// 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 #include #include "hwy/aligned_allocator.h" // Span #include "hwy/base.h" // IWYU pragma: end_exports #if HWY_IS_MSAN #include #endif namespace gcpp { // For hwy::BitSet4096. Note that KVs are extremely large for such batches. HWY_INLINE_VAR constexpr size_t kMaxBatchSize = 4096; 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"; default: HWY_ABORT("Bug: unknown Tristate %d", static_cast(t)); } } 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 } static inline void MaybePrintInitialized(const void* ptr, size_t size) { #if HWY_IS_MSAN __msan_print_shadow(ptr, size); #else (void)ptr; (void)size; #endif } static inline intptr_t MaybeTestInitialized(const void* ptr, size_t size) { #if HWY_IS_MSAN return __msan_test_shadow(ptr, size); #else (void)ptr; (void)size; return 0; #endif } // Shared between gemma.h and ops-inl.h. #pragma pack(push, 1) struct TokenAndProb { int token; float prob; }; #pragma pack(pop) // Entire size of a 2D array. struct Extents2D { constexpr Extents2D() : rows(0), cols(0) {} constexpr Extents2D(size_t rows, size_t cols) : rows(rows), cols(cols) {} size_t Area() const { return rows * cols; } size_t rows; size_t cols; }; struct IndexRange { IndexRange() = default; 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_; } bool Contains(IndexRange other) const { return other.begin_ >= begin_ && other.end_ <= end_; } // 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)); } using Logits = hwy::Span; // size() is vocab_size. // Non-cryptographic 64-bit pseudo-random number generator. Supports random or // deterministic seeding. // // Based on 5-round AES-CTR. Supports 2^64 streams, each with period 2^64. This // is useful for parallel sampling. Each thread can generate the stream for a // particular task, without caring about prior/subsequent generations. class alignas(16) AesCtrEngine { // "Large-scale randomness study of security margins for 100+ cryptographic // functions": at least four. // "Parallel Random Numbers: As Easy as 1, 2, 3": four not Crush-resistant. static constexpr size_t kRounds = 5; public: // If `deterministic` is true, uses a fixed seed; otherwise, attempts to // grab entropy from the OS. explicit AesCtrEngine(bool deterministic); // Pure and thread safe; typically called via `RngStream`, which increments // `counter`. Throughput is about 100M/s on 3 GHz Skylake. It could be // increased 4x via unrolling by the AES latency (4-7 cycles), but because // users generally call once at a time, this requires buffering, which is not // worth the complexity in this application. uint64_t operator()(uint64_t stream, uint64_t counter) const; private: uint64_t key_[2 * (1 + kRounds)]; }; // Flyweight per-thread adapter that maintains the counter. Conforms to C++ // `UniformRandomBitGenerator`. class RngStream { public: RngStream() = default; // Allow C arrays with subsequent initialization. // Binds to an engine, which holds the seed and must outlive this object. // Sets the stream; any other `RngStream` with the same `counter_rng` and // `stream` will return the same sequence. This is typically the task ID, so // that threads can independently generate values for each task. RngStream(const AesCtrEngine& counter_rng, uint64_t stream) : engine_(&counter_rng), stream_(stream), counter_(0) {} using result_type = uint64_t; static constexpr result_type min() { return 0; } static constexpr result_type max() { return ~result_type{0}; } result_type operator()() { return (*engine_)(stream_, counter_++); } private: const AesCtrEngine* engine_ = nullptr; uint64_t stream_ = 0; // immutable after ctor uint64_t counter_ = 0; // Prevent false sharing if used by multiple threads. HWY_MAYBE_UNUSED uint8_t padding_[HWY_ALIGNMENT - 16 - sizeof(engine_)]; }; } // namespace gcpp #endif // THIRD_PARTY_GEMMA_CPP_UTIL_BASICS_H_