zhpmatrix

from keras.models import Sequential
from keras.layers import Dense

x, y = ...
x_val, y_val = ...

# 1-dimensional MSE linear regression in Keras
model = Sequential()
model.add(Dense(1, input_dim=x.shape[1]))
model.compile(optimizer='rmsprop', loss='mse')

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size = map(lambda (x,y): (x, len(y)),product_set.items())

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size = map(lambda (x,y): (x, len(y)),product_set.items())

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# Author: Andreas Mueller <amueller@ais.uni-bonn.de>

# Mod: zhpmatrix@2017-03-16 20:17

# License: BSD 3 clause

from numpy import log1p
from sklearn.pipeline import Pipeline, FeatureUnion
from sklearn.model_selection import GridSearchCV
from sklearn.svm import SVC

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int CLIRunTask(int argc, char *argv[]) {
  if (argc < 2) {
    printf("Usage: <config>\n");
    return 0;
  }
  rabit::Init(argc, argv);

  std::vector<std::pair<std::string, std::string> > cfg;
  cfg.push_back(std::make_pair("seed", "0"));

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'''
	desc: worker,speed up for tianchi competition using distributed method
	author: zhpmatrix
	date: 2017-02-19
	contributor: XueFeng Liao
'''
import time, sys, queue
from task import *
from multiprocessing.managers import BaseManager

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'''
	desc: master,speed up for tianchi competition using distributed method
	author: zhpmatrix
	date: 2017-02-19
	contributor: XueFeng Liao
'''
import random, time
from multiprocessing.managers import BaseManager
from multiprocessing import Queue

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import time
import multiprocessing
def profile(func):
    def wrapper(*args, **kwargs):
        import time
        start = time.time()
        func(*args, **kwargs)
        end   = time.time()
        print 'COST: {}'.format(end - start)
    return wrapper

zhpmatrix

# add header to shop_info.txt
echo shop_id,city_name,location_id,per_pay,score,comment_cnt,shop_level,cate_1_name,cate_2_name,cate_3_name > show_info_header.txt
cat shop_info.txt >> shop_info_header.txt
mv shop_info_header.txt > shop_info.txt

# add header to user_view.txt
echo user_id,shop_id,time_stamp > user_view_header.txt
cat user_view.txt >> user_view_header.txt
mv user_view_header.txt > user_view.txt

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# add header to shop_info.txt
echo shop_id,city_name,location_id,per_pay,score,comment_cnt,shop_level,cate_1_name,cate_2_name,cate_3_name > show_info_header.txt
cat shop_info.txt >> shop_info_header.txt
mv shop_info_header.txt > shop_info.txt

# add header to user_view.txt
echo user_id,shop_id,time_stamp > user_view_header.txt
cat user_view.txt >> user_view_header.txt
mv user_view_header.txt > user_view.txt