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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/executor/executor_settings_base.h"
#include <iostream>
#include <memory>
#include <string>
#include <utility>
#include <variant>
#include "absl/status/status.h" // from @com_google_absl
#include "absl/status/statusor.h" // from @com_google_absl
#include "absl/strings/match.h" // from @com_google_absl
#include "absl/strings/str_cat.h" // from @com_google_absl
#include "absl/strings/string_view.h" // from @com_google_absl
#include "runtime/util/file_util.h"
#include "runtime/util/memory_mapped_file.h"
#include "runtime/util/scoped_file.h"
#include "runtime/util/status_macros.h" // NOLINT
namespace litert::lm {
std::string GetBackendString(Backend backend) {
switch (backend) {
case Backend::CPU_ARTISAN:
return "CPU_ARTISAN";
case Backend::GPU_ARTISAN:
return "GPU_ARTISAN";
case Backend::GPU:
return "GPU";
case Backend::CPU:
return "CPU";
case Backend::GOOGLE_TENSOR_ARTISAN:
return "GOOGLE_TENSOR_ARTISAN";
case Backend::NPU:
return "NPU";
default:
return "UNSPECIFIED";
}
}
std::ostream& operator<<(std::ostream& os, const Backend& backend) {
return os << GetBackendString(backend);
}
absl::StatusOr<Backend> GetBackendFromString(absl::string_view backend_str) {
if (absl::EqualsIgnoreCase(backend_str, "cpu")) {
return Backend::CPU;
} else if (absl::EqualsIgnoreCase(backend_str, "gpu")) {
return Backend::GPU;
} else if (absl::EqualsIgnoreCase(backend_str, "npu")) {
return Backend::NPU;
} else if (absl::EqualsIgnoreCase(backend_str, "gpu_artisan")) {
return Backend::GPU_ARTISAN;
} else if (absl::EqualsIgnoreCase(backend_str, "cpu_artisan")) {
return Backend::CPU_ARTISAN;
} else if (absl::EqualsIgnoreCase(backend_str, "google_tensor_artisan")) {
return Backend::GOOGLE_TENSOR_ARTISAN;
} else {
return absl::InvalidArgumentError(
absl::StrCat("Unsupported backend: ", backend_str,
". Supported backends are: [CPU, GPU, NPU, GPU_ARTISAN, "
"CPU_ARTISAN, GOOGLE_TENSOR_ARTISAN]"));
}
}
std::ostream& operator<<(std::ostream& os,
const ActivationDataType& activation) {
switch (activation) {
case ActivationDataType::FLOAT32:
return os << "FLOAT32";
case ActivationDataType::FLOAT16:
return os << "FLOAT16";
case ActivationDataType::INT16:
return os << "INT16";
case ActivationDataType::INT8:
return os << "INT8";
default:
return os << "UNKNOWN";
}
}
absl::StatusOr<ActivationDataType> GetActivationDataTypeFromString(
const std::string& activation_data_type) {
if (absl::EqualsIgnoreCase(activation_data_type, "float32")) {
return ActivationDataType::FLOAT32;
} else if (absl::EqualsIgnoreCase(activation_data_type, "float16")) {
return ActivationDataType::FLOAT16;
} else if (absl::EqualsIgnoreCase(activation_data_type, "int16")) {
return ActivationDataType::INT16;
} else if (absl::EqualsIgnoreCase(activation_data_type, "int8")) {
return ActivationDataType::INT8;
} else {
return absl::InvalidArgumentError(
absl::StrCat("Unsupported activation data type: ", activation_data_type,
". Supported activation data types are: [FLOAT32, "
"FLOAT16, INT16, INT8]"));
}
}
std::ostream& operator<<(std::ostream& os,
const FakeWeightsMode& fake_weights_mode) {
switch (fake_weights_mode) {
case FakeWeightsMode::FAKE_WEIGHTS_NONE:
return os << "FAKE_WEIGHTS_NONE";
case FakeWeightsMode::FAKE_WEIGHTS_8BITS_ALL_LAYERS:
return os << "FAKE_WEIGHTS_8BITS_ALL_LAYERS";
case FakeWeightsMode::FAKE_WEIGHTS_ATTN_8_FFN_4_EMB_4:
return os << "FAKE_WEIGHTS_ATTN_8_FFN_4_EMB_4";
default:
return os << "FAKE_WEIGHTS_NONE";
}
}
std::ostream& operator<<(std::ostream& os, const FileFormat& file_format) {
switch (file_format) {
case FileFormat::TFLITE:
return os << "TFLITE";
case FileFormat::TASK:
return os << "TASK";
case FileFormat::LITERT_LM:
return os << "LITERT_LM";
}
}
// static
absl::StatusOr<ModelAssets> ModelAssets::Create(absl::string_view model_path) {
return ModelAssets(model_path);
}
// static
absl::StatusOr<ModelAssets> ModelAssets::Create(
std::shared_ptr<litert::lm::ScopedFile> model_file) {
return ModelAssets(std::move(model_file), /*model_path=*/"");
}
// static
absl::StatusOr<ModelAssets> ModelAssets::Create(
std::shared_ptr<litert::lm::MemoryMappedFile> model_file) {
return ModelAssets(std::move(model_file));
}
// static
absl::StatusOr<ModelAssets> ModelAssets::Create(
std::shared_ptr<litert::lm::ScopedFile> model_file,
absl::string_view model_path) {
return ModelAssets(std::move(model_file), model_path);
}
// static
absl::StatusOr<ModelAssets> ModelAssets::Create(
std::shared_ptr<litert::lm::MemoryMappedFile> model_file,
absl::string_view model_path) {
return ModelAssets(std::move(model_file), model_path);
}
ModelAssets::ModelAssets(std::shared_ptr<litert::lm::ScopedFile> model_file,
absl::string_view model_path)
: path_(model_path), scoped_file_(std::move(model_file)) {}
ModelAssets::ModelAssets(absl::string_view model_path)
: path_(std::string(model_path)) {}
ModelAssets::ModelAssets(
std::shared_ptr<litert::lm::MemoryMappedFile> model_file)
: memory_mapped_file_(std::move(model_file)) {}
ModelAssets::ModelAssets(
std::shared_ptr<litert::lm::MemoryMappedFile> model_file,
absl::string_view model_path)
: path_(model_path), memory_mapped_file_(std::move(model_file)) {}
absl::StatusOr<absl::string_view> ModelAssets::GetPath() const {
if (!path_.empty()) {
return path_;
}
return absl::InvalidArgumentError("Assets were not created with a path.");
}
absl::StatusOr<std::shared_ptr<ScopedFile>> ModelAssets::GetScopedFile() const {
if (!HasScopedFile()) {
return absl::InvalidArgumentError(
"Assets were not created with a scoped file.");
}
return scoped_file_;
}
absl::StatusOr<std::shared_ptr<MemoryMappedFile>>
ModelAssets::GetMemoryMappedFile() const {
if (!HasMemoryMappedFile()) {
return absl::InvalidArgumentError(
"Assets were not created with a memory mapped file.");
}
return memory_mapped_file_;
}
absl::StatusOr<std::shared_ptr<ScopedFile>> ModelAssets::GetOrCreateScopedFile()
const {
if (HasScopedFile()) {
return scoped_file_;
}
if (HasMemoryMappedFile()) {
return absl::InvalidArgumentError(
"Cannot create ScopedFile from MemoryMappedFile.");
}
ASSIGN_OR_RETURN(auto scoped_file, ScopedFile::Open(path_));
return std::make_shared<ScopedFile>(std::move(scoped_file));
}
std::ostream& operator<<(std::ostream& os, const ModelAssets& model_assets) {
if (model_assets.HasScopedFile()) {
os << "model_file file descriptor ID: "
<< model_assets.GetScopedFile().value()->file() << "\n";
} else if (model_assets.HasMemoryMappedFile()) {
os << "model_file memory mapped file: "
<< model_assets.GetMemoryMappedFile().value()->data() << "\n";
} else {
os << "model_path: " << model_assets.GetPath().value() << "\n";
}
os << "fake_weights_mode: " << model_assets.fake_weights_mode() << "\n";
return os;
}
absl::StatusOr<
std::variant<std::string, std::shared_ptr<litert::lm::ScopedFile>>>
ExecutorSettingsBase::GetWeightCacheFile(absl::string_view suffix) const {
// Cache is explicitly disabled.
if (GetCacheDir() == ":nocache") {
return absl::InvalidArgumentError("Cache is explicitly disabled.");
}
// Prefer to use the scoped cache file if it's set.
if (GetScopedCacheFile()) {
return GetScopedCacheFile();
}
auto model_path = GetModelAssets().GetPath().value_or("");
// There is no model path to suffix.
if (model_path.empty()) {
return absl::InvalidArgumentError(
"Cache path cannot be computed without knowing the model path.");
}
if (GetCacheDir().empty()) {
return absl::StrCat(model_path, suffix);
}
return JoinPath(GetCacheDir(), absl::StrCat(Basename(model_path), suffix));
}
absl::StatusOr<
std::variant<std::string, std::shared_ptr<litert::lm::ScopedFile>>>
ExecutorSettingsBase::GetProgramCacheFile(absl::string_view suffix) const {
// Cache is explicitly disabled.
if (GetCacheDir() == ":nocache") {
return absl::InvalidArgumentError("Cache is explicitly disabled.");
}
// Prefer to use the scoped cache file if it's set.
if (GetScopedProgramCacheFile()) {
return GetScopedProgramCacheFile();
}
auto model_path = GetModelAssets().GetPath().value_or("");
// There is no model path to suffix.
if (model_path.empty()) {
return absl::InvalidArgumentError(
"Cache path cannot be computed without knowing the model path.");
}
if (GetCacheDir().empty()) {
return absl::StrCat(model_path, suffix);
}
return JoinPath(GetCacheDir(), absl::StrCat(Basename(model_path), suffix));
}
} // namespace litert::lm
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