3L', 'AU']",0.1,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,0,0.0,108561287,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0,2046811391,"['AH', 'T9', 'AM', 'G4', 'CL', 'BM', '4T', '4N', 'DT']",0.0745762711864406,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,8,0.0001,1380541124,"['AD', 'F4', 'G5', 'QG', '3L', 'AY', 'AU', 'CL']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,4,0.0001,266081897,"['DY', '3L', 'CA', 'EF']",0.0305084745762711,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,5,0.0,1668082353,"['F4', 'G5', 'AD', '5M', 'AM']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,2,0.0001,2090308922,"['AM', 'QL']",0.0050847457627118,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,3,0.0001,1234385682,"['DC', 'CL', 'NH']",0.0423728813559322,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,10,0.0,622459132,"['CK', 'T9', 'AU', 'DT', 'BM', 'WS', 'DC', 'AM', '4N', 'G5']",0.0677966101694915,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,8,0.0001,1964615760,"['CI', '4N', '3L', 'EI', 'AU', 'AY', '4T', 'QL']",0.059322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,9,0.0001,1551177884,"['CK', 'BM', 'DM', 'CI', 'EF', '4N', 'SS', 'DY', 'T9']",0.0847457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,10,0.0,2129407802,"['WS', 'AM', 'DC', 'AF', 'BM', 'AU', 'DY', '5M', 'CA', '3L']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,9,0.0001,589436848,"['EF', 'SS', '4T', 'EI', 'AM', 'CI', 'CK', 'AF', '4N']",0.0966101694915254,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,0,0.0,528320813,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,8,0.0,1572079486,"['DC', '3L', 'SS', 'BM', '4T', 'EI', 'NH', 'CI']",0.0762711864406779,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,1,0.0001,1971407520,['G4'],0.0457627118644067,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,10,0.0001,2102039756,"['F5', 'AH', 'CA', '4T', 'CI', 'QG', 'G5', '3L', 'DY', 'AY']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,6,0.0,966326072,"['T9', 'NH', 'DT', '5M', '4T', 'AM']",0.0305084745762711,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,8,0.0,2101525097,"['F5', 'AZ', '5M', 'T9', 'AH', 'DY', 'G5', 'AU']",0.0949152542372881,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,3,0.0,1348602187,"['CL', 'F5', 'QG']",0.0338983050847457,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,3,0.0001,1566912105,"['CM', 'CA', 'SS']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0,1839218308,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,7,0.0001,951110503,"['3L', 'AU', 'DT', '5M', 'G4', 'SS', 'DC']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,1,0.0,2033840371,['DY'],0.0101694915254237,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,8,0.0001,1449052312,"['DM', 'EF', 'F5', 'DT', 'NH', '4T', 'QL', 'CA']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,4,0.0001,762988075,"['F5', 'DM', 'AD', 'AY']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,10,0.0,294172996,"['SS', 'AM', 'AD', 'F5', 'BM', 'AU', '5M', 'DC', 'CI', 'QL']",0.0864406779661016,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,9,0.0,1233451894,"['T9', 'DY', '4T', 'CI', 'QG', 'DM', 'CL', '3L', 'BM']",0.0728813559322033,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,3,0.0001,1801875764,"['3L', 'CI', 'A6']",0.0847457627118644,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,2,0.0,1100404990,"['F4', 'AY']",0.0440677966101694,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0,1118584042,"['CL', 'BM', 'EF', 'G4', 'QL', 'AD', '3L']",0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,4,0.0,1795209833,"['4N', 'AH', '3L', 'CK']",0.0389830508474576,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,2,0.0,316132336,"['WS', 'DT']",0.0033898305084745,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0001,1463143104,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,8,0.0,1343423200,"['QG', 'AY', 'AM', 'WS', '4N', 'F4', 'AD', '5M']",0.0881355932203389,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,7,0.0001,1602766277,"['F4', 'AM', 'EF', '4T', '3L', 'DT', 'AZ']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,2,0.0,845211320,"['CK', 'QL']",0.0254237288135593,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,2,0.0,2114323457,"['CI', 'DT']",0.0050847457627118,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,5,0.0001,1932908791,"['EI', 'QL', '4N', 'AY', 'AD']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0,912157128,"['4N', 'G5', 'AU', 'EF', 'T9', 'DC']",0.0372881355932203,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,3,0.0001,2024464052,"['G4', 'AM', 'AZ']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,1026147385,"['AY', 'CI', 'G5', 'QG', 'F5', '4N', 'NH', 'WS', 'CA']",0.0915254237288135,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,2,0.0,1067121530,"['AM', 'AH']",0.0152542372881355,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,8,0.0,1231540633,"['4N', '3L', 'T9', 'QL', 'BM', 'AM', 'SS', 'DM']",0.0525423728813559,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,1281988737,"['AD', 'EF', 'CL', 'BM', '4T', 'DC', 'AY', 'DT', 'QL']",0.0745762711864406,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0001,854134516,"['T9', 'AM', '4T', 'G5', 'DY', 'AF', 'DM']",0.0932203389830508,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,9,0.0,2059320292,"['DT', '5M', 'CI', 'SS', 'F5', 'AY', 'CA', 'CL', 'T9']",0.0745762711864406,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,6,0.0001,1297296069,"['CL', 'G5', 'EF', 'SS', 'F5', 'G4']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,7,0.0001,2145102314,"['CI', '4T', 'AZ', 'DT', 'DY', '5M', 'T9']",0.059322033898305,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,5,0.0,723962220,"['NH', 'G4', 'DC', 'AH', 'SS']",0.0966101694915254,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,9,0.0001,731409640,"['DT', 'T9', 'QL', 'AY', 'AH', 'SS', 'AZ', 'F4', 'AU']",0.1,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,3,0.0001,1132626747,"['QG', 'CA', '3L']",0.0271186440677966,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,5,0.0,516868040,"['DT', 'AZ', 'CL', 'SS', 'DM']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,1,0.0,1244927989,['NH'],0.0152542372881355,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,0,0.0001,1232041698,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,9,0.0,1941294165,"['CA', 'EF', 'QL', 'AZ', 'BM', 'QG', 'NH', 'WS', '4N']",0.0830508474576271,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,4,0.0001,140926994,"['AF', 'AM', '3L', 'CM']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,4,0.0,1844799688,"['AM', 'EI', 'AH', '3L']",0.0457627118644067,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,4,0.0001,66179717,"['DC', 'NH', 'AY', '5M']",0.0610169491525423,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,7,0.0001,812380149,"['AD', 'T9', 'G5', '4N', '4T', 'CI', '5M']",0.0440677966101694,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,4,0.0001,707368869,"['G5', 'AY', 'F5', 'QG']",0.0525423728813559,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,10,0.0001,1205393251,"['SS', 'AM', '3L', 'CK', 'WS', 'F4', 'T9', 'EF', 'AZ', 'DT']",0.0983050847457627,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,False,3,0.0001,902499675,"['BM', 'CM', 'AU']",0.0677966101694915,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,False,6,0.0001,1885731433,"['AF', 'BM', 'F5', 'EF', 'SS', 'G5']",0.0627118644067796,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,True,1,0.0,971307287,['A6'],0.0796610169491525,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,4,0.0001,223502625,"['QG', '4N', 'AU', 'D5']",0.0661016949152542,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,0,0.0001,1194764649,[],0.0,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,9,0.0001,903922948,"['EI', 'SS', 'CL', 'DT', 'F4', 'EF', '4T', 'F5', 'T9']",0.0898305084745762,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0,1080282314,"['F5', '4N', 'EF', 'NH', '5M', 'QL', 'T9', 'BM']",0.0508474576271186,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,8,0.0001,989290408,"['NH', 'BM', 'AZ', '4N', '3L', 'DT', 'EF', 'DY']",0.0677966101694915,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| virchow2,False,1,0.0,815389858,['F5'],0.0203389830508474,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| hoptimus1,True,8,0.0001,2040157656,"['T9', 'AD', 'CK', 'CI', '3L', 'EF', 'DY', '5M']",0.0711864406779661,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
| univ2,True,6,0.0,1687782789,"['NH', 'WS', 'DM', 'F5', 'T9', 'AU']",0.0813559322033898,5e-05,AdamW,cos,30,1,5,1,0.3,0.1,True,512,256,128,0.25,0.25 |
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