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debugging_data.py
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predicted_classes = [6, 692, 433, 433, 669, 728, 601, 4, 395, 828, 616, 552, 669, 50, 0, 6, 669, 876, 570, 617, 801, 363, 5, 680, 801, 433, 4, 723, 801, 6, 390, 691, 801, 793, 0, 0, 723, 3, 394, 263, 971, 6, 6, 6, 515, 433, 390, 796, 6, 0, 4, 463, 801, 1, 552, 723, 5, 680, 107, 971, 418, 111, 691, 397, 572, 4, 552, 871, 107, 984, 4, 115, 971, 6, 112, 1, 973, 973, 971, 115, 794, 107, 604, 107, 115, 552, 794, 723, 669, 103, 700, 319, 29, 5, 6, 971, 723, 4, 4, 394, 112, 112, 394, 405, 749, 318, 344, 146, 435, 110, 2, 6, 662, 2, 470, 749, 89, 473, 3, 749, 2, 112, 940, 644, 29, 355, 112, 951, 898, 112, 876, 749, 969, 619, 112, 395, 3, 317, 5, 148, 344, 331, 112, 516, 112, 728, 112, 812, 394, 112, 572, 852, 895, 4, 3, 405, 3, 395, 984, 111, 3, 951, 951, 728, 126, 4, 969, 794, 89, 895, 896, 3, 3, 3, 4, 971, 952, 3, 3, 6, 570, 4, 3, 394, 3, 3, 803, 470, 65, 3, 3, 404, 3, 606, 3, 112, 117, 6, 3, 405, 691, 318, 587, 599, 4, 318, 111, 317, 161, 680, 4, 4, 4, 4, 3, 973, 4, 883, 112, 999, 3, 404, 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Raw
test_imagenet.py
import os, sys
os.environ['GLOG_minloglevel'] = '2' # suprress Caffe verbose prints
import tqdm
import caffe
import numpy as np
import torch.utils.data as data
import torchvision.transforms as transforms
import torchvision.datasets as datasets
class ImageFolderWithPaths(datasets.ImageFolder):
"""Custom dataset that includes image file paths. Extends
torchvision.datasets.ImageFolder
"""
# override the __getitem__ method. this is the method dataloader calls
def __getitem__(self, index):
# this is what ImageFolder normally returns
original_tuple = super(ImageFolderWithPaths, self).__getitem__(index)
# the image file path
path = self.imgs[index][0]
# make a new tuple that includes original and the path
tuple_with_path = (original_tuple + (path,))
return tuple_with_path
# use pytorch datalaoder for adhoc cropping
dataset = ImageFolderWithPaths(
'/gpfs01/bethge/data/imagenet-raw/raw-data/val',
transforms.Compose([
transforms.Resize((256, 256)),
transforms.CenterCrop(227),
transforms.ToTensor()
])
)
batch_size = 128
net_weights = "nets/caffenet/bvlc_reference_caffenet.caffemodel"
net_definition = "nets/caffenet/deploy.prototxt"
caffe.set_mode_gpu()
imagenet_mean = np.float32([104.0069879317889, 116.66876761696767, 122.6789143406786])
net = caffe.Classifier(
net_definition, net_weights,
channel_swap=(2,1,0), # the reference model has channels in BGR order instead of RGB
mean=imagenet_mean # ImageNet mean
)
net.blobs["data"].reshape(batch_size, 3, 227, 227)
data_loader = data.DataLoader(
dataset,
batch_size=batch_size,
shuffle=False,
num_workers=50,
pin_memory=True)
n_correct = 0
n_correct5 = 0
all_predicted_classes = []
all_labels = []
for iteration, batch in enumerate(tqdm.tqdm(data_loader)):
images, labels, paths = batch
images = images.numpy() * 255.0
#images = images[:, (2, 0, 1)]
#images -= imagenet_mean.reshape(1, -1, 1, 1)
labels = labels.numpy()
if len(images) is not batch_size:
net.blobs["data"].reshape(len(images), 3, 227, 227)
# net.reshape()
net.blobs['data'].data[...] = images
output = net.forward()
all_predicted_classes.append(output["log"].argmax(-1))
all_labels.append(labels)
n_correct += np.sum(output["log"].argmax(-1) == labels)
n_correct5 += np.sum(output["log"].argsort(-1)[:, -5:] == labels.reshape(-1, 1))
n_total = len(all_labels)
print "top1: %s, \ttop5: %s" % (float(n_correct) / n_total, float(n_correct5) / n_total)
all_labels = np.concatenate(all_labels, 0)
all_predicted_classes = np.concatenate(all_predicted_classes, 0)
data = (all_labels, all_predicted_classes)
np.savez("labels_and_predicted_labels.npz", data)
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