Created
October 25, 2021 17:09
-
-
Save brandondube/0fcae87071ef4b448d1b8c0f89628e33 to your computer and use it in GitHub Desktop.
cupy 9.5.0 memory leak and setDevice not working
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from io import BytesIO | |
import requests | |
from imageio import imread | |
if __name__ == '__main__': | |
url = 'http://localhost:5000/wrong-gpu-and-memory-leak' | |
while True: | |
resp = requests.get(url) | |
b = BytesIO(resp.content) | |
b.seek(0) | |
im = imread(b, format='tiff') |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
"""LOWFSC server -- simulation server for PACE.""" | |
from io import BytesIO | |
from imageio import imwrite | |
from flask import Flask, send_file | |
try: | |
import cupy as cp | |
from cupyx.scipy import fft as cpfft | |
cp.cuda.runtime.setDevice(1) # use the second GPU, "private" | |
# cp.cuda.Device(1).use() | |
# print('Using GPU', cp.cuda.runtime.getDevice()) | |
mempool = cp.get_default_memory_pool() | |
pinned_mempool = cp.get_default_pinned_memory_pool() | |
except ImportError: | |
pass | |
app = Flask('cupy-dev1-memleak-mwe') | |
@app.route('/wrong-gpu-and-memory-leak', methods=['GET']) | |
def foobar(): | |
a = cp.random.rand(512,512) | |
b = cpfft.fftshift(cpfft.fft2(cpfft.ifftshift(a))) | |
c = b.get() | |
buf = BytesIO() | |
imwrite(buf, c, format='tiff') | |
buf.seek(0) | |
return send_file(buf, mimetype='image/tiff') | |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
cupy 9.5.0 | |
numpy 1.20.3 | |
python 3.9.6 | |
CUDA 10.2 | |
GPU: Nvidia Titan XP (2x) | |
CPU: Intel(R) Xeon(R) Gold 6154 (2x) | |
... more as needed |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment