diff --git a/latest/apis/backends.html b/latest/apis/backends.html
index ea4e66b7..9e0a6b0a 100644
--- a/latest/apis/backends.html
+++ b/latest/apis/backends.html
@@ -150,7 +150,7 @@ Backends
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/apis/backends.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/apis/backends.md">
             <span class="fa">
 
             </span>
diff --git a/latest/apis/batching.html b/latest/apis/batching.html
index 8974506b..93487fcf 100644
--- a/latest/apis/batching.html
+++ b/latest/apis/batching.html
@@ -155,7 +155,7 @@ Batching
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/apis/batching.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/apis/batching.md">
             <span class="fa">
 
             </span>
diff --git a/latest/apis/storage.html b/latest/apis/storage.html
index 30678ef2..c4f0db58 100644
--- a/latest/apis/storage.html
+++ b/latest/apis/storage.html
@@ -139,7 +139,7 @@ Storing Models
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/apis/storage.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/apis/storage.md">
             <span class="fa">
 
             </span>
diff --git a/latest/contributing.html b/latest/contributing.html
index cc6259e9..5bfa3c3a 100644
--- a/latest/contributing.html
+++ b/latest/contributing.html
@@ -136,7 +136,7 @@ Contributing &amp; Help
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/contributing.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/contributing.md">
             <span class="fa">
 
             </span>
diff --git a/latest/examples/char-rnn.html b/latest/examples/char-rnn.html
index 0b0c0cfc..f29b5655 100644
--- a/latest/examples/char-rnn.html
+++ b/latest/examples/char-rnn.html
@@ -139,7 +139,7 @@ Char RNN
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/examples/char-rnn.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/examples/char-rnn.md">
             <span class="fa">
 
             </span>
diff --git a/latest/examples/logreg.html b/latest/examples/logreg.html
index 54ae67d1..565db470 100644
--- a/latest/examples/logreg.html
+++ b/latest/examples/logreg.html
@@ -139,7 +139,7 @@ Simple MNIST
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/examples/logreg.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/examples/logreg.md">
             <span class="fa">
 
             </span>
diff --git a/latest/index.html b/latest/index.html
index 6e15ac97..c4ba9371 100644
--- a/latest/index.html
+++ b/latest/index.html
@@ -147,7 +147,7 @@ Home
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/index.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/index.md">
             <span class="fa">
 
             </span>
diff --git a/latest/internals.html b/latest/internals.html
index 8dd871ba..ac5b46e7 100644
--- a/latest/internals.html
+++ b/latest/internals.html
@@ -136,7 +136,7 @@ Internals
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/internals.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/internals.md">
             <span class="fa">
 
             </span>
diff --git a/latest/models/basics.html b/latest/models/basics.html
index d95551b6..97980c46 100644
--- a/latest/models/basics.html
+++ b/latest/models/basics.html
@@ -170,7 +170,7 @@ Model Building Basics
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/models/basics.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/models/basics.md">
             <span class="fa">
 
             </span>
diff --git a/latest/models/debugging.html b/latest/models/debugging.html
index 7dc8853a..4517e0c7 100644
--- a/latest/models/debugging.html
+++ b/latest/models/debugging.html
@@ -139,7 +139,7 @@ Debugging
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/models/debugging.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/models/debugging.md">
             <span class="fa">
 
             </span>
diff --git a/latest/models/recurrent.html b/latest/models/recurrent.html
index 62b1ede4..a87e89c7 100644
--- a/latest/models/recurrent.html
+++ b/latest/models/recurrent.html
@@ -139,7 +139,7 @@ Recurrence
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/models/recurrent.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/models/recurrent.md">
             <span class="fa">
 
             </span>
diff --git a/latest/models/templates.html b/latest/models/templates.html
index 9973b6f7..43a19a5c 100644
--- a/latest/models/templates.html
+++ b/latest/models/templates.html
@@ -150,7 +150,7 @@ Model Templates
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/f0880f89ccd9d8875d7ee70b76115411031f849a/docs/src/models/templates.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/21fd79da165f934f748165d177629f170a9ea7cf/docs/src/models/templates.md">
             <span class="fa">
 
             </span>