# -*- coding: utf-8 -*-
# @Time : 2021/2/4 14:36
# @Author : CyrusMay WJ
# @FileName: run.py
# @Software: PyCharm
# @Blog ：https://blog.csdn.net/Cyrus_May
import queue
import threading

class CyrusThread(object):
  def __init__(self,num_thread = 10,logger=None):
    """
    
    :param num_thread: 線程數(shù)
    :param logger: 日志對(duì)象
    """
    self.num_thread = num_thread
    self.logger = logger

  def object_func(self,args_queue,max_q):
    while 1:
      try:
        arg = args_queue.get_nowait()
        step = args_queue.qsize()
        self.logger.info("progress:{}\{}".format(max_q,step))
      except:
        self.logger.info("no more arg for args_queue!")
        break
        
        
        """
        此處加入自己的業(yè)務(wù)邏輯代碼
        """
        
        
  def run(self,args):
    args_queue = queue.Queue()
    for value in args:
      args_queue.put(value)
    threads = []
    for i in range(self.num_thread):
      threads.append(threading.Thread(target=self.object_func,args = args_queue))
    for t in threads:
      t.start()
    for t in threads:
      t.join()

# -*- coding: utf-8 -*-
# @Time : 2021/2/4 14:36
# @Author : CyrusMay WJ
# @FileName: run.py
# @Software: PyCharm
# @Blog ：https://blog.csdn.net/Cyrus_May
import queue
import threading
import numpy as np
from sklearn.datasets import load_boston
from sklearn.svm import SVR
import logging
import sys


class CyrusThread(object):
  def __init__(self,num_thread = 10,logger=None):
    """

    :param num_thread: 線程數(shù)
    :param logger: 日志對(duì)象
    """
    self.num_thread = num_thread
    self.logger = logger

  def object_func(self,args_queue,max_q):
    while 1:
      try:
        arg = args_queue.get_nowait()
        step = args_queue.qsize()
        self.logger.info("progress:{}\{}".format(max_q,max_q-step))
      except:
        self.logger.info("no more arg for args_queue!")
        break
      # 業(yè)務(wù)代碼
      C, epsilon, gamma = arg[0], arg[1], arg[2]
      svr_model = SVR(C=C, epsilon=epsilon, gamma=gamma)
      x, y = load_boston()["data"], load_boston()["target"]
      svr_model.fit(x, y)
      self.logger.info("score:{}".format(svr_model.score(x,y)))


  def run(self,args):
    args_queue = queue.Queue()
    max_q = 0
    for value in args:
      args_queue.put(value)
      max_q += 1
    threads = []
    for i in range(self.num_thread):
      threads.append(threading.Thread(target=self.object_func,args = (args_queue,max_q)))
    for t in threads:
      t.start()
    for t in threads:
      t.join()

# 創(chuàng)建日志對(duì)象
logger = logging.getLogger()
logger.setLevel(logging.INFO)
screen_handler = logging.StreamHandler(sys.stdout)
screen_handler.setLevel(logging.INFO)
formatter = logging.Formatter('%(asctime)s - %(module)s.%(funcName)s:%(lineno)d - %(levelname)s - %(message)s')
screen_handler.setFormatter(formatter)
logger.addHandler(screen_handler)

# 創(chuàng)建需要調(diào)整參數(shù)的集合
args = []
for C in [i for i in np.arange(0.01,1,0.01)]:
  for epsilon in [i for i in np.arange(0.001,1,0.01)] + [i for i in range(1,10,1)]:
    for gamma in [i for i in np.arange(0.001,1,0.01)] + [i for i in range(1,10,1)]:
      args.append([C,epsilon,gamma])

# 創(chuàng)建多線程工具
threading_tool = CyrusThread(num_thread=20,logger=logger)
threading_tool.run(args)