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# A reimplemented version in public environments by Xiao Fu and Mu Hu | |
import json | |
import yaml | |
import logging | |
import os | |
import numpy as np | |
import sys | |
def load_loss_scheme(loss_config): | |
with open(loss_config, 'r') as f: | |
loss_json = yaml.safe_load(f) | |
return loss_json | |
DEBUG =0 | |
logger = logging.getLogger() | |
if DEBUG: | |
#coloredlogs.install(level='DEBUG') | |
logger.setLevel(logging.DEBUG) | |
else: | |
#coloredlogs.install(level='INFO') | |
logger.setLevel(logging.INFO) | |
strhdlr = logging.StreamHandler() | |
logger.addHandler(strhdlr) | |
formatter = logging.Formatter('%(asctime)s [%(filename)s:%(lineno)d] %(levelname)s %(message)s') | |
strhdlr.setFormatter(formatter) | |
def count_parameters(model): | |
return sum(p.numel() for p in model.parameters() if p.requires_grad) | |
def check_path(path): | |
if not os.path.exists(path): | |
os.makedirs(path, exist_ok=True) | |