test_tir_pass_lift_attr_scope.py

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import tvm
from tvm import te

def test_coproc_lift():
    ib = tvm.tir.ir_builder.create()
    n = te.var("n")
    cp = te.thread_axis((0, 1), "cop")
    value = tvm.tir.StringImm("xxx")

    A = ib.allocate("float32", n, name="A", scope="global")
    with ib.for_range(0, n, name="i") as i:
        with ib.for_range(0, 10, name="j") as j:
            ib.scope_attr(cp, "coproc_uop_scope", value)
            A[i] = A[i] + 1
        with ib.if_scope(i.equal(0)):
            with ib.for_range(0, 10, name="j") as j:
                ib.scope_attr(cp, "coproc_uop_scope", value)
                A[j] = A[j] + 2
                A[j] = A[j] + 3
                A[j] = A[j] + 3
    body = ib.get()
    body = tvm.tir.ir_pass.LiftAttrScope(body, "coproc_uop_scope")
    assert body.body.body.node == cp

    # only able to lift to the common pattern of the last two fors.
    ib = tvm.tir.ir_builder.create()
    A = ib.allocate("float32", n, name="A", scope="global")
    with ib.for_range(0, n, name="i") as i:
        with ib.for_range(0, 10, name="j") as j:
            A[j] = A[j] + 1
        with ib.for_range(0, 10, name="j") as j:
            ib.scope_attr(cp, "coproc_uop_scope", value)
            A[i] = A[i] + 1
        with ib.for_range(0, 10, name="j") as j:
            ib.scope_attr(cp, "coproc_uop_scope", value)
            A[i] = A[i] + 2

    body = ib.get()
    body = tvm.tir.ir_pass.LiftAttrScope(body, "coproc_uop_scope")
    assert body.body.body.body[1].node == cp
    assert len(body.body.body.body) == 2

if __name__ == "__main__":
    test_coproc_lift()