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diff --git a/docs/finn/_build/html/_images/finn-flow.png b/docs/finn/_build/html/_images/finn-flow.png
deleted file mode 100644
index 47aef287095c46b2f38030bca0a8d2e5d7cae2a9..0000000000000000000000000000000000000000
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diff --git a/docs/finn/_build/html/_sources/finn.analysis.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/finn.analysis.fpgadataflow.rst.txt
deleted file mode 100644
index cd8075d753f617f4e97a851e9b54139c966a18b2..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.analysis.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,30 +0,0 @@
-finn.analysis.fpgadataflow package
-==================================
-
-Submodules
-----------
-
-finn.analysis.fpgadataflow.hls\_synth\_res\_estimation module
--------------------------------------------------------------
-
-.. automodule:: finn.analysis.fpgadataflow.hls_synth_res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.analysis.fpgadataflow.res\_estimation module
--------------------------------------------------
-
-.. automodule:: finn.analysis.fpgadataflow.res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.analysis.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.analysis.rst.txt b/docs/finn/_build/html/_sources/finn.analysis.rst.txt
deleted file mode 100644
index e4eec7717a1119de8ef5381b67361973a9ac29c5..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.analysis.rst.txt
+++ /dev/null
@@ -1,37 +0,0 @@
-finn.analysis package
-=====================
-
-Subpackages
------------
-
-.. toctree::
-
- finn.analysis.fpgadataflow
-
-Submodules
-----------
-
-finn.analysis.topology module
------------------------------
-
-.. automodule:: finn.analysis.topology
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.analysis.verify\_custom\_nodes module
-------------------------------------------
-
-.. automodule:: finn.analysis.verify_custom_nodes
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.analysis
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.core.rst.txt b/docs/finn/_build/html/_sources/finn.core.rst.txt
deleted file mode 100644
index 9e3ba4891b4b926c45410d30d16ae22da482ec95..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.core.rst.txt
+++ /dev/null
@@ -1,46 +0,0 @@
-finn.core package
-=================
-
-Submodules
-----------
-
-finn.core.datatype module
--------------------------
-
-.. automodule:: finn.core.datatype
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.core.execute\_custom\_node module
---------------------------------------
-
-.. automodule:: finn.core.execute_custom_node
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.core.modelwrapper module
------------------------------
-
-.. automodule:: finn.core.modelwrapper
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.core.onnx\_exec module
----------------------------
-
-.. automodule:: finn.core.onnx_exec
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.core
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.custom_op.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/finn.custom_op.fpgadataflow.rst.txt
deleted file mode 100644
index 632c021beb247e077f87c5af68d62bc51f88ecdc..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.custom_op.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-finn.custom\_op.fpgadataflow package
-====================================
-
-Submodules
-----------
-
-finn.custom\_op.fpgadataflow.convolutioninputgenerator module
--------------------------------------------------------------
-
-.. automodule:: finn.custom_op.fpgadataflow.convolutioninputgenerator
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.fpgadataflow.streamingfclayer\_batch module
------------------------------------------------------------
-
-.. automodule:: finn.custom_op.fpgadataflow.streamingfclayer_batch
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.fpgadataflow.streamingmaxpool\_batch module
------------------------------------------------------------
-
-.. automodule:: finn.custom_op.fpgadataflow.streamingmaxpool_batch
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.fpgadataflow.templates module
----------------------------------------------
-
-.. automodule:: finn.custom_op.fpgadataflow.templates
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.fpgadataflow.tlastmarker module
------------------------------------------------
-
-.. automodule:: finn.custom_op.fpgadataflow.tlastmarker
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.custom_op.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.custom_op.rst.txt b/docs/finn/_build/html/_sources/finn.custom_op.rst.txt
deleted file mode 100644
index a984822aee2962c945a66deb50a3fd1233d5d2d0..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.custom_op.rst.txt
+++ /dev/null
@@ -1,53 +0,0 @@
-finn.custom\_op package
-=======================
-
-Subpackages
------------
-
-.. toctree::
-
- finn.custom_op.fpgadataflow
-
-Submodules
-----------
-
-finn.custom\_op.multithreshold module
--------------------------------------
-
-.. automodule:: finn.custom_op.multithreshold
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.registry module
--------------------------------
-
-.. automodule:: finn.custom_op.registry
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.streamingdataflowpartition module
--------------------------------------------------
-
-.. automodule:: finn.custom_op.streamingdataflowpartition
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.custom\_op.xnorpopcount module
------------------------------------
-
-.. automodule:: finn.custom_op.xnorpopcount
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.custom_op
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.rst.txt b/docs/finn/_build/html/_sources/finn.rst.txt
deleted file mode 100644
index 1b7a1ae72ab12aa842f0a5dee16b7de6e5f76e58..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.rst.txt
+++ /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/_build/html/_sources/finn.transformation.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/finn.transformation.fpgadataflow.rst.txt
deleted file mode 100644
index 80ad49c24626365a992c64e3ad0fe3540d0c76f7..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.transformation.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,134 +0,0 @@
-finn.transformation.fpgadataflow package
-========================================
-
-Submodules
-----------
-
-finn.transformation.fpgadataflow.cleanup module
------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.cleanup
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.codegen\_ipgen module
-------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.codegen_ipgen
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.codegen\_ipstitch module
----------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.codegen_ipstitch
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.codegen\_npysim module
--------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.codegen_npysim
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.compile module
------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.compile
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.convert\_to\_hls\_layers module
-----------------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.convert_to_hls_layers
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.create\_dataflow\_partition module
--------------------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.create_dataflow_partition
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.hlssynth\_ipgen module
--------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.hlssynth_ipgen
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.insert\_tlastmarker module
------------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.insert_tlastmarker
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.make\_deployment module
---------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.make_deployment
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.make\_pynq\_driver module
-----------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.make_pynq_driver
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.make\_pynq\_proj module
---------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.make_pynq_proj
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.set\_sim\_mode module
-------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.set_sim_mode
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.synth\_pynq\_proj module
----------------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.synth_pynq_proj
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fpgadataflow.templates module
--------------------------------------------------
-
-.. automodule:: finn.transformation.fpgadataflow.templates
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.transformation.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.transformation.rst.txt b/docs/finn/_build/html/_sources/finn.transformation.rst.txt
deleted file mode 100644
index 172f6e300f3894dba3b13355120bcb4e23d737e1..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.transformation.rst.txt
+++ /dev/null
@@ -1,70 +0,0 @@
-finn.transformation package
-===========================
-
-Subpackages
------------
-
-.. toctree::
-
- finn.transformation.fpgadataflow
- finn.transformation.streamline
-
-Submodules
-----------
-
-finn.transformation.batchnorm\_to\_affine module
-------------------------------------------------
-
-.. automodule:: finn.transformation.batchnorm_to_affine
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.bipolar\_to\_xnor module
---------------------------------------------
-
-.. automodule:: finn.transformation.bipolar_to_xnor
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.fold\_constants module
-------------------------------------------
-
-.. automodule:: finn.transformation.fold_constants
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.general module
-----------------------------------
-
-.. automodule:: finn.transformation.general
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.infer\_datatypes module
--------------------------------------------
-
-.. automodule:: finn.transformation.infer_datatypes
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.infer\_shapes module
-----------------------------------------
-
-.. automodule:: finn.transformation.infer_shapes
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.transformation
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.transformation.streamline.rst.txt b/docs/finn/_build/html/_sources/finn.transformation.streamline.rst.txt
deleted file mode 100644
index 33e5930952e01881dfb7e1b19eae11ebc25ac4e0..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.transformation.streamline.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-finn.transformation.streamline package
-======================================
-
-Submodules
-----------
-
-finn.transformation.streamline.absorb module
---------------------------------------------
-
-.. automodule:: finn.transformation.streamline.absorb
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.streamline.collapse\_repeated module
---------------------------------------------------------
-
-.. automodule:: finn.transformation.streamline.collapse_repeated
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.streamline.reorder module
----------------------------------------------
-
-.. automodule:: finn.transformation.streamline.reorder
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.streamline.round\_thresholds module
--------------------------------------------------------
-
-.. automodule:: finn.transformation.streamline.round_thresholds
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.transformation.streamline.sign\_to\_thres module
------------------------------------------------------
-
-.. automodule:: finn.transformation.streamline.sign_to_thres
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.transformation.streamline
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/finn.util.rst.txt b/docs/finn/_build/html/_sources/finn.util.rst.txt
deleted file mode 100644
index 1c85bcd44b63343ecab12ee12ba82c83d4fc984d..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/finn.util.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-finn.util package
-=================
-
-Submodules
-----------
-
-finn.util.basic module
-----------------------
-
-.. automodule:: finn.util.basic
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.util.data\_packing module
-------------------------------
-
-.. automodule:: finn.util.data_packing
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.util.fpgadataflow module
------------------------------
-
-.. automodule:: finn.util.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.util.onnx module
----------------------
-
-.. automodule:: finn.util.onnx
- :members:
- :undoc-members:
- :show-inheritance:
-
-finn.util.test module
----------------------
-
-.. automodule:: finn.util.test
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: finn.util
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/modules.rst.txt b/docs/finn/_build/html/_sources/modules.rst.txt
index e9ff8ac1a89c7bd18e69d633121f5a4022ac6fdf..8355e03eefd869e41e11291dfcafb540e93d1b21 100644
--- a/docs/finn/_build/html/_sources/modules.rst.txt
+++ b/docs/finn/_build/html/_sources/modules.rst.txt
@@ -1,7 +1,7 @@
-src
+finn
===
.. toctree::
:maxdepth: 4
- src
+ finn
diff --git a/docs/finn/_build/html/_sources/source_code/analysis.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/source_code/analysis.fpgadataflow.rst.txt
deleted file mode 100644
index ca0e9b63f6d41ec5cdd7c473712191b51bdc08cd..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/analysis.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,30 +0,0 @@
-analysis.fpgadataflow package
-=============================
-
-Submodules
-----------
-
-analysis.fpgadataflow.hls\_synth\_res\_estimation module
---------------------------------------------------------
-
-.. automodule:: analysis.fpgadataflow.hls_synth_res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-analysis.fpgadataflow.res\_estimation module
---------------------------------------------
-
-.. automodule:: analysis.fpgadataflow.res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: analysis.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/analysis.rst.txt b/docs/finn/_build/html/_sources/source_code/analysis.rst.txt
deleted file mode 100644
index ef56533e789d92714017f5963e60abc8ebcd0422..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/analysis.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-analysis package
-================
-
-Subpackages
------------
-
-.. toctree::
-
- analysis.fpgadataflow.rst
-
diff --git a/docs/finn/_build/html/_sources/source_code/analysis/analysis.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/source_code/analysis/analysis.fpgadataflow.rst.txt
deleted file mode 100644
index ca0e9b63f6d41ec5cdd7c473712191b51bdc08cd..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/analysis/analysis.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,30 +0,0 @@
-analysis.fpgadataflow package
-=============================
-
-Submodules
-----------
-
-analysis.fpgadataflow.hls\_synth\_res\_estimation module
---------------------------------------------------------
-
-.. automodule:: analysis.fpgadataflow.hls_synth_res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-analysis.fpgadataflow.res\_estimation module
---------------------------------------------
-
-.. automodule:: analysis.fpgadataflow.res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: analysis.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/analysis/analysis.rst.txt b/docs/finn/_build/html/_sources/source_code/analysis/analysis.rst.txt
deleted file mode 100644
index af9d2dc6de5515d7afc3688d406ef64366040fca..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/analysis/analysis.rst.txt
+++ /dev/null
@@ -1,37 +0,0 @@
-analysis package
-================
-
-Subpackages
------------
-
-.. toctree::
-
- analysis.fpgadataflow
-
-Submodules
-----------
-
-analysis.topology module
-------------------------
-
-.. automodule:: analysis.topology
- :members:
- :undoc-members:
- :show-inheritance:
-
-analysis.verify\_custom\_nodes module
--------------------------------------
-
-.. automodule:: analysis.verify_custom_nodes
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: analysis
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.analysis.fpgadataflow.hls_synth_res_estimation.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.analysis.fpgadataflow.hls_synth_res_estimation.rst.txt
deleted file mode 100644
index 616064c16dfb61e9d66d7a8f9e76addd48e93ef9..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.analysis.fpgadataflow.hls_synth_res_estimation.rst.txt
+++ /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/_build/html/_sources/source_code/finn.analysis.fpgadataflow.res_estimation.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.analysis.fpgadataflow.res_estimation.rst.txt
deleted file mode 100644
index eb5b773b123cc686116313d1043b668601fc229f..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.analysis.fpgadataflow.res_estimation.rst.txt
+++ /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/_build/html/_sources/source_code/finn.analysis.topology.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.analysis.topology.rst.txt
deleted file mode 100644
index 896f3fb8d704c23a58f10f9513fd00ca7f7b99b0..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.analysis.topology.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.analysis.topology module
-=============================
-
-.. automodule:: finn.analysis.topology
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.analysis.verify_custom_nodes.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.analysis.verify_custom_nodes.rst.txt
deleted file mode 100644
index 60e1a33e25e6f8751aadd3e0181225af6e24e779..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.analysis.verify_custom_nodes.rst.txt
+++ /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/_build/html/_sources/source_code/finn.core.datatype.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.core.datatype.rst.txt
deleted file mode 100644
index d55952ecf81556365510a3191f2b2a75a6873f72..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.core.datatype.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.datatype module
-=========================
-
-.. automodule:: finn.core.datatype
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.core.execute_custom_node.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.core.execute_custom_node.rst.txt
deleted file mode 100644
index 94d8ea143fadf32caf874036d6f652de9561bc1f..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.core.execute_custom_node.rst.txt
+++ /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/_build/html/_sources/source_code/finn.core.modelwrapper.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.core.modelwrapper.rst.txt
deleted file mode 100644
index 5bd74864ba63eda5b8a03093d02a6c54dabda973..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.core.modelwrapper.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.core.modelwrapper module
-=============================
-
-.. automodule:: finn.core.modelwrapper
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.core.onnx_exec.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.core.onnx_exec.rst.txt
deleted file mode 100644
index 87bf9d29dcf450d92529ce7987df8f59832ddd1a..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.core.onnx_exec.rst.txt
+++ /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/_build/html/_sources/source_code/finn.core.remote_exec.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.core.remote_exec.rst.txt
deleted file mode 100644
index 39c470eb0e4cc32c4d604dc3df7a7c9a51532d27..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.core.remote_exec.rst.txt
+++ /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/_build/html/_sources/source_code/finn.core.rtlsim_exec.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.core.rtlsim_exec.rst.txt
deleted file mode 100644
index 9d4acef6e8a61b537280ab441d7bb0bbf48158cf..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.core.rtlsim_exec.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.convolutioninputgenerator.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.convolutioninputgenerator.rst.txt
deleted file mode 100644
index aa36e86ee210e242ae7fd3e8447bb23663a7eb2c..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.convolutioninputgenerator.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.rst.txt
deleted file mode 100644
index 45a9a963a5a36e5152ff77dbe6b8ec08b1f60611..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.streamingmaxpool_batch.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.streamingmaxpool_batch.rst.txt
deleted file mode 100644
index 5bf7f666a42188a8a0e6ae2369d94fe2881694e9..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.streamingmaxpool_batch.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.templates.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.templates.rst.txt
deleted file mode 100644
index a630867a416a59c0d9b789289b48a930c6aca253..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.templates.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.tlastmarker.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.tlastmarker.rst.txt
deleted file mode 100644
index 8a087851c655080c70b434028fdae4315bd69f57..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.fpgadataflow.tlastmarker.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.multithreshold.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.multithreshold.rst.txt
deleted file mode 100644
index 3cdf3cee7259a98c3e9bc95d2b1833a03fcfad98..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.multithreshold.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.registry.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.registry.rst.txt
deleted file mode 100644
index 7805e833b8d19b4a99de2466ce164e81911c179c..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.registry.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.streamingdataflowpartition.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.streamingdataflowpartition.rst.txt
deleted file mode 100644
index 1d07f01ce187842777676949195765bd7f841e6e..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.streamingdataflowpartition.rst.txt
+++ /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/_build/html/_sources/source_code/finn.custom_op.xnorpopcount.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.custom_op.xnorpopcount.rst.txt
deleted file mode 100644
index d916082782081f7ef2fb3fe02070abf4baf8e03f..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.custom_op.xnorpopcount.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.batchnorm_to_affine.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.batchnorm_to_affine.rst.txt
deleted file mode 100644
index 8d0ecfb75c7c6af460ff7d96a1dd45d008bc50ef..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.batchnorm_to_affine.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.bipolar_to_xnor.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.bipolar_to_xnor.rst.txt
deleted file mode 100644
index dc34f4def8d87339c3dc6d6a69ea97238f449ecd..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.bipolar_to_xnor.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fold_constants.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fold_constants.rst.txt
deleted file mode 100644
index 792f8bfe03d04735c9571a8016ecc941a88ffd25..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fold_constants.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.cleanup.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.cleanup.rst.txt
deleted file mode 100644
index 38cc49897e6d52dfdc8e4c4694458ff3df81e6f1..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.cleanup.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_ipgen.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_ipgen.rst.txt
deleted file mode 100644
index 158ad7602cfa17fe3c6c1e0232b46d6a0c1743ce..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_ipgen.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_ipstitch.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_ipstitch.rst.txt
deleted file mode 100644
index d3f7434e3b02759206119ee08591a7494e7307ad..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_ipstitch.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_npysim.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_npysim.rst.txt
deleted file mode 100644
index 28796da29a9f01ba47d2c5236db01f639f653d3b..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.codegen_npysim.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.compile.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.compile.rst.txt
deleted file mode 100644
index 3d36a046be002093b813b0b97539b869f115ba77..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.compile.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.convert_to_hls_layers.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.convert_to_hls_layers.rst.txt
deleted file mode 100644
index 0ae11a41bf3e3720fa97dfda2406af9ce67327a8..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.convert_to_hls_layers.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.rst.txt
deleted file mode 100644
index 4827fd5b2cc335fba321835f472da6dfd1e821af..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.rst.txt
deleted file mode 100644
index 47af9049f0f77e66343868d877ab43d6a03ef299..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.insert_tlastmarker.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.insert_tlastmarker.rst.txt
deleted file mode 100644
index d4bd00b8c3e3467df421f0efb9fd993851d5e44d..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.insert_tlastmarker.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_deployment.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_deployment.rst.txt
deleted file mode 100644
index 130c91989090a9b1d73d12e413227c8008161930..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_deployment.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_pynq_driver.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_pynq_driver.rst.txt
deleted file mode 100644
index 5238f08460a4ff9580273891461e2a3409605834..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_pynq_driver.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_pynq_proj.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_pynq_proj.rst.txt
deleted file mode 100644
index 1d040887f9a2ab2d33bf4ff9ea69ac835cbba8a7..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.make_pynq_proj.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.set_exec_mode.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.set_exec_mode.rst.txt
deleted file mode 100644
index 7affa78b43e253b781deffce3044d9ca46319b96..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.set_exec_mode.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.synth_pynq_proj.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.synth_pynq_proj.rst.txt
deleted file mode 100644
index e902991a6920a7bf4617814df95ced28a7cd268c..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.synth_pynq_proj.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.fpgadataflow.templates.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.templates.rst.txt
deleted file mode 100644
index a62f377830c8661f9a7f106e19d3c203a8019d81..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.fpgadataflow.templates.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.general.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.general.rst.txt
deleted file mode 100644
index bfae28100b9e91d5b1d0b728d410a6ec472bc4d4..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.general.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.transformation.general module
-==================================
-
-.. automodule:: finn.transformation.general
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.transformation.infer_datatypes.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.infer_datatypes.rst.txt
deleted file mode 100644
index 939d1552157f21b451f4b583ade611b3ae41ab5d..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.infer_datatypes.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.infer_shapes.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.infer_shapes.rst.txt
deleted file mode 100644
index 9469557061e450ba356c96f615a1f438be878047..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.infer_shapes.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.streamline.absorb.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.absorb.rst.txt
deleted file mode 100644
index 597a98944b984b1c51b978f8986e300369b533cd..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.absorb.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.streamline.collapse_repeated.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.collapse_repeated.rst.txt
deleted file mode 100644
index a15f72aea74e99f5beef9109f06e2afa38de6619..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.collapse_repeated.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.streamline.reorder.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.reorder.rst.txt
deleted file mode 100644
index ac969e1329f444f48df00f7101b5cd1e3da5c363..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.reorder.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.streamline.round_thresholds.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.round_thresholds.rst.txt
deleted file mode 100644
index 031c65d077f63a3f120211e2ab122c291c5a96e1..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.round_thresholds.rst.txt
+++ /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/_build/html/_sources/source_code/finn.transformation.streamline.sign_to_thres.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.sign_to_thres.rst.txt
deleted file mode 100644
index 166717eb352ed0044ad817dc36409a1860f3789c..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.transformation.streamline.sign_to_thres.rst.txt
+++ /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/_build/html/_sources/source_code/finn.util.basic.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.util.basic.rst.txt
deleted file mode 100644
index 10e8e1ac1c9e9f7f449ce8f3a413424c529b3fa1..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.util.basic.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.basic module
-======================
-
-.. automodule:: finn.util.basic
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.util.data_packing.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.util.data_packing.rst.txt
deleted file mode 100644
index 6a39cc14b157646fc5305674a18b250d4a0b0946..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.util.data_packing.rst.txt
+++ /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/_build/html/_sources/source_code/finn.util.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.util.fpgadataflow.rst.txt
deleted file mode 100644
index 3472ed477b9680baa99a91ce70850bedc79daf6b..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.util.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.fpgadataflow module
-=============================
-
-.. automodule:: finn.util.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.util.onnx.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.util.onnx.rst.txt
deleted file mode 100644
index 057cb07cadcaf5819b21bb61878b0964eecbdace..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.util.onnx.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.onnx module
-=====================
-
-.. automodule:: finn.util.onnx
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/source_code/finn.util.test.rst.txt b/docs/finn/_build/html/_sources/source_code/finn.util.test.rst.txt
deleted file mode 100644
index 3fe1bc15e529a36546a589b0b43f26dee58b4511..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/source_code/finn.util.test.rst.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-finn.util.test module
-=====================
-
-.. automodule:: finn.util.test
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.analysis.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/src.finn.analysis.fpgadataflow.rst.txt
deleted file mode 100644
index 6f717813fff0870911a3d7a118b974eb4122b435..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.analysis.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,30 +0,0 @@
-src.finn.analysis.fpgadataflow package
-======================================
-
-Submodules
-----------
-
-src.finn.analysis.fpgadataflow.hls\_synth\_res\_estimation module
------------------------------------------------------------------
-
-.. automodule:: src.finn.analysis.fpgadataflow.hls_synth_res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.analysis.fpgadataflow.res\_estimation module
------------------------------------------------------
-
-.. automodule:: src.finn.analysis.fpgadataflow.res_estimation
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.analysis.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.analysis.rst.txt b/docs/finn/_build/html/_sources/src.finn.analysis.rst.txt
deleted file mode 100644
index 2dbedcf70ee0cc1f1453b10720aa15dc5067a8de..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.analysis.rst.txt
+++ /dev/null
@@ -1,37 +0,0 @@
-src.finn.analysis package
-=========================
-
-Subpackages
------------
-
-.. toctree::
-
- src.finn.analysis.fpgadataflow
-
-Submodules
-----------
-
-src.finn.analysis.topology module
----------------------------------
-
-.. automodule:: src.finn.analysis.topology
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.analysis.verify\_custom\_nodes module
-----------------------------------------------
-
-.. automodule:: src.finn.analysis.verify_custom_nodes
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.analysis
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.core.rst.txt b/docs/finn/_build/html/_sources/src.finn.core.rst.txt
deleted file mode 100644
index 70e442567ec0c50db787ff8a7d0be7d0b1ca2200..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.core.rst.txt
+++ /dev/null
@@ -1,46 +0,0 @@
-src.finn.core package
-=====================
-
-Submodules
-----------
-
-src.finn.core.datatype module
------------------------------
-
-.. automodule:: src.finn.core.datatype
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.core.execute\_custom\_node module
-------------------------------------------
-
-.. automodule:: src.finn.core.execute_custom_node
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.core.modelwrapper module
----------------------------------
-
-.. automodule:: src.finn.core.modelwrapper
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.core.onnx\_exec module
--------------------------------
-
-.. automodule:: src.finn.core.onnx_exec
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.core
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.custom_op.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/src.finn.custom_op.fpgadataflow.rst.txt
deleted file mode 100644
index 540114318680667a00fcd6591c8ef524c814dbd1..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.custom_op.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-src.finn.custom\_op.fpgadataflow package
-========================================
-
-Submodules
-----------
-
-src.finn.custom\_op.fpgadataflow.convolutioninputgenerator module
------------------------------------------------------------------
-
-.. automodule:: src.finn.custom_op.fpgadataflow.convolutioninputgenerator
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.fpgadataflow.streamingfclayer\_batch module
----------------------------------------------------------------
-
-.. automodule:: src.finn.custom_op.fpgadataflow.streamingfclayer_batch
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.fpgadataflow.streamingmaxpool\_batch module
----------------------------------------------------------------
-
-.. automodule:: src.finn.custom_op.fpgadataflow.streamingmaxpool_batch
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.fpgadataflow.templates module
--------------------------------------------------
-
-.. automodule:: src.finn.custom_op.fpgadataflow.templates
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.fpgadataflow.tlastmarker module
----------------------------------------------------
-
-.. automodule:: src.finn.custom_op.fpgadataflow.tlastmarker
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.custom_op.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.custom_op.rst.txt b/docs/finn/_build/html/_sources/src.finn.custom_op.rst.txt
deleted file mode 100644
index 0a9536a5e2705dc9b59be80fb4296feb0cd94c3c..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.custom_op.rst.txt
+++ /dev/null
@@ -1,53 +0,0 @@
-src.finn.custom\_op package
-===========================
-
-Subpackages
------------
-
-.. toctree::
-
- src.finn.custom_op.fpgadataflow
-
-Submodules
-----------
-
-src.finn.custom\_op.multithreshold module
------------------------------------------
-
-.. automodule:: src.finn.custom_op.multithreshold
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.registry module
------------------------------------
-
-.. automodule:: src.finn.custom_op.registry
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.streamingdataflowpartition module
------------------------------------------------------
-
-.. automodule:: src.finn.custom_op.streamingdataflowpartition
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.custom\_op.xnorpopcount module
----------------------------------------
-
-.. automodule:: src.finn.custom_op.xnorpopcount
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.custom_op
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.rst.txt b/docs/finn/_build/html/_sources/src.finn.rst.txt
deleted file mode 100644
index 26a1246873a24252691c897a5b048979b93bf196..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-src.finn package
-================
-
-Subpackages
------------
-
-.. toctree::
-
- src.finn.analysis
- src.finn.core
- src.finn.custom_op
- src.finn.transformation
- src.finn.util
-
-Module contents
----------------
-
-.. automodule:: src.finn
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.transformation.fpgadataflow.rst.txt b/docs/finn/_build/html/_sources/src.finn.transformation.fpgadataflow.rst.txt
deleted file mode 100644
index c7f2b3e943c9f5ca18b89e89066edf1eb8a24a28..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.transformation.fpgadataflow.rst.txt
+++ /dev/null
@@ -1,134 +0,0 @@
-src.finn.transformation.fpgadataflow package
-============================================
-
-Submodules
-----------
-
-src.finn.transformation.fpgadataflow.cleanup module
----------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.cleanup
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.codegen\_ipgen module
-----------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.codegen_ipgen
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.codegen\_ipstitch module
--------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.codegen_ipstitch
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.codegen\_npysim module
------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.codegen_npysim
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.compile module
----------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.compile
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.convert\_to\_hls\_layers module
---------------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.convert_to_hls_layers
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.create\_dataflow\_partition module
------------------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.create_dataflow_partition
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.hlssynth\_ipgen module
------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.hlssynth_ipgen
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.insert\_tlastmarker module
----------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.insert_tlastmarker
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.make\_deployment module
-------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.make_deployment
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.make\_pynq\_driver module
---------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.make_pynq_driver
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.make\_pynq\_proj module
-------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.make_pynq_proj
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.set\_sim\_mode module
-----------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.set_sim_mode
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.synth\_pynq\_proj module
--------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.synth_pynq_proj
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fpgadataflow.templates module
------------------------------------------------------
-
-.. automodule:: src.finn.transformation.fpgadataflow.templates
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.transformation.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.transformation.rst.txt b/docs/finn/_build/html/_sources/src.finn.transformation.rst.txt
deleted file mode 100644
index a73e18cca9df2b1aea051395dc0fe4722f9b1cf8..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.transformation.rst.txt
+++ /dev/null
@@ -1,70 +0,0 @@
-src.finn.transformation package
-===============================
-
-Subpackages
------------
-
-.. toctree::
-
- src.finn.transformation.fpgadataflow
- src.finn.transformation.streamline
-
-Submodules
-----------
-
-src.finn.transformation.batchnorm\_to\_affine module
-----------------------------------------------------
-
-.. automodule:: src.finn.transformation.batchnorm_to_affine
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.bipolar\_to\_xnor module
-------------------------------------------------
-
-.. automodule:: src.finn.transformation.bipolar_to_xnor
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.fold\_constants module
-----------------------------------------------
-
-.. automodule:: src.finn.transformation.fold_constants
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.general module
---------------------------------------
-
-.. automodule:: src.finn.transformation.general
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.infer\_datatypes module
------------------------------------------------
-
-.. automodule:: src.finn.transformation.infer_datatypes
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.infer\_shapes module
---------------------------------------------
-
-.. automodule:: src.finn.transformation.infer_shapes
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.transformation
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.transformation.streamline.rst.txt b/docs/finn/_build/html/_sources/src.finn.transformation.streamline.rst.txt
deleted file mode 100644
index 3e765e8ef32dfcc6a2066c2c19dcb6c973c7ed9e..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.transformation.streamline.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-src.finn.transformation.streamline package
-==========================================
-
-Submodules
-----------
-
-src.finn.transformation.streamline.absorb module
-------------------------------------------------
-
-.. automodule:: src.finn.transformation.streamline.absorb
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.streamline.collapse\_repeated module
-------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.streamline.collapse_repeated
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.streamline.reorder module
--------------------------------------------------
-
-.. automodule:: src.finn.transformation.streamline.reorder
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.streamline.round\_thresholds module
------------------------------------------------------------
-
-.. automodule:: src.finn.transformation.streamline.round_thresholds
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.transformation.streamline.sign\_to\_thres module
----------------------------------------------------------
-
-.. automodule:: src.finn.transformation.streamline.sign_to_thres
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.transformation.streamline
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.finn.util.rst.txt b/docs/finn/_build/html/_sources/src.finn.util.rst.txt
deleted file mode 100644
index 62daf6581ef608b04f2c810c79754429276a61ae..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.finn.util.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-src.finn.util package
-=====================
-
-Submodules
-----------
-
-src.finn.util.basic module
---------------------------
-
-.. automodule:: src.finn.util.basic
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.util.data\_packing module
-----------------------------------
-
-.. automodule:: src.finn.util.data_packing
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.util.fpgadataflow module
----------------------------------
-
-.. automodule:: src.finn.util.fpgadataflow
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.util.onnx module
--------------------------
-
-.. automodule:: src.finn.util.onnx
- :members:
- :undoc-members:
- :show-inheritance:
-
-src.finn.util.test module
--------------------------
-
-.. automodule:: src.finn.util.test
- :members:
- :undoc-members:
- :show-inheritance:
-
-
-Module contents
----------------
-
-.. automodule:: src.finn.util
- :members:
- :undoc-members:
- :show-inheritance:
diff --git a/docs/finn/_build/html/_sources/src.rst.txt b/docs/finn/_build/html/_sources/src.rst.txt
deleted file mode 100644
index 3a42b4fb4de306ba47aabe59e63baba804849406..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_sources/src.rst.txt
+++ /dev/null
@@ -1,17 +0,0 @@
-src package
-===========
-
-Subpackages
------------
-
-.. toctree::
-
- src.finn
-
-Module contents
----------------
-
-.. automodule:: src
- :members:
- :undoc-members:
- :show-inheritance:
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deleted file mode 100644
index 0eddaeb07d19bffb50884d7bd7996418b6461a09..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/_static/alabaster.css
+++ /dev/null
@@ -1,701 +0,0 @@
-@import url("basic.css");
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-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
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-<div class="section" id="module-finn.analysis.fpgadataflow.hls_synth_res_estimation">
-<span id="finn-analysis-fpgadataflow-hls-synth-res-estimation-module"></span><h2>finn.analysis.fpgadataflow.hls_synth_res_estimation module<a class="headerlink" href="#module-finn.analysis.fpgadataflow.hls_synth_res_estimation" title="Permalink to this headline">¶</a></h2>
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-<dd><p>Estimates the resources needed for the given model.
-Returns {node name : resource estimation}</p>
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- <a href="_sources/finn.analysis.rst.txt" rel="nofollow"> View page source</a>
-
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- </li>
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-
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-</div>
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- <div itemprop="articleBody">
-
- <div class="section" id="finn-analysis-package">
-<h1>finn.analysis package<a class="headerlink" href="#finn-analysis-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="finn.analysis.fpgadataflow.html">finn.analysis.fpgadataflow package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="finn.analysis.fpgadataflow.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.analysis.fpgadataflow.html#module-finn.analysis.fpgadataflow.hls_synth_res_estimation">finn.analysis.fpgadataflow.hls_synth_res_estimation module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.analysis.fpgadataflow.html#module-finn.analysis.fpgadataflow.res_estimation">finn.analysis.fpgadataflow.res_estimation module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.analysis.fpgadataflow.html#module-finn.analysis.fpgadataflow">Module contents</a></li>
-</ul>
-</li>
-</ul>
-</div>
-</div>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.analysis.topology">
-<span id="finn-analysis-topology-module"></span><h2>finn.analysis.topology module<a class="headerlink" href="#module-finn.analysis.topology" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.analysis.topology.all_tensors_f32">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">all_tensors_f32</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.all_tensors_f32" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether all tensors have a float32 dtype, extra quantization
-annotations notwithstanding.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.analysis.topology.get_per_tensor_fanouts">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">get_per_tensor_fanouts</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.get_per_tensor_fanouts" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dictionary of (tensor_name, tensor_fanout) for the model.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.analysis.topology.is_linear">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">is_linear</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.is_linear" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether the given model graph is linear. This is done by looking
-at the fan-out of each tensor. All tensors have a fan-out <= 1 in a linear
-graph. Returns {“is_linearâ€, Bool}</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.analysis.topology.node_inputs_in_expected_order">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">node_inputs_in_expected_order</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.node_inputs_in_expected_order" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that the node inputs are ordered in the way that FINN expects
-them. When a node has a mixture of static (= constant, initialized) inputs
-and dynamic inputs, the dynamic input should come first, followed by the
-static one. Only verifiable for a small subset of op_types for now.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.analysis.verify_custom_nodes">
-<span id="finn-analysis-verify-custom-nodes-module"></span><h2>finn.analysis.verify_custom_nodes module<a class="headerlink" href="#module-finn.analysis.verify_custom_nodes" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.analysis.verify_custom_nodes.verify_nodes">
-<code class="sig-prename descclassname">finn.analysis.verify_custom_nodes.</code><code class="sig-name descname">verify_nodes</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.verify_custom_nodes.verify_nodes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks if custom ops in graph are correctly built, with all attributes
-and inputs. Returns {node op_type : info_messages}
-<a href="#id1"><span class="problematic" id="id2">*</span></a>info_messages is list of strings about the result of the verification</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.analysis">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.analysis" title="Permalink to this headline">¶</a></h2>
-<div class="section" id="how-to-write-an-analysis-pass-for-finn">
-<h3>How to write an analysis pass for FINN<a class="headerlink" href="#how-to-write-an-analysis-pass-for-finn" title="Permalink to this headline">¶</a></h3>
-<p>An analysis pass traverses the graph structure and produces information about
-certain properties. The convention is to take in a ModelWrapper, and return
-a dictionary of named properties that the analysis extracts.</p>
-</div>
-</div>
-</div>
-
-
- </div>
-
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- © Copyright 2020, Y. Umuroglu, J. Petri-Koenig
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-
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-<!DOCTYPE html>
-<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
-<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
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- <div class="local-toc"><ul>
-<li><a class="reference internal" href="#">finn.core package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
-<li><a class="reference internal" href="#module-finn.core.datatype">finn.core.datatype module</a></li>
-<li><a class="reference internal" href="#module-finn.core.execute_custom_node">finn.core.execute_custom_node module</a></li>
-<li><a class="reference internal" href="#module-finn.core.modelwrapper">finn.core.modelwrapper module</a></li>
-<li><a class="reference internal" href="#module-finn.core.onnx_exec">finn.core.onnx_exec module</a></li>
-<li><a class="reference internal" href="#module-finn.core">Module contents</a></li>
-</ul>
-</li>
-</ul>
-</div>
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- <a href="_sources/finn.core.rst.txt" rel="nofollow"> View page source</a>
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- <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
- <div itemprop="articleBody">
-
- <div class="section" id="finn-core-package">
-<h1>finn.core package<a class="headerlink" href="#finn-core-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.core.datatype">
-<span id="finn-core-datatype-module"></span><h2>finn.core.datatype module<a class="headerlink" href="#module-finn.core.datatype" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.core.datatype.DataType">
-<em class="property">class </em><code class="sig-prename descclassname">finn.core.datatype.</code><code class="sig-name descname">DataType</code><a class="headerlink" href="#finn.core.datatype.DataType" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">enum.Enum</span></code></p>
-<p>An enumeration.</p>
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.BINARY">
-<code class="sig-name descname">BINARY</code><em class="property"> = 1</em><a class="headerlink" href="#finn.core.datatype.DataType.BINARY" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.BIPOLAR">
-<code class="sig-name descname">BIPOLAR</code><em class="property"> = 8</em><a class="headerlink" href="#finn.core.datatype.DataType.BIPOLAR" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.FLOAT32">
-<code class="sig-name descname">FLOAT32</code><em class="property"> = 16</em><a class="headerlink" href="#finn.core.datatype.DataType.FLOAT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT16">
-<code class="sig-name descname">INT16</code><em class="property"> = 14</em><a class="headerlink" href="#finn.core.datatype.DataType.INT16" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT2">
-<code class="sig-name descname">INT2</code><em class="property"> = 10</em><a class="headerlink" href="#finn.core.datatype.DataType.INT2" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT3">
-<code class="sig-name descname">INT3</code><em class="property"> = 11</em><a class="headerlink" href="#finn.core.datatype.DataType.INT3" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT32">
-<code class="sig-name descname">INT32</code><em class="property"> = 15</em><a class="headerlink" href="#finn.core.datatype.DataType.INT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT4">
-<code class="sig-name descname">INT4</code><em class="property"> = 12</em><a class="headerlink" href="#finn.core.datatype.DataType.INT4" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT8">
-<code class="sig-name descname">INT8</code><em class="property"> = 13</em><a class="headerlink" href="#finn.core.datatype.DataType.INT8" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.TERNARY">
-<code class="sig-name descname">TERNARY</code><em class="property"> = 9</em><a class="headerlink" href="#finn.core.datatype.DataType.TERNARY" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT16">
-<code class="sig-name descname">UINT16</code><em class="property"> = 6</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT16" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT2">
-<code class="sig-name descname">UINT2</code><em class="property"> = 2</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT2" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT3">
-<code class="sig-name descname">UINT3</code><em class="property"> = 3</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT3" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT32">
-<code class="sig-name descname">UINT32</code><em class="property"> = 7</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT4">
-<code class="sig-name descname">UINT4</code><em class="property"> = 4</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT4" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT8">
-<code class="sig-name descname">UINT8</code><em class="property"> = 5</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT8" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.allowed">
-<code class="sig-name descname">allowed</code><span class="sig-paren">(</span><em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.allowed" title="Permalink to this definition">¶</a></dt>
-<dd><p>Check whether given value is allowed for this DataType.</p>
-<p>value (float32): value to be checked</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.bitwidth">
-<code class="sig-name descname">bitwidth</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.bitwidth" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the number of bits required for this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.get_hls_datatype_str">
-<code class="sig-name descname">get_hls_datatype_str</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.get_hls_datatype_str" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the corresponding Vivado HLS datatype name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.get_num_possible_values">
-<code class="sig-name descname">get_num_possible_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.get_num_possible_values" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the number of possible values this DataType can take. Only
-implemented for integer types for now.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.get_smallest_possible">
-<code class="sig-name descname">get_smallest_possible</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.get_smallest_possible" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return smallest (fewest bits) possible DataType that can represent
-value. Prefers unsigned integers where possible.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.is_integer">
-<code class="sig-name descname">is_integer</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.is_integer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return whether this DataType represents integer values only.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.max">
-<code class="sig-name descname">max</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.max" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the largest possible value allowed by this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.min">
-<code class="sig-name descname">min</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.min" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the smallest possible value allowed by this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.signed">
-<code class="sig-name descname">signed</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.signed" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return whether this DataType can represent negative numbers.</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.core.execute_custom_node">
-<span id="finn-core-execute-custom-node-module"></span><h2>finn.core.execute_custom_node module<a class="headerlink" href="#module-finn.core.execute_custom_node" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.core.execute_custom_node.execute_custom_node">
-<code class="sig-prename descclassname">finn.core.execute_custom_node.</code><code class="sig-name descname">execute_custom_node</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.execute_custom_node.execute_custom_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Call custom implementation to execute a single custom node.
-Input/output provided via context.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.core.modelwrapper">
-<span id="finn-core-modelwrapper-module"></span><h2>finn.core.modelwrapper module<a class="headerlink" href="#module-finn.core.modelwrapper" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.core.modelwrapper.ModelWrapper">
-<em class="property">class </em><code class="sig-prename descclassname">finn.core.modelwrapper.</code><code class="sig-name descname">ModelWrapper</code><span class="sig-paren">(</span><em class="sig-param">onnx_model_proto</em>, <em class="sig-param">make_deepcopy=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<p>A wrapper around ONNX ModelProto that exposes some useful utility
-functions for graph manipulation and exploration.</p>
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.analysis">
-<code class="sig-name descname">analysis</code><span class="sig-paren">(</span><em class="sig-param">analysis_fxn</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.analysis" title="Permalink to this definition">¶</a></dt>
-<dd><p>Run given anaylsis_fxn on this model and return resulting dict.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.check_all_tensor_shapes_specified">
-<code class="sig-name descname">check_all_tensor_shapes_specified</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.check_all_tensor_shapes_specified" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether all tensors have a specified shape (ValueInfo).
-The ONNX standard allows for intermediate activations to have no
-associated ValueInfo, but FINN expects this.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.check_compatibility">
-<code class="sig-name descname">check_compatibility</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.check_compatibility" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks this model for FINN compatibility:
-* no embedded subgraphs
-* all tensor shapes are specified, including activations
-* all constants are initializers</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.find_consumer">
-<code class="sig-name descname">find_consumer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.find_consumer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Find and return the node that consumes the tensor with given name.
-Currently only works for linear graphs.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.find_producer">
-<code class="sig-name descname">find_producer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.find_producer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Find and return the node that produces the tensor with given name.
-Currently only works for linear graphs.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_all_tensor_names">
-<code class="sig-name descname">get_all_tensor_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_all_tensor_names" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a list of all (input, output and value_info) tensor names
-in the graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_initializer">
-<code class="sig-name descname">get_initializer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_initializer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get the initializer value for tensor with given name, if any.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_metadata_prop">
-<code class="sig-name descname">get_metadata_prop</code><span class="sig-paren">(</span><em class="sig-param">key</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_metadata_prop" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the value associated with metadata_prop with given key,
-or None otherwise.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_datatype">
-<code class="sig-name descname">get_tensor_datatype</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the FINN DataType of tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_fanout">
-<code class="sig-name descname">get_tensor_fanout</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_fanout" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the number of nodes for which the tensor with given name is
-as input.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_shape">
-<code class="sig-name descname">get_tensor_shape</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the shape of tensor with given name, if it has ValueInfoProto.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_valueinfo">
-<code class="sig-name descname">get_tensor_valueinfo</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_valueinfo" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns ValueInfoProto of tensor with given name, if it has one.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.graph">
-<em class="property">property </em><code class="sig-name descname">graph</code><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.graph" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.make_empty_exec_context">
-<code class="sig-name descname">make_empty_exec_context</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.make_empty_exec_context" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates an empty execution context for this model.
-The execution context is a dictionary of all tensors used for the
-inference computation. Any initializer values will be taken into
-account, all other tensors will be zero.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.make_new_valueinfo_name">
-<code class="sig-name descname">make_new_valueinfo_name</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.make_new_valueinfo_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a name that can be used for a new value_info.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.model">
-<em class="property">property </em><code class="sig-name descname">model</code><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.model" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.rename_tensor">
-<code class="sig-name descname">rename_tensor</code><span class="sig-paren">(</span><em class="sig-param">old_name</em>, <em class="sig-param">new_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.rename_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Rename a tensor from old_name to new_name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.save">
-<code class="sig-name descname">save</code><span class="sig-paren">(</span><em class="sig-param">filename</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.save" title="Permalink to this definition">¶</a></dt>
-<dd><p>Save the wrapper ONNX ModelProto into a file with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_initializer">
-<code class="sig-name descname">set_initializer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">tensor_value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_initializer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the initializer value for tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_metadata_prop">
-<code class="sig-name descname">set_metadata_prop</code><span class="sig-paren">(</span><em class="sig-param">key</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_metadata_prop" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_tensor_datatype">
-<code class="sig-name descname">set_tensor_datatype</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">datatype</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_tensor_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Sets the FINN DataType of tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_tensor_shape">
-<code class="sig-name descname">set_tensor_shape</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">tensor_shape</em>, <em class="sig-param">dtype=1</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_tensor_shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Assign shape in ValueInfoProto for tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.transform">
-<code class="sig-name descname">transform</code><span class="sig-paren">(</span><em class="sig-param">transformation</em>, <em class="sig-param">make_deepcopy=True</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.transform" title="Permalink to this definition">¶</a></dt>
-<dd><p>Applies given Transformation repeatedly until no more changes can be made
-and returns a transformed ModelWrapper instance.
-If make_deepcopy is specified, operates on a new (deep)copy of model.</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.core.onnx_exec">
-<span id="finn-core-onnx-exec-module"></span><h2>finn.core.onnx_exec module<a class="headerlink" href="#module-finn.core.onnx_exec" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.core.onnx_exec.compare_execution">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">compare_execution</code><span class="sig-paren">(</span><em class="sig-param">model_a</em>, <em class="sig-param">model_b</em>, <em class="sig-param">input_dict</em>, <em class="sig-param">compare_fxn=<function <lambda>></em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.compare_execution" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute two ONNX models and compare their outputs using given function.
-compare_fxn should take in two tensors and return a Boolean</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.core.onnx_exec.execute_node">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute a single node by using onnxruntime, with custom function or
-if dataflow partition by using remote execution or rtlsim.
-Input/output provided via context.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.core.onnx_exec.execute_onnx">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">execute_onnx</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">input_dict</em>, <em class="sig-param">return_full_exec_context=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.execute_onnx" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute given ONNX ModelWrapper with given named inputs.
-If return_full_exec_context is False, a dict of named outputs is returned
-as indicated by the model.graph.output.
-If return return_full_exec_context is True, the full set of tensors used by
-the execution (including inputs, weights, activations and final outputs)
-will be returned as a dict.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.core.onnx_exec.execute_onnx_and_make_model">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">execute_onnx_and_make_model</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">input_dict</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.execute_onnx_and_make_model" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute given ONNX ModelWrapper with given named inputs and return a new
-ModelWrapper where an initializer is provided for each tensor as taken from
-the execution. This new model is useful for debugging, since it contains
-all the intermediate activation values.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.core">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.core" title="Permalink to this headline">¶</a></h2>
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-<li><a class="reference internal" href="#submodules">Submodules</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.fpgadataflow.convolutioninputgenerator">finn.custom_op.fpgadataflow.convolutioninputgenerator module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.fpgadataflow.streamingfclayer_batch">finn.custom_op.fpgadataflow.streamingfclayer_batch module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.fpgadataflow.streamingmaxpool_batch">finn.custom_op.fpgadataflow.streamingmaxpool_batch module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.fpgadataflow.templates">finn.custom_op.fpgadataflow.templates module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.fpgadataflow.tlastmarker">finn.custom_op.fpgadataflow.tlastmarker module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.fpgadataflow">Module contents</a></li>
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- <div class="section" id="finn-custom-op-fpgadataflow-package">
-<h1>finn.custom_op.fpgadataflow package<a class="headerlink" href="#finn-custom-op-fpgadataflow-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.custom_op.fpgadataflow.convolutioninputgenerator">
-<span id="finn-custom-op-fpgadataflow-convolutioninputgenerator-module"></span><h2>finn.custom_op.fpgadataflow.convolutioninputgenerator module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.convolutioninputgenerator" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.convolutioninputgenerator.</code><code class="sig-name descname">ConvolutionInputGenerator</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_input_datatype">
-<code class="sig-name descname">get_input_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_input_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_output_datatype">
-<code class="sig-name descname">get_output_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_output_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_stream_width">
-<code class="sig-name descname">get_stream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_stream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.fpgadataflow.streamingfclayer_batch">
-<span id="finn-custom-op-fpgadataflow-streamingfclayer-batch-module"></span><h2>finn.custom_op.fpgadataflow.streamingfclayer_batch module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.streamingfclayer_batch" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.streamingfclayer_batch.</code><code class="sig-name descname">StreamingFCLayer_Batch</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>the calculations are based on:
-- FINN-R: An End-to-End Deep-Learning Framework for Fast
-Exploration of Quantized Neural Networks
-- M. Blott, T. B. Preusser, N. J. Fraser, G. Gambardella, K. O’Brien,
-Y. Umuroglu, M. Leeser and K. Vissers
-- 12. Sep 2018</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_tmem">
-<code class="sig-name descname">calc_tmem</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_tmem" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_wmem">
-<code class="sig-name descname">calc_wmem</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_wmem" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.generate_params">
-<code class="sig-name descname">generate_params</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.generate_params" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_threshold_tensor">
-<code class="sig-name descname">get_hls_compatible_threshold_tensor</code><span class="sig-paren">(</span><em class="sig-param">orig_thres_matrix</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_threshold_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the original numpy weight matrix orig_weight_matrix into
-a form suitable for passing to the hlslib call:
-* ensure MH % PE == 0
-* for bipolar weights&inputs, ensure thresholds are positive
-* interleave rows between PEs
-* reshape into (PE, TMEM, n_thres_steps) and return</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_weight_tensor">
-<code class="sig-name descname">get_hls_compatible_weight_tensor</code><span class="sig-paren">(</span><em class="sig-param">orig_weight_matrix</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_weight_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the original numpy weight matrix orig_weight_matrix into
-a form suitable for passing to the hlslib call:
-* ensure MH % PE == 0 and MW % SIMD == 0
-* for bipolar {-1,+1} weights, convert to binary {0, 1}
-* interleave rows between PEs
-* reshape into (1, PE, WMEM, SIMD) and return</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_input_datatype">
-<code class="sig-name descname">get_input_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_input_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_output_datatype">
-<code class="sig-name descname">get_output_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_output_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_template_param_values">
-<code class="sig-name descname">get_template_param_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_template_param_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_weight_datatype">
-<code class="sig-name descname">get_weight_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_weight_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>the calculations are based on:
-- FINN-R: An End-to-End Deep-Learning Framework for Fast
-Exploration of Quantized Neural Networks
-- M. Blott, T. B. Preusser, N. J. Fraser, G. Gambardella, K. O’Brien,
-Y. Umuroglu, M. Leeser and K. Vissers
-- 12. Sep 2018</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.fpgadataflow.streamingmaxpool_batch">
-<span id="finn-custom-op-fpgadataflow-streamingmaxpool-batch-module"></span><h2>finn.custom_op.fpgadataflow.streamingmaxpool_batch module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.streamingmaxpool_batch" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.streamingmaxpool_batch.</code><code class="sig-name descname">StreamingMaxPool_Batch</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.fpgadataflow.templates">
-<span id="finn-custom-op-fpgadataflow-templates-module"></span><h2>finn.custom_op.fpgadataflow.templates module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.templates" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.custom_op.fpgadataflow.tlastmarker">
-<span id="finn-custom-op-fpgadataflow-tlastmarker-module"></span><h2>finn.custom_op.fpgadataflow.tlastmarker module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.tlastmarker" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.tlastmarker.</code><code class="sig-name descname">TLastMarker</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.fpgadataflow">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.custom_op.fpgadataflow" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.</code><code class="sig-name descname">HLSCustomOp</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.html#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.blackboxfunction">
-<em class="property">abstract </em><code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_ipgen">
-<code class="sig-name descname">code_generation_ipgen</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">fpgapart</em>, <em class="sig-param">clk</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_ipgen" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_npysim">
-<code class="sig-name descname">code_generation_npysim</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_npysim" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.compile_singlenode_code">
-<code class="sig-name descname">compile_singlenode_code</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.compile_singlenode_code" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.dataoutstrm">
-<em class="property">abstract </em><code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.defines">
-<em class="property">abstract </em><code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.docompute">
-<em class="property">abstract </em><code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.dynamic_input_to_npy">
-<code class="sig-name descname">dynamic_input_to_npy</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">count</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.dynamic_input_to_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.exec_precompiled_singlenode_model">
-<code class="sig-name descname">exec_precompiled_singlenode_model</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.exec_precompiled_singlenode_model" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.generate_params">
-<code class="sig-name descname">generate_params</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.generate_params" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.get_number_output_values">
-<em class="property">abstract </em><code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.global_includes">
-<em class="property">abstract </em><code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.ipgen_singlenode_code">
-<code class="sig-name descname">ipgen_singlenode_code</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.ipgen_singlenode_code" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.node_res_estimation">
-<code class="sig-name descname">node_res_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.node_res_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.npy_to_dynamic_output">
-<code class="sig-name descname">npy_to_dynamic_output</code><span class="sig-paren">(</span><em class="sig-param">context</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.npy_to_dynamic_output" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.pragmas">
-<em class="property">abstract </em><code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.read_npy_data">
-<em class="property">abstract </em><code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.reset_rtlsim">
-<code class="sig-name descname">reset_rtlsim</code><span class="sig-paren">(</span><em class="sig-param">sim</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.reset_rtlsim" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.rtlsim">
-<code class="sig-name descname">rtlsim</code><span class="sig-paren">(</span><em class="sig-param">sim</em>, <em class="sig-param">inp</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.rtlsim" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.save_as_npy">
-<em class="property">abstract </em><code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.strm_decl">
-<em class="property">abstract </em><code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.HLSCustomOp.toggle_clk">
-<code class="sig-name descname">toggle_clk</code><span class="sig-paren">(</span><em class="sig-param">sim</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.HLSCustomOp.toggle_clk" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
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-</div>
-
-
- </div>
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-<li><a class="reference internal" href="#">finn.custom_op package</a><ul>
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-<li><a class="reference internal" href="#submodules">Submodules</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.multithreshold">finn.custom_op.multithreshold module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.registry">finn.custom_op.registry module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.streamingdataflowpartition">finn.custom_op.streamingdataflowpartition module</a></li>
-<li><a class="reference internal" href="#module-finn.custom_op.xnorpopcount">finn.custom_op.xnorpopcount module</a></li>
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- <div class="section" id="finn-custom-op-package">
-<h1>finn.custom_op package<a class="headerlink" href="#finn-custom-op-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="finn.custom_op.fpgadataflow.html">finn.custom_op.fpgadataflow package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#module-finn.custom_op.fpgadataflow.convolutioninputgenerator">finn.custom_op.fpgadataflow.convolutioninputgenerator module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#module-finn.custom_op.fpgadataflow.streamingfclayer_batch">finn.custom_op.fpgadataflow.streamingfclayer_batch module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#module-finn.custom_op.fpgadataflow.streamingmaxpool_batch">finn.custom_op.fpgadataflow.streamingmaxpool_batch module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#module-finn.custom_op.fpgadataflow.templates">finn.custom_op.fpgadataflow.templates module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#module-finn.custom_op.fpgadataflow.tlastmarker">finn.custom_op.fpgadataflow.tlastmarker module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.custom_op.fpgadataflow.html#module-finn.custom_op.fpgadataflow">Module contents</a></li>
-</ul>
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-</div>
-</div>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.custom_op.multithreshold">
-<span id="finn-custom-op-multithreshold-module"></span><h2>finn.custom_op.multithreshold module<a class="headerlink" href="#module-finn.custom_op.multithreshold" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.multithreshold.MultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.multithreshold.</code><code class="sig-name descname">MultiThreshold</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.custom_op.multithreshold.compare">
-<code class="sig-prename descclassname">finn.custom_op.multithreshold.</code><code class="sig-name descname">compare</code><span class="sig-paren">(</span><em class="sig-param">x</em>, <em class="sig-param">y</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.compare" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.custom_op.multithreshold.multithreshold">
-<code class="sig-prename descclassname">finn.custom_op.multithreshold.</code><code class="sig-name descname">multithreshold</code><span class="sig-paren">(</span><em class="sig-param">v</em>, <em class="sig-param">thresholds</em>, <em class="sig-param">out_scale=None</em>, <em class="sig-param">out_bias=None</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.multithreshold" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.registry">
-<span id="finn-custom-op-registry-module"></span><h2>finn.custom_op.registry module<a class="headerlink" href="#module-finn.custom_op.registry" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.custom_op.registry.getCustomOp">
-<code class="sig-prename descclassname">finn.custom_op.registry.</code><code class="sig-name descname">getCustomOp</code><span class="sig-paren">(</span><em class="sig-param">node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.registry.getCustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a FINN CustomOp instance for the given ONNX node, if it exists.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.streamingdataflowpartition">
-<span id="finn-custom-op-streamingdataflowpartition-module"></span><h2>finn.custom_op.streamingdataflowpartition module<a class="headerlink" href="#module-finn.custom_op.streamingdataflowpartition" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.streamingdataflowpartition.</code><code class="sig-name descname">StreamingDataflowPartition</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op.xnorpopcount">
-<span id="finn-custom-op-xnorpopcount-module"></span><h2>finn.custom_op.xnorpopcount module<a class="headerlink" href="#module-finn.custom_op.xnorpopcount" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.xnorpopcount.</code><code class="sig-name descname">XnorPopcountMatMul</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.custom_op.xnorpopcount.xnorpopcountmatmul">
-<code class="sig-prename descclassname">finn.custom_op.xnorpopcount.</code><code class="sig-name descname">xnorpopcountmatmul</code><span class="sig-paren">(</span><em class="sig-param">inp0</em>, <em class="sig-param">inp1</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.xnorpopcountmatmul" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</div>
-<div class="section" id="module-finn.custom_op">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.custom_op" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.custom_op.CustomOp">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.</code><code class="sig-name descname">CustomOp</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">abc.ABC</span></code></p>
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.execute_node">
-<em class="property">abstract </em><code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.get_nodeattr">
-<code class="sig-name descname">get_nodeattr</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.get_nodeattr" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get a node attribute by name. Data is stored inside the ONNX node’s
-AttributeProto container. Attribute must be part of get_nodeattr_types.
-Default value is returned if attribute is not set.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.get_nodeattr_types">
-<em class="property">abstract </em><code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.infer_node_datatype">
-<em class="property">abstract </em><code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.make_shape_compatible_op">
-<em class="property">abstract </em><code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.set_nodeattr">
-<code class="sig-name descname">set_nodeattr</code><span class="sig-paren">(</span><em class="sig-param">name</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.set_nodeattr" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set a node attribute by name. Data is stored inside the ONNX node’s
-AttributeProto container. Attribute must be part of get_nodeattr_types.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.CustomOp.verify_node">
-<em class="property">abstract </em><code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.CustomOp.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-</div>
-
-
- </div>
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-<!DOCTYPE html>
-<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
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- <div class="section" id="finn-package">
-<h1>finn package<a class="headerlink" href="#finn-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="finn.analysis.html#subpackages">Subpackages</a><ul>
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- <div class="section" id="finn-transformation-fpgadataflow-package">
-<h1>finn.transformation.fpgadataflow package<a class="headerlink" href="#finn-transformation-fpgadataflow-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.cleanup">
-<span id="finn-transformation-fpgadataflow-cleanup-module"></span><h2>finn.transformation.fpgadataflow.cleanup module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.cleanup" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.cleanup.CleanUp">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.cleanup.</code><code class="sig-name descname">CleanUp</code><a class="headerlink" href="#finn.transformation.fpgadataflow.cleanup.CleanUp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Remove any generated files for fpgadataflow nodes.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.cleanup.CleanUp.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.cleanup.CleanUp.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
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-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.codegen_ipgen">
-<span id="finn-transformation-fpgadataflow-codegen-ipgen-module"></span><h2>finn.transformation.fpgadataflow.codegen_ipgen module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.codegen_ipgen" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.codegen_ipgen.</code><code class="sig-name descname">CodeGen_ipgen</code><span class="sig-paren">(</span><em class="sig-param">fpgapart</em>, <em class="sig-param">clk</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Code generation for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.codegen_ipstitch">
-<span id="finn-transformation-fpgadataflow-codegen-ipstitch-module"></span><h2>finn.transformation.fpgadataflow.codegen_ipstitch module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.codegen_ipstitch" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.codegen_ipstitch.</code><code class="sig-name descname">CodeGen_ipstitch</code><span class="sig-paren">(</span><em class="sig-param">fpgapart</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Create a Vivado IP Block Design project from all the generated IPs of a
-graph. All nodes in the graph must have the fpgadataflow backend attribute,
-and the CodeGen_ipgen transformation must have been previously run on
-the graph. The resulting block design is also packaged as IP.</p>
-<p>Outcome if successful: sets the vivado_stitch_proj attribute in the ONNX
-ModelProto’s metadata_props field, with the created project dir as the
-value. A make_project.tcl script is also placed under the same folder,
-which is called to instantiate the per-layer IPs and stitch them together.
-The packaged block design IP can be found under the ip subdirectory.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.codegen_npysim">
-<span id="finn-transformation-fpgadataflow-codegen-npysim-module"></span><h2>finn.transformation.fpgadataflow.codegen_npysim module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.codegen_npysim" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.codegen_npysim.</code><code class="sig-name descname">CodeGen_npysim</code><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Code generation for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.compile">
-<span id="finn-transformation-fpgadataflow-compile-module"></span><h2>finn.transformation.fpgadataflow.compile module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.compile" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.compile.Compile">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.compile.</code><code class="sig-name descname">Compile</code><a class="headerlink" href="#finn.transformation.fpgadataflow.compile.Compile" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Compile for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.compile.Compile.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.compile.Compile.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.convert_to_hls_layers">
-<span id="finn-transformation-fpgadataflow-convert-to-hls-layers-module"></span><h2>finn.transformation.fpgadataflow.convert_to_hls_layers module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.convert_to_hls_layers" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.convert_to_hls_layers.</code><code class="sig-name descname">InferBinaryStreamingFCLayer</code><a class="headerlink" href="#finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert pairs of binary XnorPopcountMatMul layers to
-StreamingFCLayer_Batch layers. Any immediately following MultiThreshold
-layers will also be absorbed into the MVTU.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.create_dataflow_partition">
-<span id="finn-transformation-fpgadataflow-create-dataflow-partition-module"></span><h2>finn.transformation.fpgadataflow.create_dataflow_partition module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.create_dataflow_partition" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.create_dataflow_partition.</code><code class="sig-name descname">CreateDataflowPartition</code><a class="headerlink" href="#finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Split a graph into two graphs; one which contains non-FINN-dataflow nodes
-and a StreamingDataflowPartition node, and another which only contains
-FINN dataflow nodes. The StreamingDataflowPartition has a model attribute
-that indicates the filename for the second graph that only contains
-dataflow nodes. No action is taken if there are no dataflow nodes.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.hlssynth_ipgen">
-<span id="finn-transformation-fpgadataflow-hlssynth-ipgen-module"></span><h2>finn.transformation.fpgadataflow.hlssynth_ipgen module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.hlssynth_ipgen" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.hlssynth_ipgen.</code><code class="sig-name descname">HLSSynth_IPGen</code><a class="headerlink" href="#finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Compile for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.insert_tlastmarker">
-<span id="finn-transformation-fpgadataflow-insert-tlastmarker-module"></span><h2>finn.transformation.fpgadataflow.insert_tlastmarker module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.insert_tlastmarker" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.insert_tlastmarker.</code><code class="sig-name descname">InsertTLastMarker</code><a class="headerlink" href="#finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Ensure that the graph is terminated with a TLastMarker node, inserting
-one if necessary.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.make_deployment">
-<span id="finn-transformation-fpgadataflow-make-deployment-module"></span><h2>finn.transformation.fpgadataflow.make_deployment module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.make_deployment" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.make_deployment.</code><code class="sig-name descname">DeployToPYNQ</code><span class="sig-paren">(</span><em class="sig-param">ip</em>, <em class="sig-param">username</em>, <em class="sig-param">password</em>, <em class="sig-param">target_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Collects all necessary files for deployment and copies them to the PYNQ board.
-Expects information about PYNQ board to make scp possible:
-* ip address of board
-* username and password for board
-* target directory where the files are stored on the board</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.make_pynq_driver">
-<span id="finn-transformation-fpgadataflow-make-pynq-driver-module"></span><h2>finn.transformation.fpgadataflow.make_pynq_driver module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.make_pynq_driver" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.make_pynq_driver.</code><code class="sig-name descname">MakePYNQDriver</code><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Create PYNQ Python code to correctly interface the generated
-accelerator, including data packing/unpacking. The MakePYNQProject
-transformation must have been already applied.</p>
-<p>Outcome if successful: sets the pynq_driver_dir attribute in the ONNX
-ModelProto’s metadata_props field, with the created driver dir as the
-value.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.make_pynq_proj">
-<span id="finn-transformation-fpgadataflow-make-pynq-proj-module"></span><h2>finn.transformation.fpgadataflow.make_pynq_proj module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.make_pynq_proj" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.make_pynq_proj.</code><code class="sig-name descname">MakePYNQProject</code><span class="sig-paren">(</span><em class="sig-param">platform</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Create a Vivado PYNQ overlay project (including the shell infrastructure)
-from the already-stitched IP block for this graph.
-All nodes in the graph must have the fpgadataflow backend attribute,
-and the CodeGen_ipstitch transformation must have been previously run on
-the graph.</p>
-<p>Outcome if successful: sets the vivado_pynq_proj attribute in the ONNX
-ModelProto’s metadata_props field, with the created project dir as the
-value.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="finn-transformation-fpgadataflow-set-sim-mode-module">
-<h2>finn.transformation.fpgadataflow.set_sim_mode module<a class="headerlink" href="#finn-transformation-fpgadataflow-set-sim-mode-module" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.synth_pynq_proj">
-<span id="finn-transformation-fpgadataflow-synth-pynq-proj-module"></span><h2>finn.transformation.fpgadataflow.synth_pynq_proj module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.synth_pynq_proj" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.synth_pynq_proj.</code><code class="sig-name descname">SynthPYNQProject</code><a class="headerlink" href="#finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Run synthesis for the PYNQ project for this graph. The MakePYNQProject
-transformation must be applied prior to this transformation.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow.templates">
-<span id="finn-transformation-fpgadataflow-templates-module"></span><h2>finn.transformation.fpgadataflow.templates module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.templates" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.transformation.fpgadataflow">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.transformation.fpgadataflow" title="Permalink to this headline">¶</a></h2>
-</div>
-</div>
-
-
- </div>
-
- </div>
- <footer>
-
-
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-
- <div role="contentinfo">
- <p>
- © Copyright 2020, Y. Umuroglu, J. Petri-Koenig
-
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-
- <div class="section" id="finn-transformation-package">
-<h1>finn.transformation package<a class="headerlink" href="#finn-transformation-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="finn.transformation.fpgadataflow.html">finn.transformation.fpgadataflow package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.cleanup">finn.transformation.fpgadataflow.cleanup module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.codegen_ipgen">finn.transformation.fpgadataflow.codegen_ipgen module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.codegen_ipstitch">finn.transformation.fpgadataflow.codegen_ipstitch module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.codegen_npysim">finn.transformation.fpgadataflow.codegen_npysim module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.compile">finn.transformation.fpgadataflow.compile module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.convert_to_hls_layers">finn.transformation.fpgadataflow.convert_to_hls_layers module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.create_dataflow_partition">finn.transformation.fpgadataflow.create_dataflow_partition module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.hlssynth_ipgen">finn.transformation.fpgadataflow.hlssynth_ipgen module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.insert_tlastmarker">finn.transformation.fpgadataflow.insert_tlastmarker module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.make_deployment">finn.transformation.fpgadataflow.make_deployment module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.make_pynq_driver">finn.transformation.fpgadataflow.make_pynq_driver module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.make_pynq_proj">finn.transformation.fpgadataflow.make_pynq_proj module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#finn-transformation-fpgadataflow-set-sim-mode-module">finn.transformation.fpgadataflow.set_sim_mode module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.synth_pynq_proj">finn.transformation.fpgadataflow.synth_pynq_proj module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow.templates">finn.transformation.fpgadataflow.templates module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.fpgadataflow.html#module-finn.transformation.fpgadataflow">Module contents</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="finn.transformation.streamline.html">finn.transformation.streamline package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#module-finn.transformation.streamline.absorb">finn.transformation.streamline.absorb module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#module-finn.transformation.streamline.collapse_repeated">finn.transformation.streamline.collapse_repeated module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#module-finn.transformation.streamline.reorder">finn.transformation.streamline.reorder module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#module-finn.transformation.streamline.round_thresholds">finn.transformation.streamline.round_thresholds module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#module-finn.transformation.streamline.sign_to_thres">finn.transformation.streamline.sign_to_thres module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="finn.transformation.streamline.html#module-finn.transformation.streamline">Module contents</a></li>
-</ul>
-</li>
-</ul>
-</div>
-</div>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.transformation.batchnorm_to_affine">
-<span id="finn-transformation-batchnorm-to-affine-module"></span><h2>finn.transformation.batchnorm_to_affine module<a class="headerlink" href="#module-finn.transformation.batchnorm_to_affine" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.batchnorm_to_affine.BatchNormToAffine">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.batchnorm_to_affine.</code><code class="sig-name descname">BatchNormToAffine</code><a class="headerlink" href="#finn.transformation.batchnorm_to_affine.BatchNormToAffine" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Replaces any test-time BatchNorm layers with Mul-Add layers.</p>
-<dl class="method">
-<dt id="finn.transformation.batchnorm_to_affine.BatchNormToAffine.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.batchnorm_to_affine.BatchNormToAffine.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.bipolar_to_xnor">
-<span id="finn-transformation-bipolar-to-xnor-module"></span><h2>finn.transformation.bipolar_to_xnor module<a class="headerlink" href="#module-finn.transformation.bipolar_to_xnor" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.bipolar_to_xnor.</code><code class="sig-name descname">ConvertBipolarMatMulToXnorPopcount</code><a class="headerlink" href="#finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert MatMul nodes with all-bipolar inputs to XnorPopcountMatMul
-and associated result correction.</p>
-<dl class="method">
-<dt id="finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.fold_constants">
-<span id="finn-transformation-fold-constants-module"></span><h2>finn.transformation.fold_constants module<a class="headerlink" href="#module-finn.transformation.fold_constants" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.fold_constants.FoldConstants">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fold_constants.</code><code class="sig-name descname">FoldConstants</code><a class="headerlink" href="#finn.transformation.fold_constants.FoldConstants" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Replace the output of a node with const-only inputs with a precomputed
-result.</p>
-<dl class="method">
-<dt id="finn.transformation.fold_constants.FoldConstants.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fold_constants.FoldConstants.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.general">
-<span id="finn-transformation-general-module"></span><h2>finn.transformation.general module<a class="headerlink" href="#module-finn.transformation.general" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.general.ConvertSubToAdd">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">ConvertSubToAdd</code><a class="headerlink" href="#finn.transformation.general.ConvertSubToAdd" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert sub nodes to add nodes of appropriate sign.</p>
-<dl class="method">
-<dt id="finn.transformation.general.ConvertSubToAdd.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.ConvertSubToAdd.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.general.GiveRandomTensorNames">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">GiveRandomTensorNames</code><a class="headerlink" href="#finn.transformation.general.GiveRandomTensorNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Give random tensor names to all tensors.</p>
-<dl class="method">
-<dt id="finn.transformation.general.GiveRandomTensorNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.GiveRandomTensorNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.general.GiveReadableTensorNames">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">GiveReadableTensorNames</code><a class="headerlink" href="#finn.transformation.general.GiveReadableTensorNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Give more human-readable names to all internal tensors. It’s recommended
-to apply give_unique_node_names prior to this transform.</p>
-<dl class="method">
-<dt id="finn.transformation.general.GiveReadableTensorNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.GiveReadableTensorNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.general.GiveUniqueNodeNames">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">GiveUniqueNodeNames</code><a class="headerlink" href="#finn.transformation.general.GiveUniqueNodeNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Give unique names to each node in the graph using enumeration.</p>
-<dl class="method">
-<dt id="finn.transformation.general.GiveUniqueNodeNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.GiveUniqueNodeNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.infer_datatypes">
-<span id="finn-transformation-infer-datatypes-module"></span><h2>finn.transformation.infer_datatypes module<a class="headerlink" href="#module-finn.transformation.infer_datatypes" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.infer_datatypes.InferDataTypes">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.infer_datatypes.</code><code class="sig-name descname">InferDataTypes</code><a class="headerlink" href="#finn.transformation.infer_datatypes.InferDataTypes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Infer FINN DataType info for all intermediate/output tensors based on
-inputs and node type.</p>
-<dl class="method">
-<dt id="finn.transformation.infer_datatypes.InferDataTypes.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.infer_datatypes.InferDataTypes.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.infer_shapes">
-<span id="finn-transformation-infer-shapes-module"></span><h2>finn.transformation.infer_shapes module<a class="headerlink" href="#module-finn.transformation.infer_shapes" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.infer_shapes.InferShapes">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.infer_shapes.</code><code class="sig-name descname">InferShapes</code><a class="headerlink" href="#finn.transformation.infer_shapes.InferShapes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Ensure every tensor in the model has a specified shape (ValueInfo).</p>
-<dl class="method">
-<dt id="finn.transformation.infer_shapes.InferShapes.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.infer_shapes.InferShapes.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.transformation" title="Permalink to this headline">¶</a></h2>
-<div class="section" id="guide-to-writing-finn-transformations">
-<h3>Guide to writing FINN transformations<a class="headerlink" href="#guide-to-writing-finn-transformations" title="Permalink to this headline">¶</a></h3>
-<ul class="simple">
-<li><p>Your transformation must inherit the Transformation abstract base class.</p></li>
-<li><p>Your transformation’s apply function should take in a ModelWrapper, and return
-a tuple with (transformed_model: ModelWrapper, model_was_changed: Bool)</p></li>
-<li><p>The transformations are meant to be applied using the .transform function
-in ModelWrapper. This makes a deep copy of the input model by default, so
-you don’t have to.</p></li>
-<li><p>model_was_changed indicates whether your transformation made any changes to
-the model. If you know your transformation needs to be called only once and
-repeated calls have no further effect, you can return False even if the model
-was changed.</p></li>
-<li><p>You MUST return model_was_changed=False at some point when your transformation
-is called multiple times, otherwise apply_repeated() will loop infinitely.</p></li>
-<li><p>If you cannot guarantee that the transformation will reach a fixed point,
-you must declare this, return model_was_changed = False and let the user
-manually re-apply the transform.</p></li>
-</ul>
-<dl class="class">
-<dt id="finn.transformation.Transformation">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.</code><code class="sig-name descname">Transformation</code><a class="headerlink" href="#finn.transformation.Transformation" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">abc.ABC</span></code></p>
-<dl class="method">
-<dt id="finn.transformation.Transformation.apply">
-<em class="property">abstract </em><code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.Transformation.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-</div>
-</div>
-
-
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-
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-<li><a class="reference internal" href="#">finn.transformation.streamline package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
-<li><a class="reference internal" href="#module-finn.transformation.streamline.absorb">finn.transformation.streamline.absorb module</a></li>
-<li><a class="reference internal" href="#module-finn.transformation.streamline.collapse_repeated">finn.transformation.streamline.collapse_repeated module</a></li>
-<li><a class="reference internal" href="#module-finn.transformation.streamline.reorder">finn.transformation.streamline.reorder module</a></li>
-<li><a class="reference internal" href="#module-finn.transformation.streamline.round_thresholds">finn.transformation.streamline.round_thresholds module</a></li>
-<li><a class="reference internal" href="#module-finn.transformation.streamline.sign_to_thres">finn.transformation.streamline.sign_to_thres module</a></li>
-<li><a class="reference internal" href="#module-finn.transformation.streamline">Module contents</a></li>
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- <div class="section" id="finn-transformation-streamline-package">
-<h1>finn.transformation.streamline package<a class="headerlink" href="#finn-transformation-streamline-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.transformation.streamline.absorb">
-<span id="finn-transformation-streamline-absorb-module"></span><h2>finn.transformation.streamline.absorb module<a class="headerlink" href="#module-finn.transformation.streamline.absorb" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">Absorb1BitMulIntoMatMul</code><a class="headerlink" href="#finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Absorb bipolar or binary multiplications into the preciding matrix
-multiply.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">AbsorbAddIntoMultiThreshold</code><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Absorb preceding Add ops into MultiThreshold by updating the threshold
-values. Only scalar/1D add vectors can be absorbed.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">AbsorbMulIntoMultiThreshold</code><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Absorb preceding Mul ops into MultiThreshold by updating the threshold
-values. Only <em>positive</em> scalar/1D mul vectors can be absorbed.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.FactorOutMulSignMagnitude">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">FactorOutMulSignMagnitude</code><a class="headerlink" href="#finn.transformation.streamline.absorb.FactorOutMulSignMagnitude" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Split multiply-by-constant nodes into two multiply-by-constant nodes,
-where the first node is a bipolar vector (of signs) and the second is a
-vector of magnitudes.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.FactorOutMulSignMagnitude.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.FactorOutMulSignMagnitude.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.streamline.collapse_repeated">
-<span id="finn-transformation-streamline-collapse-repeated-module"></span><h2>finn.transformation.streamline.collapse_repeated module<a class="headerlink" href="#module-finn.transformation.streamline.collapse_repeated" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedAdd">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedAdd</code><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedAdd" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp</span></code></a></p>
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedMul</code><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp</span></code></a></p>
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedOp</code><span class="sig-paren">(</span><em class="sig-param">op_name</em>, <em class="sig-param">make_collapsed_param_fxn</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Collapse repeated consecutive operations with constant parameters into
-a single operation. make_collapsed_param_fxn must take two tensors and
-return a tensor which gives the equivalent result using a single op.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.streamline.reorder">
-<span id="finn-transformation-streamline-reorder-module"></span><h2>finn.transformation.streamline.reorder module<a class="headerlink" href="#module-finn.transformation.streamline.reorder" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.streamline.reorder.MoveAddPastMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveAddPastMul</code><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveAddPastMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Move add operations past multiply operations. The aim is to have them
-next to each other such that they can be collapsed into a single add.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.reorder.MoveAddPastMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveAddPastMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.reorder.MoveScalarAddPastMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveScalarAddPastMatMul</code><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarAddPastMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Move scalar add operations past matmul operations. We want to have adds
-next to each other such that they can be collapsed into a single add.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.reorder.MoveScalarAddPastMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarAddPastMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.reorder.MoveScalarMulPastMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveScalarMulPastMatMul</code><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarMulPastMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Move scalar mul operations past matmul operations. We want to have muls
-next to each other such that they can be collapsed into a single mul.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.reorder.MoveScalarMulPastMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarMulPastMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.streamline.round_thresholds">
-<span id="finn-transformation-streamline-round-thresholds-module"></span><h2>finn.transformation.streamline.round_thresholds module<a class="headerlink" href="#module-finn.transformation.streamline.round_thresholds" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.streamline.round_thresholds.RoundAndClipThresholds">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.round_thresholds.</code><code class="sig-name descname">RoundAndClipThresholds</code><a class="headerlink" href="#finn.transformation.streamline.round_thresholds.RoundAndClipThresholds" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>For MultiThreshold nodes operating on integer inputs, round up
-thresholds values to the nearest integer. Additionally, if the input
-is unsigned, sets negative thresholds to zero.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.round_thresholds.RoundAndClipThresholds.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.round_thresholds.RoundAndClipThresholds.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.streamline.sign_to_thres">
-<span id="finn-transformation-streamline-sign-to-thres-module"></span><h2>finn.transformation.streamline.sign_to_thres module<a class="headerlink" href="#module-finn.transformation.streamline.sign_to_thres" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.streamline.sign_to_thres.ConvertSignToThres">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.sign_to_thres.</code><code class="sig-name descname">ConvertSignToThres</code><a class="headerlink" href="#finn.transformation.streamline.sign_to_thres.ConvertSignToThres" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert Sign node instances to MultiThreshold with threshold at 0.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.sign_to_thres.ConvertSignToThres.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.sign_to_thres.ConvertSignToThres.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.transformation.streamline">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.transformation.streamline" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.transformation.streamline.Streamline">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.</code><code class="sig-name descname">Streamline</code><a class="headerlink" href="#finn.transformation.streamline.Streamline" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Apply the streamlining transform, see arXiv:1709.04060.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.Streamline.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.Streamline.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
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-
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-<li><a class="reference internal" href="#">finn.util package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
-<li><a class="reference internal" href="#module-finn.util.basic">finn.util.basic module</a></li>
-<li><a class="reference internal" href="#module-finn.util.data_packing">finn.util.data_packing module</a></li>
-<li><a class="reference internal" href="#module-finn.util.fpgadataflow">finn.util.fpgadataflow module</a></li>
-<li><a class="reference internal" href="#module-finn.util.onnx">finn.util.onnx module</a></li>
-<li><a class="reference internal" href="#module-finn.util.test">finn.util.test module</a></li>
-<li><a class="reference internal" href="#module-finn.util">Module contents</a></li>
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-
- <div class="section" id="finn-util-package">
-<h1>finn.util package<a class="headerlink" href="#finn-util-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-finn.util.basic">
-<span id="finn-util-basic-module"></span><h2>finn.util.basic module<a class="headerlink" href="#module-finn.util.basic" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.util.basic.CppBuilder">
-<em class="property">class </em><code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">CppBuilder</code><a class="headerlink" href="#finn.util.basic.CppBuilder" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.append_includes">
-<code class="sig-name descname">append_includes</code><span class="sig-paren">(</span><em class="sig-param">library_path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.append_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.append_sources">
-<code class="sig-name descname">append_sources</code><span class="sig-paren">(</span><em class="sig-param">cpp_file</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.append_sources" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.build">
-<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param">code_gen_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.build" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.set_executable_path">
-<code class="sig-name descname">set_executable_path</code><span class="sig-paren">(</span><em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.set_executable_path" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.calculate_signed_dot_prod_range">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">calculate_signed_dot_prod_range</code><span class="sig-paren">(</span><em class="sig-param">dt_a</em>, <em class="sig-param">dt_b</em>, <em class="sig-param">len</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.calculate_signed_dot_prod_range" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the (min,max) values a dot product between two signed vectors of
-types dt_a and dt_b of len elements can take.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.gen_finn_dt_tensor">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">gen_finn_dt_tensor</code><span class="sig-paren">(</span><em class="sig-param">finn_dt</em>, <em class="sig-param">tensor_shape</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.gen_finn_dt_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Generates random tensor in given shape and with given FINN DataType</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.get_by_name">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">get_by_name</code><span class="sig-paren">(</span><em class="sig-param">container</em>, <em class="sig-param">name</em>, <em class="sig-param">name_field='name'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.get_by_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return item from container by .name field if it exists, None otherwise</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.get_finn_root">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">get_finn_root</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.get_finn_root" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the root directory that FINN is cloned into.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.interleave_matrix_outer_dim_from_partitions">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">interleave_matrix_outer_dim_from_partitions</code><span class="sig-paren">(</span><em class="sig-param">matrix</em>, <em class="sig-param">n_partitions</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.interleave_matrix_outer_dim_from_partitions" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.make_build_dir">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">make_build_dir</code><span class="sig-paren">(</span><em class="sig-param">prefix=''</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.make_build_dir" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a temporary folder with given prefix to be used as a build dir.
-Use this function instead of tempfile.mkdtemp to ensure any generated files
-will survive on the host after the FINN Docker container exits.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.pad_tensor_to_multiple_of">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">pad_tensor_to_multiple_of</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">pad_to_dims</em>, <em class="sig-param">val=0</em>, <em class="sig-param">distr_pad=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.pad_tensor_to_multiple_of" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pad each dimension of given NumPy ndarray using val, so that each
-dimension is a multiple of the respective value in pad_to_dims. -1 means
-do not pad that particular dimension. If distr_pad is False, all padding
-will be inserted after the existing values; otherwise it will be split
-evenly between before and after the existing values, with one extra value
-inserted after if the padding amount is not divisible by two.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.random_string">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">random_string</code><span class="sig-paren">(</span><em class="sig-param">stringLength=6</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.random_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Randomly generate a string of letters and digits.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.remove_by_name">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">remove_by_name</code><span class="sig-paren">(</span><em class="sig-param">container</em>, <em class="sig-param">name</em>, <em class="sig-param">name_field='name'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.remove_by_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Remove item from container by .name field if it exists</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.roundup_to_integer_multiple">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">roundup_to_integer_multiple</code><span class="sig-paren">(</span><em class="sig-param">x</em>, <em class="sig-param">factor</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.roundup_to_integer_multiple" title="Permalink to this definition">¶</a></dt>
-<dd><p>Round up integer x to the nearest integer multiple of integer factor.
-Returns x if factor is set to -1. Both x and factor must otherwise be
-positive.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.util.data_packing">
-<span id="finn-util-data-packing-module"></span><h2>finn.util.data_packing module<a class="headerlink" href="#module-finn.util.data_packing" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.util.data_packing.array2hexstring">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">array2hexstring</code><span class="sig-paren">(</span><em class="sig-param">array</em>, <em class="sig-param">dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">prefix='0x'</em>, <em class="sig-param">reverse=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.array2hexstring" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pack given one-dimensional NumPy array with FINN DataType dtype into a hex
-string.
-Any BIPOLAR values will be converted to a single bit with a 0 representing
--1.
-pad_to_nbits is used to prepend leading zeros to ensure packed strings of
-fixed width. The minimum value for pad_to_nbits is 4, since a single hex
-digit is four bits. reverse can be used to reverse the array prior to
-packing.</p>
-<p>Examples:
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 4) = “0xeâ€
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 8) = “0x0eâ€
-array2hexstring([1, 1, 0, 1], DataType.BINARY, 4, reverse=True) = “0xbâ€
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 8, reverse=True) = “0x07â€</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.finnpy_to_packed_bytearray">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">finnpy_to_packed_bytearray</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.finnpy_to_packed_bytearray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a numpy ndarray with FINN DataType dtype, pack the innermost
-dimension and return the packed representation as an ndarray of uint8.
-The packed innermost dimension will be padded to the nearest multiple
-of 8 bits. The returned ndarray has the same number of dimensions as the
-input.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.hexstring2npbytearray">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">hexstring2npbytearray</code><span class="sig-paren">(</span><em class="sig-param">hexstring</em>, <em class="sig-param">remove_prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.hexstring2npbytearray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a hex string into a NumPy array of dtype uint8. Examples:</p>
-<p>hexstring2npbytearray(“0f01â€) = array([15, 1], dtype=uint8)</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.npbytearray2hexstring">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">npbytearray2hexstring</code><span class="sig-paren">(</span><em class="sig-param">npbytearray</em>, <em class="sig-param">prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.npbytearray2hexstring" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a NumPy array of uint8 dtype into a hex string. Examples:</p>
-<p>npbytearray2hexstring(array([15, 1], dtype=uint8)) = “0x0f01â€</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.npy_to_rtlsim_input">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">npy_to_rtlsim_input</code><span class="sig-paren">(</span><em class="sig-param">input_file</em>, <em class="sig-param">input_dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.npy_to_rtlsim_input" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the multidimensional NumPy array of integers (stored as floats)
-from input_file into a flattened sequence of Python arbitrary-precision
-integers, packing the innermost dimension. See
-finn.util.basic.pack_innermost_dim_as_hex_string() for more info on how the
-packing works. If reverse_inner is set, the innermost dimension will be
-reversed prior to packing.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.numpy_to_hls_code">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">numpy_to_hls_code</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">hls_var_name</em>, <em class="sig-param">pack_innermost_dim=True</em>, <em class="sig-param">no_decl=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.numpy_to_hls_code" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return C++ code representation of a numpy ndarray with FINN DataType
-dtype, using hls_var_name as the resulting C++ variable name. If
-pack_innermost_dim is specified, the innermost dimension of the ndarray
-will be packed into a hex string using array2hexstring. If no_decl is
-set to True, no variable name and type will be generated as part of the
-emitted string.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.pack_innermost_dim_as_hex_string">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">pack_innermost_dim_as_hex_string</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.pack_innermost_dim_as_hex_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pack the innermost dimension of the given numpy ndarray into hex
-strings using array2hexstring. Examples:</p>
-<p>A = [[1, 1, 1, 0], [0, 1, 1, 0]]
-eA = [“0eâ€, “06â€]
-pack_innermost_dim_as_hex_string(A, DataType.BINARY, 8) == eA
-B = [[[3, 3], [3, 3]], [[1, 3], [3, 1]]]
-eB = [[ “0fâ€, “0fâ€], [“07â€, “0dâ€]]
-pack_innermost_dim_as_hex_string(B, DataType.UINT2, 8) == eB</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.packed_bytearray_to_finnpy">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">packed_bytearray_to_finnpy</code><span class="sig-paren">(</span><em class="sig-param">packed_bytearray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">output_shape=None</em>, <em class="sig-param">reverse_inner=False</em>, <em class="sig-param">reverse_endian=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.packed_bytearray_to_finnpy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a packed numpy uint8 ndarray, unpack it into a FINN array of
-given DataType. output_shape can be specified to remove padding from the
-packed dimension, or set to None to be inferred from the input.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.rtlsim_output_to_npy">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">rtlsim_output_to_npy</code><span class="sig-paren">(</span><em class="sig-param">output</em>, <em class="sig-param">path</em>, <em class="sig-param">dtype</em>, <em class="sig-param">shape</em>, <em class="sig-param">packedBits</em>, <em class="sig-param">targetBits</em>, <em class="sig-param">reverse_inner=True</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.rtlsim_output_to_npy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a flattened sequence of Python arbitrary-precision integers
-output into a NumPy array, saved as npy file at path. Each arbitrary-precision
-integer is assumed to be a packed array of targetBits-bit elements, which
-will be unpacked as the innermost dimension of the NumPy array.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.unpack_innermost_dim_from_hex_string">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">unpack_innermost_dim_from_hex_string</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">out_shape</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.unpack_innermost_dim_from_hex_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a NumPy array of hex strings into a FINN NumPy array by unpacking
-the hex strings into the specified data type. out_shape can be specified
-such that any padding in the packing dimension is removed. If reverse_inner
-is set, the innermost unpacked dimension will be reversed.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.util.fpgadataflow">
-<span id="finn-util-fpgadataflow-module"></span><h2>finn.util.fpgadataflow module<a class="headerlink" href="#module-finn.util.fpgadataflow" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="finn.util.fpgadataflow.IPGenBuilder">
-<em class="property">class </em><code class="sig-prename descclassname">finn.util.fpgadataflow.</code><code class="sig-name descname">IPGenBuilder</code><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="finn.util.fpgadataflow.IPGenBuilder.append_tcl">
-<code class="sig-name descname">append_tcl</code><span class="sig-paren">(</span><em class="sig-param">tcl_script</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder.append_tcl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.fpgadataflow.IPGenBuilder.build">
-<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param">code_gen_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder.build" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.fpgadataflow.IPGenBuilder.set_ipgen_path">
-<code class="sig-name descname">set_ipgen_path</code><span class="sig-paren">(</span><em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder.set_ipgen_path" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.fpgadataflow.pyverilate_stitched_ip">
-<code class="sig-prename descclassname">finn.util.fpgadataflow.</code><code class="sig-name descname">pyverilate_stitched_ip</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.pyverilate_stitched_ip" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a model with stitched IP, return a PyVerilator sim object.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.util.onnx">
-<span id="finn-util-onnx-module"></span><h2>finn.util.onnx module<a class="headerlink" href="#module-finn.util.onnx" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.util.onnx.valueinfo_to_tensor">
-<code class="sig-prename descclassname">finn.util.onnx.</code><code class="sig-name descname">valueinfo_to_tensor</code><span class="sig-paren">(</span><em class="sig-param">vi</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.onnx.valueinfo_to_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates an all-zeroes numpy tensor from a ValueInfoProto.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-finn.util.test">
-<span id="finn-util-test-module"></span><h2>finn.util.test module<a class="headerlink" href="#module-finn.util.test" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="finn.util.test.get_test_model_def_fxn">
-<code class="sig-prename descclassname">finn.util.test.</code><code class="sig-name descname">get_test_model_def_fxn</code><span class="sig-paren">(</span><em class="sig-param">netname</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.test.get_test_model_def_fxn" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.util.test.get_test_model_trained">
-<code class="sig-prename descclassname">finn.util.test.</code><code class="sig-name descname">get_test_model_trained</code><span class="sig-paren">(</span><em class="sig-param">netname</em>, <em class="sig-param">wbits</em>, <em class="sig-param">abits</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.test.get_test_model_trained" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.util.test.get_test_model_untrained">
-<code class="sig-prename descclassname">finn.util.test.</code><code class="sig-name descname">get_test_model_untrained</code><span class="sig-paren">(</span><em class="sig-param">netname</em>, <em class="sig-param">wbits</em>, <em class="sig-param">abits</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.test.get_test_model_untrained" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.util.test.get_trained_checkpoint">
-<code class="sig-prename descclassname">finn.util.test.</code><code class="sig-name descname">get_trained_checkpoint</code><span class="sig-paren">(</span><em class="sig-param">netname</em>, <em class="sig-param">wbits</em>, <em class="sig-param">abits</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.test.get_trained_checkpoint" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</div>
-<div class="section" id="module-finn.util">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-finn.util" title="Permalink to this headline">¶</a></h2>
-</div>
-</div>
-
-
- </div>
-
- </div>
- <footer>
-
-
- <hr/>
-
- <div role="contentinfo">
- <p>
- © Copyright 2020, Y. Umuroglu, J. Petri-Koenig
-
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- </div>
- Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
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diff --git a/docs/finn/_build/html/modules.html b/docs/finn/_build/html/modules.html
index 7c636d62bfd1cf05ba02863e78905095c5857239..51ddff4229c4cd3061102432e6062432d0c5b7c6 100644
--- a/docs/finn/_build/html/modules.html
+++ b/docs/finn/_build/html/modules.html
@@ -8,7 +8,7 @@
<meta name="viewport" content="width=device-width, initial-scale=1.0">
- <title>src — FINN documentation</title>
+ <title><no title> — FINN documentation</title>
@@ -127,7 +127,7 @@
<li><a href="index.html">Docs</a> »</li>
- <li>src</li>
+ <li><no title></li>
<li class="wy-breadcrumbs-aside">
@@ -146,10 +146,9 @@
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
<div itemprop="articleBody">
- <div class="section" id="src">
-<h1>src<a class="headerlink" href="#src" title="Permalink to this headline">¶</a></h1>
+ <p>finn
+===</p>
<div class="toctree-wrapper compound">
-</div>
</div>
diff --git a/docs/finn/_build/html/objects.inv b/docs/finn/_build/html/objects.inv
index 2a4e77eea14176ccb516ab4444a424fe97632698..c4f824352f5aefbdf0ed1bf3ed0e4c5174c7e58b 100644
Binary files a/docs/finn/_build/html/objects.inv and b/docs/finn/_build/html/objects.inv differ
diff --git a/docs/finn/_build/html/searchindex.js b/docs/finn/_build/html/searchindex.js
index 92106d0fc815ed50700aaf4ab614eac233b083b0..d49f110e523558380b2106e0920833a8d38f95c3 100644
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-<span id="finn-analysis-fpgadataflow-res-estimation-module"></span><h1>finn.analysis.fpgadataflow.res_estimation module<a class="headerlink" href="#module-finn.analysis.fpgadataflow.res_estimation" title="Permalink to this headline">¶</a></h1>
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--- a/docs/finn/_build/html/source_code/finn.analysis.html
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@@ -34,7 +34,9 @@
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-<span id="finn-analysis-topology-module"></span><h1>finn.analysis.topology module<a class="headerlink" href="#module-finn.analysis.topology" title="Permalink to this headline">¶</a></h1>
-<dl class="function">
-<dt id="finn.analysis.topology.all_tensors_f32">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">all_tensors_f32</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.all_tensors_f32" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether all tensors have a float32 dtype, extra quantization
-annotations notwithstanding.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.analysis.topology.get_per_tensor_fanouts">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">get_per_tensor_fanouts</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.get_per_tensor_fanouts" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dictionary of (tensor_name, tensor_fanout) for the model.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.analysis.topology.is_linear">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">is_linear</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.is_linear" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether the given model graph is linear. This is done by looking
-at the fan-out of each tensor. All tensors have a fan-out <= 1 in a linear
-graph. Returns {“is_linearâ€, Bool}</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.analysis.topology.node_inputs_in_expected_order">
-<code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">node_inputs_in_expected_order</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.node_inputs_in_expected_order" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that the node inputs are ordered in the way that FINN expects
-them. When a node has a mixture of static (= constant, initialized) inputs
-and dynamic inputs, the dynamic input should come first, followed by the
-static one. Only verifiable for a small subset of op_types for now.</p>
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-<span id="finn-analysis-verify-custom-nodes-module"></span><h1>finn.analysis.verify_custom_nodes module<a class="headerlink" href="#module-finn.analysis.verify_custom_nodes" title="Permalink to this headline">¶</a></h1>
-<dl class="function">
-<dt id="finn.analysis.verify_custom_nodes.verify_nodes">
-<code class="sig-prename descclassname">finn.analysis.verify_custom_nodes.</code><code class="sig-name descname">verify_nodes</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.verify_custom_nodes.verify_nodes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks if custom ops in graph are correctly built, with all attributes
-and inputs. Returns {node op_type : info_messages}
-<a href="#id1"><span class="problematic" id="id2">*</span></a>info_messages is list of strings about the result of the verification</p>
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-
- <div class="section" id="module-finn.core.datatype">
-<span id="finn-core-datatype-module"></span><h1>finn.core.datatype module<a class="headerlink" href="#module-finn.core.datatype" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.core.datatype.DataType">
-<em class="property">class </em><code class="sig-prename descclassname">finn.core.datatype.</code><code class="sig-name descname">DataType</code><a class="headerlink" href="#finn.core.datatype.DataType" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">enum.Enum</span></code></p>
-<p>An enumeration.</p>
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.BINARY">
-<code class="sig-name descname">BINARY</code><em class="property"> = 1</em><a class="headerlink" href="#finn.core.datatype.DataType.BINARY" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.BIPOLAR">
-<code class="sig-name descname">BIPOLAR</code><em class="property"> = 8</em><a class="headerlink" href="#finn.core.datatype.DataType.BIPOLAR" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.FLOAT32">
-<code class="sig-name descname">FLOAT32</code><em class="property"> = 16</em><a class="headerlink" href="#finn.core.datatype.DataType.FLOAT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT16">
-<code class="sig-name descname">INT16</code><em class="property"> = 14</em><a class="headerlink" href="#finn.core.datatype.DataType.INT16" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT2">
-<code class="sig-name descname">INT2</code><em class="property"> = 10</em><a class="headerlink" href="#finn.core.datatype.DataType.INT2" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT3">
-<code class="sig-name descname">INT3</code><em class="property"> = 11</em><a class="headerlink" href="#finn.core.datatype.DataType.INT3" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT32">
-<code class="sig-name descname">INT32</code><em class="property"> = 15</em><a class="headerlink" href="#finn.core.datatype.DataType.INT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT4">
-<code class="sig-name descname">INT4</code><em class="property"> = 12</em><a class="headerlink" href="#finn.core.datatype.DataType.INT4" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.INT8">
-<code class="sig-name descname">INT8</code><em class="property"> = 13</em><a class="headerlink" href="#finn.core.datatype.DataType.INT8" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.TERNARY">
-<code class="sig-name descname">TERNARY</code><em class="property"> = 9</em><a class="headerlink" href="#finn.core.datatype.DataType.TERNARY" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT16">
-<code class="sig-name descname">UINT16</code><em class="property"> = 6</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT16" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT2">
-<code class="sig-name descname">UINT2</code><em class="property"> = 2</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT2" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT3">
-<code class="sig-name descname">UINT3</code><em class="property"> = 3</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT3" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT32">
-<code class="sig-name descname">UINT32</code><em class="property"> = 7</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT4">
-<code class="sig-name descname">UINT4</code><em class="property"> = 4</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT4" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="finn.core.datatype.DataType.UINT8">
-<code class="sig-name descname">UINT8</code><em class="property"> = 5</em><a class="headerlink" href="#finn.core.datatype.DataType.UINT8" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.allowed">
-<code class="sig-name descname">allowed</code><span class="sig-paren">(</span><em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.allowed" title="Permalink to this definition">¶</a></dt>
-<dd><p>Check whether given value is allowed for this DataType.</p>
-<p>value (float32): value to be checked</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.bitwidth">
-<code class="sig-name descname">bitwidth</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.bitwidth" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the number of bits required for this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.get_hls_datatype_str">
-<code class="sig-name descname">get_hls_datatype_str</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.get_hls_datatype_str" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the corresponding Vivado HLS datatype name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.get_num_possible_values">
-<code class="sig-name descname">get_num_possible_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.get_num_possible_values" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the number of possible values this DataType can take. Only
-implemented for integer types for now.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.get_smallest_possible">
-<code class="sig-name descname">get_smallest_possible</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.get_smallest_possible" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return smallest (fewest bits) possible DataType that can represent
-value. Prefers unsigned integers where possible.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.is_integer">
-<code class="sig-name descname">is_integer</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.is_integer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return whether this DataType represents integer values only.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.max">
-<code class="sig-name descname">max</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.max" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the largest possible value allowed by this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.min">
-<code class="sig-name descname">min</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.min" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the smallest possible value allowed by this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.datatype.DataType.signed">
-<code class="sig-name descname">signed</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.datatype.DataType.signed" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return whether this DataType can represent negative numbers.</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-
-
- </div>
-
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- <div class="section" id="module-finn.core.execute_custom_node">
-<span id="finn-core-execute-custom-node-module"></span><h1>finn.core.execute_custom_node module<a class="headerlink" href="#module-finn.core.execute_custom_node" title="Permalink to this headline">¶</a></h1>
-<dl class="function">
-<dt id="finn.core.execute_custom_node.execute_custom_node">
-<code class="sig-prename descclassname">finn.core.execute_custom_node.</code><code class="sig-name descname">execute_custom_node</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.execute_custom_node.execute_custom_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Call custom implementation to execute a single custom node.
-Input/output provided via context.</p>
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- <div class="section" id="module-finn.core.modelwrapper">
-<span id="finn-core-modelwrapper-module"></span><h1>finn.core.modelwrapper module<a class="headerlink" href="#module-finn.core.modelwrapper" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.core.modelwrapper.ModelWrapper">
-<em class="property">class </em><code class="sig-prename descclassname">finn.core.modelwrapper.</code><code class="sig-name descname">ModelWrapper</code><span class="sig-paren">(</span><em class="sig-param">onnx_model_proto</em>, <em class="sig-param">make_deepcopy=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<p>A wrapper around ONNX ModelProto that exposes some useful utility
-functions for graph manipulation and exploration.</p>
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.analysis">
-<code class="sig-name descname">analysis</code><span class="sig-paren">(</span><em class="sig-param">analysis_fxn</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.analysis" title="Permalink to this definition">¶</a></dt>
-<dd><p>Run given anaylsis_fxn on this model and return resulting dict.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.check_all_tensor_shapes_specified">
-<code class="sig-name descname">check_all_tensor_shapes_specified</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.check_all_tensor_shapes_specified" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether all tensors have a specified shape (ValueInfo).
-The ONNX standard allows for intermediate activations to have no
-associated ValueInfo, but FINN expects this.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.check_compatibility">
-<code class="sig-name descname">check_compatibility</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.check_compatibility" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks this model for FINN compatibility:
-* no embedded subgraphs
-* all tensor shapes are specified, including activations
-* all constants are initializers</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.find_consumer">
-<code class="sig-name descname">find_consumer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.find_consumer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Find and return the node that consumes the tensor with given name.
-Currently only works for linear graphs.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.find_producer">
-<code class="sig-name descname">find_producer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.find_producer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Find and return the node that produces the tensor with given name.
-Currently only works for linear graphs.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_all_tensor_names">
-<code class="sig-name descname">get_all_tensor_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_all_tensor_names" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a list of all (input, output and value_info) tensor names
-in the graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_initializer">
-<code class="sig-name descname">get_initializer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_initializer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get the initializer value for tensor with given name, if any.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_metadata_prop">
-<code class="sig-name descname">get_metadata_prop</code><span class="sig-paren">(</span><em class="sig-param">key</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_metadata_prop" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the value associated with metadata_prop with given key,
-or None otherwise.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_datatype">
-<code class="sig-name descname">get_tensor_datatype</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the FINN DataType of tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_fanout">
-<code class="sig-name descname">get_tensor_fanout</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_fanout" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the number of nodes for which the tensor with given name is
-as input.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_shape">
-<code class="sig-name descname">get_tensor_shape</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the shape of tensor with given name, if it has ValueInfoProto.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.get_tensor_valueinfo">
-<code class="sig-name descname">get_tensor_valueinfo</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.get_tensor_valueinfo" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns ValueInfoProto of tensor with given name, if it has one.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.graph">
-<em class="property">property </em><code class="sig-name descname">graph</code><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.graph" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.make_empty_exec_context">
-<code class="sig-name descname">make_empty_exec_context</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.make_empty_exec_context" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates an empty execution context for this model.
-The execution context is a dictionary of all tensors used for the
-inference computation. Any initializer values will be taken into
-account, all other tensors will be zero.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.make_new_valueinfo_name">
-<code class="sig-name descname">make_new_valueinfo_name</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.make_new_valueinfo_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a name that can be used for a new value_info.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.model">
-<em class="property">property </em><code class="sig-name descname">model</code><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.model" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.rename_tensor">
-<code class="sig-name descname">rename_tensor</code><span class="sig-paren">(</span><em class="sig-param">old_name</em>, <em class="sig-param">new_name</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.rename_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Rename a tensor from old_name to new_name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.save">
-<code class="sig-name descname">save</code><span class="sig-paren">(</span><em class="sig-param">filename</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.save" title="Permalink to this definition">¶</a></dt>
-<dd><p>Save the wrapper ONNX ModelProto into a file with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_initializer">
-<code class="sig-name descname">set_initializer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">tensor_value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_initializer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the initializer value for tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_metadata_prop">
-<code class="sig-name descname">set_metadata_prop</code><span class="sig-paren">(</span><em class="sig-param">key</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_metadata_prop" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_tensor_datatype">
-<code class="sig-name descname">set_tensor_datatype</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">datatype</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_tensor_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Sets the FINN DataType of tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.set_tensor_shape">
-<code class="sig-name descname">set_tensor_shape</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">tensor_shape</em>, <em class="sig-param">dtype=1</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.set_tensor_shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Assign shape in ValueInfoProto for tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.core.modelwrapper.ModelWrapper.transform">
-<code class="sig-name descname">transform</code><span class="sig-paren">(</span><em class="sig-param">transformation</em>, <em class="sig-param">make_deepcopy=True</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.modelwrapper.ModelWrapper.transform" title="Permalink to this definition">¶</a></dt>
-<dd><p>Applies given Transformation repeatedly until no more changes can be made
-and returns a transformed ModelWrapper instance.
-If make_deepcopy is specified, operates on a new (deep)copy of model.</p>
-</dd></dl>
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- <div class="section" id="module-finn.core.onnx_exec">
-<span id="finn-core-onnx-exec-module"></span><h1>finn.core.onnx_exec module<a class="headerlink" href="#module-finn.core.onnx_exec" title="Permalink to this headline">¶</a></h1>
-<dl class="function">
-<dt id="finn.core.onnx_exec.compare_execution">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">compare_execution</code><span class="sig-paren">(</span><em class="sig-param">model_a</em>, <em class="sig-param">model_b</em>, <em class="sig-param">input_dict</em>, <em class="sig-param">compare_fxn=<function <lambda>></em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.compare_execution" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute two ONNX models and compare their outputs using given function.
-compare_fxn should take in two tensors and return a Boolean</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.core.onnx_exec.execute_node">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute a single node by using onnxruntime, with custom function or
-if dataflow partition by using remote execution or rtlsim.
-Input/output provided via context.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.core.onnx_exec.execute_onnx">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">execute_onnx</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">input_dict</em>, <em class="sig-param">return_full_exec_context=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.execute_onnx" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute given ONNX ModelWrapper with given named inputs.
-If return_full_exec_context is False, a dict of named outputs is returned
-as indicated by the model.graph.output.
-If return return_full_exec_context is True, the full set of tensors used by
-the execution (including inputs, weights, activations and final outputs)
-will be returned as a dict.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.core.onnx_exec.execute_onnx_and_make_model">
-<code class="sig-prename descclassname">finn.core.onnx_exec.</code><code class="sig-name descname">execute_onnx_and_make_model</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">input_dict</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.core.onnx_exec.execute_onnx_and_make_model" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute given ONNX ModelWrapper with given named inputs and return a new
-ModelWrapper where an initializer is provided for each tensor as taken from
-the execution. This new model is useful for debugging, since it contains
-all the intermediate activation values.</p>
-</dd></dl>
-
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-<span id="finn-custom-op-fpgadataflow-convolutioninputgenerator-module"></span><h1>finn.custom_op.fpgadataflow.convolutioninputgenerator module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.convolutioninputgenerator" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.convolutioninputgenerator.</code><code class="sig-name descname">ConvolutionInputGenerator</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.fpgadataflow.html#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
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-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.blackboxfunction" title="Permalink to this definition">¶</a></dt>
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-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.bram_estimation" title="Permalink to this definition">¶</a></dt>
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-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.defines" title="Permalink to this definition">¶</a></dt>
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-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_input_datatype">
-<code class="sig-name descname">get_input_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_input_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_output_datatype">
-<code class="sig-name descname">get_output_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_output_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_stream_width">
-<code class="sig-name descname">get_stream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_stream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-
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- </div>
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index f77578f0e5e399cb09ec4bd24169f46e9cd3a893..f263769e12895f4344ab63e5a5b76d4e508f4a77 100644
--- a/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.html
+++ b/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.html
@@ -34,7 +34,9 @@
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deleted file mode 100644
index 87ed52c67e52e1c0471ef62b3493c29090f2b939..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.streamingfclayer_batch.html
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- <div class="section" id="module-finn.custom_op.fpgadataflow.streamingfclayer_batch">
-<span id="finn-custom-op-fpgadataflow-streamingfclayer-batch-module"></span><h1>finn.custom_op.fpgadataflow.streamingfclayer_batch module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.streamingfclayer_batch" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.streamingfclayer_batch.</code><code class="sig-name descname">StreamingFCLayer_Batch</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.fpgadataflow.html#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>the calculations are based on:
-- FINN-R: An End-to-End Deep-Learning Framework for Fast
-Exploration of Quantized Neural Networks
-- M. Blott, T. B. Preusser, N. J. Fraser, G. Gambardella, K. O’Brien,
-Y. Umuroglu, M. Leeser and K. Vissers
-- 12. Sep 2018</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_tmem">
-<code class="sig-name descname">calc_tmem</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_tmem" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_wmem">
-<code class="sig-name descname">calc_wmem</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_wmem" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.generate_params">
-<code class="sig-name descname">generate_params</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.generate_params" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_threshold_tensor">
-<code class="sig-name descname">get_hls_compatible_threshold_tensor</code><span class="sig-paren">(</span><em class="sig-param">orig_thres_matrix</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_threshold_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the original numpy weight matrix orig_weight_matrix into
-a form suitable for passing to the hlslib call:
-* ensure MH % PE == 0
-* for bipolar weights&inputs, ensure thresholds are positive
-* interleave rows between PEs
-* reshape into (PE, TMEM, n_thres_steps) and return</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_weight_tensor">
-<code class="sig-name descname">get_hls_compatible_weight_tensor</code><span class="sig-paren">(</span><em class="sig-param">orig_weight_matrix</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_weight_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the original numpy weight matrix orig_weight_matrix into
-a form suitable for passing to the hlslib call:
-* ensure MH % PE == 0 and MW % SIMD == 0
-* for bipolar {-1,+1} weights, convert to binary {0, 1}
-* interleave rows between PEs
-* reshape into (1, PE, WMEM, SIMD) and return</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_input_datatype">
-<code class="sig-name descname">get_input_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_input_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_output_datatype">
-<code class="sig-name descname">get_output_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_output_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_template_param_values">
-<code class="sig-name descname">get_template_param_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_template_param_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_weight_datatype">
-<code class="sig-name descname">get_weight_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_weight_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>the calculations are based on:
-- FINN-R: An End-to-End Deep-Learning Framework for Fast
-Exploration of Quantized Neural Networks
-- M. Blott, T. B. Preusser, N. J. Fraser, G. Gambardella, K. O’Brien,
-Y. Umuroglu, M. Leeser and K. Vissers
-- 12. Sep 2018</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-
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-
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- <div class="section" id="module-finn.custom_op.fpgadataflow.streamingmaxpool_batch">
-<span id="finn-custom-op-fpgadataflow-streamingmaxpool-batch-module"></span><h1>finn.custom_op.fpgadataflow.streamingmaxpool_batch module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.streamingmaxpool_batch" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.streamingmaxpool_batch.</code><code class="sig-name descname">StreamingMaxPool_Batch</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.fpgadataflow.html#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
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diff --git a/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.templates.html b/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.templates.html
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-<span id="finn-custom-op-fpgadataflow-templates-module"></span><h1>finn.custom_op.fpgadataflow.templates module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.templates" title="Permalink to this headline">¶</a></h1>
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diff --git a/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.tlastmarker.html b/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.tlastmarker.html
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- <div class="section" id="module-finn.custom_op.fpgadataflow.tlastmarker">
-<span id="finn-custom-op-fpgadataflow-tlastmarker-module"></span><h1>finn.custom_op.fpgadataflow.tlastmarker module<a class="headerlink" href="#module-finn.custom_op.fpgadataflow.tlastmarker" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.fpgadataflow.tlastmarker.</code><code class="sig-name descname">TLastMarker</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.fpgadataflow.html#finn.custom_op.fpgadataflow.HLSCustomOp" title="finn.custom_op.fpgadataflow.HLSCustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
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diff --git a/docs/finn/_build/html/source_code/finn.custom_op.html b/docs/finn/_build/html/source_code/finn.custom_op.html
index e97dd9bcfa8c797fa817ce7155ce405ba3199bba..59373404b90354966140f281ac854568d71cfd8c 100644
--- a/docs/finn/_build/html/source_code/finn.custom_op.html
+++ b/docs/finn/_build/html/source_code/finn.custom_op.html
@@ -34,7 +34,9 @@
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@@ -127,6 +129,10 @@
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+ <li><a href="../source_code.html">Source Code</a> »</li>
+
+ <li><a href="finn.html">finn package</a> »</li>
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@@ -415,6 +421,15 @@ the number of inputs is equal to the expected number</p>
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@@ -1,267 +0,0 @@
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- <div class="section" id="module-finn.custom_op.multithreshold">
-<span id="finn-custom-op-multithreshold-module"></span><h1>finn.custom_op.multithreshold module<a class="headerlink" href="#module-finn.custom_op.multithreshold" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.multithreshold.MultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.multithreshold.</code><code class="sig-name descname">MultiThreshold</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.html#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.multithreshold.MultiThreshold.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.MultiThreshold.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.custom_op.multithreshold.compare">
-<code class="sig-prename descclassname">finn.custom_op.multithreshold.</code><code class="sig-name descname">compare</code><span class="sig-paren">(</span><em class="sig-param">x</em>, <em class="sig-param">y</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.compare" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.custom_op.multithreshold.multithreshold">
-<code class="sig-prename descclassname">finn.custom_op.multithreshold.</code><code class="sig-name descname">multithreshold</code><span class="sig-paren">(</span><em class="sig-param">v</em>, <em class="sig-param">thresholds</em>, <em class="sig-param">out_scale=None</em>, <em class="sig-param">out_bias=None</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.multithreshold.multithreshold" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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diff --git a/docs/finn/_build/html/source_code/finn.custom_op.registry.html b/docs/finn/_build/html/source_code/finn.custom_op.registry.html
deleted file mode 100644
index 257e4a9d8d4fe8a5e104abbbb2e24570ad465012..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/source_code/finn.custom_op.registry.html
+++ /dev/null
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-<dl class="function">
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-<code class="sig-prename descclassname">finn.custom_op.registry.</code><code class="sig-name descname">getCustomOp</code><span class="sig-paren">(</span><em class="sig-param">node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.registry.getCustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a FINN CustomOp instance for the given ONNX node, if it exists.</p>
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- <div class="section" id="module-finn.custom_op.streamingdataflowpartition">
-<span id="finn-custom-op-streamingdataflowpartition-module"></span><h1>finn.custom_op.streamingdataflowpartition module<a class="headerlink" href="#module-finn.custom_op.streamingdataflowpartition" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.streamingdataflowpartition.</code><code class="sig-name descname">StreamingDataflowPartition</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.html#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
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diff --git a/docs/finn/_build/html/source_code/finn.custom_op.xnorpopcount.html b/docs/finn/_build/html/source_code/finn.custom_op.xnorpopcount.html
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--- a/docs/finn/_build/html/source_code/finn.custom_op.xnorpopcount.html
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- <div class="section" id="module-finn.custom_op.xnorpopcount">
-<span id="finn-custom-op-xnorpopcount-module"></span><h1>finn.custom_op.xnorpopcount module<a class="headerlink" href="#module-finn.custom_op.xnorpopcount" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.custom_op.xnorpopcount.</code><code class="sig-name descname">XnorPopcountMatMul</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.custom_op.html#finn.custom_op.CustomOp" title="finn.custom_op.CustomOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></a></p>
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="finn.custom_op.xnorpopcount.XnorPopcountMatMul.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.XnorPopcountMatMul.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.custom_op.xnorpopcount.xnorpopcountmatmul">
-<code class="sig-prename descclassname">finn.custom_op.xnorpopcount.</code><code class="sig-name descname">xnorpopcountmatmul</code><span class="sig-paren">(</span><em class="sig-param">inp0</em>, <em class="sig-param">inp1</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.custom_op.xnorpopcount.xnorpopcountmatmul" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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-<span id="finn-transformation-batchnorm-to-affine-module"></span><h1>finn.transformation.batchnorm_to_affine module<a class="headerlink" href="#module-finn.transformation.batchnorm_to_affine" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.batchnorm_to_affine.BatchNormToAffine">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.batchnorm_to_affine.</code><code class="sig-name descname">BatchNormToAffine</code><a class="headerlink" href="#finn.transformation.batchnorm_to_affine.BatchNormToAffine" title="Permalink to this definition">¶</a></dt>
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-<p>Replaces any test-time BatchNorm layers with Mul-Add layers.</p>
-<dl class="method">
-<dt id="finn.transformation.batchnorm_to_affine.BatchNormToAffine.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.batchnorm_to_affine.BatchNormToAffine.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-bipolar-to-xnor-module"></span><h1>finn.transformation.bipolar_to_xnor module<a class="headerlink" href="#module-finn.transformation.bipolar_to_xnor" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.bipolar_to_xnor.</code><code class="sig-name descname">ConvertBipolarMatMulToXnorPopcount</code><a class="headerlink" href="#finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert MatMul nodes with all-bipolar inputs to XnorPopcountMatMul
-and associated result correction.</p>
-<dl class="method">
-<dt id="finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount.apply" title="Permalink to this definition">¶</a></dt>
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-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fold_constants.</code><code class="sig-name descname">FoldConstants</code><a class="headerlink" href="#finn.transformation.fold_constants.FoldConstants" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Replace the output of a node with const-only inputs with a precomputed
-result.</p>
-<dl class="method">
-<dt id="finn.transformation.fold_constants.FoldConstants.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fold_constants.FoldConstants.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-cleanup-module"></span><h1>finn.transformation.fpgadataflow.cleanup module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.cleanup" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.cleanup.CleanUp">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.cleanup.</code><code class="sig-name descname">CleanUp</code><a class="headerlink" href="#finn.transformation.fpgadataflow.cleanup.CleanUp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Remove any generated files for fpgadataflow nodes.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.cleanup.CleanUp.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.cleanup.CleanUp.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-codegen-ipgen-module"></span><h1>finn.transformation.fpgadataflow.codegen_ipgen module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.codegen_ipgen" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.codegen_ipgen.</code><code class="sig-name descname">CodeGen_ipgen</code><span class="sig-paren">(</span><em class="sig-param">fpgapart</em>, <em class="sig-param">clk</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Code generation for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-codegen-ipstitch-module"></span><h1>finn.transformation.fpgadataflow.codegen_ipstitch module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.codegen_ipstitch" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.codegen_ipstitch.</code><code class="sig-name descname">CodeGen_ipstitch</code><span class="sig-paren">(</span><em class="sig-param">fpgapart</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Create a Vivado IP Block Design project from all the generated IPs of a
-graph. All nodes in the graph must have the fpgadataflow backend attribute,
-and the CodeGen_ipgen transformation must have been previously run on
-the graph. The resulting block design is also packaged as IP.</p>
-<p>Outcome if successful: sets the vivado_stitch_proj attribute in the ONNX
-ModelProto’s metadata_props field, with the created project dir as the
-value. A make_project.tcl script is also placed under the same folder,
-which is called to instantiate the per-layer IPs and stitch them together.
-The packaged block design IP can be found under the ip subdirectory.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-codegen-npysim-module"></span><h1>finn.transformation.fpgadataflow.codegen_npysim module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.codegen_npysim" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.codegen_npysim.</code><code class="sig-name descname">CodeGen_npysim</code><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Code generation for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-compile-module"></span><h1>finn.transformation.fpgadataflow.compile module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.compile" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.compile.Compile">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.compile.</code><code class="sig-name descname">Compile</code><a class="headerlink" href="#finn.transformation.fpgadataflow.compile.Compile" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Compile for all nodes in model</p>
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-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.compile.Compile.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-convert-to-hls-layers-module"></span><h1>finn.transformation.fpgadataflow.convert_to_hls_layers module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.convert_to_hls_layers" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.convert_to_hls_layers.</code><code class="sig-name descname">InferBinaryStreamingFCLayer</code><a class="headerlink" href="#finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert pairs of binary XnorPopcountMatMul layers to
-StreamingFCLayer_Batch layers. Any immediately following MultiThreshold
-layers will also be absorbed into the MVTU.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer.apply" title="Permalink to this definition">¶</a></dt>
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diff --git a/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.html b/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.create_dataflow_partition.html
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- <div class="section" id="module-finn.transformation.fpgadataflow.create_dataflow_partition">
-<span id="finn-transformation-fpgadataflow-create-dataflow-partition-module"></span><h1>finn.transformation.fpgadataflow.create_dataflow_partition module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.create_dataflow_partition" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.create_dataflow_partition.</code><code class="sig-name descname">CreateDataflowPartition</code><a class="headerlink" href="#finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Split a graph into two graphs; one which contains non-FINN-dataflow nodes
-and a StreamingDataflowPartition node, and another which only contains
-FINN dataflow nodes. The StreamingDataflowPartition has a model attribute
-that indicates the filename for the second graph that only contains
-dataflow nodes. No action is taken if there are no dataflow nodes.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition.apply" title="Permalink to this definition">¶</a></dt>
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diff --git a/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.html b/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.hlssynth_ipgen.html
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-<span id="finn-transformation-fpgadataflow-hlssynth-ipgen-module"></span><h1>finn.transformation.fpgadataflow.hlssynth_ipgen module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.hlssynth_ipgen" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.hlssynth_ipgen.</code><code class="sig-name descname">HLSSynth_IPGen</code><a class="headerlink" href="#finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Compile for all nodes in model</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen.apply" title="Permalink to this definition">¶</a></dt>
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diff --git a/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.html b/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.html
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-<span id="finn-transformation-fpgadataflow-insert-tlastmarker-module"></span><h1>finn.transformation.fpgadataflow.insert_tlastmarker module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.insert_tlastmarker" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.insert_tlastmarker.</code><code class="sig-name descname">InsertTLastMarker</code><a class="headerlink" href="#finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Ensure that the graph is terminated with a TLastMarker node, inserting
-one if necessary.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker.apply" title="Permalink to this definition">¶</a></dt>
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- <div class="section" id="module-finn.transformation.fpgadataflow.make_deployment">
-<span id="finn-transformation-fpgadataflow-make-deployment-module"></span><h1>finn.transformation.fpgadataflow.make_deployment module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.make_deployment" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.make_deployment.</code><code class="sig-name descname">DeployToPYNQ</code><span class="sig-paren">(</span><em class="sig-param">ip</em>, <em class="sig-param">username</em>, <em class="sig-param">password</em>, <em class="sig-param">target_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Collects all necessary files for deployment and copies them to the PYNQ board.
-Expects information about PYNQ board to make scp possible:
-* ip address of board
-* username and password for board
-* target directory where the files are stored on the board</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ.apply" title="Permalink to this definition">¶</a></dt>
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- <div class="section" id="module-finn.transformation.fpgadataflow.make_pynq_driver">
-<span id="finn-transformation-fpgadataflow-make-pynq-driver-module"></span><h1>finn.transformation.fpgadataflow.make_pynq_driver module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.make_pynq_driver" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.make_pynq_driver.</code><code class="sig-name descname">MakePYNQDriver</code><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Create PYNQ Python code to correctly interface the generated
-accelerator, including data packing/unpacking. The MakePYNQProject
-transformation must have been already applied.</p>
-<p>Outcome if successful: sets the pynq_driver_dir attribute in the ONNX
-ModelProto’s metadata_props field, with the created driver dir as the
-value.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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- <div class="section" id="module-finn.transformation.fpgadataflow.make_pynq_proj">
-<span id="finn-transformation-fpgadataflow-make-pynq-proj-module"></span><h1>finn.transformation.fpgadataflow.make_pynq_proj module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.make_pynq_proj" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.make_pynq_proj.</code><code class="sig-name descname">MakePYNQProject</code><span class="sig-paren">(</span><em class="sig-param">platform</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Create a Vivado PYNQ overlay project (including the shell infrastructure)
-from the already-stitched IP block for this graph.
-All nodes in the graph must have the fpgadataflow backend attribute,
-and the CodeGen_ipstitch transformation must have been previously run on
-the graph.</p>
-<p>Outcome if successful: sets the vivado_pynq_proj attribute in the ONNX
-ModelProto’s metadata_props field, with the created project dir as the
-value.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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- <div class="section" id="module-finn.transformation.fpgadataflow.set_exec_mode">
-<span id="finn-transformation-fpgadataflow-set-exec-mode-module"></span><h1>finn.transformation.fpgadataflow.set_exec_mode module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.set_exec_mode" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.set_exec_mode.SetExecMode">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.set_exec_mode.</code><code class="sig-name descname">SetExecMode</code><span class="sig-paren">(</span><em class="sig-param">mode</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.set_exec_mode.SetExecMode" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Set attribute sim_mode in all fpgadataflow nodes</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.set_exec_mode.SetExecMode.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.set_exec_mode.SetExecMode.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-fpgadataflow-synth-pynq-proj-module"></span><h1>finn.transformation.fpgadataflow.synth_pynq_proj module<a class="headerlink" href="#module-finn.transformation.fpgadataflow.synth_pynq_proj" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.fpgadataflow.synth_pynq_proj.</code><code class="sig-name descname">SynthPYNQProject</code><a class="headerlink" href="#finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Run synthesis for the PYNQ project for this graph. The MakePYNQProject
-transformation must be applied prior to this transformation.</p>
-<dl class="method">
-<dt id="finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-general-module"></span><h1>finn.transformation.general module<a class="headerlink" href="#module-finn.transformation.general" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.general.ConvertSubToAdd">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">ConvertSubToAdd</code><a class="headerlink" href="#finn.transformation.general.ConvertSubToAdd" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert sub nodes to add nodes of appropriate sign.</p>
-<dl class="method">
-<dt id="finn.transformation.general.ConvertSubToAdd.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.ConvertSubToAdd.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.general.GiveRandomTensorNames">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">GiveRandomTensorNames</code><a class="headerlink" href="#finn.transformation.general.GiveRandomTensorNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Give random tensor names to all tensors.</p>
-<dl class="method">
-<dt id="finn.transformation.general.GiveRandomTensorNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.GiveRandomTensorNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.general.GiveReadableTensorNames">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">GiveReadableTensorNames</code><a class="headerlink" href="#finn.transformation.general.GiveReadableTensorNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Give more human-readable names to all internal tensors. It’s recommended
-to apply give_unique_node_names prior to this transform.</p>
-<dl class="method">
-<dt id="finn.transformation.general.GiveReadableTensorNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.GiveReadableTensorNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.general.GiveUniqueNodeNames">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.general.</code><code class="sig-name descname">GiveUniqueNodeNames</code><a class="headerlink" href="#finn.transformation.general.GiveUniqueNodeNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Give unique names to each node in the graph using enumeration.</p>
-<dl class="method">
-<dt id="finn.transformation.general.GiveUniqueNodeNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.general.GiveUniqueNodeNames.apply" title="Permalink to this definition">¶</a></dt>
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@@ -34,7 +34,9 @@
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-<span id="finn-transformation-infer-datatypes-module"></span><h1>finn.transformation.infer_datatypes module<a class="headerlink" href="#module-finn.transformation.infer_datatypes" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.infer_datatypes.InferDataTypes">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.infer_datatypes.</code><code class="sig-name descname">InferDataTypes</code><a class="headerlink" href="#finn.transformation.infer_datatypes.InferDataTypes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Infer FINN DataType info for all intermediate/output tensors based on
-inputs and node type.</p>
-<dl class="method">
-<dt id="finn.transformation.infer_datatypes.InferDataTypes.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.infer_datatypes.InferDataTypes.apply" title="Permalink to this definition">¶</a></dt>
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- <div class="section" id="module-finn.transformation.infer_shapes">
-<span id="finn-transformation-infer-shapes-module"></span><h1>finn.transformation.infer_shapes module<a class="headerlink" href="#module-finn.transformation.infer_shapes" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.infer_shapes.InferShapes">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.infer_shapes.</code><code class="sig-name descname">InferShapes</code><a class="headerlink" href="#finn.transformation.infer_shapes.InferShapes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Ensure every tensor in the model has a specified shape (ValueInfo).</p>
-<dl class="method">
-<dt id="finn.transformation.infer_shapes.InferShapes.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.infer_shapes.InferShapes.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-streamline-absorb-module"></span><h1>finn.transformation.streamline.absorb module<a class="headerlink" href="#module-finn.transformation.streamline.absorb" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">Absorb1BitMulIntoMatMul</code><a class="headerlink" href="#finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Absorb bipolar or binary multiplications into the preciding matrix
-multiply.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">AbsorbAddIntoMultiThreshold</code><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Absorb preceding Add ops into MultiThreshold by updating the threshold
-values. Only scalar/1D add vectors can be absorbed.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">AbsorbMulIntoMultiThreshold</code><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Absorb preceding Mul ops into MultiThreshold by updating the threshold
-values. Only <em>positive</em> scalar/1D mul vectors can be absorbed.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.absorb.FactorOutMulSignMagnitude">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.absorb.</code><code class="sig-name descname">FactorOutMulSignMagnitude</code><a class="headerlink" href="#finn.transformation.streamline.absorb.FactorOutMulSignMagnitude" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Split multiply-by-constant nodes into two multiply-by-constant nodes,
-where the first node is a bipolar vector (of signs) and the second is a
-vector of magnitudes.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.absorb.FactorOutMulSignMagnitude.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.absorb.FactorOutMulSignMagnitude.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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diff --git a/docs/finn/_build/html/source_code/finn.transformation.streamline.collapse_repeated.html b/docs/finn/_build/html/source_code/finn.transformation.streamline.collapse_repeated.html
deleted file mode 100644
index bae88456af7be40a65e156003c573cde2082a2fc..0000000000000000000000000000000000000000
--- a/docs/finn/_build/html/source_code/finn.transformation.streamline.collapse_repeated.html
+++ /dev/null
@@ -1,238 +0,0 @@
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-
- <div class="section" id="module-finn.transformation.streamline.collapse_repeated">
-<span id="finn-transformation-streamline-collapse-repeated-module"></span><h1>finn.transformation.streamline.collapse_repeated module<a class="headerlink" href="#module-finn.transformation.streamline.collapse_repeated" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedAdd">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedAdd</code><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedAdd" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp</span></code></a></p>
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedMul</code><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp</span></code></a></p>
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedOp</code><span class="sig-paren">(</span><em class="sig-param">op_name</em>, <em class="sig-param">make_collapsed_param_fxn</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Collapse repeated consecutive operations with constant parameters into
-a single operation. make_collapsed_param_fxn must take two tensors and
-return a tensor which gives the equivalent result using a single op.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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diff --git a/docs/finn/_build/html/source_code/finn.transformation.streamline.html b/docs/finn/_build/html/source_code/finn.transformation.streamline.html
index 29f9bdec0439672ae1b1a607618d8977daec8193..c3faa75ab9c203bb6214ef6a9f68a4f7dd665362 100644
--- a/docs/finn/_build/html/source_code/finn.transformation.streamline.html
+++ b/docs/finn/_build/html/source_code/finn.transformation.streamline.html
@@ -34,7 +34,9 @@
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+ <li><a href="../source_code.html">Source Code</a> »</li>
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@@ -333,6 +341,15 @@ is unsigned, sets negative thresholds to zero.</p>
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diff --git a/docs/finn/_build/html/source_code/finn.transformation.streamline.reorder.html b/docs/finn/_build/html/source_code/finn.transformation.streamline.reorder.html
deleted file mode 100644
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--- a/docs/finn/_build/html/source_code/finn.transformation.streamline.reorder.html
+++ /dev/null
@@ -1,251 +0,0 @@
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- <div class="section" id="module-finn.transformation.streamline.reorder">
-<span id="finn-transformation-streamline-reorder-module"></span><h1>finn.transformation.streamline.reorder module<a class="headerlink" href="#module-finn.transformation.streamline.reorder" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.streamline.reorder.MoveAddPastMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveAddPastMul</code><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveAddPastMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Move add operations past multiply operations. The aim is to have them
-next to each other such that they can be collapsed into a single add.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.reorder.MoveAddPastMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveAddPastMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.reorder.MoveScalarAddPastMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveScalarAddPastMatMul</code><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarAddPastMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Move scalar add operations past matmul operations. We want to have adds
-next to each other such that they can be collapsed into a single add.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.reorder.MoveScalarAddPastMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarAddPastMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="finn.transformation.streamline.reorder.MoveScalarMulPastMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveScalarMulPastMatMul</code><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarMulPastMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Move scalar mul operations past matmul operations. We want to have muls
-next to each other such that they can be collapsed into a single mul.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.reorder.MoveScalarMulPastMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.reorder.MoveScalarMulPastMatMul.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-streamline-round-thresholds-module"></span><h1>finn.transformation.streamline.round_thresholds module<a class="headerlink" href="#module-finn.transformation.streamline.round_thresholds" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.streamline.round_thresholds.RoundAndClipThresholds">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.round_thresholds.</code><code class="sig-name descname">RoundAndClipThresholds</code><a class="headerlink" href="#finn.transformation.streamline.round_thresholds.RoundAndClipThresholds" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>For MultiThreshold nodes operating on integer inputs, round up
-thresholds values to the nearest integer. Additionally, if the input
-is unsigned, sets negative thresholds to zero.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.round_thresholds.RoundAndClipThresholds.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.round_thresholds.RoundAndClipThresholds.apply" title="Permalink to this definition">¶</a></dt>
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-<span id="finn-transformation-streamline-sign-to-thres-module"></span><h1>finn.transformation.streamline.sign_to_thres module<a class="headerlink" href="#module-finn.transformation.streamline.sign_to_thres" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.transformation.streamline.sign_to_thres.ConvertSignToThres">
-<em class="property">class </em><code class="sig-prename descclassname">finn.transformation.streamline.sign_to_thres.</code><code class="sig-name descname">ConvertSignToThres</code><a class="headerlink" href="#finn.transformation.streamline.sign_to_thres.ConvertSignToThres" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="finn.transformation.html#finn.transformation.Transformation" title="finn.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></a></p>
-<p>Convert Sign node instances to MultiThreshold with threshold at 0.</p>
-<dl class="method">
-<dt id="finn.transformation.streamline.sign_to_thres.ConvertSignToThres.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.transformation.streamline.sign_to_thres.ConvertSignToThres.apply" title="Permalink to this definition">¶</a></dt>
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- <div class="section" id="module-finn.util.basic">
-<span id="finn-util-basic-module"></span><h1>finn.util.basic module<a class="headerlink" href="#module-finn.util.basic" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.util.basic.CppBuilder">
-<em class="property">class </em><code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">CppBuilder</code><a class="headerlink" href="#finn.util.basic.CppBuilder" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.append_includes">
-<code class="sig-name descname">append_includes</code><span class="sig-paren">(</span><em class="sig-param">library_path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.append_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.append_sources">
-<code class="sig-name descname">append_sources</code><span class="sig-paren">(</span><em class="sig-param">cpp_file</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.append_sources" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.build">
-<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param">code_gen_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.build" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.basic.CppBuilder.set_executable_path">
-<code class="sig-name descname">set_executable_path</code><span class="sig-paren">(</span><em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.CppBuilder.set_executable_path" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.calculate_signed_dot_prod_range">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">calculate_signed_dot_prod_range</code><span class="sig-paren">(</span><em class="sig-param">dt_a</em>, <em class="sig-param">dt_b</em>, <em class="sig-param">len</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.calculate_signed_dot_prod_range" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the (min,max) values a dot product between two signed vectors of
-types dt_a and dt_b of len elements can take.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.gen_finn_dt_tensor">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">gen_finn_dt_tensor</code><span class="sig-paren">(</span><em class="sig-param">finn_dt</em>, <em class="sig-param">tensor_shape</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.gen_finn_dt_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Generates random tensor in given shape and with given FINN DataType</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.get_by_name">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">get_by_name</code><span class="sig-paren">(</span><em class="sig-param">container</em>, <em class="sig-param">name</em>, <em class="sig-param">name_field='name'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.get_by_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return item from container by .name field if it exists, None otherwise</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.get_finn_root">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">get_finn_root</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.get_finn_root" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the root directory that FINN is cloned into.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.interleave_matrix_outer_dim_from_partitions">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">interleave_matrix_outer_dim_from_partitions</code><span class="sig-paren">(</span><em class="sig-param">matrix</em>, <em class="sig-param">n_partitions</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.interleave_matrix_outer_dim_from_partitions" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.make_build_dir">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">make_build_dir</code><span class="sig-paren">(</span><em class="sig-param">prefix=''</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.make_build_dir" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a temporary folder with given prefix to be used as a build dir.
-Use this function instead of tempfile.mkdtemp to ensure any generated files
-will survive on the host after the FINN Docker container exits.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.pad_tensor_to_multiple_of">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">pad_tensor_to_multiple_of</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">pad_to_dims</em>, <em class="sig-param">val=0</em>, <em class="sig-param">distr_pad=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.pad_tensor_to_multiple_of" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pad each dimension of given NumPy ndarray using val, so that each
-dimension is a multiple of the respective value in pad_to_dims. -1 means
-do not pad that particular dimension. If distr_pad is False, all padding
-will be inserted after the existing values; otherwise it will be split
-evenly between before and after the existing values, with one extra value
-inserted after if the padding amount is not divisible by two.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.random_string">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">random_string</code><span class="sig-paren">(</span><em class="sig-param">stringLength=6</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.random_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Randomly generate a string of letters and digits.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.remove_by_name">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">remove_by_name</code><span class="sig-paren">(</span><em class="sig-param">container</em>, <em class="sig-param">name</em>, <em class="sig-param">name_field='name'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.remove_by_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Remove item from container by .name field if it exists</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.basic.roundup_to_integer_multiple">
-<code class="sig-prename descclassname">finn.util.basic.</code><code class="sig-name descname">roundup_to_integer_multiple</code><span class="sig-paren">(</span><em class="sig-param">x</em>, <em class="sig-param">factor</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.basic.roundup_to_integer_multiple" title="Permalink to this definition">¶</a></dt>
-<dd><p>Round up integer x to the nearest integer multiple of integer factor.
-Returns x if factor is set to -1. Both x and factor must otherwise be
-positive.</p>
-</dd></dl>
-
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-
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- <div class="section" id="module-finn.util.data_packing">
-<span id="finn-util-data-packing-module"></span><h1>finn.util.data_packing module<a class="headerlink" href="#module-finn.util.data_packing" title="Permalink to this headline">¶</a></h1>
-<dl class="function">
-<dt id="finn.util.data_packing.array2hexstring">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">array2hexstring</code><span class="sig-paren">(</span><em class="sig-param">array</em>, <em class="sig-param">dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">prefix='0x'</em>, <em class="sig-param">reverse=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.array2hexstring" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pack given one-dimensional NumPy array with FINN DataType dtype into a hex
-string.
-Any BIPOLAR values will be converted to a single bit with a 0 representing
--1.
-pad_to_nbits is used to prepend leading zeros to ensure packed strings of
-fixed width. The minimum value for pad_to_nbits is 4, since a single hex
-digit is four bits. reverse can be used to reverse the array prior to
-packing.</p>
-<p>Examples:
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 4) = “0xeâ€
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 8) = “0x0eâ€
-array2hexstring([1, 1, 0, 1], DataType.BINARY, 4, reverse=True) = “0xbâ€
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 8, reverse=True) = “0x07â€</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.finnpy_to_packed_bytearray">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">finnpy_to_packed_bytearray</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.finnpy_to_packed_bytearray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a numpy ndarray with FINN DataType dtype, pack the innermost
-dimension and return the packed representation as an ndarray of uint8.
-The packed innermost dimension will be padded to the nearest multiple
-of 8 bits. The returned ndarray has the same number of dimensions as the
-input.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.hexstring2npbytearray">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">hexstring2npbytearray</code><span class="sig-paren">(</span><em class="sig-param">hexstring</em>, <em class="sig-param">remove_prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.hexstring2npbytearray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a hex string into a NumPy array of dtype uint8. Examples:</p>
-<p>hexstring2npbytearray(“0f01â€) = array([15, 1], dtype=uint8)</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.npbytearray2hexstring">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">npbytearray2hexstring</code><span class="sig-paren">(</span><em class="sig-param">npbytearray</em>, <em class="sig-param">prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.npbytearray2hexstring" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a NumPy array of uint8 dtype into a hex string. Examples:</p>
-<p>npbytearray2hexstring(array([15, 1], dtype=uint8)) = “0x0f01â€</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.npy_to_rtlsim_input">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">npy_to_rtlsim_input</code><span class="sig-paren">(</span><em class="sig-param">input_file</em>, <em class="sig-param">input_dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.npy_to_rtlsim_input" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the multidimensional NumPy array of integers (stored as floats)
-from input_file into a flattened sequence of Python arbitrary-precision
-integers, packing the innermost dimension. See
-finn.util.basic.pack_innermost_dim_as_hex_string() for more info on how the
-packing works. If reverse_inner is set, the innermost dimension will be
-reversed prior to packing.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.numpy_to_hls_code">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">numpy_to_hls_code</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">hls_var_name</em>, <em class="sig-param">pack_innermost_dim=True</em>, <em class="sig-param">no_decl=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.numpy_to_hls_code" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return C++ code representation of a numpy ndarray with FINN DataType
-dtype, using hls_var_name as the resulting C++ variable name. If
-pack_innermost_dim is specified, the innermost dimension of the ndarray
-will be packed into a hex string using array2hexstring. If no_decl is
-set to True, no variable name and type will be generated as part of the
-emitted string.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.pack_innermost_dim_as_hex_string">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">pack_innermost_dim_as_hex_string</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.pack_innermost_dim_as_hex_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pack the innermost dimension of the given numpy ndarray into hex
-strings using array2hexstring. Examples:</p>
-<p>A = [[1, 1, 1, 0], [0, 1, 1, 0]]
-eA = [“0eâ€, “06â€]
-pack_innermost_dim_as_hex_string(A, DataType.BINARY, 8) == eA
-B = [[[3, 3], [3, 3]], [[1, 3], [3, 1]]]
-eB = [[ “0fâ€, “0fâ€], [“07â€, “0dâ€]]
-pack_innermost_dim_as_hex_string(B, DataType.UINT2, 8) == eB</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.packed_bytearray_to_finnpy">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">packed_bytearray_to_finnpy</code><span class="sig-paren">(</span><em class="sig-param">packed_bytearray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">output_shape=None</em>, <em class="sig-param">reverse_inner=False</em>, <em class="sig-param">reverse_endian=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.packed_bytearray_to_finnpy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a packed numpy uint8 ndarray, unpack it into a FINN array of
-given DataType. output_shape can be specified to remove padding from the
-packed dimension, or set to None to be inferred from the input.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.rtlsim_output_to_npy">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">rtlsim_output_to_npy</code><span class="sig-paren">(</span><em class="sig-param">output</em>, <em class="sig-param">path</em>, <em class="sig-param">dtype</em>, <em class="sig-param">shape</em>, <em class="sig-param">packedBits</em>, <em class="sig-param">targetBits</em>, <em class="sig-param">reverse_inner=True</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.rtlsim_output_to_npy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a flattened sequence of Python arbitrary-precision integers
-output into a NumPy array, saved as npy file at path. Each arbitrary-precision
-integer is assumed to be a packed array of targetBits-bit elements, which
-will be unpacked as the innermost dimension of the NumPy array.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.data_packing.unpack_innermost_dim_from_hex_string">
-<code class="sig-prename descclassname">finn.util.data_packing.</code><code class="sig-name descname">unpack_innermost_dim_from_hex_string</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">out_shape</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.data_packing.unpack_innermost_dim_from_hex_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a NumPy array of hex strings into a FINN NumPy array by unpacking
-the hex strings into the specified data type. out_shape can be specified
-such that any padding in the packing dimension is removed. If reverse_inner
-is set, the innermost unpacked dimension will be reversed.</p>
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-<span id="finn-util-fpgadataflow-module"></span><h1>finn.util.fpgadataflow module<a class="headerlink" href="#module-finn.util.fpgadataflow" title="Permalink to this headline">¶</a></h1>
-<dl class="class">
-<dt id="finn.util.fpgadataflow.IPGenBuilder">
-<em class="property">class </em><code class="sig-prename descclassname">finn.util.fpgadataflow.</code><code class="sig-name descname">IPGenBuilder</code><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="finn.util.fpgadataflow.IPGenBuilder.append_tcl">
-<code class="sig-name descname">append_tcl</code><span class="sig-paren">(</span><em class="sig-param">tcl_script</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder.append_tcl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.fpgadataflow.IPGenBuilder.build">
-<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param">code_gen_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder.build" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="finn.util.fpgadataflow.IPGenBuilder.set_ipgen_path">
-<code class="sig-name descname">set_ipgen_path</code><span class="sig-paren">(</span><em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.IPGenBuilder.set_ipgen_path" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="finn.util.fpgadataflow.pyverilate_stitched_ip">
-<code class="sig-prename descclassname">finn.util.fpgadataflow.</code><code class="sig-name descname">pyverilate_stitched_ip</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.fpgadataflow.pyverilate_stitched_ip" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a model with stitched IP, return a PyVerilator sim object.</p>
-</dd></dl>
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diff --git a/docs/finn/_build/html/source_code/finn.util.html b/docs/finn/_build/html/source_code/finn.util.html
index 70b982d18c9393ab16a9486690e88e5d8c52075c..eff5daeba706c16a69b15d1c41dc15cdf4f09cd6 100644
--- a/docs/finn/_build/html/source_code/finn.util.html
+++ b/docs/finn/_build/html/source_code/finn.util.html
@@ -34,7 +34,8 @@
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+ <li><a href="../source_code.html">Source Code</a> »</li>
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@@ -428,6 +433,13 @@ is set, the innermost unpacked dimension will be reversed.</p>
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@@ -1,216 +0,0 @@
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-<span id="finn-util-onnx-module"></span><h1>finn.util.onnx module<a class="headerlink" href="#module-finn.util.onnx" title="Permalink to this headline">¶</a></h1>
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-<code class="sig-prename descclassname">finn.util.onnx.</code><code class="sig-name descname">valueinfo_to_tensor</code><span class="sig-paren">(</span><em class="sig-param">vi</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.util.onnx.valueinfo_to_tensor" title="Permalink to this definition">¶</a></dt>
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-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
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-<div class="section" id="module-src.finn.analysis.fpgadataflow.hls_synth_res_estimation">
-<span id="src-finn-analysis-fpgadataflow-hls-synth-res-estimation-module"></span><h2>src.finn.analysis.fpgadataflow.hls_synth_res_estimation module<a class="headerlink" href="#module-src.finn.analysis.fpgadataflow.hls_synth_res_estimation" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.analysis.fpgadataflow.hls_synth_res_estimation.hls_synth_res_estimation">
-<code class="sig-prename descclassname">src.finn.analysis.fpgadataflow.hls_synth_res_estimation.</code><code class="sig-name descname">hls_synth_res_estimation</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.fpgadataflow.hls_synth_res_estimation.hls_synth_res_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>Extracts the results from the vivado synthesis.
-Returns {node name : resource estimation}</p>
-</dd></dl>
-
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-<div class="section" id="module-src.finn.analysis.fpgadataflow.res_estimation">
-<span id="src-finn-analysis-fpgadataflow-res-estimation-module"></span><h2>src.finn.analysis.fpgadataflow.res_estimation module<a class="headerlink" href="#module-src.finn.analysis.fpgadataflow.res_estimation" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.analysis.fpgadataflow.res_estimation.res_estimation">
-<code class="sig-prename descclassname">src.finn.analysis.fpgadataflow.res_estimation.</code><code class="sig-name descname">res_estimation</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.fpgadataflow.res_estimation.res_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>Estimates the resources needed for the given model.
-Returns {node name : resource estimation}</p>
-</dd></dl>
-
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-<div class="section" id="module-src.finn.analysis.fpgadataflow">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.analysis.fpgadataflow" title="Permalink to this headline">¶</a></h2>
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-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.analysis.topology">
-<span id="src-finn-analysis-topology-module"></span><h2>src.finn.analysis.topology module<a class="headerlink" href="#module-src.finn.analysis.topology" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.analysis.topology.all_tensors_f32">
-<code class="sig-prename descclassname">src.finn.analysis.topology.</code><code class="sig-name descname">all_tensors_f32</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.topology.all_tensors_f32" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether all tensors have a float32 dtype, extra quantization
-annotations notwithstanding.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.analysis.topology.get_per_tensor_fanouts">
-<code class="sig-prename descclassname">src.finn.analysis.topology.</code><code class="sig-name descname">get_per_tensor_fanouts</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.topology.get_per_tensor_fanouts" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dictionary of (tensor_name, tensor_fanout) for the model.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.analysis.topology.is_linear">
-<code class="sig-prename descclassname">src.finn.analysis.topology.</code><code class="sig-name descname">is_linear</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.topology.is_linear" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether the given model graph is linear. This is done by looking
-at the fan-out of each tensor. All tensors have a fan-out <= 1 in a linear
-graph. Returns {“is_linearâ€, Bool}</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.analysis.topology.node_inputs_in_expected_order">
-<code class="sig-prename descclassname">src.finn.analysis.topology.</code><code class="sig-name descname">node_inputs_in_expected_order</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.topology.node_inputs_in_expected_order" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that the node inputs are ordered in the way that FINN expects
-them. When a node has a mixture of static (= constant, initialized) inputs
-and dynamic inputs, the dynamic input should come first, followed by the
-static one. Only verifiable for a small subset of op_types for now.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.analysis.verify_custom_nodes">
-<span id="src-finn-analysis-verify-custom-nodes-module"></span><h2>src.finn.analysis.verify_custom_nodes module<a class="headerlink" href="#module-src.finn.analysis.verify_custom_nodes" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.analysis.verify_custom_nodes.verify_nodes">
-<code class="sig-prename descclassname">src.finn.analysis.verify_custom_nodes.</code><code class="sig-name descname">verify_nodes</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.analysis.verify_custom_nodes.verify_nodes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks if custom ops in graph are correctly built, with all attributes
-and inputs. Returns {node op_type : info_messages}
-<a href="#id1"><span class="problematic" id="id2">*</span></a>info_messages is list of strings about the result of the verification</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.analysis">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.analysis" title="Permalink to this headline">¶</a></h2>
-<div class="section" id="how-to-write-an-analysis-pass-for-finn">
-<h3>How to write an analysis pass for FINN<a class="headerlink" href="#how-to-write-an-analysis-pass-for-finn" title="Permalink to this headline">¶</a></h3>
-<p>An analysis pass traverses the graph structure and produces information about
-certain properties. The convention is to take in a ModelWrapper, and return
-a dictionary of named properties that the analysis extracts.</p>
-</div>
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- <div class="document">
- <div class="documentwrapper">
- <div class="bodywrapper">
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- <div class="body" role="main">
-
- <div class="section" id="src-finn-core-package">
-<h1>src.finn.core package<a class="headerlink" href="#src-finn-core-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.core.datatype">
-<span id="src-finn-core-datatype-module"></span><h2>src.finn.core.datatype module<a class="headerlink" href="#module-src.finn.core.datatype" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.core.datatype.DataType">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.core.datatype.</code><code class="sig-name descname">DataType</code><a class="headerlink" href="#src.finn.core.datatype.DataType" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">enum.Enum</span></code></p>
-<p>An enumeration.</p>
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.BINARY">
-<code class="sig-name descname">BINARY</code><em class="property"> = 1</em><a class="headerlink" href="#src.finn.core.datatype.DataType.BINARY" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.BIPOLAR">
-<code class="sig-name descname">BIPOLAR</code><em class="property"> = 8</em><a class="headerlink" href="#src.finn.core.datatype.DataType.BIPOLAR" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.FLOAT32">
-<code class="sig-name descname">FLOAT32</code><em class="property"> = 16</em><a class="headerlink" href="#src.finn.core.datatype.DataType.FLOAT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.INT16">
-<code class="sig-name descname">INT16</code><em class="property"> = 14</em><a class="headerlink" href="#src.finn.core.datatype.DataType.INT16" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.INT2">
-<code class="sig-name descname">INT2</code><em class="property"> = 10</em><a class="headerlink" href="#src.finn.core.datatype.DataType.INT2" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.INT3">
-<code class="sig-name descname">INT3</code><em class="property"> = 11</em><a class="headerlink" href="#src.finn.core.datatype.DataType.INT3" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.INT32">
-<code class="sig-name descname">INT32</code><em class="property"> = 15</em><a class="headerlink" href="#src.finn.core.datatype.DataType.INT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.INT4">
-<code class="sig-name descname">INT4</code><em class="property"> = 12</em><a class="headerlink" href="#src.finn.core.datatype.DataType.INT4" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.INT8">
-<code class="sig-name descname">INT8</code><em class="property"> = 13</em><a class="headerlink" href="#src.finn.core.datatype.DataType.INT8" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.TERNARY">
-<code class="sig-name descname">TERNARY</code><em class="property"> = 9</em><a class="headerlink" href="#src.finn.core.datatype.DataType.TERNARY" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.UINT16">
-<code class="sig-name descname">UINT16</code><em class="property"> = 6</em><a class="headerlink" href="#src.finn.core.datatype.DataType.UINT16" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.UINT2">
-<code class="sig-name descname">UINT2</code><em class="property"> = 2</em><a class="headerlink" href="#src.finn.core.datatype.DataType.UINT2" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.UINT3">
-<code class="sig-name descname">UINT3</code><em class="property"> = 3</em><a class="headerlink" href="#src.finn.core.datatype.DataType.UINT3" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.UINT32">
-<code class="sig-name descname">UINT32</code><em class="property"> = 7</em><a class="headerlink" href="#src.finn.core.datatype.DataType.UINT32" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.UINT4">
-<code class="sig-name descname">UINT4</code><em class="property"> = 4</em><a class="headerlink" href="#src.finn.core.datatype.DataType.UINT4" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="attribute">
-<dt id="src.finn.core.datatype.DataType.UINT8">
-<code class="sig-name descname">UINT8</code><em class="property"> = 5</em><a class="headerlink" href="#src.finn.core.datatype.DataType.UINT8" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.allowed">
-<code class="sig-name descname">allowed</code><span class="sig-paren">(</span><em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.allowed" title="Permalink to this definition">¶</a></dt>
-<dd><p>Check whether given value is allowed for this DataType.</p>
-<p>value (float32): value to be checked</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.bitwidth">
-<code class="sig-name descname">bitwidth</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.bitwidth" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the number of bits required for this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.get_hls_datatype_str">
-<code class="sig-name descname">get_hls_datatype_str</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.get_hls_datatype_str" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the corresponding Vivado HLS datatype name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.get_num_possible_values">
-<code class="sig-name descname">get_num_possible_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.get_num_possible_values" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the number of possible values this DataType can take. Only
-implemented for integer types for now.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.get_smallest_possible">
-<code class="sig-name descname">get_smallest_possible</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.get_smallest_possible" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return smallest (fewest bits) possible DataType that can represent
-value. Prefers unsigned integers where possible.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.is_integer">
-<code class="sig-name descname">is_integer</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.is_integer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return whether this DataType represents integer values only.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.max">
-<code class="sig-name descname">max</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.max" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the largest possible value allowed by this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.min">
-<code class="sig-name descname">min</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.min" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the smallest possible value allowed by this DataType.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.datatype.DataType.signed">
-<code class="sig-name descname">signed</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.datatype.DataType.signed" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return whether this DataType can represent negative numbers.</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.core.execute_custom_node">
-<span id="src-finn-core-execute-custom-node-module"></span><h2>src.finn.core.execute_custom_node module<a class="headerlink" href="#module-src.finn.core.execute_custom_node" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.core.execute_custom_node.execute_custom_node">
-<code class="sig-prename descclassname">src.finn.core.execute_custom_node.</code><code class="sig-name descname">execute_custom_node</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.execute_custom_node.execute_custom_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Call custom implementation to execute a single custom node.
-Input/output provided via context.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.core.modelwrapper">
-<span id="src-finn-core-modelwrapper-module"></span><h2>src.finn.core.modelwrapper module<a class="headerlink" href="#module-src.finn.core.modelwrapper" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.core.modelwrapper.ModelWrapper">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.core.modelwrapper.</code><code class="sig-name descname">ModelWrapper</code><span class="sig-paren">(</span><em class="sig-param">onnx_model_proto</em>, <em class="sig-param">make_deepcopy=False</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<p>A wrapper around ONNX ModelProto that exposes some useful utility
-functions for graph manipulation and exploration.</p>
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.analysis">
-<code class="sig-name descname">analysis</code><span class="sig-paren">(</span><em class="sig-param">analysis_fxn</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.analysis" title="Permalink to this definition">¶</a></dt>
-<dd><p>Run given anaylsis_fxn on this model and return resulting dict.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.check_all_tensor_shapes_specified">
-<code class="sig-name descname">check_all_tensor_shapes_specified</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.check_all_tensor_shapes_specified" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks whether all tensors have a specified shape (ValueInfo).
-The ONNX standard allows for intermediate activations to have no
-associated ValueInfo, but FINN expects this.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.check_compatibility">
-<code class="sig-name descname">check_compatibility</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.check_compatibility" title="Permalink to this definition">¶</a></dt>
-<dd><p>Checks this model for FINN compatibility:
-* no embedded subgraphs
-* all tensor shapes are specified, including activations
-* all constants are initializers</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.find_consumer">
-<code class="sig-name descname">find_consumer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.find_consumer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Find and return the node that consumes the tensor with given name.
-Currently only works for linear graphs.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.find_producer">
-<code class="sig-name descname">find_producer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.find_producer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Find and return the node that produces the tensor with given name.
-Currently only works for linear graphs.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_all_tensor_names">
-<code class="sig-name descname">get_all_tensor_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_all_tensor_names" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a list of all (input, output and value_info) tensor names
-in the graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_initializer">
-<code class="sig-name descname">get_initializer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_initializer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get the initializer value for tensor with given name, if any.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_metadata_prop">
-<code class="sig-name descname">get_metadata_prop</code><span class="sig-paren">(</span><em class="sig-param">key</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_metadata_prop" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the value associated with metadata_prop with given key,
-or None otherwise.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_tensor_datatype">
-<code class="sig-name descname">get_tensor_datatype</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_tensor_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the FINN DataType of tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_tensor_fanout">
-<code class="sig-name descname">get_tensor_fanout</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_tensor_fanout" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the number of nodes for which the tensor with given name is
-as input.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_tensor_shape">
-<code class="sig-name descname">get_tensor_shape</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_tensor_shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the shape of tensor with given name, if it has ValueInfoProto.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.get_tensor_valueinfo">
-<code class="sig-name descname">get_tensor_valueinfo</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.get_tensor_valueinfo" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns ValueInfoProto of tensor with given name, if it has one.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.graph">
-<em class="property">property </em><code class="sig-name descname">graph</code><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.graph" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.make_empty_exec_context">
-<code class="sig-name descname">make_empty_exec_context</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.make_empty_exec_context" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates an empty execution context for this model.
-The execution context is a dictionary of all tensors used for the
-inference computation. Any initializer values will be taken into
-account, all other tensors will be zero.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.make_new_valueinfo_name">
-<code class="sig-name descname">make_new_valueinfo_name</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.make_new_valueinfo_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a name that can be used for a new value_info.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.model">
-<em class="property">property </em><code class="sig-name descname">model</code><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.model" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.rename_tensor">
-<code class="sig-name descname">rename_tensor</code><span class="sig-paren">(</span><em class="sig-param">old_name</em>, <em class="sig-param">new_name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.rename_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Rename a tensor from old_name to new_name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.save">
-<code class="sig-name descname">save</code><span class="sig-paren">(</span><em class="sig-param">filename</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.save" title="Permalink to this definition">¶</a></dt>
-<dd><p>Save the wrapper ONNX ModelProto into a file with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.set_attribute">
-<code class="sig-name descname">set_attribute</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">attribute_name</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.set_attribute" title="Permalink to this definition">¶</a></dt>
-<dd><p>Sets a custom node attribute of given name with given value</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.set_initializer">
-<code class="sig-name descname">set_initializer</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">tensor_value</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.set_initializer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the initializer value for tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.set_metadata_prop">
-<code class="sig-name descname">set_metadata_prop</code><span class="sig-paren">(</span><em class="sig-param">key</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.set_metadata_prop" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.set_tensor_datatype">
-<code class="sig-name descname">set_tensor_datatype</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">datatype</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.set_tensor_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Sets the FINN DataType of tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.set_tensor_shape">
-<code class="sig-name descname">set_tensor_shape</code><span class="sig-paren">(</span><em class="sig-param">tensor_name</em>, <em class="sig-param">tensor_shape</em>, <em class="sig-param">dtype=1</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.set_tensor_shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Assign shape in ValueInfoProto for tensor with given name.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.core.modelwrapper.ModelWrapper.transform">
-<code class="sig-name descname">transform</code><span class="sig-paren">(</span><em class="sig-param">transformation</em>, <em class="sig-param">make_deepcopy=True</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.modelwrapper.ModelWrapper.transform" title="Permalink to this definition">¶</a></dt>
-<dd><p>Applies given Transformation repeatedly until no more changes can be made
-and returns a transformed ModelWrapper instance.
-If make_deepcopy is specified, operates on a new (deep)copy of model.</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.core.onnx_exec">
-<span id="src-finn-core-onnx-exec-module"></span><h2>src.finn.core.onnx_exec module<a class="headerlink" href="#module-src.finn.core.onnx_exec" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.core.onnx_exec.compare_execution">
-<code class="sig-prename descclassname">src.finn.core.onnx_exec.</code><code class="sig-name descname">compare_execution</code><span class="sig-paren">(</span><em class="sig-param">model_a</em>, <em class="sig-param">model_b</em>, <em class="sig-param">input_dict</em>, <em class="sig-param">compare_fxn=<function <lambda>></em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.onnx_exec.compare_execution" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute two ONNX models and compare their outputs using given function.
-compare_fxn should take in two tensors and return a Boolean</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.core.onnx_exec.execute_node">
-<code class="sig-prename descclassname">src.finn.core.onnx_exec.</code><code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">node</em>, <em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.onnx_exec.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Call onnxruntime to execute a single node. Input/output provided via context.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.core.onnx_exec.execute_onnx">
-<code class="sig-prename descclassname">src.finn.core.onnx_exec.</code><code class="sig-name descname">execute_onnx</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">input_dict</em>, <em class="sig-param">return_full_exec_context=False</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.onnx_exec.execute_onnx" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute given ONNX ModelWrapper with given named inputs.
-If return_full_exec_context is False, a dict of named outputs is returned
-as indicated by the model.graph.output.
-If return return_full_exec_context is True, the full set of tensors used by
-the execution (including inputs, weights, activations and final outputs)
-will be returned as a dict.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.core.onnx_exec.execute_onnx_and_make_model">
-<code class="sig-prename descclassname">src.finn.core.onnx_exec.</code><code class="sig-name descname">execute_onnx_and_make_model</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">input_dict</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.core.onnx_exec.execute_onnx_and_make_model" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute given ONNX ModelWrapper with given named inputs and return a new
-ModelWrapper where an initializer is provided for each tensor as taken from
-the execution. This new model is useful for debugging, since it contains
-all the intermediate activation values.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.core">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.core" title="Permalink to this headline">¶</a></h2>
-</div>
-</div>
-
-
- </div>
-
- </div>
- </div>
- <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
- <div class="sphinxsidebarwrapper">
-<h1 class="logo"><a href="index.html">FINN</a></h1>
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-
-<div class="relations">
-<h3>Related Topics</h3>
-<ul>
- <li><a href="index.html">Documentation overview</a><ul>
- </ul></li>
-</ul>
-</div>
-<div id="searchbox" style="display: none" role="search">
- <h3 id="searchlabel">Quick search</h3>
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-<script type="text/javascript">$('#searchbox').show(0);</script>
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- <a href="_sources/src.finn.core.rst.txt"
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@@ -1,821 +0,0 @@
-
-<!DOCTYPE html>
-
-<html xmlns="http://www.w3.org/1999/xhtml">
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- <meta charset="utf-8" />
- <title>src.finn.custom_op.fpgadataflow package — FINN documentation</title>
- <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
- <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
- <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
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- <div class="bodywrapper">
-
-
- <div class="body" role="main">
-
- <div class="section" id="src-finn-custom-op-fpgadataflow-package">
-<h1>src.finn.custom_op.fpgadataflow package<a class="headerlink" href="#src-finn-custom-op-fpgadataflow-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.custom_op.fpgadataflow.convolutioninputgenerator">
-<span id="src-finn-custom-op-fpgadataflow-convolutioninputgenerator-module"></span><h2>src.finn.custom_op.fpgadataflow.convolutioninputgenerator module<a class="headerlink" href="#module-src.finn.custom_op.fpgadataflow.convolutioninputgenerator" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.fpgadataflow.convolutioninputgenerator.</code><code class="sig-name descname">ConvolutionInputGenerator</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_input_datatype">
-<code class="sig-name descname">get_input_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_input_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_output_datatype">
-<code class="sig-name descname">get_output_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_output_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_stream_width">
-<code class="sig-name descname">get_stream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.get_stream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.convolutioninputgenerator.ConvolutionInputGenerator.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.fpgadataflow.streamingfclayer_batch">
-<span id="src-finn-custom-op-fpgadataflow-streamingfclayer-batch-module"></span><h2>src.finn.custom_op.fpgadataflow.streamingfclayer_batch module<a class="headerlink" href="#module-src.finn.custom_op.fpgadataflow.streamingfclayer_batch" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.fpgadataflow.streamingfclayer_batch.</code><code class="sig-name descname">StreamingFCLayer_Batch</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>the calculations are based on:
-- FINN-R: An End-to-End Deep-Learning Framework for Fast
-Exploration of Quantized Neural Networks
-- M. Blott, T. B. Preusser, N. J. Fraser, G. Gambardella, K. O’Brien,
-Y. Umuroglu, M. Leeser and K. Vissers
-- 12. Sep 2018</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_tmem">
-<code class="sig-name descname">calc_tmem</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_tmem" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_wmem">
-<code class="sig-name descname">calc_wmem</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.calc_wmem" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.generate_params">
-<code class="sig-name descname">generate_params</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.generate_params" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_threshold_tensor">
-<code class="sig-name descname">get_hls_compatible_threshold_tensor</code><span class="sig-paren">(</span><em class="sig-param">orig_thres_matrix</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_threshold_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the original numpy weight matrix orig_weight_matrix into
-a form suitable for passing to the hlslib call:
-* ensure MH % PE == 0
-* for bipolar weights&inputs, ensure thresholds are positive
-* interleave rows between PEs
-* reshape into (PE, TMEM, n_thres_steps) and return</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_weight_tensor">
-<code class="sig-name descname">get_hls_compatible_weight_tensor</code><span class="sig-paren">(</span><em class="sig-param">orig_weight_matrix</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_hls_compatible_weight_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the original numpy weight matrix orig_weight_matrix into
-a form suitable for passing to the hlslib call:
-* ensure MH % PE == 0 and MW % SIMD == 0
-* for bipolar {-1,+1} weights, convert to binary {0, 1}
-* interleave rows between PEs
-* reshape into (1, PE, WMEM, SIMD) and return</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_input_datatype">
-<code class="sig-name descname">get_input_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_input_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_output_datatype">
-<code class="sig-name descname">get_output_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_output_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_template_param_values">
-<code class="sig-name descname">get_template_param_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_template_param_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_weight_datatype">
-<code class="sig-name descname">get_weight_datatype</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.get_weight_datatype" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd><p>the calculations are based on:
-- FINN-R: An End-to-End Deep-Learning Framework for Fast
-Exploration of Quantized Neural Networks
-- M. Blott, T. B. Preusser, N. J. Fraser, G. Gambardella, K. O’Brien,
-Y. Umuroglu, M. Leeser and K. Vissers
-- 12. Sep 2018</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingfclayer_batch.StreamingFCLayer_Batch.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.fpgadataflow.streamingmaxpool_batch">
-<span id="src-finn-custom-op-fpgadataflow-streamingmaxpool-batch-module"></span><h2>src.finn.custom_op.fpgadataflow.streamingmaxpool_batch module<a class="headerlink" href="#module-src.finn.custom_op.fpgadataflow.streamingmaxpool_batch" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.</code><code class="sig-name descname">StreamingMaxPool_Batch</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.streamingmaxpool_batch.StreamingMaxPool_Batch.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.fpgadataflow.templates">
-<span id="src-finn-custom-op-fpgadataflow-templates-module"></span><h2>src.finn.custom_op.fpgadataflow.templates module<a class="headerlink" href="#module-src.finn.custom_op.fpgadataflow.templates" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.custom_op.fpgadataflow.tlastmarker">
-<span id="src-finn-custom-op-fpgadataflow-tlastmarker-module"></span><h2>src.finn.custom_op.fpgadataflow.tlastmarker module<a class="headerlink" href="#module-src.finn.custom_op.fpgadataflow.tlastmarker" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.fpgadataflow.tlastmarker.</code><code class="sig-name descname">TLastMarker</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.fpgadataflow.HLSCustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.blackboxfunction">
-<code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.dataoutstrm">
-<code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.defines">
-<code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.docompute">
-<code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_number_output_values">
-<code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.global_includes">
-<code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.pragmas">
-<code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.read_npy_data">
-<code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.save_as_npy">
-<code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.strm_decl">
-<code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.tlastmarker.TLastMarker.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.fpgadataflow">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.custom_op.fpgadataflow" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.fpgadataflow.</code><code class="sig-name descname">HLSCustomOp</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.blackboxfunction">
-<em class="property">abstract </em><code class="sig-name descname">blackboxfunction</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.blackboxfunction" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.bram_estimation">
-<code class="sig-name descname">bram_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.bram_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_ipgen">
-<code class="sig-name descname">code_generation_ipgen</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">fpgapart</em>, <em class="sig-param">clk</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_ipgen" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_npysim">
-<code class="sig-name descname">code_generation_npysim</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.code_generation_npysim" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.compile_singlenode_code">
-<code class="sig-name descname">compile_singlenode_code</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.compile_singlenode_code" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.dataoutstrm">
-<em class="property">abstract </em><code class="sig-name descname">dataoutstrm</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.dataoutstrm" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.defines">
-<em class="property">abstract </em><code class="sig-name descname">defines</code><span class="sig-paren">(</span><em class="sig-param">var</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.defines" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.docompute">
-<em class="property">abstract </em><code class="sig-name descname">docompute</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.docompute" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.dynamic_input_to_npy">
-<code class="sig-name descname">dynamic_input_to_npy</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">count</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.dynamic_input_to_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.exec_precompiled_singlenode_model">
-<code class="sig-name descname">exec_precompiled_singlenode_model</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.exec_precompiled_singlenode_model" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.generate_params">
-<code class="sig-name descname">generate_params</code><span class="sig-paren">(</span><em class="sig-param">model</em>, <em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.generate_params" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_input_shape">
-<code class="sig-name descname">get_folded_input_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_input_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_output_shape">
-<code class="sig-name descname">get_folded_output_shape</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.get_folded_output_shape" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.get_instream_width">
-<code class="sig-name descname">get_instream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.get_instream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.get_number_output_values">
-<em class="property">abstract </em><code class="sig-name descname">get_number_output_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.get_number_output_values" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.get_outstream_width">
-<code class="sig-name descname">get_outstream_width</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.get_outstream_width" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.global_includes">
-<em class="property">abstract </em><code class="sig-name descname">global_includes</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.global_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.ipgen_singlenode_code">
-<code class="sig-name descname">ipgen_singlenode_code</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.ipgen_singlenode_code" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.lut_estimation">
-<code class="sig-name descname">lut_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.lut_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.node_res_estimation">
-<code class="sig-name descname">node_res_estimation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.node_res_estimation" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.npy_to_dynamic_output">
-<code class="sig-name descname">npy_to_dynamic_output</code><span class="sig-paren">(</span><em class="sig-param">context</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.npy_to_dynamic_output" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.pragmas">
-<em class="property">abstract </em><code class="sig-name descname">pragmas</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.pragmas" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.read_npy_data">
-<em class="property">abstract </em><code class="sig-name descname">read_npy_data</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.read_npy_data" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.reset_rtlsim">
-<code class="sig-name descname">reset_rtlsim</code><span class="sig-paren">(</span><em class="sig-param">sim</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.reset_rtlsim" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.rtlsim">
-<code class="sig-name descname">rtlsim</code><span class="sig-paren">(</span><em class="sig-param">sim</em>, <em class="sig-param">inp</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.rtlsim" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.save_as_npy">
-<em class="property">abstract </em><code class="sig-name descname">save_as_npy</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.save_as_npy" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.strm_decl">
-<em class="property">abstract </em><code class="sig-name descname">strm_decl</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.strm_decl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.fpgadataflow.HLSCustomOp.toggle_clk">
-<code class="sig-name descname">toggle_clk</code><span class="sig-paren">(</span><em class="sig-param">sim</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.fpgadataflow.HLSCustomOp.toggle_clk" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-</div>
-
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diff --git a/docs/finn/_build/html/src.finn.custom_op.html b/docs/finn/_build/html/src.finn.custom_op.html
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--- a/docs/finn/_build/html/src.finn.custom_op.html
+++ /dev/null
@@ -1,359 +0,0 @@
-
-<!DOCTYPE html>
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-<html xmlns="http://www.w3.org/1999/xhtml">
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- <meta charset="utf-8" />
- <title>src.finn.custom_op package — FINN documentation</title>
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- <div class="section" id="src-finn-custom-op-package">
-<h1>src.finn.custom_op package<a class="headerlink" href="#src-finn-custom-op-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html">src.finn.custom_op.fpgadataflow package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#module-src.finn.custom_op.fpgadataflow.convolutioninputgenerator">src.finn.custom_op.fpgadataflow.convolutioninputgenerator module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#module-src.finn.custom_op.fpgadataflow.streamingfclayer_batch">src.finn.custom_op.fpgadataflow.streamingfclayer_batch module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#module-src.finn.custom_op.fpgadataflow.streamingmaxpool_batch">src.finn.custom_op.fpgadataflow.streamingmaxpool_batch module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#module-src.finn.custom_op.fpgadataflow.templates">src.finn.custom_op.fpgadataflow.templates module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#module-src.finn.custom_op.fpgadataflow.tlastmarker">src.finn.custom_op.fpgadataflow.tlastmarker module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.custom_op.fpgadataflow.html#module-src.finn.custom_op.fpgadataflow">Module contents</a></li>
-</ul>
-</li>
-</ul>
-</div>
-</div>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.custom_op.multithreshold">
-<span id="src-finn-custom-op-multithreshold-module"></span><h2>src.finn.custom_op.multithreshold module<a class="headerlink" href="#module-src.finn.custom_op.multithreshold" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.multithreshold.MultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.multithreshold.</code><code class="sig-name descname">MultiThreshold</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.MultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.multithreshold.MultiThreshold.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.MultiThreshold.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.multithreshold.MultiThreshold.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.MultiThreshold.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.multithreshold.MultiThreshold.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.MultiThreshold.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.multithreshold.MultiThreshold.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.MultiThreshold.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.multithreshold.MultiThreshold.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.MultiThreshold.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.custom_op.multithreshold.compare">
-<code class="sig-prename descclassname">src.finn.custom_op.multithreshold.</code><code class="sig-name descname">compare</code><span class="sig-paren">(</span><em class="sig-param">x</em>, <em class="sig-param">y</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.compare" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="src.finn.custom_op.multithreshold.multithreshold">
-<code class="sig-prename descclassname">src.finn.custom_op.multithreshold.</code><code class="sig-name descname">multithreshold</code><span class="sig-paren">(</span><em class="sig-param">v</em>, <em class="sig-param">thresholds</em>, <em class="sig-param">out_scale=None</em>, <em class="sig-param">out_bias=None</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.multithreshold.multithreshold" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.registry">
-<span id="src-finn-custom-op-registry-module"></span><h2>src.finn.custom_op.registry module<a class="headerlink" href="#module-src.finn.custom_op.registry" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.custom_op.registry.getCustomOp">
-<code class="sig-prename descclassname">src.finn.custom_op.registry.</code><code class="sig-name descname">getCustomOp</code><span class="sig-paren">(</span><em class="sig-param">node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.registry.getCustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a FINN CustomOp instance for the given ONNX node, if it exists.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.streamingdataflowpartition">
-<span id="src-finn-custom-op-streamingdataflowpartition-module"></span><h2>src.finn.custom_op.streamingdataflowpartition module<a class="headerlink" href="#module-src.finn.custom_op.streamingdataflowpartition" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.streamingdataflowpartition.</code><code class="sig-name descname">StreamingDataflowPartition</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.streamingdataflowpartition.StreamingDataflowPartition.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op.xnorpopcount">
-<span id="src-finn-custom-op-xnorpopcount-module"></span><h2>src.finn.custom_op.xnorpopcount module<a class="headerlink" href="#module-src.finn.custom_op.xnorpopcount" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.xnorpopcount.XnorPopcountMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.xnorpopcount.</code><code class="sig-name descname">XnorPopcountMatMul</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.XnorPopcountMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.custom_op.CustomOp</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.execute_node">
-<code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.get_nodeattr_types">
-<code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.infer_node_datatype">
-<code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.make_shape_compatible_op">
-<code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.verify_node">
-<code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.XnorPopcountMatMul.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.custom_op.xnorpopcount.xnorpopcountmatmul">
-<code class="sig-prename descclassname">src.finn.custom_op.xnorpopcount.</code><code class="sig-name descname">xnorpopcountmatmul</code><span class="sig-paren">(</span><em class="sig-param">inp0</em>, <em class="sig-param">inp1</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.xnorpopcount.xnorpopcountmatmul" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.custom_op">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.custom_op" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.custom_op.CustomOp">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.custom_op.</code><code class="sig-name descname">CustomOp</code><span class="sig-paren">(</span><em class="sig-param">onnx_node</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">abc.ABC</span></code></p>
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.execute_node">
-<em class="property">abstract </em><code class="sig-name descname">execute_node</code><span class="sig-paren">(</span><em class="sig-param">context</em>, <em class="sig-param">graph</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.execute_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Execute this CustomOp instance, given the execution context and
-ONNX graph.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.get_nodeattr">
-<code class="sig-name descname">get_nodeattr</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.get_nodeattr" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get a node attribute by name. Data is stored inside the ONNX node’s
-AttributeProto container. Attribute must be part of get_nodeattr_types.
-Default value is returned if attribute is not set.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.get_nodeattr_types">
-<em class="property">abstract </em><code class="sig-name descname">get_nodeattr_types</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.get_nodeattr_types" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dict of permitted attributes for node, where:
-returned_dict[attribute_name] = (dtype, require, default_value)
-- dtype indicates which member of the ONNX AttributeProto
-will be utilized
-- require indicates whether this attribute is required
-- default_val indicates the default value that will be used if the
-attribute is not set</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.infer_node_datatype">
-<em class="property">abstract </em><code class="sig-name descname">infer_node_datatype</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.infer_node_datatype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set the DataType annotations corresponding to the outputs of this
-node.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.make_shape_compatible_op">
-<em class="property">abstract </em><code class="sig-name descname">make_shape_compatible_op</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.make_shape_compatible_op" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a standard ONNX op which is compatible with this CustomOp
-for performing shape inference.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.set_nodeattr">
-<code class="sig-name descname">set_nodeattr</code><span class="sig-paren">(</span><em class="sig-param">name</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.set_nodeattr" title="Permalink to this definition">¶</a></dt>
-<dd><p>Set a node attribute by name. Data is stored inside the ONNX node’s
-AttributeProto container. Attribute must be part of get_nodeattr_types.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="src.finn.custom_op.CustomOp.verify_node">
-<em class="property">abstract </em><code class="sig-name descname">verify_node</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.custom_op.CustomOp.verify_node" title="Permalink to this definition">¶</a></dt>
-<dd><p>Verifies that all attributes the node needs are there and
-that particular attributes are set correctly. Also checks if
-the number of inputs is equal to the expected number</p>
-</dd></dl>
-
-</dd></dl>
-
-</div>
-</div>
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-
-<!DOCTYPE html>
-
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- <meta charset="utf-8" />
- <title>src.finn.transformation.fpgadataflow package — FINN documentation</title>
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- <div class="bodywrapper">
-
-
- <div class="body" role="main">
-
- <div class="section" id="src-finn-transformation-fpgadataflow-package">
-<h1>src.finn.transformation.fpgadataflow package<a class="headerlink" href="#src-finn-transformation-fpgadataflow-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.cleanup">
-<span id="src-finn-transformation-fpgadataflow-cleanup-module"></span><h2>src.finn.transformation.fpgadataflow.cleanup module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.cleanup" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.cleanup.CleanUp">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.cleanup.</code><code class="sig-name descname">CleanUp</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.cleanup.CleanUp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Remove any generated files for fpgadataflow nodes.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.cleanup.CleanUp.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.cleanup.CleanUp.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.codegen_ipgen">
-<span id="src-finn-transformation-fpgadataflow-codegen-ipgen-module"></span><h2>src.finn.transformation.fpgadataflow.codegen_ipgen module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.codegen_ipgen" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.codegen_ipgen.</code><code class="sig-name descname">CodeGen_ipgen</code><span class="sig-paren">(</span><em class="sig-param">fpgapart</em>, <em class="sig-param">clk</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Code generation for all nodes in model</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.codegen_ipgen.CodeGen_ipgen.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.codegen_ipstitch">
-<span id="src-finn-transformation-fpgadataflow-codegen-ipstitch-module"></span><h2>src.finn.transformation.fpgadataflow.codegen_ipstitch module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.codegen_ipstitch" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.codegen_ipstitch.</code><code class="sig-name descname">CodeGen_ipstitch</code><span class="sig-paren">(</span><em class="sig-param">fpgapart</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Create a Vivado IP Block Design project from all the generated IPs of a
-graph. All nodes in the graph must have the fpgadataflow backend attribute,
-and the CodeGen_ipgen transformation must have been previously run on
-the graph. The resulting block design is also packaged as IP.</p>
-<p>Outcome if successful: sets the vivado_stitch_proj attribute in the ONNX
-ModelProto’s metadata_props field, with the created project dir as the
-value. A make_project.tcl script is also placed under the same folder,
-which is called to instantiate the per-layer IPs and stitch them together.
-The packaged block design IP can be found under the ip subdirectory.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.codegen_ipstitch.CodeGen_ipstitch.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.codegen_npysim">
-<span id="src-finn-transformation-fpgadataflow-codegen-npysim-module"></span><h2>src.finn.transformation.fpgadataflow.codegen_npysim module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.codegen_npysim" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.codegen_npysim.</code><code class="sig-name descname">CodeGen_npysim</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Code generation for all nodes in model</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.codegen_npysim.CodeGen_npysim.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.compile">
-<span id="src-finn-transformation-fpgadataflow-compile-module"></span><h2>src.finn.transformation.fpgadataflow.compile module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.compile" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.compile.Compile">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.compile.</code><code class="sig-name descname">Compile</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.compile.Compile" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Compile for all nodes in model</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.compile.Compile.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.compile.Compile.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.convert_to_hls_layers">
-<span id="src-finn-transformation-fpgadataflow-convert-to-hls-layers-module"></span><h2>src.finn.transformation.fpgadataflow.convert_to_hls_layers module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.convert_to_hls_layers" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.convert_to_hls_layers.</code><code class="sig-name descname">InferBinaryStreamingFCLayer</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Convert pairs of binary XnorPopcountMatMul layers to
-StreamingFCLayer_Batch layers. Any immediately following MultiThreshold
-layers will also be absorbed into the MVTU.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.convert_to_hls_layers.InferBinaryStreamingFCLayer.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.create_dataflow_partition">
-<span id="src-finn-transformation-fpgadataflow-create-dataflow-partition-module"></span><h2>src.finn.transformation.fpgadataflow.create_dataflow_partition module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.create_dataflow_partition" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.create_dataflow_partition.</code><code class="sig-name descname">CreateDataflowPartition</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Split a graph into two graphs; one which contains non-FINN-dataflow nodes
-and a StreamingDataflowPartition node, and another which only contains
-FINN dataflow nodes. The StreamingDataflowPartition has a model attribute
-that indicates the filename for the second graph that only contains
-dataflow nodes. No action is taken if there are no dataflow nodes.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.hlssynth_ipgen">
-<span id="src-finn-transformation-fpgadataflow-hlssynth-ipgen-module"></span><h2>src.finn.transformation.fpgadataflow.hlssynth_ipgen module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.hlssynth_ipgen" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.hlssynth_ipgen.</code><code class="sig-name descname">HLSSynth_IPGen</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Compile for all nodes in model</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.hlssynth_ipgen.HLSSynth_IPGen.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.insert_tlastmarker">
-<span id="src-finn-transformation-fpgadataflow-insert-tlastmarker-module"></span><h2>src.finn.transformation.fpgadataflow.insert_tlastmarker module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.insert_tlastmarker" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.insert_tlastmarker.</code><code class="sig-name descname">InsertTLastMarker</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Ensure that the graph is terminated with a TLastMarker node, inserting
-one if necessary.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.make_deployment">
-<span id="src-finn-transformation-fpgadataflow-make-deployment-module"></span><h2>src.finn.transformation.fpgadataflow.make_deployment module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.make_deployment" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.make_deployment.</code><code class="sig-name descname">DeployToPYNQ</code><span class="sig-paren">(</span><em class="sig-param">ip</em>, <em class="sig-param">username</em>, <em class="sig-param">password</em>, <em class="sig-param">target_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Collects all necessary files for deployment and copies them to the PYNQ board.
-Expects information about PYNQ board to make scp possible:
-* ip address of board
-* username and password for board
-* target directory where the files are stored on the board</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.make_deployment.DeployToPYNQ.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.make_pynq_driver">
-<span id="src-finn-transformation-fpgadataflow-make-pynq-driver-module"></span><h2>src.finn.transformation.fpgadataflow.make_pynq_driver module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.make_pynq_driver" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.make_pynq_driver.</code><code class="sig-name descname">MakePYNQDriver</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Create PYNQ Python code to correctly interface the generated
-accelerator, including data packing/unpacking. The MakePYNQProject
-transformation must have been already applied.</p>
-<p>Outcome if successful: sets the pynq_driver_dir attribute in the ONNX
-ModelProto’s metadata_props field, with the created driver dir as the
-value.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.make_pynq_driver.MakePYNQDriver.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.make_pynq_proj">
-<span id="src-finn-transformation-fpgadataflow-make-pynq-proj-module"></span><h2>src.finn.transformation.fpgadataflow.make_pynq_proj module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.make_pynq_proj" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.make_pynq_proj.</code><code class="sig-name descname">MakePYNQProject</code><span class="sig-paren">(</span><em class="sig-param">platform</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Create a Vivado PYNQ overlay project (including the shell infrastructure)
-from the already-stitched IP block for this graph.
-All nodes in the graph must have the fpgadataflow backend attribute,
-and the CodeGen_ipstitch transformation must have been previously run on
-the graph.</p>
-<p>Outcome if successful: sets the vivado_pynq_proj attribute in the ONNX
-ModelProto’s metadata_props field, with the created project dir as the
-value.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.make_pynq_proj.MakePYNQProject.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.set_sim_mode">
-<span id="src-finn-transformation-fpgadataflow-set-sim-mode-module"></span><h2>src.finn.transformation.fpgadataflow.set_sim_mode module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.set_sim_mode" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.set_sim_mode.SetSimMode">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.set_sim_mode.</code><code class="sig-name descname">SetSimMode</code><span class="sig-paren">(</span><em class="sig-param">mode</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.set_sim_mode.SetSimMode" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Set attribute sim_mode in all fpgadataflow nodes</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.set_sim_mode.SetSimMode.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.set_sim_mode.SetSimMode.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.synth_pynq_proj">
-<span id="src-finn-transformation-fpgadataflow-synth-pynq-proj-module"></span><h2>src.finn.transformation.fpgadataflow.synth_pynq_proj module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.synth_pynq_proj" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fpgadataflow.synth_pynq_proj.</code><code class="sig-name descname">SynthPYNQProject</code><a class="headerlink" href="#src.finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Run synthesis for the PYNQ project for this graph. The MakePYNQProject
-transformation must be applied prior to this transformation.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fpgadataflow.synth_pynq_proj.SynthPYNQProject.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow.templates">
-<span id="src-finn-transformation-fpgadataflow-templates-module"></span><h2>src.finn.transformation.fpgadataflow.templates module<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow.templates" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.transformation.fpgadataflow">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.transformation.fpgadataflow" title="Permalink to this headline">¶</a></h2>
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-<h1>src.finn.transformation package<a class="headerlink" href="#src-finn-transformation-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html">src.finn.transformation.fpgadataflow package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.cleanup">src.finn.transformation.fpgadataflow.cleanup module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.codegen_ipgen">src.finn.transformation.fpgadataflow.codegen_ipgen module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.codegen_ipstitch">src.finn.transformation.fpgadataflow.codegen_ipstitch module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.codegen_npysim">src.finn.transformation.fpgadataflow.codegen_npysim module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.compile">src.finn.transformation.fpgadataflow.compile module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.convert_to_hls_layers">src.finn.transformation.fpgadataflow.convert_to_hls_layers module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.create_dataflow_partition">src.finn.transformation.fpgadataflow.create_dataflow_partition module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.hlssynth_ipgen">src.finn.transformation.fpgadataflow.hlssynth_ipgen module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.insert_tlastmarker">src.finn.transformation.fpgadataflow.insert_tlastmarker module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.make_deployment">src.finn.transformation.fpgadataflow.make_deployment module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.make_pynq_driver">src.finn.transformation.fpgadataflow.make_pynq_driver module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.make_pynq_proj">src.finn.transformation.fpgadataflow.make_pynq_proj module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.set_sim_mode">src.finn.transformation.fpgadataflow.set_sim_mode module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.synth_pynq_proj">src.finn.transformation.fpgadataflow.synth_pynq_proj module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow.templates">src.finn.transformation.fpgadataflow.templates module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.fpgadataflow.html#module-src.finn.transformation.fpgadataflow">Module contents</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="src.finn.transformation.streamline.html">src.finn.transformation.streamline package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#module-src.finn.transformation.streamline.absorb">src.finn.transformation.streamline.absorb module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#module-src.finn.transformation.streamline.collapse_repeated">src.finn.transformation.streamline.collapse_repeated module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#module-src.finn.transformation.streamline.reorder">src.finn.transformation.streamline.reorder module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#module-src.finn.transformation.streamline.round_thresholds">src.finn.transformation.streamline.round_thresholds module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#module-src.finn.transformation.streamline.sign_to_thres">src.finn.transformation.streamline.sign_to_thres module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="src.finn.transformation.streamline.html#module-src.finn.transformation.streamline">Module contents</a></li>
-</ul>
-</li>
-</ul>
-</div>
-</div>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.transformation.batchnorm_to_affine">
-<span id="src-finn-transformation-batchnorm-to-affine-module"></span><h2>src.finn.transformation.batchnorm_to_affine module<a class="headerlink" href="#module-src.finn.transformation.batchnorm_to_affine" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.batchnorm_to_affine.BatchNormToAffine">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.batchnorm_to_affine.</code><code class="sig-name descname">BatchNormToAffine</code><a class="headerlink" href="#src.finn.transformation.batchnorm_to_affine.BatchNormToAffine" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Replaces any test-time BatchNorm layers with Mul-Add layers.</p>
-<dl class="method">
-<dt id="src.finn.transformation.batchnorm_to_affine.BatchNormToAffine.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.batchnorm_to_affine.BatchNormToAffine.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.bipolar_to_xnor">
-<span id="src-finn-transformation-bipolar-to-xnor-module"></span><h2>src.finn.transformation.bipolar_to_xnor module<a class="headerlink" href="#module-src.finn.transformation.bipolar_to_xnor" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.bipolar_to_xnor.</code><code class="sig-name descname">ConvertBipolarMatMulToXnorPopcount</code><a class="headerlink" href="#src.finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Convert MatMul nodes with all-bipolar inputs to XnorPopcountMatMul
-and associated result correction.</p>
-<dl class="method">
-<dt id="src.finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.fold_constants">
-<span id="src-finn-transformation-fold-constants-module"></span><h2>src.finn.transformation.fold_constants module<a class="headerlink" href="#module-src.finn.transformation.fold_constants" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.fold_constants.FoldConstants">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.fold_constants.</code><code class="sig-name descname">FoldConstants</code><a class="headerlink" href="#src.finn.transformation.fold_constants.FoldConstants" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Replace the output of a node with const-only inputs with a precomputed
-result.</p>
-<dl class="method">
-<dt id="src.finn.transformation.fold_constants.FoldConstants.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.fold_constants.FoldConstants.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.general">
-<span id="src-finn-transformation-general-module"></span><h2>src.finn.transformation.general module<a class="headerlink" href="#module-src.finn.transformation.general" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.general.ConvertSubToAdd">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.general.</code><code class="sig-name descname">ConvertSubToAdd</code><a class="headerlink" href="#src.finn.transformation.general.ConvertSubToAdd" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Convert sub nodes to add nodes of appropriate sign.</p>
-<dl class="method">
-<dt id="src.finn.transformation.general.ConvertSubToAdd.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.general.ConvertSubToAdd.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.general.GiveRandomTensorNames">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.general.</code><code class="sig-name descname">GiveRandomTensorNames</code><a class="headerlink" href="#src.finn.transformation.general.GiveRandomTensorNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Give random tensor names to all tensors.</p>
-<dl class="method">
-<dt id="src.finn.transformation.general.GiveRandomTensorNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.general.GiveRandomTensorNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.general.GiveReadableTensorNames">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.general.</code><code class="sig-name descname">GiveReadableTensorNames</code><a class="headerlink" href="#src.finn.transformation.general.GiveReadableTensorNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Give more human-readable names to all internal tensors. It’s recommended
-to apply give_unique_node_names prior to this transform.</p>
-<dl class="method">
-<dt id="src.finn.transformation.general.GiveReadableTensorNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.general.GiveReadableTensorNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.general.GiveUniqueNodeNames">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.general.</code><code class="sig-name descname">GiveUniqueNodeNames</code><a class="headerlink" href="#src.finn.transformation.general.GiveUniqueNodeNames" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Give unique names to each node in the graph using enumeration.</p>
-<dl class="method">
-<dt id="src.finn.transformation.general.GiveUniqueNodeNames.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.general.GiveUniqueNodeNames.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.infer_datatypes">
-<span id="src-finn-transformation-infer-datatypes-module"></span><h2>src.finn.transformation.infer_datatypes module<a class="headerlink" href="#module-src.finn.transformation.infer_datatypes" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.infer_datatypes.InferDataTypes">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.infer_datatypes.</code><code class="sig-name descname">InferDataTypes</code><a class="headerlink" href="#src.finn.transformation.infer_datatypes.InferDataTypes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Infer FINN DataType info for all intermediate/output tensors based on
-inputs and node type.</p>
-<dl class="method">
-<dt id="src.finn.transformation.infer_datatypes.InferDataTypes.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.infer_datatypes.InferDataTypes.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.infer_shapes">
-<span id="src-finn-transformation-infer-shapes-module"></span><h2>src.finn.transformation.infer_shapes module<a class="headerlink" href="#module-src.finn.transformation.infer_shapes" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.infer_shapes.InferShapes">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.infer_shapes.</code><code class="sig-name descname">InferShapes</code><a class="headerlink" href="#src.finn.transformation.infer_shapes.InferShapes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Ensure every tensor in the model has a specified shape (ValueInfo).</p>
-<dl class="method">
-<dt id="src.finn.transformation.infer_shapes.InferShapes.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.infer_shapes.InferShapes.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.transformation" title="Permalink to this headline">¶</a></h2>
-<div class="section" id="guide-to-writing-finn-transformations">
-<h3>Guide to writing FINN transformations<a class="headerlink" href="#guide-to-writing-finn-transformations" title="Permalink to this headline">¶</a></h3>
-<ul class="simple">
-<li><p>Your transformation must inherit the Transformation abstract base class.</p></li>
-<li><p>Your transformation’s apply function should take in a ModelWrapper, and return
-a tuple with (transformed_model: ModelWrapper, model_was_changed: Bool)</p></li>
-<li><p>The transformations are meant to be applied using the .transform function
-in ModelWrapper. This makes a deep copy of the input model by default, so
-you don’t have to.</p></li>
-<li><p>model_was_changed indicates whether your transformation made any changes to
-the model. If you know your transformation needs to be called only once and
-repeated calls have no further effect, you can return False even if the model
-was changed.</p></li>
-<li><p>You MUST return model_was_changed=False at some point when your transformation
-is called multiple times, otherwise apply_repeated() will loop infinitely.</p></li>
-<li><p>If you cannot guarantee that the transformation will reach a fixed point,
-you must declare this, return model_was_changed = False and let the user
-manually re-apply the transform.</p></li>
-</ul>
-<dl class="class">
-<dt id="src.finn.transformation.Transformation">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.</code><code class="sig-name descname">Transformation</code><a class="headerlink" href="#src.finn.transformation.Transformation" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">abc.ABC</span></code></p>
-<dl class="method">
-<dt id="src.finn.transformation.Transformation.apply">
-<em class="property">abstract </em><code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.Transformation.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-</div>
-</div>
-
-
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-
- </div>
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@@ -1,277 +0,0 @@
-
-<!DOCTYPE html>
-
-<html xmlns="http://www.w3.org/1999/xhtml">
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- <meta charset="utf-8" />
- <title>src.finn.transformation.streamline package — FINN documentation</title>
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- <div class="bodywrapper">
-
-
- <div class="body" role="main">
-
- <div class="section" id="src-finn-transformation-streamline-package">
-<h1>src.finn.transformation.streamline package<a class="headerlink" href="#src-finn-transformation-streamline-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.transformation.streamline.absorb">
-<span id="src-finn-transformation-streamline-absorb-module"></span><h2>src.finn.transformation.streamline.absorb module<a class="headerlink" href="#module-src.finn.transformation.streamline.absorb" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.absorb.</code><code class="sig-name descname">Absorb1BitMulIntoMatMul</code><a class="headerlink" href="#src.finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Absorb bipolar or binary multiplications into the preciding matrix
-multiply.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.absorb.</code><code class="sig-name descname">AbsorbAddIntoMultiThreshold</code><a class="headerlink" href="#src.finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Absorb preceding Add ops into MultiThreshold by updating the threshold
-values. Only scalar/1D add vectors can be absorbed.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.absorb.</code><code class="sig-name descname">AbsorbMulIntoMultiThreshold</code><a class="headerlink" href="#src.finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Absorb preceding Mul ops into MultiThreshold by updating the threshold
-values. Only <em>positive</em> scalar/1D mul vectors can be absorbed.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.absorb.FactorOutMulSignMagnitude">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.absorb.</code><code class="sig-name descname">FactorOutMulSignMagnitude</code><a class="headerlink" href="#src.finn.transformation.streamline.absorb.FactorOutMulSignMagnitude" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Split multiply-by-constant nodes into two multiply-by-constant nodes,
-where the first node is a bipolar vector (of signs) and the second is a
-vector of magnitudes.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.absorb.FactorOutMulSignMagnitude.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.absorb.FactorOutMulSignMagnitude.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.streamline.collapse_repeated">
-<span id="src-finn-transformation-streamline-collapse-repeated-module"></span><h2>src.finn.transformation.streamline.collapse_repeated module<a class="headerlink" href="#module-src.finn.transformation.streamline.collapse_repeated" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedAdd">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedAdd</code><a class="headerlink" href="#src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedAdd" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp</span></code></a></p>
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedMul">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedMul</code><a class="headerlink" href="#src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp"><code class="xref py py-class docutils literal notranslate"><span class="pre">src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp</span></code></a></p>
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.collapse_repeated.</code><code class="sig-name descname">CollapseRepeatedOp</code><span class="sig-paren">(</span><em class="sig-param">op_name</em>, <em class="sig-param">make_collapsed_param_fxn</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Collapse repeated consecutive operations with constant parameters into
-a single operation. make_collapsed_param_fxn must take two tensors and
-return a tensor which gives the equivalent result using a single op.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.streamline.reorder">
-<span id="src-finn-transformation-streamline-reorder-module"></span><h2>src.finn.transformation.streamline.reorder module<a class="headerlink" href="#module-src.finn.transformation.streamline.reorder" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.streamline.reorder.MoveAddPastMul">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveAddPastMul</code><a class="headerlink" href="#src.finn.transformation.streamline.reorder.MoveAddPastMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Move add operations past multiply operations. The aim is to have them
-next to each other such that they can be collapsed into a single add.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.reorder.MoveAddPastMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.reorder.MoveAddPastMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.reorder.MoveScalarAddPastMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveScalarAddPastMatMul</code><a class="headerlink" href="#src.finn.transformation.streamline.reorder.MoveScalarAddPastMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Move scalar add operations past matmul operations. We want to have adds
-next to each other such that they can be collapsed into a single add.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.reorder.MoveScalarAddPastMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.reorder.MoveScalarAddPastMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="class">
-<dt id="src.finn.transformation.streamline.reorder.MoveScalarMulPastMatMul">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.reorder.</code><code class="sig-name descname">MoveScalarMulPastMatMul</code><a class="headerlink" href="#src.finn.transformation.streamline.reorder.MoveScalarMulPastMatMul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Move scalar mul operations past matmul operations. We want to have muls
-next to each other such that they can be collapsed into a single mul.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.reorder.MoveScalarMulPastMatMul.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.reorder.MoveScalarMulPastMatMul.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.streamline.round_thresholds">
-<span id="src-finn-transformation-streamline-round-thresholds-module"></span><h2>src.finn.transformation.streamline.round_thresholds module<a class="headerlink" href="#module-src.finn.transformation.streamline.round_thresholds" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.streamline.round_thresholds.RoundAndClipThresholds">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.round_thresholds.</code><code class="sig-name descname">RoundAndClipThresholds</code><a class="headerlink" href="#src.finn.transformation.streamline.round_thresholds.RoundAndClipThresholds" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>For MultiThreshold nodes operating on integer inputs, round up
-thresholds values to the nearest integer. Additionally, if the input
-is unsigned, sets negative thresholds to zero.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.round_thresholds.RoundAndClipThresholds.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.round_thresholds.RoundAndClipThresholds.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.streamline.sign_to_thres">
-<span id="src-finn-transformation-streamline-sign-to-thres-module"></span><h2>src.finn.transformation.streamline.sign_to_thres module<a class="headerlink" href="#module-src.finn.transformation.streamline.sign_to_thres" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.streamline.sign_to_thres.ConvertSignToThres">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.sign_to_thres.</code><code class="sig-name descname">ConvertSignToThres</code><a class="headerlink" href="#src.finn.transformation.streamline.sign_to_thres.ConvertSignToThres" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Convert Sign node instances to MultiThreshold with threshold at 0.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.sign_to_thres.ConvertSignToThres.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.sign_to_thres.ConvertSignToThres.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.transformation.streamline">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-src.finn.transformation.streamline" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.transformation.streamline.Streamline">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.transformation.streamline.</code><code class="sig-name descname">Streamline</code><a class="headerlink" href="#src.finn.transformation.streamline.Streamline" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">finn.transformation.Transformation</span></code></p>
-<p>Apply the streamlining transform, see arXiv:1709.04060.</p>
-<dl class="method">
-<dt id="src.finn.transformation.streamline.Streamline.apply">
-<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.transformation.streamline.Streamline.apply" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</div>
-</div>
-
-
- </div>
-
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-<!DOCTYPE html>
-
-<html xmlns="http://www.w3.org/1999/xhtml">
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- <meta charset="utf-8" />
- <title>src.finn.util package — FINN documentation</title>
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- <div class="bodywrapper">
-
-
- <div class="body" role="main">
-
- <div class="section" id="src-finn-util-package">
-<h1>src.finn.util package<a class="headerlink" href="#src-finn-util-package" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
-</div>
-<div class="section" id="module-src.finn.util.basic">
-<span id="src-finn-util-basic-module"></span><h2>src.finn.util.basic module<a class="headerlink" href="#module-src.finn.util.basic" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.util.basic.CppBuilder">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">CppBuilder</code><a class="headerlink" href="#src.finn.util.basic.CppBuilder" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="src.finn.util.basic.CppBuilder.append_includes">
-<code class="sig-name descname">append_includes</code><span class="sig-paren">(</span><em class="sig-param">library_path</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.CppBuilder.append_includes" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.util.basic.CppBuilder.append_sources">
-<code class="sig-name descname">append_sources</code><span class="sig-paren">(</span><em class="sig-param">cpp_file</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.CppBuilder.append_sources" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.util.basic.CppBuilder.build">
-<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param">code_gen_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.CppBuilder.build" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.util.basic.CppBuilder.set_executable_path">
-<code class="sig-name descname">set_executable_path</code><span class="sig-paren">(</span><em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.CppBuilder.set_executable_path" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.calculate_signed_dot_prod_range">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">calculate_signed_dot_prod_range</code><span class="sig-paren">(</span><em class="sig-param">dt_a</em>, <em class="sig-param">dt_b</em>, <em class="sig-param">len</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.calculate_signed_dot_prod_range" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the (min,max) values a dot product between two signed vectors of
-types dt_a and dt_b of len elements can take.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.gen_finn_dt_tensor">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">gen_finn_dt_tensor</code><span class="sig-paren">(</span><em class="sig-param">finn_dt</em>, <em class="sig-param">tensor_shape</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.gen_finn_dt_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Generates random tensor in given shape and with given FINN DataType</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.get_by_name">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">get_by_name</code><span class="sig-paren">(</span><em class="sig-param">container</em>, <em class="sig-param">name</em>, <em class="sig-param">name_field='name'</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.get_by_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return item from container by .name field if it exists, None otherwise</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.get_finn_root">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">get_finn_root</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.get_finn_root" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the root directory that FINN is cloned into.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.interleave_matrix_outer_dim_from_partitions">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">interleave_matrix_outer_dim_from_partitions</code><span class="sig-paren">(</span><em class="sig-param">matrix</em>, <em class="sig-param">n_partitions</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.interleave_matrix_outer_dim_from_partitions" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.make_build_dir">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">make_build_dir</code><span class="sig-paren">(</span><em class="sig-param">prefix=''</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.make_build_dir" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a temporary folder with given prefix to be used as a build dir.
-Use this function instead of tempfile.mkdtemp to ensure any generated files
-will survive on the host after the FINN Docker container exits.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.pad_tensor_to_multiple_of">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">pad_tensor_to_multiple_of</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">pad_to_dims</em>, <em class="sig-param">val=0</em>, <em class="sig-param">distr_pad=False</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.pad_tensor_to_multiple_of" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pad each dimension of given NumPy ndarray using val, so that each
-dimension is a multiple of the respective value in pad_to_dims. -1 means
-do not pad that particular dimension. If distr_pad is False, all padding
-will be inserted after the existing values; otherwise it will be split
-evenly between before and after the existing values, with one extra value
-inserted after if the padding amount is not divisible by two.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.random_string">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">random_string</code><span class="sig-paren">(</span><em class="sig-param">stringLength=6</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.random_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Randomly generate a string of letters and digits.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.remove_by_name">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">remove_by_name</code><span class="sig-paren">(</span><em class="sig-param">container</em>, <em class="sig-param">name</em>, <em class="sig-param">name_field='name'</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.remove_by_name" title="Permalink to this definition">¶</a></dt>
-<dd><p>Remove item from container by .name field if it exists</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.basic.roundup_to_integer_multiple">
-<code class="sig-prename descclassname">src.finn.util.basic.</code><code class="sig-name descname">roundup_to_integer_multiple</code><span class="sig-paren">(</span><em class="sig-param">x</em>, <em class="sig-param">factor</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.basic.roundup_to_integer_multiple" title="Permalink to this definition">¶</a></dt>
-<dd><p>Round up integer x to the nearest integer multiple of integer factor.
-Returns x if factor is set to -1. Both x and factor must otherwise be
-positive.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.util.data_packing">
-<span id="src-finn-util-data-packing-module"></span><h2>src.finn.util.data_packing module<a class="headerlink" href="#module-src.finn.util.data_packing" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.util.data_packing.array2hexstring">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">array2hexstring</code><span class="sig-paren">(</span><em class="sig-param">array</em>, <em class="sig-param">dtype</em>, <em class="sig-param">pad_to_nbits</em>, <em class="sig-param">prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.array2hexstring" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pack given one-dimensional NumPy array with FINN DataType dtype into a hex
-string.
-Any BIPOLAR values will be converted to a single bit with a 0 representing
--1.
-pad_to_nbits is used to prepend leading zeros to ensure packed strings of
-fixed width. The minimum value for pad_to_nbits is 4, since a single hex
-digit is four bits.</p>
-<p>Examples:
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 4) = “eâ€
-array2hexstring([1, 1, 1, 0], DataType.BINARY, 8) = “0eâ€</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.finnpy_to_packed_bytearray">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">finnpy_to_packed_bytearray</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.finnpy_to_packed_bytearray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a numpy ndarray with FINN DataType dtype, pack the innermost
-dimension and return the packed representation as an ndarray of uint8.
-The packed innermost dimension will be padded to the nearest multiple
-of 8 bits. The returned ndarray has the same number of dimensions as the
-input.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.hexstring2npbytearray">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">hexstring2npbytearray</code><span class="sig-paren">(</span><em class="sig-param">hexstring</em>, <em class="sig-param">remove_prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.hexstring2npbytearray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a hex string into a NumPy array of dtype uint8. Examples:</p>
-<p>hexstring2npbytearray(“0f01â€) = array([15, 1], dtype=uint8)</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.npbytearray2hexstring">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">npbytearray2hexstring</code><span class="sig-paren">(</span><em class="sig-param">npbytearray</em>, <em class="sig-param">prefix='0x'</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.npbytearray2hexstring" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a NumPy array of uint8 dtype into a hex string. Examples:</p>
-<p>npbytearray2hexstring(array([15, 1], dtype=uint8)) = “0x0f01â€</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.npy_to_rtlsim_input">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">npy_to_rtlsim_input</code><span class="sig-paren">(</span><em class="sig-param">input_file</em>, <em class="sig-param">input_dtype</em>, <em class="sig-param">pad_to_nbits</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.npy_to_rtlsim_input" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert the multidimensional NumPy array of integers (stored as floats)
-from input_file into a flattened sequence of Python arbitrary-precision
-integers, packing the innermost dimension. See
-finn.util.basic.pack_innermost_dim_as_hex_string() for more info on how the
-packing works.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.numpy_to_hls_code">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">numpy_to_hls_code</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">hls_var_name</em>, <em class="sig-param">pack_innermost_dim=True</em>, <em class="sig-param">no_decl=False</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.numpy_to_hls_code" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return C++ code representation of a numpy ndarray with FINN DataType
-dtype, using hls_var_name as the resulting C++ variable name. If
-pack_innermost_dim is specified, the innermost dimension of the ndarray
-will be packed into a hex string using array2hexstring. If no_decl is
-set to True, no variable name and type will be generated as part of the
-emitted string.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.pack_innermost_dim_as_hex_string">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">pack_innermost_dim_as_hex_string</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">pad_to_nbits</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.pack_innermost_dim_as_hex_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Pack the innermost dimension of the given numpy ndarray into hex
-strings using array2hexstring. Examples:</p>
-<p>A = [[1, 1, 1, 0], [0, 1, 1, 0]]
-eA = [“0eâ€, “06â€]
-pack_innermost_dim_as_hex_string(A, DataType.BINARY, 8) == eA
-B = [[[3, 3], [3, 3]], [[1, 3], [3, 1]]]
-eB = [[ “0fâ€, “0fâ€], [“07â€, “0dâ€]]
-pack_innermost_dim_as_hex_string(B, DataType.UINT2, 8) == eB</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.packed_bytearray_to_finnpy">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">packed_bytearray_to_finnpy</code><span class="sig-paren">(</span><em class="sig-param">packed_bytearray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">output_shape=None</em>, <em class="sig-param">reverse_inner=False</em>, <em class="sig-param">reverse_endian=False</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.packed_bytearray_to_finnpy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a packed numpy uint8 ndarray, unpack it into a FINN array of
-given DataType. output_shape can be specified to remove padding from the
-packed dimension, or set to None to be inferred from the input.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.rtlsim_output_to_npy">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">rtlsim_output_to_npy</code><span class="sig-paren">(</span><em class="sig-param">output</em>, <em class="sig-param">path</em>, <em class="sig-param">dtype</em>, <em class="sig-param">shape</em>, <em class="sig-param">packedBits</em>, <em class="sig-param">targetBits</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.rtlsim_output_to_npy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a flattened sequence of Python arbitrary-precision integers
-output into a NumPy array, saved as npy file at path. Each arbitrary-precision
-integer is assumed to be a packed array of targetBits-bit elements, which
-will be unpacked as the innermost dimension of the NumPy array.</p>
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.data_packing.unpack_innermost_dim_from_hex_string">
-<code class="sig-prename descclassname">src.finn.util.data_packing.</code><code class="sig-name descname">unpack_innermost_dim_from_hex_string</code><span class="sig-paren">(</span><em class="sig-param">ndarray</em>, <em class="sig-param">dtype</em>, <em class="sig-param">out_shape</em>, <em class="sig-param">reverse_inner=False</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.data_packing.unpack_innermost_dim_from_hex_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>Convert a NumPy array of hex strings into a FINN NumPy array by unpacking
-the hex strings into the specified data type. out_shape can be specified
-such that any padding in the packing dimension is removed. If reverse_inner
-is set, the innermost unpacked dimension will be reversed.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.util.fpgadataflow">
-<span id="src-finn-util-fpgadataflow-module"></span><h2>src.finn.util.fpgadataflow module<a class="headerlink" href="#module-src.finn.util.fpgadataflow" title="Permalink to this headline">¶</a></h2>
-<dl class="class">
-<dt id="src.finn.util.fpgadataflow.IPGenBuilder">
-<em class="property">class </em><code class="sig-prename descclassname">src.finn.util.fpgadataflow.</code><code class="sig-name descname">IPGenBuilder</code><a class="headerlink" href="#src.finn.util.fpgadataflow.IPGenBuilder" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="src.finn.util.fpgadataflow.IPGenBuilder.append_tcl">
-<code class="sig-name descname">append_tcl</code><span class="sig-paren">(</span><em class="sig-param">tcl_script</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.fpgadataflow.IPGenBuilder.append_tcl" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.util.fpgadataflow.IPGenBuilder.build">
-<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param">code_gen_dir</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.fpgadataflow.IPGenBuilder.build" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="method">
-<dt id="src.finn.util.fpgadataflow.IPGenBuilder.set_ipgen_path">
-<code class="sig-name descname">set_ipgen_path</code><span class="sig-paren">(</span><em class="sig-param">path</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.fpgadataflow.IPGenBuilder.set_ipgen_path" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="function">
-<dt id="src.finn.util.fpgadataflow.pyverilate_stitched_ip">
-<code class="sig-prename descclassname">src.finn.util.fpgadataflow.</code><code class="sig-name descname">pyverilate_stitched_ip</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.fpgadataflow.pyverilate_stitched_ip" title="Permalink to this definition">¶</a></dt>
-<dd><p>Given a model with stitched IP, return a PyVerilator sim object.</p>
-</dd></dl>
-
-</div>
-<div class="section" id="module-src.finn.util.onnx">
-<span id="src-finn-util-onnx-module"></span><h2>src.finn.util.onnx module<a class="headerlink" href="#module-src.finn.util.onnx" title="Permalink to this headline">¶</a></h2>
-<dl class="function">
-<dt id="src.finn.util.onnx.valueinfo_to_tensor">
-<code class="sig-prename descclassname">src.finn.util.onnx.</code><code class="sig-name descname">valueinfo_to_tensor</code><span class="sig-paren">(</span><em class="sig-param">vi</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.onnx.valueinfo_to_tensor" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates an all-zeroes numpy tensor from a ValueInfoProto.</p>
-</dd></dl>
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-<dd></dd></dl>
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-<dt id="src.finn.util.test.get_test_model_untrained">
-<code class="sig-prename descclassname">src.finn.util.test.</code><code class="sig-name descname">get_test_model_untrained</code><span class="sig-paren">(</span><em class="sig-param">netname</em>, <em class="sig-param">wbits</em>, <em class="sig-param">abits</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.test.get_test_model_untrained" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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-<code class="sig-prename descclassname">src.finn.util.test.</code><code class="sig-name descname">get_trained_checkpoint</code><span class="sig-paren">(</span><em class="sig-param">netname</em>, <em class="sig-param">wbits</em>, <em class="sig-param">abits</em><span class="sig-paren">)</span><a class="headerlink" href="#src.finn.util.test.get_trained_checkpoint" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
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- </div>
- <div class="clearer"></div>
- </div>
- <div class="footer">
- ©2020, Y. Umuroglu, J. Petri-Koenig.
-
- |
- Powered by <a href="http://sphinx-doc.org/">Sphinx 2.2.2</a>
- & <a href="https://github.com/bitprophet/alabaster">Alabaster 0.7.12</a>
-
- |
- <a href="_sources/src.rst.txt"
- rel="nofollow">Page source</a>
- </div>
-
-
-
-
- </body>
-</html>
\ No newline at end of file
diff --git a/docs/finn/modules.rst b/docs/finn/modules.rst
index e9ff8ac1a89c7bd18e69d633121f5a4022ac6fdf..8355e03eefd869e41e11291dfcafb540e93d1b21 100644
--- a/docs/finn/modules.rst
+++ b/docs/finn/modules.rst
@@ -1,7 +1,7 @@
-src
+finn
===
.. toctree::
:maxdepth: 4
- src
+ finn