From 41c70c0a970f84771a8b97147ffe67563c2a218d Mon Sep 17 00:00:00 2001 From: Hideho Gomi Date: Mon, 18 Dec 2017 16:54:32 +0900 Subject: [PATCH 1/2] add ImageNet. align with the original papers. modified comment after code review. Update README.md(markdown style) [doc] New context API format --- imagenet-classification/README.md | 60 +- imagenet-classification/args.py | 8 +- imagenet-classification/category_list.txt | 1000 + imagenet-classification/classification.py | 100 +- imagenet-classification/create_cache_file.py | 167 + imagenet-classification/create_train_dir.py | 42 + imagenet-classification/create_val_dir.py | 48 + imagenet-classification/imagenet_data.py | 19 + imagenet-classification/model_resnet.py | 2 +- .../val_data_category_list.txt | 50000 ++++++++++++++++ 10 files changed, 51396 insertions(+), 50 deletions(-) create mode 100644 imagenet-classification/category_list.txt create mode 100644 imagenet-classification/create_cache_file.py create mode 100644 imagenet-classification/create_train_dir.py create mode 100644 imagenet-classification/create_val_dir.py create mode 100644 imagenet-classification/imagenet_data.py create mode 100644 imagenet-classification/val_data_category_list.txt diff --git a/imagenet-classification/README.md b/imagenet-classification/README.md index 9fb4ae867..2a90387cf 100644 --- a/imagenet-classification/README.md +++ b/imagenet-classification/README.md @@ -4,25 +4,71 @@ ## Overview -The examples are written in python. These examples demonstrate learning on Tiny ImageNet dataset. +The examples are written in python. These examples demonstrate learning on ImageNet and Tiny ImageNet dataset. +In case of ImageNet, We need to get the dataset and to create the cache file by yourself. Tiny ImageNet dataset will be cached by running the example script. --- ## classification.py -In this example, "Residual Neural Network" (also called "ResNet") is trained on a [Tiny Imagenet](https://tiny-imagenet.herokuapp.com/) dataset. +In this example, "Residual Neural Network" (also called "ResNet") is trained on a [Imagenet](https://imagenet.herokuapp.com/) and [Tiny Imagenet](https://tiny-imagenet.herokuapp.com/) dataset. -The following line executes the Tiny ImageNet training (with the setting the we recommended you to try first. It requires near 6GB memory available in the CUDA device. See more options in the help by the `-h` option.). +### ImageNet + +ImageNet consists of 1000 categories and each category has 1280 of images in training set. +The ImageNet dataset(training and validation) requires 150[GBytes] of disk capacity. +To create catche files requires approximately 400[GBytes] of disk capacity. + +1. Prepare the data of ImageNet (You can get ImageNet dataset from the [link](https://imagenet.herokuapp.com/). The following setup procedure requires the following two files. + - Training dataset: ILSVRC2012_img_train.tar + - Validation dataset: ILSVRC2012_img_val.tar + +2. Create a directory for the data set. + - For the trainning data. + - mkdir "directory name" + - [ex):mkdir train_data] + - python create_train_dir.py -t "tar file(trainning) of ImageNet" -o "directory name" + - [ex):python create_train_dir.py -t ILSVRC2012_img_train.tar -o train_data] + - For the validation data. + - mkdir "directory name" + - [ex):mkdir val_data] + - python create_val_dir.py -t "tar file(validation) of ImageNet" -o "directory name" + - [ex):python create_val_dir.py -t ILSVRC2012_img_val.tar -o val_data] + +3. Create the cache files of the datasets that improve the disk I/O overhead. + - For the trainning data. + - mkdir "directory name" + - [ex):mkdir train_cache] + - python create_cache_file.py -i "directory of the trainning data" -o "directory of the trainning cache file" -w "width of output image" -g "height of output image" -m "shaping mode (trimming or padding)" -s "shuffle mode (true or false)" + - [ex):[python create_cache_file.py -i train_data -o train_cache -w 320 -g 320 -m trimming -s true] + - For the validation data. + - mkdir "directory name" + - [ex):mkdir val_cache] + - python create_cache_file.py -i "directory of the validation data" -o "directory of the validatio cache file" -w "width of output image" -g "height of output image" -m "shaping mode (trimming or padding)" -s "shuffle mode (true or false)" + - [ex):python create_cache_file.py -i val_data -o val_cache -w 320 -g 320 -m trimming -s false] + +The following line executes the ImageNet training (See more options in the help by the `-h` option.). ``` -python classification.py -c cudnn -a4 -b64 -L34 +4．Execute the example of ImageNet. + - python classification.py -c "device id" -b"batch size" -a"accumulate gradient" -L"number of layers", -T "directory of the trainning cache file" -V "directory of the validation cache file" + [ex):python classification.py -c cudnn -b64 -a4 -L34 -T train_cache -V val_cache] ``` -Tiny ImageNet consists of 200 categories and each category has 500 of 64x64 size images in training set. +After the learning completes successfully, the results will be saved in "tmp.montors.imagenet". + +In this folder you will find model files "\*.h5" and result files "\*.txt" + +### Tiny Imagenet + +The training script for ImageNet also works on Tiny ImageNet dataset, which +consists of 200 categories and each category has 500 of 64x64 size images in training set. The ResNet trained here is almost equivalent to the one used in ImageNet. The differences are the strides in both the first conv and the max pooling are removed. -After the learning completes successfully, the results will be saved in "tmp.montors.imagenet". +The following line executes the Tiny ImageNet training (with the setting the we recommended you to try first. It requires near 6GB memory available in the CUDA device. See more options in the help by the `-h` option.). -In this folder you will find model files "\*.h5" and result files "\*.txt" +``` +python classification.py -c cudnn -a4 -b64 -L34 -M true +``` diff --git a/imagenet-classification/args.py b/imagenet-classification/args.py index 5b1178b71..cb42f11e0 100644 --- a/imagenet-classification/args.py +++ b/imagenet-classification/args.py @@ -13,7 +13,7 @@ # limitations under the License. -def get_args(monitor_path='tmp.monitor.imagenet', max_iter=500000, model_save_path=None, learning_rate=1e-1, batch_size=8, weight_decay=1e-4, accum_grad=32): +def get_args(monitor_path='tmp.monitor.imagenet', max_iter=500000, model_save_path=None, learning_rate=1e-1, batch_size=8, weight_decay=1e-4, accum_grad=32, tiny_mode=False, train_cachefile_dir=None, val_cachefile_dir=None): """ Get command line arguments. @@ -63,6 +63,12 @@ def get_args(monitor_path='tmp.monitor.imagenet', max_iter=500000, model_save_pa parser.add_argument("--shortcut-type", "-S", type=str, choices=['b', 'c', ''], default='b', help='Skip connection type. See `resnet_imagenet()` in model_resenet.py for description.') + parser.add_argument("--tiny-mode", "-M", type=bool, default=tiny_mode, + help='The dataset is tiny imagenet.') + parser.add_argument("--train-cachefile-dir", "-T", type=str, default=train_cachefile_dir, + help='Training cache file dir. Create to use create_cache_file.py') + parser.add_argument("--val-cachefile-dir", "-V", type=str, default=val_cachefile_dir, + help='Validation cache file dir. Create to use create_cache_file.py') args = parser.parse_args() if not os.path.isdir(args.model_save_path): os.makedirs(args.model_save_path) diff --git a/imagenet-classification/category_list.txt b/imagenet-classification/category_list.txt new file mode 100644 index 000000000..504eb6f8a --- /dev/null +++ b/imagenet-classification/category_list.txt @@ -0,0 +1,1000 @@ +n03063689 +n02410509 +n01981276 +n04258138 +n01797886 +n04009552 +n02002724 +n02091635 +n01494475 +n02489166 +n02113978 +n03457902 +n02815834 +n03710721 +n01667778 +n03976657 +n01682714 +n02454379 +n03825788 +n13052670 +n09468604 +n04147183 +n02088632 +n03325584 +n07749582 +n03733805 +n03146219 +n06785654 +n02112350 +n07860988 +n03976467 +n04005630 +n07875152 +n02089973 +n04540053 +n07614500 +n03447721 +n02114367 +n01580077 +n02747177 +n11939491 +n02268443 +n03742115 +n02231487 +n03584829 +n01742172 +n02093428 +n02123597 +n04141975 +n01860187 +n01688243 +n04442312 +n03721384 +n07717556 +n02168699 +n02526121 +n07745940 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+n04179913 +n03930630 +n03967562 +n07720875 +n03871628 +n02869837 +n04371774 +n03662601 +n02441942 +n01950731 +n03584254 +n03977966 +n03240683 +n03998194 +n04392985 +n01828970 +n04461696 +n03530642 +n02988304 +n04467665 +n04069434 +n01775062 +n02814860 +n01729322 +n01847000 +n04493381 +n01729977 +n01558993 +n02006656 +n04372370 +n03534580 +n02119789 +n03868242 diff --git a/imagenet-classification/classification.py b/imagenet-classification/classification.py index 6c8f6a506..1b6f3b7bb 100644 --- a/imagenet-classification/classification.py +++ b/imagenet-classification/classification.py @@ -22,21 +22,13 @@ from args import get_args from tiny_imagenet_data import data_iterator_tiny_imagenet +from imagenet_data import data_iterator_imagenet import model_resnet import os from collections import namedtuple -def categorical_error(pred, label): - """ - Compute categorical error given score vectors and labels as - numpy.ndarray. - """ - pred_label = pred.argmax(1) - return (pred_label != label.flat).mean() - - def get_model(args, num_classes, test=False, tiny=False): """ Create computation graph and variables. @@ -52,7 +44,7 @@ def get_model(args, num_classes, test=False, tiny=False): nn_in_size = 56 image = nn.Variable([args.batch_size, 3, data_size, data_size]) label = nn.Variable([args.batch_size, 1]) - pimage = image_preprocess(image, nn_in_size) + pimage = image_preprocess(image, nn_in_size, data_size, test) pred, hidden = model_resnet.resnet_imagenet( pimage, num_classes, args.num_layers, args.shortcut_type, test=test, tiny=tiny) loss = F.mean(F.softmax_cross_entropy(pred, label)) @@ -60,21 +52,27 @@ def get_model(args, num_classes, test=False, tiny=False): return Model(image, label, pred, loss, hidden) -def image_preprocess(image, img_size=224): +def image_preprocess(image, img_size=224, data_size=320, test=False): h, w = image.shape[2:] - size = min(h, w) - min_size = img_size * 1.1 - max_size = min_size * 2 - min_scale = min_size / size - max_scale = max_size / size - image = F.image_augmentation(image, (3, img_size, img_size), - min_scale=min_scale, max_scale=max_scale, - angle=0.5, aspect_ratio=1.3, distortion=0.2, - flip_lr=True, brightness=25.5, - brightness_each=True, - contrast=1.1, contrast_center=128.0, - contrast_each=True, noise=25.5) - image = image - 128 + image = image / 255.0 + if test: + _img_size = data_size * 0.875 # Ratio of size is 87.5% + hs = (h - _img_size) / 2 + ws = (w - _img_size) / 2 + he = (h + _img_size) / 2 + we = (w + _img_size) / 2 + image = F.slice(image, (0, ws, hs), (3, we, he), (1, 1, 1)) + image = F.image_augmentation( + image, (3, img_size, img_size), min_scale=0.8, max_scale=0.8) + else: + size = min(h, w) + min_size = img_size * 1.1 + max_size = min_size * 2 + min_scale = min_size / size + max_scale = max_size / size + image = F.image_augmentation(image, (3, img_size, img_size), pad=(0, 0), min_scale=min_scale, max_scale=max_scale, angle=0.5, aspect_ratio=1.3, + distortion=0.2, flip_lr=True, flip_ud=False, brightness=0.0, brightness_each=True, contrast=1.1, contrast_center=0.5, contrast_each=True, noise=0.0) + image = image - 0.5 return image @@ -95,24 +93,39 @@ def train(): extension_module, device_id=args.device_id, type_config=args.type_config) nn.set_default_context(ctx) - # Dataset - # We use Tiny ImageNet from Stanford CS231N class. - # https://tiny-imagenet.herokuapp.com/ - # Tiny ImageNet consists of 200 categories, each category has 500 images - # in training set. The image size is 64x64. To adapt ResNet into 64x64 - # image inputs, the input image size of ResNet is set as 56x56, and - # the stride in the first conv and the first max pooling are removed. - data = data_iterator_tiny_imagenet(args.batch_size, 'train') - vdata = data_iterator_tiny_imagenet(args.batch_size, 'val') - - num_classes = 200 - tiny = True # TODO: Switch ILSVRC2012 dataset and TinyImageNet. + if args.tiny_mode: + # We use Tiny ImageNet from Stanford CS231N class. + # (Tiny ImageNet, https://tiny-imagenet.herokuapp.com/) + # Tiny ImageNet consists of 200 categories, each category has 500 images + # in training set. The image size is 64x64. To adapt ResNet into 64x64 + # image inputs, the input image size of ResNet is set as 56x56, and + # the stride in the first conv and the first max pooling are removed. + # Please check README. + data = data_iterator_tiny_imagenet(args.batch_size, 'train') + vdata = data_iterator_tiny_imagenet(args.batch_size, 'val') + num_classes = 200 + else: + # We use ImageNet. + # (ImageNet, https://imagenet.herokuapp.com/) + # ImageNet consists of 1000 categories, each category has 1280 images + # in training set. The image size is various. To adapt ResNet into + # 320x320 image inputs, the input image size of ResNet is set as + # 224x224. We need to get tar file and create cache file(320x320 images). + # Please check README. + data = data_iterator_imagenet( + args.batch_size, args.train_cachefile_dir) + vdata = data_iterator_imagenet(args.batch_size, args.val_cachefile_dir) + num_classes = 1000 t_model = get_model( - args, num_classes, test=False, tiny=tiny) + args, num_classes, test=False, tiny=args.tiny_mode) t_model.pred.persistent = True # Not clearing buffer of pred in backward + t_pred2 = t_model.pred.unlinked() + t_e = F.mean(F.top_n_error(t_pred2, t_model.label)) v_model = get_model( - args, num_classes, test=True, tiny=tiny) + args, num_classes, test=True, tiny=args.tiny_mode) v_model.pred.persistent = True # Not clearing buffer of pred in forward + v_pred2 = v_model.pred.unlinked() + v_e = F.mean(F.top_n_error(v_pred2, v_model.label)) # Create Solver. solver = S.Momentum(args.learning_rate, 0.9) @@ -126,6 +139,8 @@ def train(): monitor_vloss = M.MonitorSeries("Validation loss", monitor, interval=10) monitor_verr = M.MonitorSeries("Validation error", monitor, interval=10) monitor_time = M.MonitorTimeElapsed("Training time", monitor, interval=10) + monitor_vtime = M.MonitorTimeElapsed( + "Validation time", monitor, interval=10) # Training loop. for i in range(args.max_iter): @@ -135,7 +150,7 @@ def train(): args.model_save_path, 'param_%06d.h5' % i)) # Validation - if i % args.val_interval == 0: + if i % args.val_interval == 0 and i != 0: # Clear all intermediate memory to save memory. # t_model.loss.clear_recursive() @@ -150,9 +165,11 @@ def train(): v_model.label.data.cast(np.int32, ctx) v_model.loss.forward(clear_buffer=True) l += v_model.loss.d - e += categorical_error(v_model.pred.d, v_model.label.d) + v_e.forward(clear_buffer=True) + e += v_e.d monitor_vloss.add(i, l / args.val_iter) monitor_verr.add(i, e / args.val_iter) + monitor_vtime.add(i) # Clear all intermediate memory to save memory. # v_model.loss.clear_recursive() @@ -172,7 +189,8 @@ def train(): t_model.loss.forward(clear_no_need_grad=True) t_model.loss.backward(clear_buffer=True) # Accumulating gradients l += t_model.loss.d - e += categorical_error(t_model.pred.d, t_model.label.d) + t_e.forward(clear_buffer=True) + e += t_e.d solver.weight_decay(args.weight_decay) solver.update() monitor_loss.add(i, l / args.accum_grad) diff --git a/imagenet-classification/create_cache_file.py b/imagenet-classification/create_cache_file.py new file mode 100644 index 000000000..f58e80fce --- /dev/null +++ b/imagenet-classification/create_cache_file.py @@ -0,0 +1,167 @@ +# Copyright (c) 2017 Sony Corporation. 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, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import sys +import imghdr +import tqdm +import numpy as np +import scipy.misc +import argparse +import h5py +import nnabla.logger as logger + + +def create_cache_file(args): + # settings + source_dir = args.sourcedir + dest_dir = args.outdir + width = int(args.width) + height = int(args.height) + padding = args.mode == 'padding' + shuffle = args.shuffle == 'true' + + if source_dir == dest_dir: + logger.critical("Input directory and output directory are same.") + return + + # create file list + logger.log(99, "Creating file list...") + dirs = os.listdir(source_dir) + dirs = [d for d in dirs if os.path.isdir(os.path.join(source_dir, d))] + dirs.sort() + # print(dirs) + + labels = [] + label_index = -1 + csv_data = [] + pbar = tqdm.tqdm(total=100, unit='%') + last = 0 + for i, dir in enumerate(dirs): + # print(dir) + full_path = os.path.join(source_dir, dir) + files = os.listdir(full_path) + files = [f for f in files if os.path.isfile( + os.path.join(full_path, f))] + files.sort() + found = False + for i2, file in enumerate(files): + file_name = os.path.join(full_path, file) + if imghdr.what(file_name) is not None: + if not found: + labels.append(dir) + label_index += 1 + found = True + csv_data.append([os.path.join('.', dir, file), label_index]) + current = round(100 * (float(i) / len(dirs) + + float(i2) / (len(dirs) * len(files)))) + if last < current: + pbar.update(current - last) + last = current + pbar.close() + + logger.log(99, "Creating cache files...") + if shuffle: + import random + random.shuffle(csv_data) + + data_size = 100 + num_data_files = int((len(csv_data)-1)/data_size + 1) + for i in tqdm.tqdm(range(num_data_files)): + num_image = data_size if ( + i+1) * data_size < len(csv_data) else len(csv_data) - i * data_size + data = {} + data['x'] = [] + data['y'] = [] + for i2 in range(num_image): + image_file_name = csv_data[i2 + i * data_size][0] + class_index_str = csv_data[i2 + i * data_size][1] + image_file_name = source_dir + csv_data[i2 + i * data_size][0][1:] + class_index = int(class_index_str) + if os.path.exists(image_file_name): + im = scipy.misc.imread(image_file_name, mode='RGB') + # resize + h = im.shape[0] + w = im.shape[1] + # print(h, w) + if w != width or h != height: + # resize image + if not padding: + # trimming mode + if float(h) / w > float(height) / width: + target_h = int(float(w) / width * height) + # print('crop_target_h', target_h) + im = im[(h - target_h) // 2:h - + (h - target_h) // 2, ::] + else: + target_w = int(float(h) / height * width) + # print('crop_target_w', target_w) + im = im[::, (w - target_w) // 2:w - + (w - target_w) // 2] + # print('before', im.shape) + im = scipy.misc.imresize(arr=im, size=( + height, width), interp='lanczos') + # print('after', im.shape) + else: + # padding mode + if float(h) / w < float(height) / width: + target_h = int(float(height) / width * w) + # print('padding_target_h', target_h) + pad = (((target_h - h) // 2, target_h - + (target_h - h) // 2 - h), (0, 0)) + else: + target_w = int(float(width) / height * h) + # print('padding_target_w', target_w) + pad = ((0, 0), ((target_w - w) // 2, + target_w - (target_w - w) // 2 - w)) + pad = pad + ((0, 0),) + im = np.pad(im, pad, 'constant') + # print('before', im.shape) + im = scipy.misc.imresize(arr=im, size=( + height, width), interp='lanczos') + # print('after', im.shape) + x = np.array(im, dtype=np.uint8).transpose((2, 0, 1)) + #print x.shape, x.dtype + data['x'].append(x) + data['y'].append(np.array([class_index], dtype=np.int16)) + else: + print(image_file_name, ' is not found.') + out_file_name = dest_dir + '/data{:04d}_{}.h5'.format(i, num_image) + h5 = h5py.File(out_file_name, 'w') + h5.create_dataset('y', data=data['y']) + h5.create_dataset('x', data=data['x']) + h5.close + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + '-i', '--sourcedir', help='source directory with directories for each class', required=True) + parser.add_argument( + '-o', '--outdir', help='output directory', required=True) + parser.add_argument( + '-w', '--width', help='width of output image', required=True) + parser.add_argument( + '-g', '--height', help='height of output image', required=True) + parser.add_argument( + '-m', '--mode', help='shaping mode (trimming or padding)', required=True) + parser.add_argument( + '-s', '--shuffle', help='shuffle mode (true or false)', required=True) + args = parser.parse_args() + + create_cache_file(args) + + +if __name__ == '__main__': + main() diff --git a/imagenet-classification/create_train_dir.py b/imagenet-classification/create_train_dir.py new file mode 100644 index 000000000..c5e076f3c --- /dev/null +++ b/imagenet-classification/create_train_dir.py @@ -0,0 +1,42 @@ +# Copyright (c) 2017 Sony Corporation. 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, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import tarfile +import argparse +import tqdm +import shutil + +parser = argparse.ArgumentParser() +parser.add_argument( + '-t', '--tarfile', help='train tar file of imagenet', required=True) +parser.add_argument( + '-o', '--outdir', help='output directory', required=True) +args = parser.parse_args() + +source_tar_file = args.tarfile +dst_dir = args.outdir + +with tarfile.open(source_tar_file) as tf: + tar_tmp_dir = dst_dir + '/' + 'tmpdir' + tf.extractall(tar_tmp_dir) + +for tar_file in tqdm.tqdm(os.listdir(tar_tmp_dir)): + name, ext = os.path.splitext(os.path.basename(tar_file)) + category_dir = dst_dir + '/' + name + os.mkdir(category_dir) + with tarfile.open(tar_tmp_dir + '/' + tar_file) as tf: + tf.extractall(category_dir) + +shutil.rmtree(tar_tmp_dir) diff --git a/imagenet-classification/create_val_dir.py b/imagenet-classification/create_val_dir.py new file mode 100644 index 000000000..6de34e4b4 --- /dev/null +++ b/imagenet-classification/create_val_dir.py @@ -0,0 +1,48 @@ +# Copyright (c) 2017 Sony Corporation. 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, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import tarfile +import argparse +import tqdm +import shutil + +parser = argparse.ArgumentParser() +parser.add_argument( + '-t', '--tarfile', help='train tar file of imagenet', required=True) +parser.add_argument( + '-o', '--outdir', help='output directory', required=True) +args = parser.parse_args() + +source_tar_file = args.tarfile +dst_dir = args.outdir + +with tarfile.open(source_tar_file) as tf: + v_tmp_dir = dst_dir + '/' + 'tmpdir' + tf.extractall(v_tmp_dir) +with open(os.path.join(os.path.dirname(__file__), "category_list.txt")) as f: + categories = f.readlines() +with open(os.path.join(os.path.dirname(__file__), "val_data_category_list.txt")) as f: + v_data_categories = f.readlines() + +for category in categories: + os.mkdir(dst_dir + '/' + category.rstrip("\n")) + +v_data_files = sorted(os.listdir(v_tmp_dir)) + +for v_data_file, v_data_category in zip(v_data_files, v_data_categories): + shutil.move(v_tmp_dir + '/' + v_data_file, dst_dir + '/' + + v_data_category.rstrip("\n") + '/' + v_data_file) + +shutil.rmtree(v_tmp_dir) diff --git a/imagenet-classification/imagenet_data.py b/imagenet-classification/imagenet_data.py new file mode 100644 index 000000000..f80f333dc --- /dev/null +++ b/imagenet-classification/imagenet_data.py @@ -0,0 +1,19 @@ +# Copyright (c) 2017 Sony Corporation. 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, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from nnabla.utils.data_iterator import data_iterator_cache + + +def data_iterator_imagenet(batch_size, cache_dir, rng=None): + return data_iterator_cache(cache_dir, batch_size, shuffle=True, normalize=False, rng=rng) diff --git a/imagenet-classification/model_resnet.py b/imagenet-classification/model_resnet.py index feaf5d3af..9763c9edf 100644 --- a/imagenet-classification/model_resnet.py +++ b/imagenet-classification/model_resnet.py @@ -121,7 +121,7 @@ def resnet_imagenet(x, num_classes, num_layers, shortcut_type, test, tiny=False) pad=(3, 3), stride=stride, with_bias=False) r = F.relu(PF.batch_normalization( r, batch_stat=not test), inplace=True) - r = F.max_pooling(r, (3, 3), stride, False) + r = F.max_pooling(r, (3, 3), stride, pad=(1, 1)) hidden = {} hidden['r0'] = r ochannels = [64, 128, 256, 512] diff --git a/imagenet-classification/val_data_category_list.txt b/imagenet-classification/val_data_category_list.txt new file mode 100644 index 000000000..0fc346785 --- /dev/null +++ b/imagenet-classification/val_data_category_list.txt @@ -0,0 +1,50000 @@ +n01751748 +n09193705 +n02105855 +n04263257 +n03125729 +n01735189 +n02346627 +n02776631 +n03794056 +n02328150 +n01917289 +n02125311 +n02484975 +n04065272 +n03496892 +n02066245 +n01914609 +n01616318 +n02971356 +n03126707 +n02346627 +n02091244 +n07742313 +n03956157 +n01616318 +n04380533 +n02114548 +n02089973 +n01729977 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+n01629819 +n01614925 +n12267677 +n02108422 +n02481823 +n02892201 +n02877765 +n01955084 +n12057211 +n03063689 +n02113978 +n02777292 +n03717622 +n02787622 +n02437312 +n03992509 +n01930112 +n02500267 +n03627232 +n04505470 +n03250847 +n03400231 +n02977058 +n04554684 +n04456115 +n04147183 +n03676483 +n04465501 +n02094114 +n04532106 +n07892512 +n04557648 +n03482405 +n02088238 +n03991062 +n01751748 +n02104029 +n03733281 +n02536864 +n01860187 +n03133878 +n02110627 +n03208938 +n04192698 +n02106166 +n03028079 +n04515003 +n03787032 +n04317175 +n03447721 +n02326432 +n03535780 +n03998194 +n04560804 +n04507155 +n03134739 +n01697457 +n04270147 +n02107683 +n04525305 +n02410509 +n02099712 +n02132136 +n02268853 +n01817953 +n03929855 +n07615774 +n02100735 +n01833805 +n03207743 +n04584207 +n04266014 +n07248320 +n03467068 +n03908618 +n02133161 +n02486410 +n01755581 +n02445715 +n01914609 +n02841315 +n02877765 +n01697457 +n01981276 +n06794110 +n04485082 +n02119022 +n02481823 +n02802426 +n01689811 +n01796340 +n02667093 +n01622779 +n01980166 +n02442845 +n04328186 +n01871265 +n03729826 +n02123394 +n01630670 +n02106166 +n10148035 +n02437616 From f63d844e3e3512f8a9298c227758196bbd969c3c Mon Sep 17 00:00:00 2001 From: Takuya Narihira Date: Sun, 15 Apr 2018 16:00:25 +0900 Subject: [PATCH 2/2] Update requirements.txt --- capsule_net/requirements.txt | 2 +- cifar10-100-collection/requirements.txt | 2 +- distributed/cifar10-100/requirements.txt | 2 +- imagenet-classification/requirements.txt | 2 +- mnist-collection/requirements.txt | 2 +- penn-treebank/requirements.txt | 2 +- reduction/cifar10/distillation/requirements.txt | 2 +- reduction/cifar10/quantization/requirements.txt | 2 +- reduction/cifar10/resnet2rnn/requirements.txt | 2 +- reduction/cifar10/structured-sparsity/requirements.txt | 2 +- reduction/mnist/svd/requirements.txt | 2 +- word-embedding/requirements.txt | 2 +- 12 files changed, 12 insertions(+), 12 deletions(-) diff --git a/capsule_net/requirements.txt b/capsule_net/requirements.txt index 07e04b827..7aac16298 100644 --- a/capsule_net/requirements.txt +++ b/capsule_net/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.7 +nnabla>=0.9.9 diff --git a/cifar10-100-collection/requirements.txt b/cifar10-100-collection/requirements.txt index 648f4b69b..7aac16298 100644 --- a/cifar10-100-collection/requirements.txt +++ b/cifar10-100-collection/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/distributed/cifar10-100/requirements.txt b/distributed/cifar10-100/requirements.txt index 648f4b69b..7aac16298 100644 --- a/distributed/cifar10-100/requirements.txt +++ b/distributed/cifar10-100/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/imagenet-classification/requirements.txt b/imagenet-classification/requirements.txt index 7cbdb397b..cb8107010 100644 --- a/imagenet-classification/requirements.txt +++ b/imagenet-classification/requirements.txt @@ -1,2 +1,2 @@ -nnabla>=0.9.2 +nnabla>=0.9.9 tqdm diff --git a/mnist-collection/requirements.txt b/mnist-collection/requirements.txt index 4d3efd556..7aac16298 100644 --- a/mnist-collection/requirements.txt +++ b/mnist-collection/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.2 +nnabla>=0.9.9 diff --git a/penn-treebank/requirements.txt b/penn-treebank/requirements.txt index 2606c3256..7aac16298 100644 --- a/penn-treebank/requirements.txt +++ b/penn-treebank/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.8 +nnabla>=0.9.9 diff --git a/reduction/cifar10/distillation/requirements.txt b/reduction/cifar10/distillation/requirements.txt index 648f4b69b..7aac16298 100644 --- a/reduction/cifar10/distillation/requirements.txt +++ b/reduction/cifar10/distillation/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/reduction/cifar10/quantization/requirements.txt b/reduction/cifar10/quantization/requirements.txt index 648f4b69b..7aac16298 100644 --- a/reduction/cifar10/quantization/requirements.txt +++ b/reduction/cifar10/quantization/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/reduction/cifar10/resnet2rnn/requirements.txt b/reduction/cifar10/resnet2rnn/requirements.txt index 648f4b69b..7aac16298 100644 --- a/reduction/cifar10/resnet2rnn/requirements.txt +++ b/reduction/cifar10/resnet2rnn/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/reduction/cifar10/structured-sparsity/requirements.txt b/reduction/cifar10/structured-sparsity/requirements.txt index 648f4b69b..7aac16298 100644 --- a/reduction/cifar10/structured-sparsity/requirements.txt +++ b/reduction/cifar10/structured-sparsity/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/reduction/mnist/svd/requirements.txt b/reduction/mnist/svd/requirements.txt index 648f4b69b..7aac16298 100644 --- a/reduction/mnist/svd/requirements.txt +++ b/reduction/mnist/svd/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.5 +nnabla>=0.9.9 diff --git a/word-embedding/requirements.txt b/word-embedding/requirements.txt index 4d3efd556..7aac16298 100644 --- a/word-embedding/requirements.txt +++ b/word-embedding/requirements.txt @@ -1 +1 @@ -nnabla>=0.9.2 +nnabla>=0.9.9