python mysql数据库压力测试
pymysql 的执行时间对比
1,装饰器,计算插入1000条数据需要的时间
def timer(func): def decor(*args): start_time = time.time() func(*args) end_time = time.time() d_time = end_time - start_time print("the running time is : ", d_time) return decor @timer def add_test_users(n): conn = pymysql.connect(host='localhost' ,port=3306 ,user='root', password='1234qwer', db='test', charset='utf8') cursor = conn.cursor() for i in range(0, n): try: sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" param = (('Tom' + str(i), str(i), 'boy', str(10000 + i), str(1390000000+ i), 'shanghai', str(10 + i))) cursor.execute(sql, param) except Exception as e: return conn.commit() cursor.close() conn.close() print('OK') add_test_users(10)
2,装饰器,计算插入100条数据需要的时间
def timer(func): def decor(*args): start_time = time.time() func(*args) end_time = time.time() d_time = end_time - start_time print("the running time is : ", d_time) return decor @timer def add_test_users(n): usersvalues = [] for i in range(1, n): usersvalues.append(('Tom' + str(i), str(i), 'boy', str(10000 + i), str(1390000000+ i), 'shanghai', str(10 + i))) conn = pymysql.connect(host='localhost' ,port=3306 ,user='root', password='1234qwer', db='test', charset='utf8') cursor = conn.cursor() cursor.executemany('insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)', usersvalues) conn.commit() cursor.close() conn.close() print('OK') add_test_users(10)
对比execute和executemany 的耗时对比:
conn = pymysql.connect(host='localhost', port=3306, user='root', password='1234qwer', db='test', charset='utf8') cur = conn.cursor() values = [] for i in range(10): value = ('Tom' + str(i), str(i), 'boy', str(10000 + i), str(1390000000+ i), 'shanghai', str(10 + i)) values.append(value) sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" now_time = time.time() try: cur.executemany(sql, values) conn.commit() except Exception as err: print(err) finally: cur.close() conn.close() end_time = time.time() print("executemany花费时间为: "+ str(end_time-now_time))
conn = pymysql.connect(host='localhost', port=3306, user='root', password='1234qwer', db='test', charset='utf8') cur = conn.cursor() values = [] for i in range(10): value = ('Tom' + str(i), str(i), 'boy', str(10000 + i), str(1390000000+ i), 'shanghai', str(10 + i)) values.append(value) sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" now_time = time.time() for val in values: print(val) try: cur.execute(sql, val) conn.commit() except Exception as err: print(err) finally: cur.close() conn.close() end_time = time.time() print("execute花费时间为: "+ str(end_time-now_time))
executemany花费时间为: 0.003998994827270508
execute花费时间为: 0.025983810424804688
Executemany 速度比execute快很多!!!
pymysql中 execute 和 executemany 性能对比 (外部文件导入)
conn = pymysql.connect(host='localhost', port=3306, user='root', password='1234qwer', db='test', charset='utf8') cur = conn.cursor() values = [] with open(r"C:UsersAdministratorDesktopstudents1.txt", "r+",encoding="utf-8") as fo: while True: line_txt = fo.readline().replace(" ","").replace(" ","") if not line_txt: break line_txt_txts = line_txt.split(',') values.append(line_txt_txts) print(values) sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" now_time = time.time() try: cur.executemany(sql, values) conn.commit() except Exception as err: print(err) finally: cur.close() conn.close() end_time = time.time() print("executemany花费时间为: "+ str(end_time-now_time))
students2.txt 文件内容: Tom1,20,boy,10001,13900000001,shanghai,91 Tom2,21,boy,10002,13900000002,shanghai,92 Tom3,22,boy,10003,13900000003,shanghai,93 Tom4,24,boy,10004,13900000004,shanghai,94 Tom5,25,girl,10005 ,13900000005,shanghai,95 Tom6,26,girl,10006 ,13900000006,shanghai,96 Tom7,27,girl,10007 ,13900000007,shanghai,97 Tom8,28,girl,10008 ,13900000008,shanghai,98 Tom9,29,boy,10009,13900000009,shanghai,99 Tom10,30,boy,10010,13900000010,shanghai,100
conn = pymysql.connect(host='localhost', port=3306, user='root', password='1234qwer', db='test', charset='utf8') cur = conn.cursor() values = [] with open(r"C:UsersAdministratorDesktopstudents1.txt", "r+",encoding="utf-8") as fo: while True: line_txt = fo.readline().replace(" ","").replace(" ","") if not line_txt: break line_txt_txts = line_txt.split(',') values.append(line_txt_txts) print(values) sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" now_time = time.time() for val in values: print(val) try: cur.execute(sql, val) conn.commit() except Exception as err: print(err) cur.close() conn.close() end_time = time.time() print("execute花费时间为: "+ str(end_time-now_time))
外部导入txt文件流
executemany花费时间为: 0.004998683929443359
execute花费时间为: 0.030979633331298828
python多线程执行mysql
简单方式开启多线程
Def run(sql): pass sql = 'select * from students1 where score = 90' t1 = threading.Thread(target=run, args=(sql,)) t2 = threading.Thread(target=run, args=(sql,)) t3 = threading.Thread(target=run, args=(sql,)) t1.start() t2.start() t3.start()
多线程运行时间
def add_del_update_search(): coon = pymysql.connect(host="localhost", port=3306, user="root", password="1234qwer", db="test", charset="utf8") sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" param = ('tom555', '55', 'boy', '10055', '13900000055', 'shanghai', '55') cursor = coon.cursor() try: count = cursor.execute(sql, param) coon.commit() print(count) except Exception as e: print(e) coon.rollback() cursor.close() coon.close() start_time = time.time() t1 = threading.Thread(target=add_del_update_search) t2 = threading.Thread(target=add_del_update_search) t3 = threading.Thread(target=add_del_update_search) t1.start() t2.start() t3.start() end_time = time.time() d_time = end_time - start_time print("多线程运行时间是 : ", str(d_time))
单线程运行时间
def add_del_update_search(): coon = pymysql.connect(host="localhost", port=3306, user="root", password="1234qwer", db="test", charset="utf8") sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" param = ('tom555', '55', 'boy', '10055', '13900000055', 'shanghai', '55') cursor = coon.cursor() try: count1 = cursor.execute(sql, param) count2 = cursor.execute(sql, param) count3 = cursor.execute(sql, param) coon.commit() print(count1) print(count2) print(count3) except Exception as e: print(e) coon.rollback() cursor.close() coon.close() start_time = time.time() add_del_update_search() end_time = time.time() d_time = end_time - start_time print(“单线程运行时间是 : ", str(d_time))
单线程 for 循环操作数据库
def add_del_update_search (n): coon = pymysql.connect(host="localhost", port=3306, user="root", password="1234qwer", db="test", charset="utf8") sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" param = ('tom555', '55', 'boy', '10055', '13900000055', 'shanghai', '55') cursor = coon.cursor() for i in range(0, n): try: cursor.execute(sql, param) coon.commit() except Exception as e: return cursor.close() coon.close() start_time = time.time() add_del_update_search(100) end_time = time.time() d_time = end_time - start_time print("单个线程运行时间是 : ", str(d_time))
多线程 for 循环操作数据库
def add_del_update_search(): coon = pymysql.connect(host="localhost", port=3306, user="root", password="1234qwer", db="test", charset="utf8") sql = "insert into students1(name, age, sex, id, cellphone,address,score)values(%s,%s,%s,%s,%s,%s,%s)" param = ('tom555', '55', 'boy', '10055', '13900000055', 'shanghai', '55') cursor = coon.cursor() try: count = cursor.execute(sql, param) coon.commit() except Exception as e: print(e) coon.rollback() cursor.close() coon.close() start_time = time.time() for i in range (100): t = threading.Thread(target=add_del_update_search) t.start() end_time = time.time() d_time = end_time - start_time print("多线程运行时间是 : ", str(d_time))