Created
March 2, 2017 14:10
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pandas leak on pypy
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import sys | |
import pandas as pd | |
import numpy as np | |
from plotmem import Plotmem | |
import gc | |
def leak1(): | |
for i in Plotmem(100): | |
df = pd.DataFrame( | |
{'A': ['foo', 'bar'], | |
'D': np.random.randn(2)}) | |
x = df.groupby(['A']) | |
x.describe() | |
if i % 10 == 0: | |
sys.stdout.write('.') | |
sys.stdout.flush() | |
gc.collect() | |
def leak2(): | |
# this is the same as leak1, but instead of calling "describe" we manually | |
# call something which is inside it, with a bit of simplificaition | |
for i in Plotmem(100): | |
df = pd.DataFrame( | |
{'A': ['foo', 'bar'], | |
'D': np.random.randn(2)}) | |
x = df.groupby(['A']) | |
x._set_group_selection() | |
for j in range(10): # calling apply 10 times makes the leak faster I | |
# *think* that the leak is generated somewhere in | |
# pandas.core.groupby.FrameSplitter.fast_apply. Try to comment out | |
# lib.apply_frame_axis0(sdata, f, names, starts, ends) and the | |
# leak seems to vanish | |
x.apply(lambda y: y) | |
if i % 10 == 0: | |
sys.stdout.write('.') | |
sys.stdout.flush() | |
gc.collect() | |
leak2() |
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import re | |
import os | |
RE_VMRSS = re.compile("VmRSS:\s*(\d+)") | |
def get_vmrss(): | |
filename = '/proc/%d/status' % os.getpid() | |
with open(filename) as f: | |
s = f.read() | |
match = RE_VMRSS.search(s) | |
if not match: # VmRSS is missing if the process just finished | |
return None | |
rss = int(match.group(1)) | |
return rss | |
def plot_terminal(numbers, title): | |
import subprocess | |
def color(string): | |
green = '32;01' | |
return '\x1b[%sm%s\x1b[00m' % (green, string) | |
if title: | |
title = "title '%s'" % title | |
else: | |
title = 'notitle' | |
p = subprocess.Popen(['gnuplot', '-e', 'set term dumb 140, 25; plot "-" %s' % title], | |
stdin=subprocess.PIPE, stdout=subprocess.PIPE) | |
stdin = '\n'.join(map(str, numbers)) | |
stdout, stderr = p.communicate(stdin) | |
stdout = stdout.replace('A', color('*')) | |
print stdout | |
class Plotmem(object): | |
def __init__(self, N=100): | |
self.N = N | |
self._mem = [] | |
def __iter__(self): | |
self._mem.append(get_vmrss()) | |
for i in xrange(self.N): | |
yield i | |
self._mem.append(get_vmrss()) | |
plot_terminal(self._mem, '') |
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