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huh, this prevents an extra kernel
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@@ -250,7 +250,6 @@ class LazyBuffer:
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x = self
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if IMAGE >= 1:
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x = x.movement_op(MovementOps.RESHAPE, (C.bs, C.groups, C.cin, C.iy, C.ix))
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w = w.movement_op(MovementOps.RESHAPE, (C.groups, C.rcout, C.cin, C.H, C.W))
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added_output_channels = 0
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@@ -258,8 +257,10 @@ class LazyBuffer:
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if C.cin % 4 != 0 and not (C.cin == 1 and C.groups%4 == 0):
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to_add = 4 - (C.cin % 4)
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w = w.movement_op(MovementOps.PAD, [(0, to_add) if i == 2 else (0, 0) for i in range(len(w.shape))])
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x = x.movement_op(MovementOps.RESHAPE, (C.bs, C.groups, C.cin, C.iy, C.ix))
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x = x.movement_op(MovementOps.PAD, [(0, to_add) if i == 2 else (0, 0) for i in range(len(x.shape))])
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C = C._replace(cin = C.cin + to_add)
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x = x.movement_op(MovementOps.RESHAPE, (C.bs, C.groups*C.cin, C.iy, C.ix))
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# hack for non multiples of 4 on C.rcout
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if C.rcout % 4 != 0 and not (C.rcout == 1 and C.groups%4 == 0):
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@@ -269,7 +270,7 @@ class LazyBuffer:
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# packed
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assert (C.groups*C.cin) % 4 == 0
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x = x.movement_op(MovementOps.PERMUTE, (0,3,4,1,2))
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x = x.movement_op(MovementOps.PERMUTE, (0,2,3,1))
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x = x.movement_op(MovementOps.RESHAPE, (C.bs*C.iy, C.ix*C.groups*C.cin//4, 4))
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assert C.cout % 4 == 0
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