pointwise.cpp

/*
 * The MIT License (MIT)
 *
 * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 * THE SOFTWARE.
 */
#include <migraphx/gpu/compiler.hpp>
#include <migraphx/gpu/context.hpp>
#include <migraphx/gpu/compile_hip_code_object.hpp>
#include <migraphx/gpu/compile_hip.hpp>
#include <migraphx/gpu/compile_gen.hpp>

#include <migraphx/cpp_generator.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/reduce_dims.hpp>
#include <migraphx/permutation.hpp>
#include <migraphx/stringutils.hpp>
#include <migraphx/dead_code_elimination.hpp>
#include <migraphx/eliminate_common_subexpression.hpp>
#include <migraphx/module.hpp>
#include <migraphx/pass_manager.hpp>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace gpu {

using namespace migraphx::gpu::gen; // NOLINT

static const char* const pointwise_kernel = R"__migraphx__(
#include <migraphx/kernels/index.hpp>
#include <migraphx/kernels/pointwise.hpp>
#include <args.hpp>

namespace migraphx {

${preamble}

extern "C" {
__global__ void ${kernel}(${params}) 
{
    auto idx = make_index();
    pointwise(idx, ${transformers})(${lambda}, ${args});
}
    
}

} // namespace migraphx

)__migraphx__";

static std::vector<std::string> get_op_names(const module& m)
{
    std::vector<std::string> result;
    for(auto& ins : m)
    {
        if(starts_with(ins.name(), "@"))
            continue;
        result.push_back(ins.name());
    }
    return result;
}

struct pointwise_compiler : compiler<pointwise_compiler>
{
    std::vector<std::string> names() const { return {"pointwise"}; }

    static std::size_t oversubscribe_if(bool b)
    {
        if(b)
            return 256;
        else
            return 1;
    }
    operation compile_op(context& ctx, const std::vector<shape>& 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.kernel_name    = v.get("kernel", "kernel");
        options.set_launch_params(
            v,
            compute_global_for(ctx,
                               options.output.elements() / vec.size,
                               oversubscribe_if(not preloads.is_preloading())));
        auto src = interpolate_string(pointwise_kernel,
                                      {{"kernel", options.kernel_name},
                                       {"params", enum_params(inputs.size(), "void * private_p")},
                                       {"args", enum_params(inputs.size(), "private_p")},
                                       {"lambda", v.at("lambda").to<std::string>()},
                                       {"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&) const
    {
        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 + ")";
        auto op_names      = get_op_names(*pm);
        op_names.push_back("kernel");
        auto op_name_string = join_strings(op_names, "_");
        return replace(
            compile_op(ctx,
                       to_shapes(ins->inputs()),
                       {{"lambda", lambda}, {"preamble", g.str()}, {"kernel", op_name_string}}));
    }
};
} // namespace gpu
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx