Files
sunnypilot/tinygrad_repo/test/null/test_multitensor.py
github-actions[bot] f398269b1a sunnypilot v2026.04.06-4377
version: sunnypilot v2026.001.000 (dev)
date: 2026-04-06T01:24:35
master commit: 8fec761f89
2026-04-06 01:24:35 +00:00

59 lines
2.2 KiB
Python

import unittest
from tinygrad import Tensor, GlobalCounters, dtypes
class TestMultiRamUsage(unittest.TestCase):
def setUp(self):
self.baseline = GlobalCounters.mem_used
self.N = 100
def assertUsed(self, amt, strict=True):
used = GlobalCounters.mem_used - self.baseline
print(f"used {used} bytes")
if strict: self.assertEqual(used, amt)
else: self.assertLessEqual(used, amt)
def test_zeros(self):
_ = Tensor.zeros(self.N, self.N).contiguous().realize()
self.assertUsed(self.N*self.N*4)
def test_zeros_del(self):
_ = Tensor.zeros(self.N, self.N).contiguous().realize()
del _
self.assertUsed(0)
@unittest.skip("flaky")
def test_zeros_copy(self):
devices_2 = ("NULL:1", "NULL:2")
_ = Tensor.zeros(self.N, self.N).contiguous().to(devices_2).realize()
# NOTE: the first one on the DEFAULT device should be freed
self.assertUsed(self.N*self.N*4*2)
@unittest.skip("flaky")
def test_zeros_shard(self, devices=("NULL:1", "NULL:2")):
_ = Tensor.zeros(self.N, self.N).contiguous().shard(devices, axis=0).realize()
self.assertUsed(self.N*self.N*4) # sharding should not increase total ram usage
def test_zeros_shard_self(self): self.test_zeros_shard(("NULL:0", "NULL:1"))
@unittest.skip("flaky")
def test_zeros_contiguous_shard(self):
devices_2 = ("NULL:1", "NULL:2")
_ = Tensor.zeros(self.N, self.N).contiguous().shard(devices_2, axis=0).contiguous().realize()
self.assertUsed(self.N*self.N*4) # sharding should not increase total ram usage
def _test_matmul_half(self, dev_count:int):
N = 32
total_mem = {}
devs = tuple(f"NULL:{i}" for i in range(dev_count))
for dtype in {dtypes.float, dtypes.half}:
GlobalCounters.reset()
a = Tensor.empty((N, N), dtype=dtype, device=devs[0]).shard(devs, axis=0)
b = Tensor.empty((N, N), dtype=dtype, device=devs[0]).shard(devs, axis=None)
(a @ b).realize()
total_mem[dtype] = GlobalCounters.global_mem
self.assertEqual(total_mem[dtypes.half], total_mem[dtypes.float] // 2)
def test_matmul_half(self): self._test_matmul_half(dev_count=2)
def test_matmul_half_alt(self): self._test_matmul_half(dev_count=4)
if __name__ == '__main__':
unittest.main()