shape.cpp 4.68 KB
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#include <migraph/shape.hpp>
#include <migraph/stringutils.hpp>
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#include <numeric>
#include <algorithm>
#include <functional>
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#include <iostream>
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namespace migraph {
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shape::shape() : m_type(float_type), m_packed(false) {}
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shape::shape(type_t t) : m_type(t), m_lens({1}), m_strides({1}), m_packed(true) {}
shape::shape(type_t t, std::vector<std::size_t> l) : m_type(t), m_lens(std::move(l)), m_packed(true)
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{
    this->calculate_strides();
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    assert(m_lens.size() == m_strides.size());
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}
shape::shape(type_t t, std::vector<std::size_t> l, std::vector<std::size_t> s)
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    : m_type(t), m_lens(std::move(l)), m_strides(std::move(s))
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{
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    assert(m_lens.size() == m_strides.size());
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    assert(std::any_of(m_strides.begin(), m_strides.end(), [](auto x) { return x > 0; }) and
           "At least one stride must be non-zero");
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    m_packed = this->elements() == this->element_space() and
               std::is_sorted(m_strides.rbegin(), m_strides.rend());
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}

void shape::calculate_strides()
{
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    m_strides.clear();
    m_strides.resize(m_lens.size(), 0);
    if(m_strides.empty())
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        return;
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    m_strides.back() = 1;
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    std::partial_sum(
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        m_lens.rbegin(), m_lens.rend() - 1, m_strides.rbegin() + 1, std::multiplies<std::size_t>());
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}

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shape::type_t shape::type() const { return this->m_type; }
const std::vector<std::size_t>& shape::lens() const { return this->m_lens; }
const std::vector<std::size_t>& shape::strides() const { return this->m_strides; }
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std::size_t shape::elements() const
{
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    assert(this->lens().size() == this->strides().size());
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    return std::accumulate(
        this->lens().begin(), this->lens().end(), std::size_t{1}, std::multiplies<std::size_t>());
}
std::size_t shape::bytes() const
{
    std::size_t n = 0;
    this->visit_type([&](auto as) { n = as.size(); });
    return n * this->element_space();
}
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std::size_t shape::index(std::initializer_list<std::size_t> l) const
{
    assert(l.size() <= this->lens().size());
    assert(this->lens().size() == this->strides().size());
    return std::inner_product(l.begin(), l.end(), this->strides().begin(), std::size_t{0});
}
std::size_t shape::index(const std::vector<std::size_t>& l) const
{
    assert(l.size() <= this->lens().size());
    assert(this->lens().size() == this->strides().size());
    return std::inner_product(l.begin(), l.end(), this->strides().begin(), std::size_t{0});
}
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std::size_t shape::index(std::size_t i) const
{
    assert(this->lens().size() == this->strides().size());
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    if(this->packed())
        return i;
    else
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        return std::inner_product(this->lens().begin(),
                                  this->lens().end(),
                                  this->strides().begin(),
                                  std::size_t{0},
                                  std::plus<std::size_t>{},
                                  [&](std::size_t len, std::size_t stride) {
                                      assert(stride > 0 and len > 0);
                                      return ((i / stride) % len) * stride;
                                  });
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}
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bool shape::packed() const { return this->m_packed; }
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bool shape::broadcasted() const
{
    assert(this->lens().size() == this->strides().size());
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    return std::accumulate(this->strides().begin(),
                           this->strides().end(),
                           std::size_t{1},
                           std::multiplies<std::size_t>()) == 0;
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}

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std::size_t shape::element_space() const
{
    // TODO: Get rid of intermediate vector
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    assert(this->lens().size() == this->strides().size());
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    std::vector<std::size_t> max_indices(this->lens().size());
    std::transform(this->lens().begin(),
                   this->lens().end(),
                   std::vector<std::size_t>(this->lens().size(), 1).begin(),
                   max_indices.begin(),
                   std::minus<std::size_t>());
    return std::inner_product(
               max_indices.begin(), max_indices.end(), this->strides().begin(), std::size_t{0}) +
           1;
}

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std::string shape::type_string() const
{
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    switch(this->m_type)
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    {
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#define MIGRAPH_SHAPE_TYPE_STRING_CASE(x, t) \
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    case x: return #x;
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        MIGRAPH_SHAPE_VISIT_TYPES(MIGRAPH_SHAPE_TYPE_STRING_CASE)
#undef MIGRAPH_SHAPE_TYPE_STRING_CASE
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    }
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    MIGRAPH_THROW("Invalid type");
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}

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bool operator==(const shape& x, const shape& y)
{
    return x.type() == y.type() && x.lens() == y.lens() && x.strides() == y.strides();
}
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bool operator!=(const shape& x, const shape& y) { return !(x == y); }
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std::ostream& operator<<(std::ostream& os, const shape& x)
{
    os << x.type_string() << ", ";
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    os << "{" << to_string_range(x.lens()) << "}, ";
    os << "{" << to_string_range(x.strides()) << "}";
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    return os;
}

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} // namespace migraph