// Copyright 2025 The ODML Authors. // // 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. #include "runtime/util/lora_util.h" #include #include #include #include #include "absl/memory/memory.h" // from @com_google_absl #include "absl/status/statusor.h" // from @com_google_absl #include "absl/strings/string_view.h" // from @com_google_absl #include "runtime/util/memory_mapped_file.h" #include "runtime/util/scoped_file.h" #include "runtime/util/status_macros.h" #include "re2/re2.h" // from @com_googlesource_code_re2 namespace litert::lm { namespace { constexpr LazyRE2 kLoRAInputNamePattern = { "^(?:(?:query|key|value|post)_w_prime_(?:left|right)|" "lora_atten_(?:q|k|v|o)_(?:a|b)_prime_weight)_\\d+$"}; uint64_t AlignByN(uint64_t number, uint64_t n) { const uint64_t q = number / n; return (number % n == 0 ? q : q + 1) * n; } } // namespace // Gets an offset and size which will be valid to pass to // MemoryMappedFile. absl::StatusOr> MemoryMappedFileWithAutoAlignment::Create(ScopedFile::PlatformFile file, uint64_t offset, uint64_t size, absl::string_view key) { const size_t kAlignment = MemoryMappedFile::GetOffsetAlignment(); uint64_t aligned_offset = (offset / kAlignment) * kAlignment; uint64_t map_size; if (size == 0) { map_size = 0; // Map to the end of the file. } else { map_size = AlignByN(offset - aligned_offset + size, kAlignment); } ASSIGN_OR_RETURN(auto region, MemoryMappedFile::Create(file, aligned_offset, map_size, key)); uint64_t internal_offset = offset - aligned_offset; uint64_t final_size; if (size == 0) { final_size = region->length() - internal_offset; } else { final_size = size; } return absl::WrapUnique(new MemoryMappedFileWithAutoAlignment( std::move(region), internal_offset, final_size)); } // Returns true if the given name is a LoRA input name for the model. // The LoRA name is in the format of // "(query|key|value|post)_w_prime_(left|right)_[0-num_layers)" or // "lora_atten_(q|k|v|o)_(a|b)_prime_weight_[0-num_layers)". bool IsLoRAInputName(absl::string_view name) { return RE2::FullMatch(name, *kLoRAInputNamePattern); } } // namespace litert::lm