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-rw-r--r--cross.py68
1 files changed, 68 insertions, 0 deletions
diff --git a/cross.py b/cross.py
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+from misc import *
+
+clist=[0.0001, 0.005, 0.01, 0.05, 0.1, 0.5, 1, 10, 100, 1000]
+
+inr="a.rid"
+
+folds=4
+
+tot=316
+
+for ite in range(10):
+ print("iter %d" % ite)
+ inm="%d.m" % ite
+
+ o=ite+1
+
+ step = tot // folds
+
+ ourb=inr
+
+ for i in range(folds-1):
+ inra=ourb
+ oura="a%d.rid"%i
+ ourb="b%d.rid"%i
+ params = "-c %d -i %s -a %s -b %s" %(step,inra,oura,ourb)
+ split(params)
+
+ inra=ourb
+ oura="a%d.rid"% (folds-1)
+ params = "-s -i %s -a %s"%(inra,oura)
+ split(params)
+
+ for a in range(folds):
+ entries=['0','0']
+ for b in range(folds):
+ if b!=a:
+ tmp=take("a%d.rid"%b)
+ entries = merge(tmp,entries)
+ rid="b%d.rid" %a
+ put(rid,entries)
+
+ optc=1
+ bcmc=folds
+
+ for c in clist:
+ print(c)
+ oum="%d-%g.m" % (o,c)
+
+ acmc = 0;
+ for a in range(folds):
+ rid = "b%d.rid"%a
+ params = "-T -d -m %s -i %s -o %s -c %g --cg_iter 100" % (inm,rid,oum,c)
+ train(params)
+ rid="a%d.rid"%a
+ params = "-V -C -m %s -i %s -s" %(oum,rid)
+ acmc+=cmc(params)
+
+ print(acmc/folds)
+
+ if bcmc>acmc:
+ optc=c
+ bcmc=acmc
+
+ print("train with: %g" % optc)
+ oum="%d.m"% o
+ params = "-T -d -m %s -i %s -o %s -c %g" % (inm,inr,oum,optc)
+ train(params)
+