Add assignment support for Sequential

test/test_nn.py

@@ -775,6 +775,33 @@ def test_Sequential_getitem(self):
         self.assertEqual(n[:-3], nn.Sequential(l1))
         self.assertEqual(n[::-1], nn.Sequential(l4, l3, l2, l1))
 
+    def test_Sequential_setitem(self):
+        l1 = nn.Linear(10, 20)
+        l2 = nn.Linear(20, 30)
+        l3 = nn.Linear(30, 40)
+        l4 = nn.Linear(40, 50)
+        n = nn.Sequential(l1, l2, l3)
+        n[0] = l4
+        n[-1] = l4
+        self.assertEqual(n[0], l4)
+        self.assertEqual(n[2], l4)
+
+    def test_Sequential_setitem_named(self):
+        l1 = nn.Linear(10, 20)
+        l2 = nn.Linear(20, 30)
+        l3 = nn.Linear(30, 40)
+        l4 = nn.Linear(40, 50)
+        n = nn.Sequential(OrderedDict([
+            ('linear1', l1),
+            ('linear2', l2),
+            ('linear3', l3),
+        ]))
+
+        n[0] = l4
+        n[-1] = l4
+        self.assertEqual(n.linear1, l4)
+        self.assertEqual(n.linear3, l4)
+
     def test_ModuleList(self):
         modules = [nn.ReLU(), nn.Linear(5, 5)]
         module_list = nn.ModuleList(modules)

torch/nn/modules/container.py

@@ -1,7 +1,8 @@
+import warnings
 from collections import OrderedDict, Iterable
-import string
+from itertools import islice
+
 import torch
-import warnings
 from .module import Module
 
 
@@ -49,18 +50,23 @@ def __init__(self, *args):
             for idx, module in enumerate(args):
                 self.add_module(str(idx), module)
 
+    def _get_item_by_idx(self, iterator, idx):
+        """Get the idx-th item of the iterator"""
+        size = len(self)
+        if not -size <= idx < size:
+            raise IndexError('index {} is out of range'.format(idx))
+        idx %= size
+        return next(islice(iterator, idx, None))
+
     def __getitem__(self, idx):
         if isinstance(idx, slice):
             return Sequential(OrderedDict(list(self._modules.items())[idx]))
         else:
-            if not (-len(self) <= idx < len(self)):
-                raise IndexError('index {} is out of range'.format(idx))
-            if idx < 0:
-                idx += len(self)
-            it = iter(self._modules.values())
-            for i in range(idx):
-                next(it)
-            return next(it)
+            return self._get_item_by_idx(self._modules.values(), idx)
+
+    def __setitem__(self, idx, module):
+        key = self._get_item_by_idx(self._modules.keys(), idx)
+        return setattr(self, key, module)
 
     def __len__(self):
         return len(self._modules)