# ------------------------------------------------------------------------ # Copyright (c) 2023-present, BAAI. All Rights Reserved. # # 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, esither express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ------------------------------------------------------------------------ """Timing functions.""" import contextlib import datetime import time class Timer(object): """Simple timer.""" def __init__(self): self.total_time = 0.0 self.calls = 0 self.start_time = 0.0 self.diff = 0.0 self.average_time = 0.0 def add_diff(self, diff, n=1, average=True): self.total_time += diff self.calls += n self.average_time = self.total_time / self.calls return self.average_time if average else self.diff @contextlib.contextmanager def tic_and_toc(self, n=1, average=True): try: yield self.tic() finally: self.toc(n, average) def tic(self): self.start_time = time.time() return self def toc(self, n=1, average=True): self.diff = time.time() - self.start_time return self.add_diff(self.diff, n, average) def get_progress(timer, step, max_steps): """Return the progress information.""" eta_seconds = timer.average_time * (max_steps - step) eta = str(datetime.timedelta(seconds=int(eta_seconds))) progress = (step + 1.0) / max_steps return "< PROGRESS: {:.2%} | SPEED: {:.3f}s / iter | ETA: {} >".format( progress, timer.average_time, eta )