f8175e0221bbf31ffc8c10ee809b7ee2e118362d,oddt/scoring/functions/NNScore.py,nnscore,train,#nnscore#Any#Any#Any#,42

Before Change


              sep="\t", file=sys.stderr)

        error = rmse(self.model.predict(self.train_descs), self.train_target)
        r2 = self.model.score(self.train_descs, self.train_target)
        r = np.sqrt(r2)
        print("Train set:",
              "R**2: %.4f" % r2,
              "R: %.4f" % r,

After Change


            ("Test", self.model.predict(self.test_descs), self.test_target),
            ("Train", self.model.predict(self.train_descs), self.train_target)]

        for name, pred, target in sets:
            print("%s set:" % name,
                  "R2_score: %.4f" % r2_score(target, pred),
                  "Rp: %.4f" % pearsonr(target, pred)[0],
                  "RMSE: %.4f" % rmse(target, pred),
                  sep="\t", file=sys.stderr)

        if sf_pickle is None:
            return self.save("NNScore_pdbbind%i.pickle" % (pdbbind_version))
        else:
            return self.save(sf_pickle)
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: oddt/oddt
Commit Name: f8175e0221bbf31ffc8c10ee809b7ee2e118362d
Time: 2018-02-08
Author: maciek@wojcikowski.pl
File Name: oddt/scoring/functions/NNScore.py
Class Name: nnscore
Method Name: train


Project Name: EpistasisLab/tpot
Commit Name: d554d2ce78425cc70f690ad76972949c94fc6a7e
Time: 2016-08-23
Author: rso@randalolson.com
File Name: tpot/tpot.py
Class Name:
Method Name: main


Project Name: oddt/oddt
Commit Name: f8175e0221bbf31ffc8c10ee809b7ee2e118362d
Time: 2018-02-08
Author: maciek@wojcikowski.pl
File Name: oddt/scoring/functions/RFScore.py
Class Name: rfscore
Method Name: train