from typing import TYPE_CHECKING, Any, Dict from .chatter import WebChatModel from .common import get_model_path, list_dataset, load_config from .locales import LOCALES from .manager import Manager from .runner import Runner from .utils import 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)) 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: init_dict["train.dataset"] = {"choices": list_dataset().choices} init_dict["eval.dataset"] = {"choices": list_dataset().choices} init_dict["train.output_dir"] = {"value": "train_{}".format(get_time())} init_dict["train.config_path"] = {"value": "{}.json".format(get_time())} init_dict["eval.output_dir"] = {"value": "eval_{}".format(get_time())} if user_config.get("last_model", None): init_dict["top.model_name"] = {"value": user_config["last_model"]} init_dict["top.model_path"] = {"value": get_model_path(user_config["last_model"])} yield self._update_component(init_dict) if self.runner.alive 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 }