X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=README.md;h=007efc66d5af856bbe42cf8fafb161451967588a;hb=a8b63a996712e71a274a9ef11fbe9dd262bd6ecd;hp=4c219b713b8e2f3199a66ead5e6dd46082153076;hpb=63f04303f0320d25d36e6a4f9f535e62cdb139e1;p=agtree2dot.git

diff --git a/README.md b/README.md
index 4c219b7..007efc6 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.
+This package provides a function that generates a [dot file](https://en.wikipedia.org/wiki/DOT_(graph_description_language)) from the
+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 ##
 
@@ -46,11 +46,12 @@ 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'))
 ```
 
-which would generate a file mlp.dot, which can then be translated to pdf with
+which would generate a file mlp.dot, which can then be translated to
+pdf using the [Graphviz tools](http://www.graphviz.org/)
 
 ```
 dot mlp.dot -Lg -T pdf -o mlp.pdf