| # 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 platform |
| import re |
| |
| import pytest |
| |
| import tvm |
| from tvm import te |
| |
| llvm_version = tvm.target.codegen.llvm_version_major() |
| machine = platform.machine() |
| |
| if machine not in ["i386", "x86_64", "AMD64", "amd64"]: |
| pytest.skip(f"Requires x86_64/i386, but machine is {machine}", allow_module_level=True) |
| |
| |
| @tvm.testing.requires_llvm |
| @pytest.mark.skipif(llvm_version < 6, reason=f"Requires LLVM 6+, got {llvm_version}") |
| def test_fp16_to_fp32(): |
| 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") |
| sch = tvm.tir.Schedule(te.create_prim_func([A, B])) |
| sch.vectorize(sch.get_loops("B")[1]) |
| f = tvm.tir.build(sch.mod, target=target) |
| |
| assembly = f.inspect_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") |
| |
| |
| is_32bit = platform.architecture()[0] == "32bit" |
| |
| |
| if __name__ == "__main__": |
| test_fp16_to_fp32() |