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| // 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. | |
| namespace litert::lm { | |
| // The class managing LoRA weights for LiteRT-LM. | |
| // It is responsible for loading LoRA weights, creating LoRA objects, and | |
| // managing the current LoRA ID to use. | |
| // It will create LoRA objects on the backend (e.g. GPU) lazily, only when | |
| // UseLoRA() is called with the corresponding LoRA ID. | |
| class LoraManager { | |
| public: | |
| // Args: | |
| // compiled_model: The CompiledModel object containing model and environment | |
| // information. It is used for creating backend resources for model buffers. | |
| // It also contains the LoRA input signature information | |
| static absl::StatusOr<std::unique_ptr<LoraManager>> Create( | |
| const litert::CompiledModel& compiled_model); | |
| // Returns the current LoRA ID. | |
| std::optional<uint32_t> GetCurrentLoRAId() const { return current_lora_id_; } | |
| // Loads the LoRA model into tensor loader, but does not use it. | |
| // To use the lora weights, call `UseLoRA()` with the lora_id. | |
| // Args: | |
| // lora_id: The unique id to assign to the loaded LoRA model. | |
| // model_assets: Contains the LoRA model to load. | |
| absl::Status LoadLoRA(uint32_t lora_id, const ModelAssets& model_assets); | |
| // Sets the current LoRA ID to use. If the LoRA object for the given ID | |
| // doesn't exist, it will be created. | |
| absl::Status UseLoRA(uint32_t lora_id); | |
| // Returns a map of all the LoRA tensor names to their duplicated | |
| // TensorBuffers for the current LoRA ID. | |
| absl::StatusOr<absl::flat_hash_map<absl::string_view, litert::TensorBuffer>> | |
| GetLoRABuffers() const; | |
| private: | |
| explicit LoraManager(const litert::CompiledModel& compiled_model); | |
| const litert::CompiledModel& compiled_model_; | |
| absl::flat_hash_map<uint32_t, std::unique_ptr<LoraData>> lora_data_; | |
| absl::flat_hash_map<uint32_t, std::unique_ptr<LoRA>> loras_; | |
| std::optional<uint32_t> current_lora_id_; | |
| }; | |
| } // namespace litert::lm | |