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38
tinygrad_repo/test/external/external_benchmark_kernel_launch.py
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38
tinygrad_repo/test/external/external_benchmark_kernel_launch.py
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import time
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from tinygrad import Tensor, TinyJit, Device, Context
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from tinygrad.helpers import Profiling, Timing, GlobalCounters
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# python3 test/speed/external_test_speed_v_torch.py TestSpeed.test_add_a
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@TinyJit
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def plus(a:Tensor, b:Tensor): return a+b
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if __name__ == "__main__":
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a = Tensor([1]).realize()
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b = Tensor([1]).realize()
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for i in range(5):
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with Timing(prefix=f"{i}:"):
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c = plus(a,b)
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Device[c.device].synchronize()
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assert c.item() == 2
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for i in range(5):
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st = time.perf_counter()
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c = plus(a,b)
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et = time.perf_counter() - st
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Device[c.device].synchronize()
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print(f"nosync {i}: {et*1e6:.2f} us")
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for i in range(5):
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st = time.perf_counter()
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c = plus(a,b)
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Device[c.device].synchronize()
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et = time.perf_counter() - st
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print(f"precise {i}: {et*1e6:.2f} us")
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assert GlobalCounters.time_sum_s == 0
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with Context(DEBUG=2):
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st = time.perf_counter()
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c = plus(a,b)
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Device[c.device].synchronize()
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et = time.perf_counter() - st
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print(f"kernel {GlobalCounters.time_sum_s*1e3:.2f} ms / full {et*1e3:.2f} ms -- {et/(GlobalCounters.time_sum_s+1e-12):.2f} x")
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with Profiling():
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c = plus(a,b)
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