2019-10-31 18:08:27 -04:00
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import torch
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import triton
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2019-11-01 00:43:02 -04:00
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N, C, K = 32, 8, 32
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2019-11-01 11:20:00 -04:00
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H, W = 16, 16
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2019-10-31 18:08:27 -04:00
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R, S = 3, 3
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2019-11-01 00:43:02 -04:00
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torch.manual_seed(0)
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2019-10-31 18:08:27 -04:00
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a = torch.randn(N, C, H, W).cuda()
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2019-11-01 00:43:02 -04:00
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b = torch.ones(C, R, S, K).cuda()
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rc = torch.nn.functional.conv2d(a, b.permute(3, 0, 1, 2))
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tc = triton.ops.conv(a, b)
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print((rc - tc).abs().max())
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#print((rc[:30,:30,:,:] - tc[:30, :30, :, :]).abs().max())
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#print(tc[31, 31,:,:])
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