X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=README.md;h=7f7bf6f6a3b209627639a119744e9bdf3d59248d;hb=851d5b775e36519594627738cc5a18f47368e1f5;hp=4c219b713b8e2f3199a66ead5e6dd46082153076;hpb=63f04303f0320d25d36e6a4f9f535e62cdb139e1;p=agtree2dot.git

diff --git a/README.md b/README.md
index 4c219b7..7f7bf6f 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Introduction #
 
 This package provides a function that generates a dot file from the
-auto-grad graph.
+autograd graph.
 
 # Usage #
 
@@ -9,7 +9,7 @@ auto-grad graph.
 
 ### agtree2dot.save_dot(variable, variable_labels, result_file) ###
 
-Saves into `result_file` a dot file corresponding to the auto-grad graph for `variable`, which can be either a single `Variable` or a set of `Variable`s. The dictionary `variable_labels` associates strings to some variables, which will be used in the resulting graph.
+Saves into `result_file` a dot file corresponding to the autograd graph for `variable`, which can be either a single `Variable` or a set of `Variable`s. The dictionary `variable_labels` associates strings to some variables, which will be used in the resulting graph.
 
 ## Example ##
 
@@ -46,7 +46,7 @@ criterion = nn.MSELoss()
 loss = criterion(output, target)
 
 agtree2dot.save_dot(loss,
-                    { input: 'input', loss: 'loss' },
+                    { input: 'input', target: 'target', loss: 'loss' },
                     open('./mlp.dot', 'w'))
 ```