diff --git a/language_learning/2020.06.01_parallel_calculations_with_python/application_of_parallel_calculations_with_python.py b/language_learning/2020.06.01_parallel_calculations_with_python/application_of_parallel_calculations_with_python.py
new file mode 100644
index 0000000..9c4bfa0
--- /dev/null
+++ b/language_learning/2020.06.01_parallel_calculations_with_python/application_of_parallel_calculations_with_python.py
@@ -0,0 +1,31 @@
+from multiprocessing import Process
+import os
+import time
+import numpy as np
+import guan
+
+def main(parameter_array, task_index):
+    print ('Process id = %s' % (os.getpid()))
+    result_array = []
+    for parameter in parameter_array:
+        result = parameter*2
+        result_array.append(result)
+    guan.write_one_dimensional_data(parameter_array, result_array, filename='task_index='+str(task_index))
+
+if __name__ == '__main__':
+    cpus = 4
+    parameter_array_all = np.arange(0, 17, 1) 
+    start_time = time.perf_counter()
+    for task_index in range(cpus):
+        parameter_array = guan.preprocess_for_parallel_calculations(parameter_array_all, cpus, task_index)
+        p = Process(target=main, args=(parameter_array, task_index))
+        p.start()
+    p.join()
+    end_time = time.perf_counter()
+    print('运行时间=', (end_time-start_time), '\n')
+    f = open('result.txt', 'w')
+    for job_index in range(cpus):
+        with open('task_index='+str(job_index)+'.txt', 'r') as f0:
+            text = f0.read()
+        f.write(text)
+    f.close()
\ No newline at end of file
diff --git a/language_learning/2020.06.01_parallel_calculations_with_python/parallel_calculations_with_python.py b/language_learning/2020.06.01_parallel_calculations_with_python/parallel_calculations_with_python.py
index 0430ee4..35e20cf 100755
--- a/language_learning/2020.06.01_parallel_calculations_with_python/parallel_calculations_with_python.py
+++ b/language_learning/2020.06.01_parallel_calculations_with_python/parallel_calculations_with_python.py
@@ -4,8 +4,7 @@ import time
 
 def run_proc(name): # 要执行的代码
     start_time = time.perf_counter()
-    for i in range(300000000):
-        x = 100000^1000000000000
+    time.sleep(2)
     end_time = time.perf_counter()
     print ('Process id running on %s = %s' % (name, os.getpid()), '; running time = %s' % (end_time-start_time))
 
@@ -37,5 +36,4 @@ if __name__ == '__main__':
     p.start()
     p.join()   # join()方法可以等待子进程结束后再继续往下运行
     end_time = time.perf_counter()
-    print('CPU执行时间(s)=', (end_time-start_time))
-
+    print('运行时间(s)=', (end_time-start_time))
\ No newline at end of file
diff --git a/language_learning/2021.05.10_parallel_calculations_using_sh_files/task.sh b/language_learning/2021.05.10_parallel_calculations_using_sh_files/task.sh
index ad6ae07..779b233 100755
--- a/language_learning/2021.05.10_parallel_calculations_using_sh_files/task.sh
+++ b/language_learning/2021.05.10_parallel_calculations_using_sh_files/task.sh
@@ -1,6 +1,6 @@
 #!/bin/sh
 
-for job_index in 0 1 2 3 4 5 6
+for ((job_index=0; job_index<7; job_index++))
 do
 
 cp a.py a${job_index}.py
@@ -11,4 +11,4 @@ cp a.sh a${job_index}.sh
 sed -i "s/python a.py/python a${job_index}.py/" a${job_index}.sh
 qsub a${job_index}.sh
 
-done
+done
\ No newline at end of file