diff --git a/docs/finn/source_code/finn.analysis.fpgadataflow.hls_synth_res_estimation.rst b/docs/finn/source_code/finn.analysis.fpgadataflow.hls_synth_res_estimation.rst
deleted file mode 100644
index 616064c16dfb61e9d66d7a8f9e76addd48e93ef9..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.analysis.fpgadataflow.hls_synth_res_estimation.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.analysis.fpgadataflow.hls\_synth\_res\_estimation module
-=============================================================
-
-.. automodule:: finn.analysis.fpgadataflow.hls_synth_res_estimation
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.analysis.fpgadataflow.res_estimation.rst b/docs/finn/source_code/finn.analysis.fpgadataflow.res_estimation.rst
deleted file mode 100644
index eb5b773b123cc686116313d1043b668601fc229f..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.analysis.fpgadataflow.res_estimation.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.analysis.fpgadataflow.res\_estimation module
-=================================================
-
-.. automodule:: finn.analysis.fpgadataflow.res_estimation
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.analysis.fpgadataflow.rst b/docs/finn/source_code/finn.analysis.fpgadataflow.rst
deleted file mode 100644
index 4f5cd7cbbf2ab61770ab519e287e884f839ba2c0..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.analysis.fpgadataflow.rst
+++ /dev/null
@@ -1,18 +0,0 @@
-finn.analysis.fpgadataflow package
-==================================
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.analysis.fpgadataflow.hls_synth_res_estimation
-   finn.analysis.fpgadataflow.res_estimation
-
-Module contents
----------------
-
-.. automodule:: finn.analysis.fpgadataflow
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.analysis.rst b/docs/finn/source_code/finn.analysis.rst
deleted file mode 100644
index 0799598595ff5f01dc23543bb5de9a14b3d8b863..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.analysis.rst
+++ /dev/null
@@ -1,25 +0,0 @@
-finn.analysis package
-=====================
-
-Subpackages
------------
-
-.. toctree::
-
-   finn.analysis.fpgadataflow
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.analysis.topology
-   finn.analysis.verify_custom_nodes
-
-Module contents
----------------
-
-.. automodule:: finn.analysis
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.analysis.topology.rst b/docs/finn/source_code/finn.analysis.topology.rst
deleted file mode 100644
index 896f3fb8d704c23a58f10f9513fd00ca7f7b99b0..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.analysis.topology.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.analysis.topology module
-=============================
-
-.. automodule:: finn.analysis.topology
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.analysis.verify_custom_nodes.rst b/docs/finn/source_code/finn.analysis.verify_custom_nodes.rst
deleted file mode 100644
index 60e1a33e25e6f8751aadd3e0181225af6e24e779..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.analysis.verify_custom_nodes.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.analysis.verify\_custom\_nodes module
-==========================================
-
-.. automodule:: finn.analysis.verify_custom_nodes
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.datatype.rst b/docs/finn/source_code/finn.core.datatype.rst
deleted file mode 100644
index d55952ecf81556365510a3191f2b2a75a6873f72..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.datatype.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.datatype module
-=========================
-
-.. automodule:: finn.core.datatype
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.execute_custom_node.rst b/docs/finn/source_code/finn.core.execute_custom_node.rst
deleted file mode 100644
index 94d8ea143fadf32caf874036d6f652de9561bc1f..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.execute_custom_node.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.execute\_custom\_node module
-======================================
-
-.. automodule:: finn.core.execute_custom_node
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.modelwrapper.rst b/docs/finn/source_code/finn.core.modelwrapper.rst
deleted file mode 100644
index 5bd74864ba63eda5b8a03093d02a6c54dabda973..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.modelwrapper.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.modelwrapper module
-=============================
-
-.. automodule:: finn.core.modelwrapper
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.onnx_exec.rst b/docs/finn/source_code/finn.core.onnx_exec.rst
deleted file mode 100644
index 87bf9d29dcf450d92529ce7987df8f59832ddd1a..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.onnx_exec.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.onnx\_exec module
-===========================
-
-.. automodule:: finn.core.onnx_exec
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.remote_exec.rst b/docs/finn/source_code/finn.core.remote_exec.rst
deleted file mode 100644
index 39c470eb0e4cc32c4d604dc3df7a7c9a51532d27..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.remote_exec.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.remote\_exec module
-=============================
-
-.. automodule:: finn.core.remote_exec
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.rst b/docs/finn/source_code/finn.core.rst
deleted file mode 100644
index acb9de8a753c6269411e35d45621c84f2ff4e0bc..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.rst
+++ /dev/null
@@ -1,22 +0,0 @@
-finn.core package
-=================
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.core.datatype
-   finn.core.execute_custom_node
-   finn.core.modelwrapper
-   finn.core.onnx_exec
-   finn.core.remote_exec
-   finn.core.rtlsim_exec
-
-Module contents
----------------
-
-.. automodule:: finn.core
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.core.rtlsim_exec.rst b/docs/finn/source_code/finn.core.rtlsim_exec.rst
deleted file mode 100644
index 9d4acef6e8a61b537280ab441d7bb0bbf48158cf..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.core.rtlsim_exec.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.rtlsim\_exec module
-=============================
-
-.. automodule:: finn.core.rtlsim_exec
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.fpgadataflow.convolutioninputgenerator.rst b/docs/finn/source_code/finn.custom_op.fpgadataflow.convolutioninputgenerator.rst
deleted file mode 100644
index aa36e86ee210e242ae7fd3e8447bb23663a7eb2c..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.convolutioninputgenerator.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.fpgadataflow.convolutioninputgenerator module
-=============================================================
-
-.. automodule:: finn.custom_op.fpgadataflow.convolutioninputgenerator
-   :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
deleted file mode 100644
index 79a05080b620797c79c6c7624a19010dbe3230d8..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.rst
+++ /dev/null
@@ -1,21 +0,0 @@
-finn.custom\_op.fpgadataflow package
-====================================
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.custom_op.fpgadataflow.convolutioninputgenerator
-   finn.custom_op.fpgadataflow.streamingfclayer_batch
-   finn.custom_op.fpgadataflow.streamingmaxpool_batch
-   finn.custom_op.fpgadataflow.templates
-   finn.custom_op.fpgadataflow.tlastmarker
-
-Module contents
----------------
-
-.. automodule:: finn.custom_op.fpgadataflow
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.rst b/docs/finn/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.rst
deleted file mode 100644
index 45a9a963a5a36e5152ff77dbe6b8ec08b1f60611..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.fpgadataflow.streamingfclayer\_batch module
-===========================================================
-
-.. automodule:: finn.custom_op.fpgadataflow.streamingfclayer_batch
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.fpgadataflow.streamingmaxpool_batch.rst b/docs/finn/source_code/finn.custom_op.fpgadataflow.streamingmaxpool_batch.rst
deleted file mode 100644
index 5bf7f666a42188a8a0e6ae2369d94fe2881694e9..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.streamingmaxpool_batch.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.fpgadataflow.streamingmaxpool\_batch module
-===========================================================
-
-.. automodule:: finn.custom_op.fpgadataflow.streamingmaxpool_batch
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.fpgadataflow.templates.rst b/docs/finn/source_code/finn.custom_op.fpgadataflow.templates.rst
deleted file mode 100644
index a630867a416a59c0d9b789289b48a930c6aca253..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.templates.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.fpgadataflow.templates module
-=============================================
-
-.. automodule:: finn.custom_op.fpgadataflow.templates
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.fpgadataflow.tlastmarker.rst b/docs/finn/source_code/finn.custom_op.fpgadataflow.tlastmarker.rst
deleted file mode 100644
index 8a087851c655080c70b434028fdae4315bd69f57..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.fpgadataflow.tlastmarker.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.fpgadataflow.tlastmarker module
-===============================================
-
-.. automodule:: finn.custom_op.fpgadataflow.tlastmarker
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.multithreshold.rst b/docs/finn/source_code/finn.custom_op.multithreshold.rst
deleted file mode 100644
index 3cdf3cee7259a98c3e9bc95d2b1833a03fcfad98..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.multithreshold.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.multithreshold module
-=====================================
-
-.. automodule:: finn.custom_op.multithreshold
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.registry.rst b/docs/finn/source_code/finn.custom_op.registry.rst
deleted file mode 100644
index 7805e833b8d19b4a99de2466ce164e81911c179c..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.registry.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.registry module
-===============================
-
-.. automodule:: finn.custom_op.registry
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.rst b/docs/finn/source_code/finn.custom_op.rst
deleted file mode 100644
index fd2f070f2add73b0e28fc030ec2e2cab14d2c112..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.rst
+++ /dev/null
@@ -1,27 +0,0 @@
-finn.custom\_op package
-=======================
-
-Subpackages
------------
-
-.. toctree::
-
-   finn.custom_op.fpgadataflow
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.custom_op.multithreshold
-   finn.custom_op.registry
-   finn.custom_op.streamingdataflowpartition
-   finn.custom_op.xnorpopcount
-
-Module contents
----------------
-
-.. automodule:: finn.custom_op
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.streamingdataflowpartition.rst b/docs/finn/source_code/finn.custom_op.streamingdataflowpartition.rst
deleted file mode 100644
index 1d07f01ce187842777676949195765bd7f841e6e..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.streamingdataflowpartition.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.streamingdataflowpartition module
-=================================================
-
-.. automodule:: finn.custom_op.streamingdataflowpartition
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.custom_op.xnorpopcount.rst b/docs/finn/source_code/finn.custom_op.xnorpopcount.rst
deleted file mode 100644
index d916082782081f7ef2fb3fe02070abf4baf8e03f..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.custom_op.xnorpopcount.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.custom\_op.xnorpopcount module
-===================================
-
-.. automodule:: finn.custom_op.xnorpopcount
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.rst b/docs/finn/source_code/finn.rst
deleted file mode 100644
index 1b7a1ae72ab12aa842f0a5dee16b7de6e5f76e58..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.rst
+++ /dev/null
@@ -1,21 +0,0 @@
-finn package
-============
-
-Subpackages
------------
-
-.. toctree::
-
-   finn.analysis
-   finn.core
-   finn.custom_op
-   finn.transformation
-   finn.util
-
-Module contents
----------------
-
-.. automodule:: finn
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.batchnorm_to_affine.rst b/docs/finn/source_code/finn.transformation.batchnorm_to_affine.rst
deleted file mode 100644
index 8d0ecfb75c7c6af460ff7d96a1dd45d008bc50ef..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.batchnorm_to_affine.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.batchnorm\_to\_affine module
-================================================
-
-.. automodule:: finn.transformation.batchnorm_to_affine
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.bipolar_to_xnor.rst b/docs/finn/source_code/finn.transformation.bipolar_to_xnor.rst
deleted file mode 100644
index dc34f4def8d87339c3dc6d6a69ea97238f449ecd..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.bipolar_to_xnor.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.bipolar\_to\_xnor module
-============================================
-
-.. automodule:: finn.transformation.bipolar_to_xnor
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fold_constants.rst b/docs/finn/source_code/finn.transformation.fold_constants.rst
deleted file mode 100644
index 792f8bfe03d04735c9571a8016ecc941a88ffd25..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fold_constants.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fold\_constants module
-==========================================
-
-.. automodule:: finn.transformation.fold_constants
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.cleanup.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.cleanup.rst
deleted file mode 100644
index 38cc49897e6d52dfdc8e4c4694458ff3df81e6f1..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.cleanup.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.cleanup module
-===============================================
-
-.. automodule:: finn.transformation.fpgadataflow.cleanup
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_ipgen.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_ipgen.rst
deleted file mode 100644
index 158ad7602cfa17fe3c6c1e0232b46d6a0c1743ce..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_ipgen.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.codegen\_ipgen module
-======================================================
-
-.. automodule:: finn.transformation.fpgadataflow.codegen_ipgen
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_ipstitch.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_ipstitch.rst
deleted file mode 100644
index d3f7434e3b02759206119ee08591a7494e7307ad..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_ipstitch.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.codegen\_ipstitch module
-=========================================================
-
-.. automodule:: finn.transformation.fpgadataflow.codegen_ipstitch
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_npysim.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_npysim.rst
deleted file mode 100644
index 28796da29a9f01ba47d2c5236db01f639f653d3b..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.codegen_npysim.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.codegen\_npysim module
-=======================================================
-
-.. automodule:: finn.transformation.fpgadataflow.codegen_npysim
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.compile.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.compile.rst
deleted file mode 100644
index 3d36a046be002093b813b0b97539b869f115ba77..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.compile.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.compile module
-===============================================
-
-.. automodule:: finn.transformation.fpgadataflow.compile
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.convert_to_hls_layers.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.convert_to_hls_layers.rst
deleted file mode 100644
index 0ae11a41bf3e3720fa97dfda2406af9ce67327a8..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.convert_to_hls_layers.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.convert\_to\_hls\_layers module
-================================================================
-
-.. automodule:: finn.transformation.fpgadataflow.convert_to_hls_layers
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.rst
deleted file mode 100644
index 4827fd5b2cc335fba321835f472da6dfd1e821af..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.create\_dataflow\_partition module
-===================================================================
-
-.. automodule:: finn.transformation.fpgadataflow.create_dataflow_partition
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.rst
deleted file mode 100644
index 47af9049f0f77e66343868d877ab43d6a03ef299..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.hlssynth\_ipgen module
-=======================================================
-
-.. automodule:: finn.transformation.fpgadataflow.hlssynth_ipgen
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.insert_tlastmarker.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.insert_tlastmarker.rst
deleted file mode 100644
index d4bd00b8c3e3467df421f0efb9fd993851d5e44d..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.insert_tlastmarker.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.insert\_tlastmarker module
-===========================================================
-
-.. automodule:: finn.transformation.fpgadataflow.insert_tlastmarker
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.make_deployment.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.make_deployment.rst
deleted file mode 100644
index 130c91989090a9b1d73d12e413227c8008161930..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.make_deployment.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.make\_deployment module
-========================================================
-
-.. automodule:: finn.transformation.fpgadataflow.make_deployment
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.make_pynq_driver.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.make_pynq_driver.rst
deleted file mode 100644
index 5238f08460a4ff9580273891461e2a3409605834..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.make_pynq_driver.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.make\_pynq\_driver module
-==========================================================
-
-.. automodule:: finn.transformation.fpgadataflow.make_pynq_driver
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.make_pynq_proj.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.make_pynq_proj.rst
deleted file mode 100644
index 1d040887f9a2ab2d33bf4ff9ea69ac835cbba8a7..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.make_pynq_proj.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.make\_pynq\_proj module
-========================================================
-
-.. automodule:: finn.transformation.fpgadataflow.make_pynq_proj
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.rst
deleted file mode 100644
index f99673391cc42d9724eb5e584f910b9aa36721c3..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.rst
+++ /dev/null
@@ -1,31 +0,0 @@
-finn.transformation.fpgadataflow package
-========================================
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.transformation.fpgadataflow.cleanup
-   finn.transformation.fpgadataflow.codegen_ipgen
-   finn.transformation.fpgadataflow.codegen_ipstitch
-   finn.transformation.fpgadataflow.codegen_npysim
-   finn.transformation.fpgadataflow.compile
-   finn.transformation.fpgadataflow.convert_to_hls_layers
-   finn.transformation.fpgadataflow.create_dataflow_partition
-   finn.transformation.fpgadataflow.hlssynth_ipgen
-   finn.transformation.fpgadataflow.insert_tlastmarker
-   finn.transformation.fpgadataflow.make_deployment
-   finn.transformation.fpgadataflow.make_pynq_driver
-   finn.transformation.fpgadataflow.make_pynq_proj
-   finn.transformation.fpgadataflow.set_exec_mode
-   finn.transformation.fpgadataflow.synth_pynq_proj
-   finn.transformation.fpgadataflow.templates
-
-Module contents
----------------
-
-.. automodule:: finn.transformation.fpgadataflow
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.set_exec_mode.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.set_exec_mode.rst
deleted file mode 100644
index 7affa78b43e253b781deffce3044d9ca46319b96..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.set_exec_mode.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.set\_exec\_mode module
-=======================================================
-
-.. automodule:: finn.transformation.fpgadataflow.set_exec_mode
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.synth_pynq_proj.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.synth_pynq_proj.rst
deleted file mode 100644
index e902991a6920a7bf4617814df95ced28a7cd268c..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.synth_pynq_proj.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.synth\_pynq\_proj module
-=========================================================
-
-.. automodule:: finn.transformation.fpgadataflow.synth_pynq_proj
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.fpgadataflow.templates.rst b/docs/finn/source_code/finn.transformation.fpgadataflow.templates.rst
deleted file mode 100644
index a62f377830c8661f9a7f106e19d3c203a8019d81..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.fpgadataflow.templates.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.fpgadataflow.templates module
-=================================================
-
-.. automodule:: finn.transformation.fpgadataflow.templates
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.general.rst b/docs/finn/source_code/finn.transformation.general.rst
deleted file mode 100644
index bfae28100b9e91d5b1d0b728d410a6ec472bc4d4..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.general.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.general module
-==================================
-
-.. automodule:: finn.transformation.general
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.infer_datatypes.rst b/docs/finn/source_code/finn.transformation.infer_datatypes.rst
deleted file mode 100644
index 939d1552157f21b451f4b583ade611b3ae41ab5d..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.infer_datatypes.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.infer\_datatypes module
-===========================================
-
-.. automodule:: finn.transformation.infer_datatypes
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.infer_shapes.rst b/docs/finn/source_code/finn.transformation.infer_shapes.rst
deleted file mode 100644
index 9469557061e450ba356c96f615a1f438be878047..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.infer_shapes.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.infer\_shapes module
-========================================
-
-.. automodule:: finn.transformation.infer_shapes
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.rst b/docs/finn/source_code/finn.transformation.rst
deleted file mode 100644
index da9618ed64e7dbe73ecb376ae9c3faa5992f4f31..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.rst
+++ /dev/null
@@ -1,30 +0,0 @@
-finn.transformation package
-===========================
-
-Subpackages
------------
-
-.. toctree::
-
-   finn.transformation.fpgadataflow
-   finn.transformation.streamline
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.transformation.batchnorm_to_affine
-   finn.transformation.bipolar_to_xnor
-   finn.transformation.fold_constants
-   finn.transformation.general
-   finn.transformation.infer_datatypes
-   finn.transformation.infer_shapes
-
-Module contents
----------------
-
-.. automodule:: finn.transformation
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.streamline.absorb.rst b/docs/finn/source_code/finn.transformation.streamline.absorb.rst
deleted file mode 100644
index 597a98944b984b1c51b978f8986e300369b533cd..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.streamline.absorb.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.streamline.absorb module
-============================================
-
-.. automodule:: finn.transformation.streamline.absorb
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.streamline.collapse_repeated.rst b/docs/finn/source_code/finn.transformation.streamline.collapse_repeated.rst
deleted file mode 100644
index a15f72aea74e99f5beef9109f06e2afa38de6619..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.streamline.collapse_repeated.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.streamline.collapse\_repeated module
-========================================================
-
-.. automodule:: finn.transformation.streamline.collapse_repeated
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.streamline.reorder.rst b/docs/finn/source_code/finn.transformation.streamline.reorder.rst
deleted file mode 100644
index ac969e1329f444f48df00f7101b5cd1e3da5c363..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.streamline.reorder.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.streamline.reorder module
-=============================================
-
-.. automodule:: finn.transformation.streamline.reorder
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.streamline.round_thresholds.rst b/docs/finn/source_code/finn.transformation.streamline.round_thresholds.rst
deleted file mode 100644
index 031c65d077f63a3f120211e2ab122c291c5a96e1..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.streamline.round_thresholds.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.streamline.round\_thresholds module
-=======================================================
-
-.. automodule:: finn.transformation.streamline.round_thresholds
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.streamline.rst b/docs/finn/source_code/finn.transformation.streamline.rst
deleted file mode 100644
index 5b3a88384a38950fb6aa4084093181650319bd27..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.streamline.rst
+++ /dev/null
@@ -1,21 +0,0 @@
-finn.transformation.streamline package
-======================================
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.transformation.streamline.absorb
-   finn.transformation.streamline.collapse_repeated
-   finn.transformation.streamline.reorder
-   finn.transformation.streamline.round_thresholds
-   finn.transformation.streamline.sign_to_thres
-
-Module contents
----------------
-
-.. automodule:: finn.transformation.streamline
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.transformation.streamline.sign_to_thres.rst b/docs/finn/source_code/finn.transformation.streamline.sign_to_thres.rst
deleted file mode 100644
index 166717eb352ed0044ad817dc36409a1860f3789c..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.transformation.streamline.sign_to_thres.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.streamline.sign\_to\_thres module
-=====================================================
-
-.. automodule:: finn.transformation.streamline.sign_to_thres
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.util.basic.rst b/docs/finn/source_code/finn.util.basic.rst
deleted file mode 100644
index 10e8e1ac1c9e9f7f449ce8f3a413424c529b3fa1..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.util.basic.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.basic module
-======================
-
-.. automodule:: finn.util.basic
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.util.data_packing.rst b/docs/finn/source_code/finn.util.data_packing.rst
deleted file mode 100644
index 6a39cc14b157646fc5305674a18b250d4a0b0946..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.util.data_packing.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.data\_packing module
-==============================
-
-.. automodule:: finn.util.data_packing
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.util.fpgadataflow.rst b/docs/finn/source_code/finn.util.fpgadataflow.rst
deleted file mode 100644
index 3472ed477b9680baa99a91ce70850bedc79daf6b..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.util.fpgadataflow.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.fpgadataflow module
-=============================
-
-.. automodule:: finn.util.fpgadataflow
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.util.onnx.rst b/docs/finn/source_code/finn.util.onnx.rst
deleted file mode 100644
index 057cb07cadcaf5819b21bb61878b0964eecbdace..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.util.onnx.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.onnx module
-=====================
-
-.. automodule:: finn.util.onnx
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.util.rst b/docs/finn/source_code/finn.util.rst
deleted file mode 100644
index c66d189b3ae0c79b9890cf9b4885916a06f4768c..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.util.rst
+++ /dev/null
@@ -1,21 +0,0 @@
-finn.util package
-=================
-
-Submodules
-----------
-
-.. toctree::
-
-   finn.util.basic
-   finn.util.data_packing
-   finn.util.fpgadataflow
-   finn.util.onnx
-   finn.util.test
-
-Module contents
----------------
-
-.. automodule:: finn.util
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/finn.util.test.rst b/docs/finn/source_code/finn.util.test.rst
deleted file mode 100644
index 3fe1bc15e529a36546a589b0b43f26dee58b4511..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/finn.util.test.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.test module
-=====================
-
-.. automodule:: finn.util.test
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/finn/source_code/modules.rst b/docs/finn/source_code/modules.rst
deleted file mode 100644
index dada6936c0d4e144acb991f32731b68e6995c23c..0000000000000000000000000000000000000000
--- a/docs/finn/source_code/modules.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finn
-====
-
-.. toctree::
-   :maxdepth: 4
-
-   finn