import os import sys import abc import atexit import time import logging import platform import requests import traceback from typing import Callable, List, NoReturn import gradio as gr from gradio.blocks import Block, BlockContext is_windows = platform.system() == "Windows" is_macos = platform.system() == "Darwin" if logging.getLogger().hasHandlers(): log = logging.getLogger("sd") else: import copy class ColoredFormatter(logging.Formatter): COLORS = { "DEBUG": "\033[0;36m", # CYAN "INFO": "\033[0;32m", # GREEN "WARNING": "\033[0;33m", # YELLOW "ERROR": "\033[0;31m", # RED "CRITICAL": "\033[0;37;41m", # WHITE ON RED "RESET": "\033[0m", # RESET COLOR } def format(self, record): colored_record = copy.copy(record) levelname = colored_record.levelname seq = self.COLORS.get(levelname, self.COLORS["RESET"]) colored_record.levelname = f"{seq}{levelname}{self.COLORS['RESET']}" return super().format(colored_record) # Create a new logger logger = logging.getLogger("AgentScheduler") logger.propagate = False # Add handler if we don't have one. if not logger.handlers: handler = logging.StreamHandler(sys.stdout) handler.setFormatter(ColoredFormatter("%(levelname)s - %(message)s")) logger.addHandler(handler) # Configure logger loglevel = logging.INFO logger.setLevel(loglevel) log = logger class Singleton(abc.ABCMeta, type): """ Singleton metaclass for ensuring only one instance of a class. """ _instances = {} def __call__(cls, *args, **kwargs): """Call method for the singleton metaclass.""" if cls not in cls._instances: cls._instances[cls] = super(Singleton, cls).__call__(*args, **kwargs) return cls._instances[cls] def compare_components_with_ids(components: List[Block], ids: List[int]): return len(components) == len(ids) and all( component._id == _id for component, _id in zip(components, ids) ) def get_component_by_elem_id(root: Block, elem_id: str): if root.elem_id == elem_id: return root elem = None if isinstance(root, BlockContext): for block in root.children: elem = get_component_by_elem_id(block, elem_id) if elem is not None: break return elem def get_components_by_ids(root: Block, ids: List[int]): components: List[Block] = [] if root._id in ids: components.append(root) ids = [_id for _id in ids if _id != root._id] if isinstance(root, BlockContext): for block in root.children: components.extend(get_components_by_ids(block, ids)) return components def detect_control_net(root: gr.Blocks, submit: gr.Button): UiControlNetUnit = None dependencies: List[dict] = [ x for x in root.dependencies if x["trigger"] == "click" and submit._id in x["targets"] ] for d in dependencies: if len(d["outputs"]) == 1: outputs = get_components_by_ids(root, d["outputs"]) output = outputs[0] if ( isinstance(output, gr.State) and type(output.value).__name__ == "UiControlNetUnit" ): UiControlNetUnit = type(output.value) return UiControlNetUnit def get_dict_attribute(dict_inst: dict, name_string: str, default=None): nested_keys = name_string.split(".") value = dict_inst for key in nested_keys: value = value.get(key, None) if value is None: return default return value def set_dict_attribute(dict_inst: dict, name_string: str, value): """ Set an attribute to a dictionary using dot notation. If the attribute does not already exist, it will create a nested dictionary. Parameters: - dict_inst: the dictionary instance to set the attribute - name_string: the attribute name in dot notation (ex: 'attribute.name') - value: the value to set for the attribute Returns: None """ # Split the attribute names by dot name_list = name_string.split(".") # Traverse the dictionary and create a nested dictionary if necessary current_dict = dict_inst for name in name_list[:-1]: if name not in current_dict: current_dict[name] = {} current_dict = current_dict[name] # Set the final attribute to its value current_dict[name_list[-1]] = value def request_with_retry( make_request: Callable[[], requests.Response], max_try: int = 3, retries: int = 0, ): try: res = make_request() if res.status_code > 400: raise Exception(res.text) return True except requests.exceptions.ConnectionError: log.error("[ArtVenture] Connection error while uploading result") if retries >= max_try - 1: return False time.sleep(1) log.info(f"[ArtVenture] Retrying {retries + 1}...") return request_with_retry( make_request, max_try=max_try, retries=retries + 1, ) except Exception as e: log.error("[ArtVenture] Error while uploading result") log.error(e) log.debug(traceback.format_exc()) return False def _exit(status: int) -> NoReturn: try: atexit._run_exitfuncs() except: pass sys.stdout.flush() sys.stderr.flush() os._exit(status)