frigate/docker/rocm/migraphx/eliminate_contiguous.cpp

/*
 * The MIT License (MIT)
 *
 * Copyright (c) 2015-2024 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
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 * 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.
 *
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 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
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#include <migraphx/eliminate_contiguous.hpp>
#include <migraphx/program.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/iterator_for.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/stringutils.hpp>
#include <migraphx/op/contiguous.hpp>
#include <migraphx/op/identity.hpp>
#include <migraphx/par_for.hpp>
#include <utility>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {

MIGRAPHX_DECLARE_ENV_VAR(MIGRAPHX_TRACE_ELIMINATE_CONTIGUOUS)

static bool try_compute_shape(instruction_ref ins,
                              const std::vector<shape>& inputs,
                              const std::vector<module_ref>& mods)
{
    try
    {
        shape new_shape = ins->get_operator().compute_shape(inputs, mods);

        // Cannot tell if a dynamic shape will need to be made contiguous
        if(new_shape.dynamic())
        {
            return false;
        }

        // If the output shape is a standard shape, no need to try its output
        if(new_shape.standard())
        {
            return true;
        }

        // if no changes for the shape, the contiguous can also be removed
        if(new_shape == ins->get_shape())
        {
            return true;
        }

        auto outputs = ins->outputs();
        // If the current instruction has no output, it means it is the last
        // instruction and generates a non-standard output shape, and the last
        // output shape is different from the case with the contiguous operator
        if(outputs.empty())
        {
            return false;
        }

        for(auto output : outputs)
        {
            auto args = output->inputs();
            std::vector<shape> input_shapes(args.size());
            std::transform(args.begin(), args.end(), input_shapes.begin(), [&](auto& arg) {
                return (arg == ins) ? new_shape : arg->get_shape();
            });

            if(not try_compute_shape(output, input_shapes, output->module_inputs()))
            {
                return false;
            }
        }
    }
    catch(const std::exception& e)
    {
        if(enabled(MIGRAPHX_TRACE_ELIMINATE_CONTIGUOUS{}))
        {
            std::cout << "Exception: " << e.what() << std::endl;
        }
        return false;
    }
    catch(...)
    {
        if(enabled(MIGRAPHX_TRACE_ELIMINATE_CONTIGUOUS{}))
        {
            std::cout << "Unknown exception" << std::endl;
        }
        return false;
    }

    return true;
}

static bool try_compute_shape(instruction_ref ins,
                              const std::vector<instruction_ref>& args,
                              const std::vector<module_ref>& mods)
{
    auto inputs = to_shapes(args);
    return try_compute_shape(ins, inputs, mods);
}

template <class F>
static void remove_contiguous(const std::string& op_name, module& m, F f)
{
    auto last = std::prev(m.end());
    std::vector<instruction_ref> const_instructions;

    for(auto ins : iterator_for(m))
    {
        // return instruction should have inputs with standard shape
        if(ins->name() == "@return")
            continue;

        if(ins != last and ins->outputs().empty())
            continue;

        if(not f(ins))
            continue;

        auto args     = ins->inputs();
        auto mod_args = ins->module_inputs();

        for(auto arg : ins->inputs())
        {
            if(arg->name() != op_name)
                continue;
            if(enabled(MIGRAPHX_TRACE_ELIMINATE_CONTIGUOUS{}))
            {
                std::cout << "eliminate_contiguous: ";
                m.debug_print(ins);
            }
            auto prev = arg->inputs().front();
            // create copy of args each time as they are modified inside the loop
            auto new_args = ins->inputs();
            replace(new_args, arg, prev);
            if(try_compute_shape(ins, new_args, mod_args))
            {
                instruction::replace_argument(ins, arg, prev);
            }
            else if(prev->can_eval())
            {
                const_instructions.push_back(arg);
            }
        }
    }

    // Perform static contiguous evaluations in parallel
    std::vector<argument> literals(const_instructions.size());
    par_for(const_instructions.size(), 1, [&](const auto i) {
        auto c    = op::contiguous{};
        auto prev = const_instructions[i]->inputs().front();
        // compute the output contiguous shape from the previous instruction shape
        shape computed_shape                   = c.compute_shape({prev->get_shape()});
        const std::vector<argument>& prev_eval = {prev->eval()};
        // prev_eval should not be used in make_compute_output_shape() as computed_shape is static
        auto co_shape = make_compute_output_shape(pack(c, computed_shape, prev_eval));
        literals[i]   = c.compute(co_shape, prev_eval);
    });

    // Replace static contiguous operations with a literal
    for(size_t i = 0; i < const_instructions.size(); i++)
    {
        auto l = m.add_literal(literals[i].get_shape(), literals[i].data());
        m.replace_instruction(const_instructions[i], l);
    }
}

void eliminate_contiguous::apply(module& m) const
{
    // Skip contiguous from splits first
    remove_contiguous(op_name, m, [](auto ins) {
        if(ins->name() != "slice")
            return true;
        return (ins->inputs().front()->outputs().size() == 1);
    });
    remove_contiguous(op_name, m, [](auto) { return true; });
}

} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx