[STYLE] run autopep8 and isort (#421)
Run: ``` isort ./python autopep8 -i --ignore E501,E701,E731 $(find ./python/ -name '*.py') ``` with an `.isort.cfg` and then clean up a few warts. This PR should be a no-op; the idea is that this is all boring whitespace changes, and any config file changes will be in a different change to make it easier to review.
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@@ -1,8 +1,10 @@
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import pytest
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import itertools
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import triton
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import pytest
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import torch
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import triton
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@pytest.mark.parametrize(
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"BLOCK_M, BLOCK_N, BLOCK_K, SPLIT_K, NWARP, NSTAGE, M, N, K, AT, BT, DTYPE",
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@@ -80,11 +82,11 @@ def test_op(BLOCK_M, BLOCK_N, BLOCK_K, SPLIT_K, NWARP, NSTAGE, M, N, K, AT, BT,
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K = BLOCK_K * SPLIT_K if K is None else K
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# allocate/transpose inputs
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DTYPE = {"float16": torch.float16, "float32": torch.float32}[DTYPE]
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a = .1*torch.randn((K, M) if AT else (M, K), device="cuda", dtype=DTYPE)
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b = .1*torch.randn((N, K) if BT else (K, N), device="cuda", dtype=DTYPE)
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a = .1 * torch.randn((K, M) if AT else (M, K), device="cuda", dtype=DTYPE)
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b = .1 * torch.randn((N, K) if BT else (K, N), device="cuda", dtype=DTYPE)
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a = a.t() if AT else a
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b = b.t() if BT else b
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# run test
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th_c = torch.matmul(a, b)
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tt_c = triton.testing.catch_oor(lambda : triton.ops.matmul(a, b), pytest)
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tt_c = triton.testing.catch_oor(lambda: triton.ops.matmul(a, b), pytest)
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triton.testing.assert_almost_equal(th_c, tt_c)
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