2402c8a3c28f5c6faf9931fe97b6516b7c426edb,smac/smbo/intensification.py,Intensifier,intensify,#Intensifier#,87

Before Change



                challenger_runs = self.run_history.get_runs_for_config(
                    challenger)
                chal_inst_seeds = map(lambda x: (
                    x.instance, x.seed), self.run_history.get_runs_for_config(challenger))
                chal_perf = sum(map(lambda x: x.cost, challenger_runs))

                inc_id = self.run_history.config_ids[self.incumbent.__repr__()]
                inc_perfs = []
                for i, r in chal_inst_seeds:
                    inc_k = self.run_history.RunKey(inc_id, i, r)
                    inc_perfs.append(self.run_history.data[inc_k].cost)
                inc_perf = sum(inc_perfs)

                if chal_perf > inc_perf:
                    // Incumbent beats challenger

After Change


                
                for instance, seed in to_run:
                    // Run challenger on all <config,seed> to run
                    if self.run_obj_time:
                        cutoff = min(self.cutoff, (inc_perf - chal_time) * self.Adaptive_Capping_Slackfactor)
                        print("Adaptive Capping cutoff: %f" %(cutoff))
                    else:
                        cutoff = self.cutoff
                    status, cost, dur, res = self.tae.run(config=challenger,
                                                          instance=instance,
                                                          seed=seed,
                                                          cutoff=cutoff)
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 8

Instances


Project Name: automl/SMAC3
Commit Name: 2402c8a3c28f5c6faf9931fe97b6516b7c426edb
Time: 2016-02-12
Author: lindauer@cs.uni-freiburg.de
File Name: smac/smbo/intensification.py
Class Name: Intensifier
Method Name: intensify


Project Name: daniel-kukiela/nmt-chatbot
Commit Name: 0e2a7f6d85a341959eba41d65019b2566084b406
Time: 2017-12-03
Author: daniel@kukiela.pl
File Name: inference.py
Class Name:
Method Name:


Project Name: prody/ProDy
Commit Name: 83f408211f676828496d84a5dc8df46b24065fb8
Time: 2018-03-01
Author: hongchun@pitt.edu
File Name: prody/ensemble/dali.py
Class Name: daliRecord
Method Name: buildDaliEnsemble