X-Git-Url: https://www.fleuret.org/cgi-bin/gitweb/gitweb.cgi?p=agtree2dot.git;a=blobdiff_plain;f=README.md;h=6b996b4d89c02af54af942f73671e7a88eb7a5d8;hp=9b4017c9c3e1773fab8578d08b3cba5e4c4214c9;hb=977a75b33305e91933ee4df441d0a249e46f2a31;hpb=8a79b8841aea1fee0d1749a0650edfed196d5086

diff --git a/README.md b/README.md
index 9b4017c..6b996b4 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,8 @@
 # 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 a [pytorch](http://pytorch.org) autograd graph.
 
 # Usage #
 
@@ -9,7 +10,7 @@ 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 ##
 
@@ -50,10 +51,11 @@ agtree2dot.save_dot(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
 ```
 
-to produce [mlp.pdf](https://fleuret.org/git-extract/agtree2dot/mlp.pdf).
+to produce [mlp.pdf.](https://fleuret.org/git-extract/agtree2dot/mlp.pdf)