update links

Author: han-cai

README.md

@@ -69,7 +69,7 @@ People used to deploy one model to all platforms, but this is not good. To fully
 ![](assets/specialization.jpg)
 ![](assets/specialized_archs.png)
 
-We provide a [visualization](https://github.com/han-cai/files/tree/master/proxylessnas/visualization.mp4) of search process. Please refer to our [paper](https://arxiv.org/abs/1812.00332) for more results.
+We provide a [visualization](assets/visualization.mp4) of search process. Please refer to our [paper](https://arxiv.org/abs/1812.00332) for more results.
 
 # How to use / evaluate 
 * Use

proxyless_nas/model_zoo.py

@@ -33,27 +33,27 @@ def proxyless_base(pretrained=True, net_config=None, net_weight=None):
 
 proxyless_cpu = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_cpu.config",
-    net_weight="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_cpu.pth"
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_cpu.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_cpu.pth"
 )
 
 proxyless_gpu = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_gpu.config",
-    net_weight="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_gpu.pth")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_gpu.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_gpu.pth")
 
 proxyless_mobile = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_mobile.config",
-    net_weight="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_mobile.pth")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile.pth")
 
 proxyless_mobile_14 = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_mobile_14.config",
-    net_weight="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_mobile_14.pth")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile_14.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile_14.pth")
 
 proxyless_cifar = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_cifar.config",
-    net_weight="https://github.com/han-cai/files/blob/master/proxylessnas/proxyless_cifar.pth"
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_cifar.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_cifar.pth"
 )

proxyless_nas_tensorflow/tf_model_zoo.py

@@ -24,20 +24,20 @@ def proxyless_base(pretrained=True, net_config=None, net_weight=None):
 
 proxyless_cpu = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_cpu.config",
-    net_weight="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_cpu.tfinit")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_cpu.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_cpu.tfinit")
 
 proxyless_gpu = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_gpu.config",
-    net_weight="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_gpu.tfinit")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_gpu.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_gpu.tfinit")
 
 proxyless_mobile = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_mobile.config",
-    net_weight="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_mobile.tfinit")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile.tfinit")
 
 proxyless_mobile_14 = partial(
     proxyless_base,
-    net_config="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_mobile_14.config",
-    net_weight="https://github.com/han-cai/files/tree/master/proxylessnas/proxyless_mobile_14.tfinit")
+    net_config="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile_14.config",
+    net_weight="https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/proxyless_mobile_14.tfinit")

search/imagenet_run_exp.py

@@ -104,7 +104,7 @@
         # build net from args
         if 'proxyless' in args.net:
             from models.normal_nets.proxyless_nets import proxyless_base
-            net_config_url = 'https://github.com/han-cai/files/tree/master/proxylessnas/%s.config' % args.net
+            net_config_url = 'https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/%s.config' % args.net
             net = proxyless_base(
                 net_config=net_config_url, n_classes=run_config.data_provider.n_classes,
                 bn_param=(args.bn_momentum, args.bn_eps), dropout_rate=args.dropout,
@@ -133,7 +133,7 @@
         run_manager.net.module.load_state_dict(checkpoint)
     elif 'proxyless' in args.net and not args.train:
         from utils.latency_estimator import download_url
-        pretrained_weight_url = 'https://github.com/han-cai/files/tree/master/proxylessnas/%s.pth' % args.net
+        pretrained_weight_url = 'https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/%s.pth' % args.net
         print('Load pretrained weights from %s' % pretrained_weight_url)
         init_path = download_url(pretrained_weight_url)
         init = torch.load(init_path, map_location='cpu')

search/utils/latency_estimator.py

@@ -27,7 +27,7 @@ def download_url(url, model_dir='~/.torch/proxyless_nas', overwrite=False):
 
 
 class LatencyEstimator(object):
-    def __init__(self, url='https://github.com/han-cai/files/tree/master/proxylessnas/mobile_trim.yaml'):
+    def __init__(self, url='https://raw.githubusercontent.com/han-cai/files/master/proxylessnas/mobile_trim.yaml'):
         fname = download_url(url, overwrite=True)
 
         with open(fname, 'r') as fp: