| import sys,glob,numpy as np; sys.dont_write_bytecode=True |
| from ana import * |
| sys.path.insert(0,'/workspace/huawei/v21seq') |
| from evalseq import tologit,yv |
| c=26; y=yv(26) |
| fp=sorted(glob.glob('/workspace/huawei/v21seq/ens/ctl6_A_c26_s*.npy')); M=nr(np.mean([tologit(np.load(f)[:,-1]) for f in fp],0)); a0=AUC(y,M) |
| def run(n,tag='u1',step=350): |
| A=avg(tag,c,SEEDORD[:n],step); Z=np.stack([zs(A[:,j]) for j in range(4)],1) |
| for wts in ((1,1,1,0),(2,0,1,0),(2,.5,.5,0)): |
| G=nr(Z@np.array(wts,float)); print(n,wts,'auc %.5f'%AUC(y,G),' '.join('w%.3f %+.1f'%(w,(AUC(y,(1-w)*M+w*G)-a0)*1e5) for w in (.1,.125,.15,.2)),flush=True) |
| run(7) |
|
|
