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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.
#ifndef THIRD_PARTY_ODML_LITERT_LM_RUNTIME_CORE_SESSION_ADVANCED_H_
#define THIRD_PARTY_ODML_LITERT_LM_RUNTIME_CORE_SESSION_ADVANCED_H_
#include <atomic>
#include <memory>
#include <optional>
#include <string>
#include <vector>
#include "absl/base/nullability.h" // from @com_google_absl
#include "absl/base/thread_annotations.h" // from @com_google_absl
#include "absl/container/flat_hash_map.h" // from @com_google_absl
#include "absl/container/flat_hash_set.h" // from @com_google_absl
#include "absl/functional/any_invocable.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/string_view.h" // from @com_google_absl
#include "absl/synchronization/mutex.h" // from @com_google_absl
#include "absl/time/time.h" // from @com_google_absl
#include "runtime/components/tokenizer.h"
#include "runtime/engine/engine.h"
#include "runtime/engine/engine_settings.h"
#include "runtime/engine/io_types.h"
#include "runtime/framework/resource_management/execution_manager.h"
#include "runtime/proto/sampler_params.pb.h"
namespace litert::lm {
// SessionAdvanced is an advanced implementation of Engine::Session. The
// underlying prefill/decode use the LLM Execution Manager's advanced resource
// management to support efficient multi-sessions and session cloning features.
class SessionAdvanced : public Engine::Session {
public:
class AdvancedTaskController : public Engine::Session::TaskController {
public:
AdvancedTaskController(TaskId task_id,
std::shared_ptr<std::atomic<bool>> cancelled,
std::weak_ptr<ExecutionManager> execution_manager)
: task_id_(task_id),
cancelled_(cancelled),
execution_manager_(execution_manager) {}
absl::Status WaitUntilDone(absl::Duration timeout) override {
auto execution_manager_lock = execution_manager_.lock();
if (execution_manager_lock == nullptr) {
return absl::FailedPreconditionError(
"Execution manager is not available.");
}
return execution_manager_lock->WaitUntilDone(task_id_, timeout);
}
absl::Status Cancel() override {
cancelled_->store(true);
return absl::OkStatus();
}
private:
// The task ID of the async task.
TaskId task_id_;
// An atomic boolean to indicate whether the session is cancelled.
std::shared_ptr<std::atomic<bool>> cancelled_;
// The execution manager used for the session.
std::weak_ptr<ExecutionManager> execution_manager_;
};
// Creates a SessionAdvanced object.
static absl::StatusOr<std::unique_ptr<SessionAdvanced>> Create(
std::weak_ptr<ExecutionManager> execution_manager,
Tokenizer* absl_nonnull tokenizer, const SessionConfig& session_config,
std::optional<BenchmarkInfo> benchmark_info);
// Destroys the SessionAdvanced object. It will wait for all tasks to be
// done and release the session from the execution manager.
~SessionAdvanced() override;
absl::StatusOr<Responses> GenerateContent(
const std::vector<InputData>& contents) override;
absl::Status GenerateContentStream(
const std::vector<InputData>& contents,
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback) override;
absl::Status GenerateContentStream(
const std::vector<InputData>& contents,
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback,
const DecodeConfig& decode_config) override;
// Scores the target text after the prefill process is done. This function
// will only run the decode process to fetch the decode output logits, which
// is used to calculate the target text's score and update the model memory
// using the target_text tokens.
// This function should be called after the prefill process is done.
// - target_text: The target text to score.
// - store_token_lengths: Whether to store the token lengths of the target
// texts in `Responses`.
// - return: This function returns the score associated with the target
// text after the model has been prefilled. The returned score is the sum of
// the negative log probability of seeing the target text during decode.
absl::StatusOr<Responses> RunTextScoring(
const std::vector<absl::string_view>& target_text,
bool store_token_lengths) override;
absl::StatusOr<std::unique_ptr<Engine::Session::TaskController>>
RunTextScoringAsync(
const std::vector<absl::string_view>& target_text,
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback,
bool store_token_lengths) override ABSL_LOCKS_EXCLUDED(mutex_);
absl::Status RunPrefill(const std::vector<InputData>& contents) override;
absl::StatusOr<std::unique_ptr<TaskController>> RunPrefillAsync(
const std::vector<InputData>& contents,
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback) override
ABSL_LOCKS_EXCLUDED(mutex_);
absl::StatusOr<Responses> RunDecode() override;
absl::StatusOr<Responses> RunDecode(
const DecodeConfig& decode_config) override;
absl::StatusOr<std::unique_ptr<TaskController>> RunDecodeAsync(
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback) override
ABSL_LOCKS_EXCLUDED(mutex_);
absl::StatusOr<std::unique_ptr<TaskController>> RunDecodeAsync(
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback,
const DecodeConfig& decode_config) override ABSL_LOCKS_EXCLUDED(mutex_);
absl::StatusOr<BenchmarkInfo> GetBenchmarkInfo() override
ABSL_LOCKS_EXCLUDED(mutex_);
absl::StatusOr<BenchmarkInfo*> GetMutableBenchmarkInfo() override;
// Save the current step with the name `label`. You can later rewind to this
// checkpoint using `RewindToCheckpoint(label)`. If the checkpoint name
// already exists, the step number will be overwritten. Returns the saved
// step number.
absl::Status SaveCheckpoint(absl::string_view label) override;
// Rewinds the session to the given checkpoint and then returns the current
// step.
absl::Status RewindToCheckpoint(absl::string_view label) override;
// Get the current step of the session.
absl::StatusOr<int> GetCurrentStep() const override;
// TODO(b/450903294): Add rollback history support for Session and
// Conversation.
void CancelProcess() override {
ABSL_LOG(INFO) << "SessionAdvanced::CancelProcess";
auto execution_manager_lock = execution_manager_.lock();
if (execution_manager_lock == nullptr) {
ABSL_LOG(ERROR) << "Execution manager is not available.";
return;
}
auto status = execution_manager_lock->CancelAllTasksInSession(session_id_);
if (!status.ok()) {
ABSL_LOG(ERROR) << "Failed to cancel all tasks in session: " << status;
}
}
const SessionConfig& GetSessionConfig() const override {
return session_info_->session_config;
}
absl::Status WaitUntilDone() override {
auto execution_manager_lock = execution_manager_.lock();
if (execution_manager_lock == nullptr) {
return absl::FailedPreconditionError(
"Execution manager is not available.");
}
return execution_manager_lock->WaitUntilSessionDone(
session_id_, Engine::kDefaultTimeout);
}
// TODO b/409401231 - Add unit tests for this function.
absl::StatusOr<std::unique_ptr<Session>> Clone() override
ABSL_LOCKS_EXCLUDED(mutex_);
// TODO b/409401231 - Add unit tests for this function.
absl::StatusOr<std::unique_ptr<Session>> CloneAsync(
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback) override
ABSL_LOCKS_EXCLUDED(mutex_);
private:
// The state of the session.
// * `kFresh` means the session is just created and
// hasn't been prefilled yet.
// * `kPrefilled` means the session has been prefilled
// but not decoded yet.
// * `kDecoded` means the session has been decoded.
//
// A session is considered fresh only if it has not been prefilled or decoded
// yet.
// A session could transition between kPrefilled and kDecoded if
// `RunPrefill` or `RunDecode` is called multiple times.
enum class SessionState : int { kFresh, kPrefilled, kDecoded };
explicit SessionAdvanced(SessionId session_id,
std::weak_ptr<ExecutionManager> execution_manager,
Tokenizer* absl_nonnull tokenizer,
std::shared_ptr<const SessionInfo> session_info,
SessionState session_state = SessionState::kFresh,
absl::flat_hash_set<TaskId> last_task_ids = {})
: session_id_(session_id),
execution_manager_(execution_manager),
tokenizer_(tokenizer),
session_info_(session_info),
session_state_(session_state),
last_task_ids_(last_task_ids) {}
// The implementation of CloneAsync which assumes mutex_ is locked.
absl::StatusOr<std::unique_ptr<Session>> CloneAsyncLocked(
absl::AnyInvocable<void(absl::StatusOr<Responses>)> callback)
ABSL_EXCLUSIVE_LOCKS_REQUIRED(mutex_);
// The session ID used for the session.
SessionId session_id_;
// The execution manager used for the session.
std::weak_ptr<ExecutionManager> execution_manager_;
// The tokenizer used for the session.
Tokenizer* absl_nonnull tokenizer_;
// The session info used for the session.
std::shared_ptr<const SessionInfo> session_info_;
// The state of the session.
SessionState session_state_ ABSL_GUARDED_BY(mutex_);
// The last task IDs that might be executing in the session.
absl::flat_hash_set<TaskId> last_task_ids_ ABSL_GUARDED_BY(mutex_) = {};
struct CheckpointInfo {
int step;
SessionState state;
};
// The checkpoint map for the session.
absl::flat_hash_map<std::string, CheckpointInfo> checkpoint_map_
ABSL_GUARDED_BY(mutex_) = {};
// Mutex for protecting the session state and last task IDs.
absl::Mutex mutex_;
};
} // namespace litert::lm
#endif // THIRD_PARTY_ODML_LITERT_LM_RUNTIME_CORE_SESSION_ADVANCED_H_
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