# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. """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()