95 lines
3.6 KiB
Python
95 lines
3.6 KiB
Python
import unittest, numpy as np
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from tinygrad import Tensor, Device, TinyJit
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from tinygrad.helpers import Timing, CI, OSX, getenv
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import multiprocessing.shared_memory as shared_memory
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N = getenv("NSZ", 256)
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class TestCopySpeed(unittest.TestCase):
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@classmethod
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def setUpClass(cls): Device[Device.DEFAULT].synchronize()
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def testCopySHMtoDefault(self):
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s = shared_memory.SharedMemory(name="test_X", create=True, size=N*N*4)
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s.close()
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if CI and not OSX:
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t = Tensor.empty(N, N, device="disk:/dev/shm/test_X").realize()
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else:
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t = Tensor.empty(N, N, device="disk:shm:test_X").realize()
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for _ in range(3):
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with Timing("sync: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s"):
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with Timing("queue: "):
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t.to(Device.DEFAULT).realize()
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Device[Device.DEFAULT].synchronize()
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s.unlink()
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def testCopyCPUtoDefault(self):
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t = Tensor.ones(N, N, device="CPU").contiguous().realize()
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print(f"buffer: {t.nbytes()*1e-9:.2f} GB")
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for _ in range(3):
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with Timing("sync: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s"):
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with Timing("queue: "):
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t.to(Device.DEFAULT).realize()
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Device[Device.DEFAULT].synchronize()
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def testCopyCPUtoDefaultFresh(self):
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print("fresh copy")
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for _ in range(3):
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t = Tensor.ones(N, N, device="CPU").contiguous().realize()
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with Timing("sync: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s"): # noqa: F821
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with Timing("queue: "):
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t.to(Device.DEFAULT).realize()
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Device[Device.DEFAULT].synchronize()
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del t
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def testCopyDefaulttoCPU(self):
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t = Tensor.ones(N, N).contiguous().realize()
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print(f"buffer: {t.nbytes()*1e-9:.2f} GB")
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for _ in range(3):
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with Timing("sync: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s"):
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t.to('CPU').realize()
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def testCopyDefaulttoCPUJit(self):
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if Device.DEFAULT == "CPU": return unittest.skip("CPU to CPU copy is a no-op")
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@TinyJit
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def _do_copy(t): return t.to('CPU').realize()
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t = Tensor.randn(N, N).contiguous().realize()
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Device[Device.DEFAULT].synchronize()
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for _ in range(5):
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with Timing(f"copy {Device.DEFAULT} -> CPU {t.nbytes()/(1024**2)}M: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s"):
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x = _do_copy(t)
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Device[Device.DEFAULT].synchronize()
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np.testing.assert_equal(t.numpy(), x.numpy())
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def testCopyCPUtoDefaultJit(self):
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if Device.DEFAULT == "CPU": return unittest.skip("CPU to CPU copy is a no-op")
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@TinyJit
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def _do_copy(x): return x.to(Device.DEFAULT).realize()
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for _ in range(5):
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t = Tensor.randn(N, N, device="CPU").contiguous().realize()
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Device["CPU"].synchronize()
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with Timing(f"copy CPU -> {Device.DEFAULT} {t.nbytes()/(1024**2)}M: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s"):
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x = _do_copy(t)
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Device[Device.DEFAULT].synchronize()
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np.testing.assert_equal(t.numpy(), x.numpy())
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@unittest.skipIf(CI, "CI doesn't have 6 GPUs")
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@unittest.skipIf(Device.DEFAULT != "CL", "only test this on CL")
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def testCopyCPUto6GPUs(self):
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from tinygrad.runtime.ops_cl import CLDevice
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if len(CLDevice.device_ids) != 6: raise unittest.SkipTest("computer doesn't have 6 GPUs")
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t = Tensor.ones(N, N, device="CPU").contiguous().realize()
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print(f"buffer: {t.nbytes()*1e-9:.2f} GB")
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for _ in range(3):
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with Timing("sync: ", on_exit=lambda ns: f" @ {t.nbytes()/ns:.2f} GB/s ({t.nbytes()*6/ns:.2f} GB/s total)"):
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with Timing("queue: "):
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for g in range(6):
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t.to(f"CL:{g}").realize()
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Device["CL"].synchronize()
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if __name__ == '__main__':
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unittest.main()
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