# Copyright 2024 the LlamaFactory team. # # 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. from typing import TYPE_CHECKING, Any, Dict from .chatter import WebChatModel from .common import load_config from .locales import LOCALES from .manager import Manager from .runner import Runner from .utils import create_ds_config, get_time if TYPE_CHECKING: from gradio.components import Component class Engine: def __init__(self, demo_mode: bool = False, pure_chat: bool = False) -> None: self.demo_mode = demo_mode self.pure_chat = pure_chat self.manager = Manager() self.runner = Runner(self.manager, demo_mode) self.chatter = WebChatModel(self.manager, demo_mode, lazy_init=(not pure_chat)) if not demo_mode: create_ds_config() def _update_component(self, input_dict: Dict[str, Dict[str, Any]]) -> Dict["Component", "Component"]: r""" Gets the dict to update the components. """ output_dict: Dict["Component", "Component"] = {} for elem_id, elem_attr in input_dict.items(): elem = self.manager.get_elem_by_id(elem_id) output_dict[elem] = elem.__class__(**elem_attr) return output_dict def resume(self): user_config = load_config() if not self.demo_mode else {} lang = user_config.get("lang", None) or "en" init_dict = {"top.lang": {"value": lang}, "infer.chat_box": {"visible": self.chatter.loaded}} if not self.pure_chat: current_time = get_time() init_dict["train.current_time"] = {"value": current_time} init_dict["train.output_dir"] = {"value": "train_{}".format(current_time)} init_dict["train.config_path"] = {"value": "{}.yaml".format(current_time)} init_dict["eval.output_dir"] = {"value": "eval_{}".format(current_time)} init_dict["infer.mm_box"] = {"visible": False} if user_config.get("last_model", None): init_dict["top.model_name"] = {"value": user_config["last_model"]} yield self._update_component(init_dict) if self.runner.running and not self.demo_mode and not self.pure_chat: yield {elem: elem.__class__(value=value) for elem, value in self.runner.running_data.items()} if self.runner.do_train: yield self._update_component({"train.resume_btn": {"value": True}}) else: yield self._update_component({"eval.resume_btn": {"value": True}}) def change_lang(self, lang: str): return { elem: elem.__class__(**LOCALES[elem_name][lang]) for elem_name, elem in self.manager.get_elem_iter() if elem_name in LOCALES }