#include #include #include #include #include #include #include #include #include #include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace gpu { using namespace migraphx::gpu::gen; // NOLINT static const char* const pointwise_kernel = R"__migraphx__( #include #include #include namespace migraphx { ${preamble} extern "C" { __global__ void kernel(${params}) { auto idx = make_index(); pointwise(idx, ${transformers})(${lambda}, ${args}); } } } // namespace migraphx )__migraphx__"; struct pointwise_compiler : compiler { std::vector names() const { return {"pointwise", "contiguous"}; } static std::size_t oversubscribe_if(bool b) { if(b) return 256; else return 1; } static std::size_t compute_local(gen::vectorize v, const std::vector& inputs) { const std::size_t max_local = 1024; if (std::none_of(inputs.begin(), inputs.end(), [&](auto s) { return s.transposed(); })) return max_local; if (std::any_of(inputs.begin(), inputs.end(), [&](auto s) { return s.broadcasted() or s.strides()[v.axis] != 1; })) return max_local; return inputs.front().lens()[v.axis] / v.size; } operation compile_op(context& ctx, const std::vector& inputs, const value& v) const { hip_compile_options options; options.inputs = inputs; options.output = inputs.back(); options.virtual_inputs = reduce_dims(inputs); options.params = "-Wno-float-equal"; auto axis = find_fast_axis(options.virtual_inputs); auto vec = vectorize::elements(axis, options.virtual_inputs); auto preloads = preload::broadcasts(axis, options.virtual_inputs); options.set_launch_params( v, compute_global_for(ctx, options.output.elements() / vec.size, oversubscribe_if(not preloads.is_preloading())), compute_local(vec, options.virtual_inputs)); auto src = interpolate_string(pointwise_kernel, {{"params", enum_params(inputs.size(), "void * private_p")}, {"args", enum_params(inputs.size(), "private_p")}, {"lambda", v.at("lambda").to()}, {"transformers", make_transformer_args(preloads, vec)}, {"preamble", v.get("preamble", std::string{})}}); return compile_hip_code_object(src, options); } compiler_replace compile(context& ctx, instruction_ref ins, const operation& op) const { if(op.name() == "contiguous") { return replace(compile_op( ctx, to_shapes(ins->inputs()), {{"lambda", "[](auto x) { return x; }"}})); } else { assert(not ins->module_inputs().empty()); auto* pm = ins->module_inputs().front(); run_passes(*pm, {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(*pm).set_attributes({"__device__"}).set_generic_types(*pm)); std::string lambda = "MIGRAPHX_LIFT(" + name + ")"; return replace(compile_op( ctx, to_shapes(ins->inputs()), {{"lambda", lambda}, {"preamble", g.str()}})); } } }; } // namespace gpu } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx