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67 changes: 67 additions & 0 deletions examples/singa_peft/examples/model/gan_utils.py
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#!/usr/bin/env python
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#

import gzip
import matplotlib.pyplot as plt
import numpy as np
import os
import pickle
import sys
import time

try:
import urllib.request as ul_request
except ImportError:
import urllib as ul_request

def print_log(s):
t = time.ctime()
print('[{}]{}'.format(t, s))

def load_data(filepath):
with gzip.open(filepath, 'rb') as f:
train_set, valid_set, test_set = pickle.load(f, encoding='bytes')
traindata = train_set[0].astype(np.float32)
validdata = valid_set[0].astype(np.float32)
testdata = test_set[0].astype(np.float32)
trainlabel = train_set[1].astype(np.float32)
validlabel = valid_set[1].astype(np.float32)
testlabel = test_set[1].astype(np.float32)
return traindata, trainlabel, validdata, validlabel, testdata, testlabel

def download_data(gzfile, url):
if os.path.exists(gzfile):
print('Downloaded already!')
sys.exit(0)
print('Downloading data %s' % (url))
ul_request.urlretrieve(url, gzfile)
print('Finished!')

def show_images(filepath):
with open(filepath, 'rb') as f:
imgs = pickle.load(f)
r, c = 5, 5
fig, axs = plt.subplots(5, 5)
cnt = 0
for i in range(r):
for j in range(c):
axs[i, j].imshow(imgs[cnt, :, :, 0], cmap='gray')
axs[i, j].axis('off')
cnt += 1
plt.show()