Created
April 11, 2023 10:47
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GPU memory leak with UFO when resources are not re-used
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import argparse | |
import gi | |
import numpy as np | |
gi.require_version("Ufo", "0.0") | |
from gi.repository import Ufo | |
N = 8192 | |
RESOURCES = Ufo.Resources() | |
PLUGIN_MANAGER = Ufo.PluginManager() | |
def get_memory_in(array): | |
in_task = PLUGIN_MANAGER.get_task("memory-in") | |
in_task.props.pointer = array.__array_interface__["data"][0] | |
in_task.props.width = array.shape[1] | |
in_task.props.height = array.shape[0] | |
in_task.props.number = 1 | |
in_task.props.bitdepth = 32 | |
return in_task | |
def get_memory_out(width, height): | |
array = np.empty((height, width), dtype=np.float32) | |
out_task = PLUGIN_MANAGER.get_task("memory-out") | |
out_task.props.pointer = array.__array_interface__["data"][0] | |
out_task.props.max_size = array.nbytes | |
out_task.np_array = array | |
return (out_task, array) | |
def cartesian_to_polar(image=None, num_angles=None, resources=None): | |
"""Read one full flat-corrected image.""" | |
if image is None: | |
image = np.arange(N ** 2).reshape(N, N).astype(np.float32) | |
if image.shape[0] != image.shape[1]: | |
raise ValueError("Only square images are supported") | |
n = image.shape[1] | |
width = n // 2 | |
height = num_angles if num_angles else int(np.ceil(2 * np.pi / (2 / n))) | |
graph = Ufo.TaskGraph() | |
sched = Ufo.Scheduler() | |
if resources is not None: | |
sched.set_resources(resources) | |
in_task = get_memory_in(image) | |
out_task, np_out_array = get_memory_out(width, height) | |
polar_task = PLUGIN_MANAGER.get_task("polar-coordinates") | |
polar_task.props.width = width | |
polar_task.props.height = height | |
graph.connect_nodes(in_task, polar_task) | |
graph.connect_nodes(polar_task, out_task) | |
sched.run(graph) | |
return np_out_array | |
def main(reuse_resources=False): | |
parser = argparse.ArgumentParser() | |
parser.add_argument("--reuse-resources", action="store_true", help="Re-use Ufo resources") | |
parser.add_argument("--number", type=int, default=10, help="Number of iterations") | |
args = parser.parse_args() | |
rng = range(args.number) | |
try: | |
import tqdm | |
# Make progress bar | |
rng = tqdm.tqdm(rng) | |
except ImportError: | |
pass | |
for i in rng: | |
cartesian_to_polar(resources=RESOURCES if args.reuse_resources else None) | |
if __name__ == '__main__': | |
main() | |
input("Press enter...") |
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