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jblitzar
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github-python

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n_estimators=1)),
agent_kwargs=dict(time_quantum=self.compute_quantum))),
('GBM-9', CrossValidationAgent, dict(learner=GradientBoostingClassifier,
learner_kwargs=dict(min_samples_leaf=9, warm_start=True,
n_estimators=1),
agent_kwargs=dict(time_quantum=self.compute_quantum))),
('GBM-9-5',CrossValidationAgent, dict(learner=GradientBoostingClassifier,
learner_kwargs=dict(min_samples_leaf=9, warm_start=True,
n_estimators=1, max_depth=5),
agent_kwargs=dict(time_quantum=self.compute_quantum)))
]'''
)
# Iterate through default key-value pairs, setting all unset keys
for key, value in defaults.iteritems():
if not key in exp_params:
exp_params[key] = value
return exp_params
def exp_params_to_str(exp_params):
result = "Running experiment:\n"
for key, value in exp_params.iteritems():
result += "%s = %s,\n" % (key, value)
return result
if __name__ == '__main__':
run_experiment_file(os.path.join('..', 'experiments', 'test_01.py'), plot_override=True)
# run_experiment_file(os.path.join('..', 'experiments', 'test_shane.py'), plot_override=True)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-5-1-01.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-5-1-02.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-5-1-03.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-5-1-04.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-5-1-05.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-5-1-01.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-5-1-02.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-5-1-03.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-5-1-04.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-5-1-05.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-5-1-01.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-5-1-02.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-5-1-03.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-5-1-04.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-5-1-05.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-2-1-01-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-2-1-02-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-2-1-03-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-2-1-04-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-FT-2-1-05-slow.py'), plot_override=False)
#
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-2-1-01-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-2-1-02-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-2-1-03-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-2-1-04-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-stack-2-1-05-slow.py'), plot_override=False)
#
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-2-1-01-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-2-1-02-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-2-1-03-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-2-1-04-slow.py'), plot_override=False)
# run_experiment_file(os.path.join('..', 'experiments', '2015-05-19-madeline-cycle-2-1-05-slow.py'), plot_override=False)
# <FILESEP>
#!/usr/bin/env python3
__author__ = 'Dmitry Ustalov'
import argparse
import csv
import os
import random
from collections import defaultdict
import numpy as np
from gensim.models.word2vec import Word2Vec
try:
from sklearn.model_selection import train_test_split
except ImportError:
from sklearn.cross_validation import train_test_split
parser = argparse.ArgumentParser(description='LexNet-Based English Dictionary.')
parser.add_argument('--w2v', default='corpus_en.norm-sz100-w8-cb1-it1-min20.w2v', nargs='?',
help='Path to the word2vec model.')
parser.add_argument('--seed', default=228, type=int, nargs='?', help='Random seed.')
args = vars(parser.parse_args())
RANDOM_SEED = args['seed']
random.seed(RANDOM_SEED)
w2v = Word2Vec.load_word2vec_format(args['w2v'], binary=True, unicode_errors='ignore')
w2v.init_sims(replace=True)
print('Using %d word2vec dimensions from "%s".' % (w2v.layer1_size, args['w2v']))
positives_trusted = defaultdict(lambda: list())
negatives = defaultdict(lambda: list())