tests/python/codegen/test_target_codegen_cross_llvm.py

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"""Test cross compilation"""
import tvm
import tvm.testing
from tvm import te
import os
import struct
from tvm import rpc
from tvm.contrib import utils, cc
import numpy as np


@tvm.testing.requires_llvm
def test_llvm_add_pipeline():
    nn = 1024
    n = tvm.runtime.convert(nn)
    A = te.placeholder((n,), name="A")
    B = te.placeholder((n,), name="B")
    C = te.compute(A.shape, lambda *i: A(*i) + B(*i), name="C")
    s = te.create_schedule(C.op)
    xo, xi = s[C].split(C.op.axis[0], factor=4)
    s[C].parallel(xo)
    s[C].vectorize(xi)

    def verify_elf(path, e_machine):
        with open(path, "rb") as fi:
            arr = fi.read(20)
            assert struct.unpack("ccc", arr[1:4]) == (b"E", b"L", b"F")
            endian = struct.unpack("b", arr[0x5:0x6])[0]
            endian = "<" if endian == 1 else ">"
            assert struct.unpack(endian + "h", arr[0x12:0x14])[0] == e_machine

    def build_i386():
        temp = utils.tempdir()
        target = "llvm -mtriple=i386-pc-linux-gnu"
        f = tvm.build(s, [A, B, C], target)
        path = temp.relpath("myadd.o")
        f.save(path)
        verify_elf(path, 0x03)

    def build_arm():
        target = "llvm -mtriple=armv7-none-linux-gnueabihf"
        if not tvm.runtime.enabled(target):
            print("Skip because %s is not enabled.." % target)
            return
        temp = utils.tempdir()
        f = tvm.build(s, [A, B, C], target)
        path = temp.relpath("myadd.o")
        f.save(path)
        verify_elf(path, 0x28)
        asm_path = temp.relpath("myadd.asm")
        f.save(asm_path)
        # Do a RPC verification, launch kernel on Arm Board if available.
        host = os.environ.get("TVM_RPC_ARM_HOST", None)
        remote = None
        if host:
            port = int(os.environ["TVM_RPC_ARM_PORT"])
            try:
                remote = rpc.connect(host, port)
            except tvm.error.TVMError as e:
                pass

        if remote:
            remote.upload(path)
            farm = remote.load_module("myadd.o")
            dev = remote.cpu(0)
            n = nn
            a = tvm.nd.array(np.random.uniform(size=n).astype(A.dtype), dev)
            b = tvm.nd.array(np.random.uniform(size=n).astype(A.dtype), dev)
            c = tvm.nd.array(np.zeros(n, dtype=C.dtype), dev)
            farm(a, b, c)
            tvm.testing.assert_allclose(c.numpy(), a.numpy() + b.numpy())
            print("Verification finish on remote..")

    build_i386()
    build_arm()


if __name__ == "__main__":
    test_llvm_add_pipeline()