ana_results.py

#   Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
search difference hyper-params of finetune.py
"""

import os
from os.path import join, exists
import sys
import argparse
import numpy as np


class AnaResults:
    """tbd"""
    def __init__(self):
        self.dict_result1 = {}
        self.dict_result2 = {}
    
    def _add_to_dict(self, d, name, value):
        if not name in d:
            d[name] = []
        d[name].append(value)

    def _print_dict(self, d, prefix):
        names = sorted(d.keys())
        for name in names:
            outs = [prefix] + list(name) + [str(np.mean(d[name])), str(np.std(d[name])), str(len(d[name]))]
            print('\t'.join(outs))

    def add(self, settings, auc):
        """tbd"""
        name = tuple(settings)
        self._add_to_dict(self.dict_result1, name, auc)
        name = tuple([s for s in settings if not s.startswith('dataset')])
        self._add_to_dict(self.dict_result2, name, auc)
            
    def Print(self):
        """tbd"""
        self._print_dict(self.dict_result1, 'AnaResults1')
        self._print_dict(self.dict_result2, 'AnaResults2')


def main(args):
    """tbd"""
    ana_results = AnaResults()
    for line in sys.stdin:
        segs = line.strip().split('\t')
        ana_results.add(segs[1:-1], float(segs[-1]))
        
    ana_results.Print()


if __name__ == '__main__':
    parser = argparse.ArgumentParser()
    args = parser.parse_args()
    
    main(args)