diff --git a/docs/finn/source_code/finn.analysis.fpgadataflow.rst b/docs/finn/source_code/finn.analysis.fpgadataflow.rst
index e31723ca3802e1ba523131ddff8078662c06d54b..9c1b0dd99a324929f5c8dd182f7208c27baa5ba8 100644
--- a/docs/finn/source_code/finn.analysis.fpgadataflow.rst
+++ b/docs/finn/source_code/finn.analysis.fpgadataflow.rst
@@ -1,4 +1,3 @@
-***********************
 Analysis - fpgadataflow 
 ***********************
 
diff --git a/docs/finn/source_code/finn.analysis.rst b/docs/finn/source_code/finn.analysis.rst
index dbfeea2a9658957b2525016c387b7bc6aeb77608..9ce1b99990ed2facc430eaf318bb0480f7fba5e0 100644
--- a/docs/finn/source_code/finn.analysis.rst
+++ b/docs/finn/source_code/finn.analysis.rst
@@ -31,4 +31,3 @@ finn.analysis.verify\_custom\_nodes
    :undoc-members:
    :show-inheritance:
 
-
diff --git a/docs/finn/source_code/finn.core.rst b/docs/finn/source_code/finn.core.rst
index 78b461ee69efb6cac59eb4e9c1dbd5abc521191d..f9d59fc0f68a37761f4c7fa8b25f5ee016092a0a 100644
--- a/docs/finn/source_code/finn.core.rst
+++ b/docs/finn/source_code/finn.core.rst
@@ -54,4 +54,3 @@ finn.core.rtlsim\_exec
    :members:
    :undoc-members:
    :show-inheritance:
-
diff --git a/docs/finn/source_code/finn.custom_op.fpgadataflow.rst b/docs/finn/source_code/finn.custom_op.fpgadataflow.rst
index f8c6274e40126a12f072b9c46c9e5748747f8121..7e9ebcbec1ebb958faa5b2cf1cdb87c02b17011b 100644
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.rst
+++ b/docs/finn/source_code/finn.custom_op.fpgadataflow.rst
@@ -13,7 +13,6 @@ Base Class
    :undoc-members:
    :show-inheritance:
 
-
 finn.custom\_op.fpgadataflow.convolutioninputgenerator
 ------------------------------------------------------
 
@@ -22,6 +21,14 @@ finn.custom\_op.fpgadataflow.convolutioninputgenerator
    :undoc-members:
    :show-inheritance:
 
+finn.custom\_op.fpgadataflow.streamingdatawidthconverter\_batch
+---------------------------------------------------------------
+
+.. automodule:: finn.custom_op.fpgadataflow.streamingdatawidthconverter_batch
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 finn.custom\_op.fpgadataflow.streamingfclayer\_batch
 ----------------------------------------------------
 
diff --git a/docs/finn/source_code/finn.custom_op.rst b/docs/finn/source_code/finn.custom_op.rst
index e0a2c77213be8bd5eca4dce67d48c6b5950be9ba..cb436b1c1303020deeed1ca2f6dc2eb2f8678287 100644
--- a/docs/finn/source_code/finn.custom_op.rst
+++ b/docs/finn/source_code/finn.custom_op.rst
@@ -21,6 +21,23 @@ Base Class
    :undoc-members:
    :show-inheritance:
 
+
+finn.custom\_op.im2col
+----------------------
+
+.. automodule:: finn.custom_op.im2col
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+finn.custom\_op.maxpoolnhwc
+---------------------------
+
+.. automodule:: finn.custom_op.maxpoolnhwc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 finn.custom\_op.multithreshold
 ------------------------------
 
@@ -53,3 +70,4 @@ finn.custom\_op.xnorpopcount
    :undoc-members:
    :show-inheritance:
 
+
diff --git a/docs/finn/source_code/finn.rst b/docs/finn/source_code/finn.rst
index 1197c50a035b77ec24f51f9e95f6208db162db8e..6f6b591e1e6a4b7b3900b834c8f5ff2765644f52 100644
--- a/docs/finn/source_code/finn.rst
+++ b/docs/finn/source_code/finn.rst
@@ -14,3 +14,4 @@ Modules
    finn.custom_op
    finn.transformation
    finn.util
+
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.rst
index ba850d8fd3834ca86769925ddcf9cc958cdb4980..e80ddbdd05595ab3ca1e6a81da95f96e92f5452a 100644
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.rst
+++ b/docs/finn/source_code/finn.transformation.fpgadataflow.rst
@@ -69,6 +69,14 @@ finn.transformation.fpgadataflow.hlssynth\_ipgen
    :undoc-members:
    :show-inheritance:
 
+finn.transformation.fpgadataflow.insert\_dwc
+--------------------------------------------
+
+.. automodule:: finn.transformation.fpgadataflow.insert_dwc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 finn.transformation.fpgadataflow.insert\_tlastmarker
 ----------------------------------------------------
 
@@ -132,3 +140,4 @@ finn.transformation.fpgadataflow.templates
    :members:
    :undoc-members:
    :show-inheritance:
+
diff --git a/docs/finn/source_code/finn.transformation.rst b/docs/finn/source_code/finn.transformation.rst
index c944cb478303719bfd3392567b2b07f65c40edd0..480c8030245ae5bc0add11ff629095b2d46ff225 100644
--- a/docs/finn/source_code/finn.transformation.rst
+++ b/docs/finn/source_code/finn.transformation.rst
@@ -32,6 +32,14 @@ finn.transformation.bipolar\_to\_xnor
    :undoc-members:
    :show-inheritance:
 
+finn.transformation.double\_to\_single\_float
+---------------------------------------------
+
+.. automodule:: finn.transformation.double_to_single_float
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 finn.transformation.fold\_constants
 -----------------------------------
 
@@ -63,3 +71,12 @@ finn.transformation.infer\_shapes
    :members:
    :undoc-members:
    :show-inheritance:
+
+finn.transformation.lower\_convs\_to\_matmul
+--------------------------------------------
+
+.. automodule:: finn.transformation.lower_convs_to_matmul
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
diff --git a/docs/finn/source_code/finn.util.rst b/docs/finn/source_code/finn.util.rst
index 5a86918195cd41dfc83e7faeb7923c5703f4fe42..7bcfde705f35a0deb9bb82d2d24831f718802070 100644
--- a/docs/finn/source_code/finn.util.rst
+++ b/docs/finn/source_code/finn.util.rst
@@ -44,3 +44,4 @@ finn.util.test
    :members:
    :undoc-members:
    :show-inheritance:
+