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test_loopy.py 30.9 KiB
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    from pymbolic.primitives import Subscript, Variable
    i2 = lp.Assignment("a",
            lp.Reduction("sum", "j", Subscript(Variable("phi"), Variable("j"))),
            forced_iname_deps=frozenset(),
            forced_iname_deps_is_final=True)

    k = lp.make_kernel("{[i,j] : 0<=i,j<n}",
            [i1, i2],
            [
                lp.GlobalArg("a", dtype=np.float32, shape=()),
                lp.ValueArg("n", dtype=np.int32),
                lp.TemporaryVariable("phi", dtype=np.float32, shape=("n",)),
                ],
            target=lp.CTarget(),
            )

    k = lp.preprocess_kernel(k)

    assert 'i' not in k.insn_inames("insn_0_j_update")
    print(k.stringify(with_dependencies=True))


def test_kernel_splitting(ctx_factory):
    ctx = ctx_factory()

    knl = lp.make_kernel(
            "{ [i]: 0<=i<n }",
            """
            c[i] = a[i + 1]
            out[i] = c[i]
            """)

    knl = lp.add_and_infer_dtypes(knl,
            {"a": np.float32, "c": np.float32, "out": np.float32, "n": np.int32})

    ref_knl = knl

    knl = lp.split_iname(knl, "i", 128, outer_tag="g.0", inner_tag="l.0")

    # schedule
    from loopy.preprocess import preprocess_kernel
    knl = preprocess_kernel(knl)

    from loopy.schedule import get_one_scheduled_kernel
    knl = get_one_scheduled_kernel(knl)

    # map schedule onto host or device
    print(knl)

    cgr = lp.generate_code_v2(knl)

    assert len(cgr.device_programs) == 2

    print(cgr.device_code())
    print(cgr.host_code())

    lp.auto_test_vs_ref(ref_knl, ctx, knl, parameters=dict(n=5))


def test_kernel_splitting_with_loop(ctx_factory):
    #ctx = ctx_factory()

    knl = lp.make_kernel(
            "{ [i,k]: 0<=i<n and 0<=k<3 }",
            """
            c[k,i] = a[k, i + 1]
            out[k,i] = c[k,i]
            """)

    knl = lp.add_and_infer_dtypes(knl,
            {"a": np.float32, "c": np.float32, "out": np.float32, "n": np.int32})

    # ref_knl = knl

    knl = lp.split_iname(knl, "i", 128, outer_tag="g.0", inner_tag="l.0")

    # schedule
    from loopy.preprocess import preprocess_kernel
    knl = preprocess_kernel(knl)

    from loopy.schedule import get_one_scheduled_kernel
    knl = get_one_scheduled_kernel(knl)

    # map schedule onto host or device
    print(knl)

    cgr = lp.generate_code_v2(knl)

    assert len(cgr.device_programs) == 2

    print(cgr.device_code())
    print(cgr.host_code())

    # Doesn't yet work--not passing k
    #lp.auto_test_vs_ref(ref_knl, ctx, knl, parameters=dict(n=5))


def test_global_temporary(ctx_factory):
    ctx = ctx_factory()

    knl = lp.make_kernel(
            "{ [i]: 0<=i<n}",
            """
            <> c[i] = a[i + 1]
            out[i] = c[i]
            """)

    knl = lp.add_and_infer_dtypes(knl,
            {"a": np.float32, "c": np.float32, "out": np.float32, "n": np.int32})
    knl = lp.set_temporary_scope(knl, "c", "global")

    ref_knl = knl

    knl = lp.split_iname(knl, "i", 128, outer_tag="g.0", inner_tag="l.0")

    cgr = lp.generate_code_v2(knl)

    assert len(cgr.device_programs) == 2

    #print(cgr.device_code())
    #print(cgr.host_code())

    lp.auto_test_vs_ref(ref_knl, ctx, knl, parameters=dict(n=5))


if __name__ == "__main__":
    if len(sys.argv) > 1:
        exec(sys.argv[1])
    else:
        from py.test.cmdline import main
        main([__file__])