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<pre style="font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace"><code> Memory usage: ▁▂▂▂▂▂▂▂▃▂▃▂▃▃▃▃▃▃▃▃▃▆▆█ (max: 23.36MB, growth rate: 41%)

example2.py: % of time = 100.00% out of 7.24s.

╷ ╷ ╷ ╷ ╷ ╷ ╷ ╷

│Time │–––––– │–––––– │Memory │–––––– │––––––––––– │Copy │

Line │Python │native │system │Python │net │timeline/% │(MB/s) │example2.py

╺━━━━━━┿━━━━━━━┿━━━━━━━┿━━━━━━━┿━━━━━━━━┿━━━━━━━┿━━━━━━━━━━━━━━━┿━━━━━━━┿━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸

... │ │ │ │ │ │ │ │

5 │ │ │ │ │ │ │ │@profile

6 │ │ │ │ │ │ │ │def very_slow_random_generator():

7 │ 2% │ │ 67% │ │ │ │ │ time.sleep(5)

8 │ │ │ │ 27% │ 8M │▃ 27% │ │ arr1 = np.random.randint(1,100, size=(1000,1000))

9 │ │ │ │ │ │ │ │ avg = arr1.mean()

10 │ │ │ │ │ │ │ │ return avg

12 │ │ │ │ │ │ │ │@profile

13 │ │ │ │ │ │ │ │def slow_random_generator():

14 │ │ │ 27% │ 3% │ 0M │▁ 3% │ │ time.sleep(2)

15 │ │ │ │ │ 8M │▂ 27% │ │ arr1 = np.random.randint(1,100, size=(1000,1000))

16 │ │ │ │ │ │ │ │ avg = arr1.mean()

17 │ │ │ │ │ │ │ │ return avg

│ │ │ │ │ │ │ │

╶──────┼───────┼───────┼───────┼────────┼───────┼───────────────┼───────┼─────────────────────────────────────────────────────────╴

5 │ 2% │ │ 67% │ 27% │ 7M │█ 27% │ │very_slow_random_generator

12 │ 1% │ │ 27% │ 3% │ 9M │█ 30% │ │slow_random_generator

╵ ╵ ╵ ╵ ╵ ╵ ╵ ╵

Top net memory consumption, by line:

(1) 15: 8 MB

(2) 8: 8 MB

(3) 2: 7 MB

generated by the <a class="r20" href="https://github.com/plasma-umass/scalene">scalene</a> profiler

</code></pre>

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