PyNorch/norch/utils/functions.py
2024-05-25 10:53:09 -03:00

120 lines
4.1 KiB
Python

import random
import requests
import tarfile
import zipfile
import shutil
import os
def generate_random_list(shape):
"""
Generate a list with random numbers and shape 'shape'
"""
if len(shape) == 0:
return []
else:
inner_shape = shape[1:]
if len(inner_shape) == 0:
return [random.uniform(-1, 1) for _ in range(shape[0])]
else:
return [generate_random_list(inner_shape) for _ in range(shape[0])]
def download_from_url(url, save_path, chunk_size=128):
"""Download a file from an URL.
Original answer from https://stackoverflow.com/questions/9419162/download-returned-zip-file-from-url
Args:
url (str): path to the URL.
save_path (str): path to the saving directory.
chunk_size (int): download chunk.
Returns:
None
"""
response = requests.get(url, stream=True)
total = response.headers.get('content-length')
with open(save_path, 'wb') as f:
if total is None:
f.write(response.content)
else:
downloaded = 0
total = int(total)
for data in response.iter_content(chunk_size=max(int(total / 1000), 1024 * 1024)):
downloaded += len(data)
f.write(data)
progress_bar(downloaded, total, "Downloading...")
def extract_to_dir(filename, dirpath='.'):
# Does not create folder twice with the same name
name, ext = os.path.splitext(filename)
# if os.path.basename(name) == os.path.basename(dirpath):
# dirpath = '.'
# Extract
print(dirpath)
print("Extracting...", end="")
if tarfile.is_tarfile(filename):
tarfile.open(filename, 'r').extractall(dirpath)
elif zipfile.is_zipfile(filename):
zipfile.ZipFile(filename, 'r').extractall(dirpath)
elif ext == '.gz':
if not os.path.exists(dirpath):
os.mkdir(dirpath)
shutil.move(filename, os.path.join(dirpath, os.path.basename(filename)))
print(f" | NOTE: gzip files are not extracted, and moved to {dirpath}", end="")
# Return the path where the file was extracted
print(" | Done !")
return os.path.abspath(dirpath)
def progress_bar(current_index, max_index, prefix=None, suffix=None, start_time=None):
"""Display a progress bar and duration.
Args:
current_index (int): current state index (or epoch number).
max_index (int): maximal numbers of state.
prefix (str, optional): prefix of the progress bar. The default is None.
suffix (str, optional): suffix of the progress bar. The default is None.
start_time (float, optional): starting time of the progress bar. If not None, it will display the time
spent from the beginning to the current state. The default is None.
Returns:
None. Display the progress bar in the console.
"""
# Add a prefix to the progress bar
prefix = "" if prefix is None else str(prefix) + " "
# Get the percentage
percentage = current_index * 100 // max_index
loading = "[" + "=" * (percentage // 2) + " " * (50 - percentage // 2) + "]"
progress_display = "\r{0}{1:3d}% | {2}".format(prefix, percentage, loading)
# Add a suffix to the progress bar
progress_display += "" if suffix is None else " | " + str(suffix)
# Add a timer
if start_time is not None:
time_min, time_sec = get_time(start_time, time.time())
time_display = " | Time: {0}m {1}s".format(time_min, time_sec)
progress_display += time_display
# Print the progress bar
# TODO: return a string instead
print(progress_display, end="{}".format("" if current_index < max_index else " | Done !\n"))
def get_time(start_time, end_time):
"""Get ellapsed time in minutes and seconds.
Args:
start_time (float): strarting time
end_time (float): ending time
Returns:
elapsed_mins (float): elapsed time in minutes
elapsed_secs (float): elapsed time in seconds.
"""
elapsed_time = end_time - start_time
elapsed_mins = int(elapsed_time / 60)
elapsed_secs = int(elapsed_time - (elapsed_mins * 60))
return elapsed_mins, elapsed_secs