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//
// 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/litert_lm_loader.h"
#include <algorithm>
#include <cstddef>
#include <cstdint>
#include <cstring>
#include <functional>
#include <memory>
#include <optional>
#include <string>
#include <utility>
#include <variant>
#include <vector>
#include "absl/log/absl_check.h" // from @com_google_absl
#include "absl/log/absl_log.h" // from @com_google_absl
#include "absl/status/status.h" // from @com_google_absl
#include "absl/status/statusor.h" // from @com_google_absl
#include "absl/strings/ascii.h" // from @com_google_absl
#include "absl/strings/string_view.h" // from @com_google_absl
#include "absl/synchronization/mutex.h" // from @com_google_absl
#include "litert/cc/litert_buffer_ref.h" // from @litert
#include "runtime/components/model_resources.h"
#include "runtime/util/memory_mapped_file.h"
#include "runtime/util/scoped_file.h"
#include "runtime/util/status_macros.h"
#include "schema/core/litertlm_header_schema_generated.h"
#include "schema/core/litertlm_read.h"
namespace litert::lm {
namespace {
// Utility function to Creates a memory-mapped file from a ScopedFile.
absl::StatusOr<std::unique_ptr<MemoryMappedFile>> CreateMemoryMapFromScopedFile(
litert::lm::ScopedFile& scoped_file, uint64_t offset = 0,
uint64_t size = 0) {
if (!scoped_file.IsValid()) {
return absl::InvalidArgumentError("Invalid ScopedFile provided.");
}
litert::lm::ScopedFile::PlatformFile platform_file = scoped_file.file();
// For a read-only memory-mapped file:
// TODO - b/454926463: Add support for different keys for more optimal loading
// on Windows.
return litert::lm::MemoryMappedFile::Create(platform_file, offset, size,
"whole");
}
constexpr uint64_t kLitertLmHeaderMaxSize = 16 * 1024;
} // namespace
absl::Status LitertLmLoader::MapSection(BufferKey buffer_key,
uint64_t begin_offset,
uint64_t end_offset) {
uint8_t* data = nullptr;
if (std::holds_alternative<std::shared_ptr<MemoryMappedFile>>(
model_source_)) {
// If the loader was initialized with an existing memory-mapped file, the
// entire file content is already mapped into memory. We can access any
// section by adding its begin_offset to the base pointer of the mapped
// region. Unlike mmap offsets, pointer arithmetic within an
// already-mapped region does not require page alignment, so no
// alignment_gap is needed here.
data = static_cast<uint8_t*>(
std::get<std::shared_ptr<MemoryMappedFile>>(model_source_)
->data()) +
begin_offset;
} else {
// If the begin offset is not aligned to the required platform alignment, we
// need to map the section starting a bit earlier so that the data is
// aligned.
auto& model_file = std::get<ScopedFile>(model_source_);
size_t alignment = MemoryMappedFile::GetOffsetAlignment();
uint64_t alignment_gap = begin_offset % alignment;
uint64_t aligned_begin_offset = begin_offset - alignment_gap;
uint64_t aligned_section_size = end_offset - aligned_begin_offset;
ASSIGN_OR_RETURN(
section_memory_mapped_files_[buffer_key],
CreateMemoryMapFromScopedFile(model_file, aligned_begin_offset,
aligned_section_size));
auto& memory_mapped_file = section_memory_mapped_files_[buffer_key];
// The section buffer that is stored should point to the section data only,
// not include the alignment gap.
data = static_cast<uint8_t*>(memory_mapped_file->data()) + alignment_gap;
}
uint64_t section_size = end_offset - begin_offset;
section_buffers_[buffer_key] = BufferRef<uint8_t>(data, section_size);
return absl::OkStatus();
}
absl::StatusOr<std::reference_wrapper<ScopedFile>>
LitertLmLoader::GetScopedFile() {
if (std::holds_alternative<ScopedFile>(model_source_)) {
return std::get<ScopedFile>(model_source_);
}
return absl::InvalidArgumentError(
"Model source is not a ScopedFile, cannot get ScopedFile.");
}
// This constructor is used when the model file is already loaded into memory.
LitertLmLoader::LitertLmLoader(
std::shared_ptr<MemoryMappedFile> memory_mapped_model_file)
: model_source_(std::move(memory_mapped_model_file)) {
ABSL_CHECK_OK(Initialize());
}
absl::Status LitertLmLoader::Initialize() {
ABSL_LOG(INFO) << "LitertLmLoader::Initialize";
// Map the header of the model file.
uint64_t model_file_size;
uint64_t header_size;
void* header_data;
std::unique_ptr<MemoryMappedFile> header_memory_mapped_file;
if (std::holds_alternative<std::shared_ptr<MemoryMappedFile>>(
model_source_)) {
auto& memory_mapped_model_file =
std::get<std::shared_ptr<MemoryMappedFile>>(model_source_);
model_file_size = memory_mapped_model_file->length();
header_size = std::min(kLitertLmHeaderMaxSize, model_file_size);
header_data = memory_mapped_model_file->data();
} else {
auto& model_file = std::get<ScopedFile>(model_source_);
ASSIGN_OR_RETURN(model_file_size, model_file.GetSize());
header_size = std::min(kLitertLmHeaderMaxSize, model_file_size);
ASSIGN_OR_RETURN(header_memory_mapped_file,
CreateMemoryMapFromScopedFile(model_file, /*offset=*/0,
/*size=*/header_size));
header_data = header_memory_mapped_file->data();
}
ABSL_LOG(INFO) << "mmap_status is ok";
// Read the header information.
schema::LitertlmHeader header;
absl::Status status =
ReadHeaderFromLiteRTLM(header_data, header_size, &header_);
ABSL_LOG(INFO) << "status: " << status;
ABSL_LOG(INFO) << "major_version: " << header_.major_version;
ABSL_LOG(INFO) << "minor_version: " << header_.minor_version;
ABSL_LOG(INFO) << "patch_version: " << header_.patch_version;
if (!status.ok()) {
return status;
}
// Loop through the sections and record the section locations.
auto sections = header_.metadata->section_metadata()->objects();
for (size_t i = 0; i < sections->size(); ++i) {
const schema::SectionObject* section = sections->Get(i);
auto items = section->items();
BufferKey buffer_key(section->data_type());
// Extract the specific model type from the section items KeyValuePairs.
if (section->data_type() == schema::AnySectionDataType_TFLiteModel ||
section->data_type() == schema::AnySectionDataType_TFLiteWeights) {
bool found_model_type = false;
std::string model_type;
std::string backend_constraint;
for (size_t j = 0; j < items->size(); ++j) {
auto item = items->Get(j);
if (item->key() &&
absl::AsciiStrToLower(item->key()->str()) == "model_type" &&
item->value()) {
found_model_type = true;
model_type = *(item->value_as_StringValue()->value());
}
if (item->key() &&
absl::AsciiStrToLower(item->key()->str()) == "backend_constraint" &&
item->value()) {
backend_constraint = *(item->value_as_StringValue()->value());
}
}
if (found_model_type) {
ABSL_LOG(INFO) << "model_type: " << model_type;
ASSIGN_OR_RETURN(ModelType model_type_enum,
StringToModelType(model_type));
buffer_key = BufferKey(section->data_type(), model_type_enum);
} else {
ABSL_LOG(WARNING) << "model_type not found, use kTfLitePrefillDecode";
// For backward compatibility, we will use the default model type if
// model_type is not found.
buffer_key =
BufferKey(section->data_type(), ModelType::kTfLitePrefillDecode);
}
if (!backend_constraint.empty()) {
section_backend_constraint_[buffer_key] = backend_constraint;
ABSL_LOG(INFO) << "section_backend_constraint: " << backend_constraint;
}
}
section_locations_[buffer_key] =
std::make_pair(section->begin_offset(), section->end_offset());
ABSL_LOG(INFO) << "section_index: " << i;
ABSL_LOG(INFO) << "section_data_type: "
<< EnumNameAnySectionDataType(section->data_type());
ABSL_LOG(INFO) << "section_begin_offset: " << section->begin_offset();
ABSL_LOG(INFO) << "section_end_offset: " << section->end_offset();
}
return absl::OkStatus();
}
std::optional<litert::BufferRef<uint8_t>> LitertLmLoader::GetSectionBuffer(
BufferKey buffer_key) {
{
absl::ReaderMutexLock lock(§ion_buffers_mutex_);
auto section_buffer_it = section_buffers_.find(buffer_key);
if (section_buffer_it != section_buffers_.end()) {
return section_buffer_it->second;
}
}
absl::MutexLock lock(§ion_buffers_mutex_);
// Check again in case another thread has mapped it.
auto section_buffer_it = section_buffers_.find(buffer_key);
if (section_buffer_it != section_buffers_.end()) {
return section_buffer_it->second;
}
auto section_location_it = section_locations_.find(buffer_key);
if (section_location_it == section_locations_.end()) {
ABSL_LOG(WARNING) << "Section not found: " << buffer_key.data_type;
return std::nullopt;
}
// If we have not already mapped this section, map it now.
auto [offset_begin, offset_end] = section_location_it->second;
absl::Status status = MapSection(buffer_key, offset_begin, offset_end);
if (!status.ok()) {
ABSL_LOG(WARNING) << "Failed to map section: " << status;
return std::nullopt;
}
// Return a BufferRef to the mapped section.
return section_buffers_[buffer_key];
}
absl::StatusOr<std::pair<size_t, size_t>> LitertLmLoader::GetSectionLocation(
BufferKey buffer_key) const{
auto section_location_it = section_locations_.find(buffer_key);
if (section_location_it == section_locations_.end()) {
return absl::NotFoundError("Section not found.");
}
return section_location_it->second;
}
std::optional<litert::OwningBufferRef<uint8_t>>
LitertLmLoader::GetHuggingFaceTokenizer() {
auto optional_section_buffer =
GetSectionBuffer(BufferKey(schema::AnySectionDataType_HF_Tokenizer_Zlib));
if (!optional_section_buffer.has_value()) {
return std::nullopt;
}
const auto& section = optional_section_buffer.value();
std::vector<uint8_t> hf_tokenizer_data;
auto status = schema::DecompressData(section.Data(), section.Size(),
&hf_tokenizer_data);
if (!status.ok()) {
ABSL_LOG(ERROR) << "Failed to decompress HuggingFace tokenizer data: "
<< status;
return std::nullopt;
}
return OwningBufferRef<uint8_t>{
static_cast<const uint8_t*>(hf_tokenizer_data.data()),
hf_tokenizer_data.size()};
}
} // namespace litert::lm
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