# 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. import tvm from tvm import te import re def test_fp16_to_fp32(): if tvm.target.codegen.llvm_version_major() < 6: print( "Skipping due to LLVM version being {} < 6".format( tvm.target.codegen.llvm_version_major() ) ) return import platform machine = platform.machine() if machine not in ["x86_64", "i386", "AMD64"]: print("Skipping test because the platform is: {} ".format(machine)) return def fp16_to_fp32(target, width, match=None, not_match=None): elements = 64 n = tvm.runtime.convert(elements) A = te.placeholder((n, width), dtype="float16", name="A") B = te.compute(A.shape, lambda *i: A(*i).astype("float32"), name="B") s = te.create_schedule(B.op) s[B].vectorize(s[B].op.axis[1]) f = tvm.build(s, [A, B], target) assembly = f.get_source("asm").splitlines() if match: matches = [l for l in assembly if re.search(match, l)] assert matches if not_match: not_matches = [l for l in assembly if re.search(not_match, l)] assert not not_matches fp16_to_fp32("llvm -mcpu=skylake-avx512", 15, match="vcvtph2ps.*mm") fp16_to_fp32("llvm -mcpu=skylake-avx512", 16, match="vcvtph2ps.*mm") fp16_to_fp32("llvm -mcpu=skylake-avx512", 17, match="vcvtph2ps.*mm") fp16_to_fp32("llvm -mcpu=skylake-avx512", 49, match="vcvtph2ps.*mm") fp16_to_fp32("llvm -mcpu=skylake-avx512 -mattr=-avx512f", 49, match="vcvtph2ps.*mm") fp16_to_fp32("llvm -mcpu=skylake-avx512 -mattr=-f16c,-avx512f", 49, not_match="vcvtph2ps") fp16_to_fp32("llvm -mcpu=core-avx2", 8, match="vcvtph2ps.*mm") fp16_to_fp32("llvm -mcpu=core-avx2", 9, match="vcvtph2ps.*mm") fp16_to_fp32("llvm", 9, not_match="vcvtph2ps") if __name__ == "__main__": test_fp16_to_fp32()