#include #include #include #include #include #include #include #include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace gpu { static const char* const pointwise_kernel = R"__migraphx__( #include #include #include namespace migraphx { ${preamble} extern "C" { __global__ void kernel(${params}) { pointwise(${lambda}, ${args}); } } } // namespace migraphx int main() {} )__migraphx__"; operation compile_pointwise(context&, const std::vector& inputs, const std::string& lambda, const std::string& preamble) { hip_compile_options options; options.global = compute_global(inputs.front().elements()); options.local = 1024; options.inputs = inputs; options.output = inputs.back(); options.virtual_inputs = reduce_dims(inputs); options.params = "-Wno-float-equal"; auto src = interpolate_string(pointwise_kernel, {{"params", enum_params(inputs.size(), "void * private_p")}, {"args", enum_params(inputs.size(), "private_p")}, {"lambda", lambda}, {"preamble", preamble}}); return compile_hip_code_object(src, options); } operation compile_pointwise(context& ctx, const std::vector& inputs, module m) { run_passes(m, {eliminate_common_subexpression{}, dead_code_elimination{}}); cpp_generator g; g.fmap([](const std::string& fname) { return "migraphx::" + fname; }); g.add_point_op("where", "${function:where}(${0}, ${1}, ${2})"); g.add_point_op("prelu", "${function:where}(${0} < 0, ${0} * ${1}, ${0})"); g.add_point_op("sign", "${function:where}(${0} > 0, 1, ${function:where}(${0} < 0, -1, 0))"); g.add_point_op("equal", "migraphx::abs(${0} == ${1})"); g.add_point_op("less", "migraphx::abs(${0} < ${1})"); g.add_point_op("greater", "migraphx::abs(${0} > ${1})"); g.add_point_op("not", "migraphx::abs(not ${0})"); // Add explict conversions g.fresult( [](const shape& s) { return "migraphx::convert<" + shape::cpp_type(s.type()) + ">"; }); auto name = g.create_function(g.generate_module(m).set_attributes({"__device__"}).set_generic_types(m)); return compile_pointwise((ctx), inputs, "MIGRAPHX_LIFT(" + name + ")", g.str()); } } // namespace gpu } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx