#include #include #include #include #include #include namespace migraph { struct shape_impl { static std::shared_ptr default_shape() { static std::shared_ptr result = std::make_shared(); return result; } shape_impl() : m_type(shape::float_type), m_standard(false) {} shape_impl(shape::type_t t) : m_type(t), m_lens({1}), m_strides({1}), m_standard(true) {} shape_impl(shape::type_t t, std::vector l) : m_type(t), m_lens(std::move(l)), m_standard(true) { this->calculate_strides(); assert(m_lens.size() == m_strides.size()); } shape_impl(shape::type_t t, std::vector l, std::vector s) : m_type(t), m_lens(std::move(l)), m_strides(std::move(s)) { assert(m_lens.size() == m_strides.size()); assert(std::any_of(m_strides.begin(), m_strides.end(), [](auto x) { return x > 0; }) and "At least one stride must be non-zero"); m_standard = this->elements() == this->element_space() and std::is_sorted(m_strides.rbegin(), m_strides.rend()); } shape::type_t m_type; std::vector m_lens; std::vector m_strides; bool m_standard; void calculate_strides() { m_strides.clear(); m_strides.resize(m_lens.size(), 0); if(m_strides.empty()) return; m_strides.back() = 1; std::partial_sum(m_lens.rbegin(), m_lens.rend() - 1, m_strides.rbegin() + 1, std::multiplies()); } std::size_t element_space() const { assert(m_lens.size() == m_strides.size()); if(m_lens.empty()) return 0; return std::inner_product(m_lens.begin(), m_lens.end(), m_strides.begin(), std::size_t{0}, std::plus{}, [](std::size_t l, std::size_t s) { return (l - 1) * s; }) + 1; } std::size_t elements() const { assert(m_lens.size() == m_strides.size()); if(m_lens.empty()) return 0; return std::accumulate( m_lens.begin(), m_lens.end(), std::size_t{1}, std::multiplies()); } }; shape::shape() : impl(shape_impl::default_shape()) {} shape::shape(type_t t) : impl(std::make_shared(t)) {} shape::shape(type_t t, std::vector l) : impl(std::make_shared(t, std::move(l))) { } shape::shape(type_t t, std::vector l, std::vector s) : impl(std::make_shared(t, std::move(l), std::move(s))) { } shape::type_t shape::type() const { return impl->m_type; } const std::vector& shape::lens() const { return impl->m_lens; } const std::vector& shape::strides() const { return impl->m_strides; } std::size_t shape::elements() const { return impl->elements(); } std::size_t shape::bytes() const { std::size_t n = 0; this->visit_type([&](auto as) { n = as.size(); }); return n * this->element_space(); } std::size_t shape::index(std::initializer_list 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& 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(std::size_t i) const { assert(this->lens().size() == this->strides().size()); if(this->standard()) return i; else return std::inner_product(this->lens().begin(), this->lens().end(), this->strides().begin(), std::size_t{0}, std::plus{}, [&](std::size_t len, std::size_t stride) { assert(stride > 0 and len > 0); return ((i / stride) % len) * stride; }); } bool shape::packed() const { return this->elements() == this->element_space(); } bool shape::transposed() const { return not std::is_sorted(this->strides().rbegin(), this->strides().rend()); } bool shape::broadcasted() const { assert(this->lens().size() == this->strides().size()); return std::accumulate(this->strides().begin(), this->strides().end(), std::size_t{1}, std::multiplies()) == 0; } bool shape::standard() const { return impl->m_standard; } std::size_t shape::element_space() const { return impl->element_space(); } std::string shape::type_string() const { switch(this->type()) { #define MIGRAPH_SHAPE_TYPE_STRING_CASE(x, t) \ case x: return #x; MIGRAPH_SHAPE_VISIT_TYPES(MIGRAPH_SHAPE_TYPE_STRING_CASE) #undef MIGRAPH_SHAPE_TYPE_STRING_CASE } MIGRAPH_THROW("Invalid type"); } bool operator==(const shape& x, const shape& y) { return x.type() == y.type() && x.lens() == y.lens() && x.strides() == y.strides(); } bool operator!=(const shape& x, const shape& y) { return !(x == y); } std::ostream& operator<<(std::ostream& os, const shape& x) { os << x.type_string() << ", "; os << "{" << to_string_range(x.lens()) << "}, "; os << "{" << to_string_range(x.strides()) << "}"; return os; } } // namespace migraph