# 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. """Testcode for iOS RPC. To use it, start a rpc proxy with "python -m tvm.exec.rpc_proxy". And configure the proxy host field as commented. """ import argparse import numpy as np import tvm from tvm import rpc, te from tvm.support import utils, xcode # Change target configuration, this is setting for iphone6s arch = "arm64" sdk = "iphoneos" target = {"kind": "llvm", "mtriple": f"{arch}-apple-darwin"} MODES = {"proxy": rpc.connect, "tracker": rpc.connect_tracker, "standalone": rpc.connect} # override metal compiler to compile to iphone @tvm.register_global_func("tvm_callback_metal_compile") def compile_metal(src, target): return xcode.compile_metal(src, sdk=sdk) def test_rpc_module(host, port, key, mode): # graph n = tvm.runtime.convert(1024) A = te.placeholder((n,), name="A") B = te.compute(A.shape, lambda *i: A(*i) + 1.0, name="B") temp = utils.tempdir() mod = tvm.IRModule.from_expr(te.create_prim_func([A, B]).with_attr("global_symbol", "myadd")) sch = tvm.s_tir.Schedule(mod) (i,) = sch.get_loops(block=sch.get_sblock("B")) i0, i1 = sch.split(i, [None, 32]) sch.bind(i0, "blockIdx.x") sch.bind(i1, "threadIdx.x") # Build the dynamic lib. # If we don't want to do metal and only use cpu, just set target to be target f = tvm.compile(sch.mod, target=tvm.target.Target("metal", host=target)) path_dso1 = temp.relpath("dev_lib.dylib") f.export_library(path_dso1, fcompile=xcode.create_dylib, arch=arch, sdk=sdk) # connect to the proxy if mode == "tracker": remote = MODES[mode](host, port).request(key) else: remote = MODES[mode](host, port, key=key) remote.upload(path_dso1) dev = remote.metal(0) f1 = remote.load_module("dev_lib.dylib") a_np = np.random.uniform(size=1024).astype(A.dtype) a = tvm.runtime.tensor(a_np, dev) b = tvm.runtime.tensor(np.zeros(1024, dtype=A.dtype), dev) time_f = f1.time_evaluator(f1.entry_name, dev, number=10) cost = time_f(a, b).mean print(f"Metal: {cost:g} secs/op") np.testing.assert_equal(b.numpy(), a.numpy() + 1) if __name__ == "__main__": parser = argparse.ArgumentParser(description="Demo app demonstrates how ios_rpc works.") parser.add_argument("--host", required=True, type=str, help="Address of rpc server") parser.add_argument("--port", type=int, default=9090, help="rpc port (default: 9090)") parser.add_argument("--key", type=str, default="iphone", help="device key (default: iphone)") parser.add_argument( "--mode", type=str, default="tracker", help="type of RPC connection (default: tracker), possible values: {}".format( ", ".join(MODES.keys()) ), ) args = parser.parse_args() assert args.mode in MODES.keys() test_rpc_module(args.host, args.port, args.key, args.mode)