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FPGA Based Accelerator for Tinygrad (#258)
* ops_risk * risk sim * guessing is for winners * minor * better * matmal with risk * conv doesn't work * closer * conv2d works * ops_risk * opt2 works * opt1 may not be possible * opt1 is a mulacc * arty * attosoc example building on mac * minor * riscv assembler * gucci gang * we got C code * not a scam * hello * make risk mergeable into master * unop support
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@@ -161,6 +161,22 @@ class TestOps(unittest.TestCase):
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lambda x,w: torch.nn.functional.conv2d(x,w,groups=groups).relu(),
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lambda x,w: Tensor.conv2d(x,w,groups=groups).relu(), atol=1e-4, grad_rtol=1e-5)
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def test_grouped_conv2d(self):
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groups = 2
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helper_test_op([(1,2,5,5), (groups,1,3,3)],
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lambda x,w: torch.nn.functional.conv2d(x,w,groups=groups).relu(),
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lambda x,w: Tensor.conv2d(x,w,groups=groups).relu(), atol=1e-4, grad_rtol=1e-5, forward_only=True)
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def test_fancy_conv2d(self):
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bs = 2
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cin = 3
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cout = 1
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groups = 3
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H,W = 3,3
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helper_test_op([(bs,cin,11,28), (groups*cout,cin//groups,H,W)],
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lambda x,w: torch.nn.functional.conv2d(x,w,groups=groups).relu(),
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lambda x,w: Tensor.conv2d(x,w,groups=groups).relu(), atol=1e-4, grad_rtol=1e-5, forward_only=True)
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def test_strided_conv2d(self):
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bs = 4
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cin = 3
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@@ -191,4 +207,5 @@ class TestOps(unittest.TestCase):
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lambda x: Tensor.avg_pool2d(x, kernel_size=ksz), rtol=1e-5)
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if __name__ == '__main__':
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np.random.seed(1337)
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unittest.main(verbosity=2)
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