Merge branch 'master' into pytorch-1.0

mmcv/runner/checkpoint.py

 import os.path as osp
+import pkgutil
 import time
 from collections import OrderedDict
+from importlib import import_module
 
 import mmcv
 import torch
 from torch.utils import model_zoo
 
 
+open_mmlab_model_urls = {
+    'vgg16_caffe': 'https://s3.ap-northeast-2.amazonaws.com/open-mmlab/pretrain/third_party/vgg16_caffe-292e1171.pth',  # noqa: E501
+    'resnet50_caffe': 'https://s3.ap-northeast-2.amazonaws.com/open-mmlab/pretrain/third_party/resnet50_caffe-788b5fa3.pth',  # noqa: E501
+    'resnet101_caffe': 'https://s3.ap-northeast-2.amazonaws.com/open-mmlab/pretrain/third_party/resnet101_caffe-3ad79236.pth',  # noqa: E501
+    'resnext101_32x4d': 'https://s3.ap-northeast-2.amazonaws.com/open-mmlab/pretrain/third_party/resnext101_32x4d-a5af3160.pth',  # noqa: E501
+    'resnext101_64x4d': 'https://s3.ap-northeast-2.amazonaws.com/open-mmlab/pretrain/third_party/resnext101_64x4d-ee2c6f71.pth'  # noqa: E501
+}
+
+
 def load_state_dict(module, state_dict, strict=False, logger=None):
     """Load state_dict to a module.
 
@@ -69,7 +80,7 @@ def load_checkpoint(model,
 
     Args:
         model (Module): Module to load checkpoint.
-        filename (str): Either a filepath or URL or modelzoll://xxxxxxx.
+        filename (str): Either a filepath or URL or modelzoo://xxxxxxx.
         map_location (str): Same as :func:`torch.load`.
         strict (bool): Whether to allow different params for the model and
             checkpoint.
@@ -80,9 +91,19 @@ def load_checkpoint(model,
     """
     # load checkpoint from modelzoo or file or url
     if filename.startswith('modelzoo://'):
-        from torchvision.models.resnet import model_urls
+        import torchvision
+        model_urls = dict()
+        for _, name, ispkg in pkgutil.walk_packages(
+                torchvision.models.__path__):
+            if not ispkg:
+                _zoo = import_module('torchvision.models.{}'.format(name))
+                _urls = getattr(_zoo, 'model_urls')
+                model_urls.update(_urls)
         model_name = filename[11:]
         checkpoint = model_zoo.load_url(model_urls[model_name])
+    elif filename.startswith('open-mmlab://'):
+        model_name = filename[13:]
+        checkpoint = model_zoo.load_url(open_mmlab_model_urls[model_name])
     elif filename.startswith(('http://', 'https://')):
         checkpoint = model_zoo.load_url(filename)
     else:

mmcv/runner/hooks/logger/text.py

+import datetime
+
 from .base import LoggerHook
 
 
 class TextLoggerHook(LoggerHook):
 
+    def __init__(self, interval=10, ignore_last=True, reset_flag=False):
+        super(TextLoggerHook, self).__init__(interval, ignore_last, reset_flag)
+        self.time_sec_tot = 0
+
     def log(self, runner):
         if runner.mode == 'train':
             lr_str = ', '.join(
@@ -14,6 +20,12 @@ class TextLoggerHook(LoggerHook):
             log_str = 'Epoch({}) [{}][{}]\t'.format(runner.mode, runner.epoch,
                                                     runner.inner_iter + 1)
         if 'time' in runner.log_buffer.output:
+            self.time_sec_tot += (runner.log_buffer.output['time'] *
+                                  self.interval)
+            time_sec_avg = self.time_sec_tot / (runner.iter + 1)
+            eta_sec = time_sec_avg * (runner.max_iters - runner.iter - 1)
+            eta_str = str(datetime.timedelta(seconds=int(eta_sec)))
+            log_str += 'eta: {}, '.format(eta_str)
             log_str += (
                 'time: {log[time]:.3f}, data_time: {log[data_time]:.3f}, '.
                 format(log=runner.log_buffer.output))

mmcv/version.py

-__version__ = '0.2.3'
+__version__ = '0.2.3'
\ No newline at end of file

setup.py

@@ -32,7 +32,7 @@ setup(
     packages=find_packages(),
     classifiers=[
         'Development Status :: 4 - Beta',
-        'License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
+        'License :: OSI Approved :: Apache Software License',
         'Operating System :: OS Independent',
         'Programming Language :: Python :: 2',
         'Programming Language :: Python :: 2.7',