|
1 | 1 | import time |
2 | | -import psutil |
3 | | - |
4 | | -total_time = 0 |
5 | | -total_mem = 0 |
6 | | -counter = 0 |
| 2 | +import tracemalloc |
7 | 3 |
|
8 | 4 | def performance(fn): |
9 | 5 | """ |
10 | | - A decorator function to measure the performance of a given function by tracking |
11 | | - both its execution time and memory usage. |
12 | | -
|
13 | | - This decorator calculates the time taken for the function to run and the |
14 | | - memory used before and after its execution. It also maintains a global counter |
15 | | - of how many times the decorated function has been called, along with |
16 | | - accumulating the total time and memory usage. |
17 | | -
|
18 | | - :param fn: Function to be decorated and monitored. |
19 | | - :type fn: Callable |
20 | | - :return: A wrapper function that monitors performance of the original function. |
21 | | - :rtype: Callable |
22 | | - |
23 | | - Global Variables: |
24 | | - - **total_time** (float): Accumulates the total execution time across all invocations. |
25 | | - - **total_mem** (int): Accumulates the total memory difference across all invocations. |
26 | | - - **counter** (int): Tracks how many times the decorated function has been executed. |
27 | | - |
28 | | - Example usage:: |
29 | | -
|
30 | | - @performance |
31 | | - def my_function(): |
32 | | - pass |
33 | | - |
34 | | - my_function() |
35 | | - """ |
| 6 | + Decorator to measure performance of a function, including |
| 7 | + execution time and memory usage. |
| 8 | +
|
| 9 | + This decorator tracks: |
| 10 | + - The number of times the function is called. |
| 11 | + - The cumulative time taken by the function. |
| 12 | + - The cumulative peak memory usage. |
| 13 | +
|
| 14 | + :param fn: The function to be wrapped and measured. |
| 15 | + :return: The result of the wrapped function. |
| 16 | + """ |
| 17 | + if not hasattr(performance, 'counter'): |
| 18 | + performance.counter = 0 |
| 19 | + performance.total_time = 0 |
| 20 | + performance.total_mem = 0 |
| 21 | + |
36 | 22 | def wrapper(*args, **kwargs): |
37 | | - global total_time, total_mem, counter |
38 | | - process = psutil.Process() |
| 23 | + tracemalloc.start() |
39 | 24 |
|
40 | | - mem_before = process.memory_info().rss |
41 | 25 | time_before = time.time() |
42 | 26 |
|
43 | | - counter += 1 |
44 | | - fn(*args, **kwargs) |
| 27 | + result = fn(*args, **kwargs) |
45 | 28 |
|
46 | 29 | time_after = time.time() |
47 | | - total_time += time_after - time_before |
48 | 30 |
|
49 | | - mem_after = process.memory_info().rss |
50 | | - total_mem += mem_after - mem_before |
| 31 | + curr_mem, peak_mem = tracemalloc.get_traced_memory() |
| 32 | + tracemalloc.stop() |
| 33 | + |
| 34 | + performance.counter += 1 |
| 35 | + performance.total_time += (time_after - time_before) |
| 36 | + performance.total_mem += peak_mem |
| 37 | + |
| 38 | + return result |
51 | 39 |
|
52 | 40 | return wrapper |
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