diff --git a/docs/Makefile b/docs/Makefile
index a232e6b5f5fd8..71e359aa8bc4b 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -12,7 +12,14 @@ BUILDDIR      = build
 help:
 	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
 
-.PHONY: help Makefile
+docset: html
+	doc2dash --name $(SPHINXPROJ) --icon $(SOURCEDIR)/_static/img/pytorch-logo-flame.png --enable-js --online-redirect-url http://pytorch.org/docs/ --force $(BUILDDIR)/html/
+
+	# Manually fix because Zeal doesn't deal well with `icon.png`-only at 2x resolution.
+	cp $(SPHINXPROJ).docset/icon.png $(SPHINXPROJ).docset/icon@2x.png
+	convert $(SPHINXPROJ).docset/icon@2x.png -resize 16x16 $(SPHINXPROJ).docset/icon.png
+
+.PHONY: help Makefile docset
 
 # Catch-all target: route all unknown targets to Sphinx using the new
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
diff --git a/docs/source/_static/img/pytorch-logo-flame.png b/docs/source/_static/img/pytorch-logo-flame.png
new file mode 100644
index 0000000000000..370633f2ec2b7
Binary files /dev/null and b/docs/source/_static/img/pytorch-logo-flame.png differ
diff --git a/docs/source/_static/img/pytorch-logo-flame.svg b/docs/source/_static/img/pytorch-logo-flame.svg
new file mode 100644
index 0000000000000..22d7228b4fa96
--- /dev/null
+++ b/docs/source/_static/img/pytorch-logo-flame.svg
@@ -0,0 +1,33 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<svg
+   xmlns:dc="http://purl.org/dc/elements/1.1/"
+   xmlns:cc="http://creativecommons.org/ns#"
+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   height="40.200001"
+   width="40.200001"
+   xml:space="preserve"
+   viewBox="0 0 40.200002 40.2"
+   y="0px"
+   x="0px"
+   id="Layer_1"
+   version="1.1"><metadata
+     id="metadata4717"><rdf:RDF><cc:Work
+         rdf:about=""><dc:format>image/svg+xml</dc:format><dc:type
+           rdf:resource="http://purl.org/dc/dcmitype/StillImage" /><dc:title></dc:title></cc:Work></rdf:RDF></metadata><defs
+     id="defs4715" /><style
+     id="style4694"
+     type="text/css">
+	.st0{fill:#F05732;}
+	.st1{fill:#9E529F;}
+	.st2{fill:#333333;}
+</style><path
+     style="fill:#f05732"
+     id="path4696"
+     d="m 26.975479,12.199999 c -1.3,-1 -1.8,3.9 -4.4,3.9 -3,0 -4,-12.9999998 -6.3,-12.9999998 -0.7,0 -0.8,-0.4 -7.9000003,21.2999998 -2.9000001,9 4.4000003,15.8 11.8000003,15.8 4.6,0 12.3,-3 12.3,-12.6 0,-7.1 -3.5,-13.9 -5.5,-15.4 z m -6.9,23.1 c -3.7,0 -6.7,-3.1 -6.7,-7 0,-3.9 3,-7 6.7,-7 3.7,0 6.7,3.1 6.7,7 0,3.8 -3,7 -6.7,7 z"
+     class="st0" /><path
+     style="fill:#9e529f"
+     id="path4698"
+     d="m 24.075479,-7.6293945e-7 c -0.5,0 -1.8,2.49999996293945 -1.8,3.59999996293945 0,1.5 1,2 1.8,2 0.8,0 1.8,-0.5 1.8,-2 -0.1,-1.1 -1.4,-3.59999996293945 -1.8,-3.59999996293945 z"
+     class="st1" /></svg>
\ No newline at end of file