mlx/python/tests/test_memory.py

64 lines
1.8 KiB
Python

# Copyright © 2023-2024 Apple Inc.
import unittest
import mlx.core as mx
import mlx_tests
class TestMemory(mlx_tests.MLXTestCase):
def test_memory_info(self):
old_limit = mx.set_cache_limit(0)
a = mx.zeros((4096,))
mx.eval(a)
del a
self.assertEqual(mx.get_cache_memory(), 0)
self.assertEqual(mx.set_cache_limit(old_limit), 0)
self.assertEqual(mx.set_cache_limit(old_limit), old_limit)
old_limit = mx.set_memory_limit(10)
self.assertTrue(mx.set_memory_limit(old_limit), 10)
self.assertTrue(mx.set_memory_limit(old_limit), old_limit)
# Query active and peak memory
a = mx.zeros((4096,))
mx.eval(a)
mx.synchronize()
active_mem = mx.get_active_memory()
self.assertTrue(active_mem >= 4096 * 4)
b = mx.zeros((4096,))
mx.eval(b)
del b
mx.synchronize()
new_active_mem = mx.get_active_memory()
self.assertEqual(new_active_mem, active_mem)
peak_mem = mx.get_peak_memory()
self.assertTrue(peak_mem >= 4096 * 8)
if mx.metal.is_available():
cache_mem = mx.get_cache_memory()
self.assertTrue(cache_mem >= 4096 * 4)
mx.clear_cache()
self.assertEqual(mx.get_cache_memory(), 0)
mx.reset_peak_memory()
self.assertEqual(mx.get_peak_memory(), 0)
@unittest.skipIf(not mx.metal.is_available(), "Metal is not available")
def test_wired_memory(self):
old_limit = mx.set_wired_limit(1000)
old_limit = mx.set_wired_limit(0)
self.assertEqual(old_limit, 1000)
max_size = mx.metal.device_info()["max_recommended_working_set_size"]
with self.assertRaises(ValueError):
mx.set_wired_limit(max_size + 10)
if __name__ == "__main__":
mlx_tests.MLXTestRunner()