gemma.cpp/util/basics.h

255 lines
7.2 KiB
C++

// Copyright 2024 Google LLC
// SPDX-License-Identifier: Apache-2.0
//
// 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
//
// https://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.
#ifndef THIRD_PARTY_GEMMA_CPP_UTIL_BASICS_H_
#define THIRD_PARTY_GEMMA_CPP_UTIL_BASICS_H_
// IWYU pragma: begin_exports
#include <stddef.h>
#include <stdint.h>
#include "hwy/aligned_allocator.h"
#include "hwy/base.h"
// IWYU pragma: end_exports
#if HWY_IS_MSAN
#include <sanitizer/msan_interface.h>
#endif
namespace gcpp {
enum class Tristate : int32_t { kFalse = 0, kTrue = 1, kDefault = -1 };
static inline const char* ToString(Tristate t) {
switch (t) {
case Tristate::kFalse:
return "false";
case Tristate::kTrue:
return "true";
case Tristate::kDefault:
return "default";
}
}
using BF16 = hwy::bfloat16_t;
static inline void MaybeCheckInitialized(const void* ptr, size_t size) {
#if HWY_IS_MSAN
__msan_check_mem_is_initialized(ptr, size);
#else
(void)ptr;
(void)size;
#endif
}
// Shared between gemma.h and ops-inl.h.
struct TokenAndProb {
int token;
float prob;
};
// Entire size of a 2D array.
struct Extents2D {
Extents2D() : rows(0), cols(0) {}
Extents2D(size_t rows, size_t cols) : rows(rows), cols(cols) {
HWY_DASSERT(rows != 0);
HWY_DASSERT(cols != 0);
}
size_t Area() const { return rows * cols; }
size_t rows;
size_t cols;
};
struct IndexRange {
IndexRange(size_t begin, size_t end) : begin_(begin), end_(end) {
HWY_DASSERT(begin < end);
}
IndexRange(const IndexRange& other) = default;
IndexRange& operator=(const IndexRange& other) = default;
size_t Num() const { return end_ - begin_; }
// Enable range-based for loops.
class Iterator {
public:
Iterator(size_t i) : i_(i) {}
Iterator& operator++() {
++i_;
return *this;
}
bool operator!=(const Iterator& other) const { return i_ != other.i_; }
size_t operator*() const { return i_; }
// Enable using begin() directly as a size_t.
operator size_t() const { return i_; }
private:
size_t i_;
};
Iterator begin() const { return Iterator(begin_); }
Iterator end() const { return Iterator(end_); }
size_t begin_;
size_t end_;
};
static inline IndexRange MakeIndexRange(size_t begin, size_t end,
size_t max_size) {
return IndexRange(begin, HWY_MIN(begin + max_size, end));
}
// Lightweight version of `MatPtr` used for the C argument of `MatMul`, because
// it is always float and does not support compressed T, but does support an
// arbitrary stride >= cols.
template <typename T>
class RowPtr {
public:
RowPtr(T* HWY_RESTRICT row0, size_t cols)
: row0_(row0), cols_(cols), stride_(cols) {}
RowPtr(T* HWY_RESTRICT row0, size_t cols, size_t stride)
: row0_(row0), cols_(cols), stride_(stride) {
HWY_DASSERT(stride >= cols);
}
T* HWY_RESTRICT Row(size_t r) const { return row0_ + stride_ * r; }
size_t Cols() const { return cols_; }
size_t Stride() const { return stride_; }
void SetStride(size_t stride) {
HWY_DASSERT(stride >= Cols());
stride_ = stride;
}
private:
T* HWY_RESTRICT row0_;
size_t stride_;
size_t cols_;
};
using RowPtrF = RowPtr<float>;
// Owns dynamically-allocated aligned memory for a batch of row vectors.
// This can be seen as a (batch_size x cols) matrix. Unlike `RowPtr`, this owns
// the memory.
template <typename T>
class RowVectorBatch {
public:
// Default ctor for Activations ctor.
RowVectorBatch() = default;
// Main ctor, called from Activations::Allocate.
RowVectorBatch(Extents2D extents) : extents_(extents) {
mem_ = hwy::AllocateAligned<T>(extents_.rows * extents_.cols);
}
// Move-only
RowVectorBatch(RowVectorBatch&) noexcept = delete;
RowVectorBatch& operator=(RowVectorBatch&) noexcept = delete;
RowVectorBatch(RowVectorBatch&&) noexcept = default;
RowVectorBatch& operator=(RowVectorBatch&&) noexcept = default;
size_t BatchSize() const { return extents_.rows; }
size_t Cols() const { return extents_.cols; }
Extents2D Extents() const { return extents_; }
// Returns the given row vector of length `Cols()`.
T* Batch(size_t batch_idx) {
HWY_DASSERT(batch_idx < BatchSize());
return mem_.get() + batch_idx * Cols();
}
const T* Batch(size_t batch_idx) const {
HWY_DASSERT(batch_idx < BatchSize());
return mem_.get() + batch_idx * Cols();
}
// For MatMul or other operations that process the entire batch at once.
// TODO: remove once we only use Mat.
T* All() { return mem_.get(); }
const T* Const() const { return mem_.get(); }
size_t NumBytes() const { return BatchSize() * Cols() * sizeof(T); }
private:
hwy::AlignedFreeUniquePtr<T[]> mem_;
Extents2D extents_;
};
// Used for the A and B arguments of `MatMul`, which are always const.
// Create via MakeConstMat. This differs from `RowPtr` in that it supports the
// `ofs` required for compressed T.
template <typename T>
struct ConstMat {
ConstMat(const T* ptr, Extents2D extents, size_t ofs = 0)
: ptr(ptr), extents(extents), ofs(ofs) {
HWY_DASSERT(ptr != nullptr);
}
// TODO: support stride for page alignment.
size_t Row(size_t r) const {
if constexpr (HWY_IS_DEBUG_BUILD) {
if (r >= extents.rows) {
HWY_ABORT("ConstMat::Row %zu out of bounds %zu", r, extents.rows);
}
}
return ofs + extents.cols * r;
}
const Extents2D& Extents() const { return extents; }
size_t Stride() const { return extents.cols; }
// Shrinks the row-extent of this matrix view, i.e. reduces the view to a
// subrange of the original rows starting at row 0.
void ShrinkRows(size_t rows) {
HWY_ASSERT(rows <= extents.rows);
extents.rows = rows;
}
const T* HWY_RESTRICT ptr;
Extents2D extents;
// `scale` allows expanding the smaller range of `SfpStream` to the original
// values. MatFromWeights sets this from `MatPtr`.
float scale = 1.0f;
// Offset to add to `ptr`; separate because T=NuqStream does not support
// pointer arithmetic.
size_t ofs;
};
// For deducing T.
template <typename T>
ConstMat<T> MakeConstMat(T* HWY_RESTRICT ptr, Extents2D extents,
size_t ofs = 0) {
return ConstMat<T>(ptr, extents, ofs);
}
// For A argument to MatMul (activations).
template <typename T>
ConstMat<T> ConstMatFromBatch(size_t batch_size,
const RowVectorBatch<T>& row_vectors) {
HWY_DASSERT(batch_size <= row_vectors.BatchSize());
return MakeConstMat(const_cast<T*>(row_vectors.Const()),
Extents2D(batch_size, row_vectors.Cols()));
}
// For C argument to MatMul.
template <typename T>
RowPtr<T> RowPtrFromBatch(RowVectorBatch<T>& row_vectors) {
return RowPtr<T>(row_vectors.All(), row_vectors.Cols());
}
} // namespace gcpp
#endif // THIRD_PARTY_GEMMA_CPP_UTIL_BASICS_H_