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shape.h
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shape.h
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// Copyright 2023 Ant Group Co., Ltd.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#pragma once
#include <array>
#include <cstdint>
#include <numeric>
#include <optional>
#include <utility>
#include <vector>
#include "absl/types/span.h"
#include "llvm/ADT/ArrayRef.h"
#include "libspu/core/prelude.h"
namespace spu {
class Shape : public std::vector<int64_t> {
private:
using Base = std::vector<int64_t>;
public:
using Base::Base;
/*explicit*/ Shape(llvm::ArrayRef<int64_t> arr)
: Base(arr.begin(), arr.end()) {}
Shape(std::initializer_list<int64_t> list) : Base(list) {}
template <size_t SZ>
Shape(std::array<int64_t, SZ> arr) : Base(arr.begin(), arr.end()) {}
int64_t ndim() const { return static_cast<int64_t>(size()); }
int64_t dim(int64_t idx) const {
SPU_ENFORCE(idx < ndim(), "invalid idx={}, ndim={}", idx, ndim());
return at(idx);
}
int64_t numel() const {
return std::accumulate(begin(), end(), static_cast<int64_t>(1),
std::multiplies<>());
}
bool isScalar() const { return empty(); }
bool isTensor() const { return !isScalar(); }
friend std::ostream &operator<<(std::ostream &out, const Shape &s) {
out << fmt::format("{}", fmt::join(s, "x"));
return out;
}
private:
// Hide parent's empty method
bool empty() const { return Base::empty(); }
};
inline auto format_as(const Shape &s) { return fmt::streamed(s); }
class Index : public std::vector<int64_t> {
private:
using Base = std::vector<int64_t>;
public:
using Base::Base;
/*explicit*/ Index(llvm::ArrayRef<int64_t> arr)
: Base(arr.begin(), arr.end()) {}
/// Checks if an element `e` at kth axis of `this` object follows
/// `0 <= e <= bounds[k]`.
bool inBounds(const Shape &bounds) const;
friend std::ostream &operator<<(std::ostream &out, const Index &s) {
out << fmt::format("{}", fmt::join(s, "x"));
return out;
}
};
inline auto format_as(const Index &idx) { return fmt::streamed(idx); }
using Stride = int64_t;
class Strides : public std::vector<Stride> {
private:
using Base = std::vector<Stride>;
public:
using Base::Base;
/*explicit*/ Strides(llvm::ArrayRef<Stride> arr)
: Base(arr.begin(), arr.end()) {}
Strides(std::initializer_list<int64_t> list) : Base(list) {}
friend std::ostream &operator<<(std::ostream &out, const Strides &s) {
out << fmt::format("{}", fmt::join(s, "x"));
return out;
}
};
inline auto format_as(const Strides &s) { return fmt::streamed(s); }
class Sizes : public std::vector<int64_t> {
private:
using Base = std::vector<int64_t>;
public:
using Base::Base;
/*explicit*/ Sizes(llvm::ArrayRef<Stride> arr)
: Base(arr.begin(), arr.end()) {}
friend std::ostream &operator<<(std::ostream &out, const Sizes &s) {
out << fmt::format("{}", fmt::join(s, "x"));
return out;
}
};
inline auto format_as(const Sizes &s) { return fmt::streamed(s); }
class Axes : public std::vector<int64_t> {
private:
using Base = std::vector<int64_t>;
public:
using Base::Base;
/*explicit*/ Axes(llvm::ArrayRef<int64_t> arr)
: Base(arr.begin(), arr.end()) {}
friend std::ostream &operator<<(std::ostream &out, const Axes &s) {
out << fmt::format("{}", fmt::join(s, "x"));
return out;
}
};
inline auto format_as(const Axes &axes) { return fmt::streamed(axes); }
Strides makeCompactStrides(const Shape &shape);
int64_t flattenIndex(const Index &index, const Shape &shape);
Index unflattenIndex(int64_t index, const Shape &shape);
inline bool bumpIndices(absl::Span<const int64_t> shape,
absl::Span<int64_t> indices) {
SPU_ENFORCE(shape.size() == indices.size());
for (int64_t dimno = indices.size() - 1; dimno >= 0; --dimno) {
int64_t limit = shape[dimno];
if (indices[dimno] + 1 < limit) {
indices[dimno]++;
// Whenever an index of a dimension is increased, it means that all
// following dimensions have maxed out, so they must go to 0.
std::fill(indices.begin() + dimno + 1, indices.end(), 0);
return true;
}
}
return false;
}
inline size_t calcFlattenOffset(const Index &indices, const Shape &shape,
const Strides &strides) {
if (shape.ndim() != 0 && strides.empty()) {
return calcFlattenOffset(indices, shape, makeCompactStrides(shape));
}
int64_t offset = 0;
for (int64_t idx = indices.size() - 1; idx >= 0; --idx) {
offset += indices[idx] * strides[idx];
}
return offset;
}
} // namespace spu