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#
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import platform
import re
import pytest
import tvm
from tvm.script import tir as T, ir as I
llvm_version = tvm.target.codegen.llvm_version_major()
machine = platform.machine()
if machine not in ["x86_64", "AMD64", "amd64"]:
pytest.skip(f"Requires x86_64, 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
@I.ir_module
class Module:
@T.prim_func
def main(
A: T.Buffer((elements, width), "float16"),
B: T.Buffer((elements, width), "float32"),
):
T.func_attr({"tir.noalias": True})
for i0 in range(elements):
for i1 in T.vectorized(width):
with T.sblock("B"):
v_i0, v_i1 = T.axis.remap("SS", [i0, i1])
T.reads(A[v_i0, v_i1])
T.writes(B[v_i0, v_i1])
B[v_i0, v_i1] = T.Cast("float32", A[v_i0, v_i1])
f = tvm.tir.build(Module, 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({"kind": "llvm", "mcpu": "skylake-avx512"}, 15, match="vcvtph2ps.*mm")
fp16_to_fp32({"kind": "llvm", "mcpu": "skylake-avx512"}, 16, match="vcvtph2ps.*mm")
fp16_to_fp32({"kind": "llvm", "mcpu": "skylake-avx512"}, 17, match="vcvtph2ps.*mm")
fp16_to_fp32({"kind": "llvm", "mcpu": "skylake-avx512"}, 49, match="vcvtph2ps.*mm")
fp16_to_fp32(
{"kind": "llvm", "mcpu": "skylake-avx512", "mattr": ["-avx512f"]}, 49, match="vcvtph2ps.*mm"
)
fp16_to_fp32(
{"kind": "llvm", "mcpu": "skylake-avx512", "mattr": ["-f16c", "-avx512f"]},
49,
not_match="vcvtph2ps",
)
fp16_to_fp32({"kind": "llvm", "mcpu": "core-avx2"}, 8, match="vcvtph2ps.*mm")
fp16_to_fp32({"kind": "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()