From f2e1e680aed7a8d8fec478a1e7f15a5562f0da08 Mon Sep 17 00:00:00 2001 From: GitHub Action Date: Fri, 25 Oct 2024 06:45:36 +0000 Subject: [PATCH] Update Sphinx Documentation --- _sources/advanced/oneapi.rst.txt | 35 + .../hls4ml.backends.catapult.passes.rst.txt | 8 + .../hls4ml.backends.fpga.passes.rst.txt | 8 - .../hls4ml.backends.oneapi.passes.rst.txt | 125 ++ .../autodoc/hls4ml.backends.oneapi.rst.txt | 45 + .../hls4ml.backends.quartus.passes.rst.txt | 8 + _sources/autodoc/hls4ml.backends.rst.txt | 1 + .../hls4ml.backends.vivado.passes.rst.txt | 8 + _sources/autodoc/hls4ml.writer.rst.txt | 8 + _sources/index.rst.txt | 1 + advanced/accelerator.html | 5 +- advanced/extension.html | 5 +- advanced/fifo_depth.html | 1 + advanced/model_optimization.html | 1 + advanced/oneapi.html | 172 +++ api/configuration.html | 1 + api/hls-model.html | 1 + api/profiling.html | 1 + autodoc/hls4ml.backends.catapult.html | 23 + autodoc/hls4ml.backends.catapult.passes.html | 95 ++ autodoc/hls4ml.backends.fpga.html | 23 +- autodoc/hls4ml.backends.fpga.passes.html | 99 +- autodoc/hls4ml.backends.html | 152 +- autodoc/hls4ml.backends.oneapi.html | 927 +++++++++++++ autodoc/hls4ml.backends.oneapi.passes.html | 1235 +++++++++++++++++ autodoc/hls4ml.backends.quartus.html | 27 +- autodoc/hls4ml.backends.quartus.passes.html | 95 ++ autodoc/hls4ml.backends.symbolic.html | 1 + autodoc/hls4ml.backends.symbolic.passes.html | 1 + autodoc/hls4ml.backends.vitis.html | 1 + autodoc/hls4ml.backends.vitis.passes.html | 1 + autodoc/hls4ml.backends.vivado.html | 23 + autodoc/hls4ml.backends.vivado.passes.html | 95 ++ .../hls4ml.backends.vivado_accelerator.html | 1 + ...ml.backends.vivado_accelerator.passes.html | 1 + autodoc/hls4ml.converters.html | 1 + autodoc/hls4ml.converters.keras.html | 1 + autodoc/hls4ml.converters.onnx.html | 1 + autodoc/hls4ml.converters.pytorch.html | 1 + autodoc/hls4ml.html | 33 + autodoc/hls4ml.model.flow.html | 1 + autodoc/hls4ml.model.html | 1 + autodoc/hls4ml.model.optimizer.html | 1 + autodoc/hls4ml.model.optimizer.passes.html | 1 + ...hls4ml.optimization.dsp_aware_pruning.html | 1 + ....optimization.dsp_aware_pruning.keras.html | 1 + ...mization.dsp_aware_pruning.objectives.html | 1 + autodoc/hls4ml.optimization.html | 1 + autodoc/hls4ml.report.html | 1 + autodoc/hls4ml.utils.html | 22 +- autodoc/hls4ml.writer.html | 179 +++ command.html | 1 + concepts.html | 1 + details.html | 1 + flows.html | 1 + genindex.html | 895 +++++++++++- index.html | 1 + objects.inv | Bin 14851 -> 16882 bytes py-modindex.html | 121 +- reference.html | 1 + release_notes.html | 1 + search.html | 1 + searchindex.js | 2 +- setup.html | 1 + status.html | 3 +- 65 files changed, 4307 insertions(+), 204 deletions(-) create mode 100644 _sources/advanced/oneapi.rst.txt create mode 100644 _sources/autodoc/hls4ml.backends.oneapi.passes.rst.txt create mode 100644 _sources/autodoc/hls4ml.backends.oneapi.rst.txt create mode 100644 advanced/oneapi.html create mode 100644 autodoc/hls4ml.backends.oneapi.html create mode 100644 autodoc/hls4ml.backends.oneapi.passes.html diff --git a/_sources/advanced/oneapi.rst.txt b/_sources/advanced/oneapi.rst.txt new file mode 100644 index 0000000000..ae0e0bc56b --- /dev/null +++ b/_sources/advanced/oneapi.rst.txt @@ -0,0 +1,35 @@ +============== +oneAPI Backend +============== + +The ``oneAPI`` backend of hls4ml is designed for deploying NNs on Intel/Altera FPGAs. It will eventually +replace the ``Quartus`` backend, which should really have been called the Intel HLS backend. (The actual Quartus +program continues to be used with IP produced by the ``oneAPI`` backend.) +This section discusses details of the ``oneAPI`` backend. + +The ``oneAPI`` code uses SYCL kernels to implement the logic that is deployed on FPGAs. It naturally leads to the +accelerator style of programming. In the IP Component flow, which is currently the only flow supported, the +kernel becomes the IP, and the "host code" becomes the testbench. An accelerator flow, with easier deployment on +PCIe accelerator boards, is planned to be added in the future. + +The produced work areas use cmake to build the projects in a style based +`oneAPI-samples `_. +The standard ``fpga_emu``, ``report``, ``fpga_sim``, and ``fpga`` are supported. Additionally, ``make lib`` +produces the library used for calling the ``predict`` function from hls4ml. The ``compile`` and ``build`` commands +in hls4ml interact with the cmake system, so one does not need to manually use the build system, but it there +if desired. + +The ``oneAPI`` backend, like the ``Quartus`` backend, only implements the ``Resource`` strategy for the layers. There +is no ``Latency`` implementation of any of the layers. + +Note: currently tracing and external weights (i.e. setting BramFactor) are not supported. + +io_parallel and io_stream +========================= + +As mentioned in the :ref:`I/O Types` section, ``io_parallel`` is for small models, while ``io_stream`` is for +larger models. In ``oneAPI``, there is an additional difference: ``io_stream`` implements each layer on its +own ``task_sequence``. Thus, the layers run in parallel, with pipes connecting the inputs and outputs. This +is similar in style to the `dataflow` implementation on Vitis, but more explicit. On the other hand, ``io_parallel`` +always uses a single task, relying on pipelining within the task for good performance. In contrast, the Vitis +backend sometimes uses dataflow with ``io_parallel``. diff --git a/_sources/autodoc/hls4ml.backends.catapult.passes.rst.txt b/_sources/autodoc/hls4ml.backends.catapult.passes.rst.txt index 534b58e241..a9179feb6a 100644 --- a/_sources/autodoc/hls4ml.backends.catapult.passes.rst.txt +++ b/_sources/autodoc/hls4ml.backends.catapult.passes.rst.txt @@ -4,6 +4,14 @@ hls4ml.backends.catapult.passes package Submodules ---------- +hls4ml.backends.catapult.passes.bn\_quant module +------------------------------------------------ + +.. automodule:: hls4ml.backends.catapult.passes.bn_quant + :members: + :undoc-members: + :show-inheritance: + hls4ml.backends.catapult.passes.broadcast\_stream module -------------------------------------------------------- diff --git a/_sources/autodoc/hls4ml.backends.fpga.passes.rst.txt b/_sources/autodoc/hls4ml.backends.fpga.passes.rst.txt index 0e4e650018..931a5d8120 100644 --- a/_sources/autodoc/hls4ml.backends.fpga.passes.rst.txt +++ b/_sources/autodoc/hls4ml.backends.fpga.passes.rst.txt @@ -4,14 +4,6 @@ hls4ml.backends.fpga.passes package Submodules ---------- -hls4ml.backends.fpga.passes.bn\_quant module --------------------------------------------- - -.. automodule:: hls4ml.backends.fpga.passes.bn_quant - :members: - :undoc-members: - :show-inheritance: - hls4ml.backends.fpga.passes.bram\_weights module ------------------------------------------------ diff --git a/_sources/autodoc/hls4ml.backends.oneapi.passes.rst.txt b/_sources/autodoc/hls4ml.backends.oneapi.passes.rst.txt new file mode 100644 index 0000000000..050f24a627 --- /dev/null +++ b/_sources/autodoc/hls4ml.backends.oneapi.passes.rst.txt @@ -0,0 +1,125 @@ +hls4ml.backends.oneapi.passes package +===================================== + +Submodules +---------- + +hls4ml.backends.oneapi.passes.bn\_quant module +---------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.bn_quant + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.clone\_templates module +----------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.clone_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.convolution\_templates module +----------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.convolution_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.convolution\_winograd module +---------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.convolution_winograd + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.core\_templates module +---------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.core_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.embedding\_templates module +--------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.embedding_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.merge\_templates module +----------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.merge_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.pointwise module +---------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.pointwise + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.pooling\_templates module +------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.pooling_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.quantization\_templates module +------------------------------------------------------------ + +.. automodule:: hls4ml.backends.oneapi.passes.quantization_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.recurrent\_templates module +--------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.recurrent_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.reshaping\_templates module +--------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.reshaping_templates + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.resource\_strategy module +------------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.resource_strategy + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.passes.transform\_types module +----------------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.passes.transform_types + :members: + :undoc-members: + :show-inheritance: + +Module contents +--------------- + +.. automodule:: hls4ml.backends.oneapi.passes + :members: + :undoc-members: + :show-inheritance: diff --git a/_sources/autodoc/hls4ml.backends.oneapi.rst.txt b/_sources/autodoc/hls4ml.backends.oneapi.rst.txt new file mode 100644 index 0000000000..adf105375b --- /dev/null +++ b/_sources/autodoc/hls4ml.backends.oneapi.rst.txt @@ -0,0 +1,45 @@ +hls4ml.backends.oneapi package +============================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hls4ml.backends.oneapi.passes + +Submodules +---------- + +hls4ml.backends.oneapi.oneapi\_backend module +--------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.oneapi_backend + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.oneapi\_template module +---------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.oneapi_template + :members: + :undoc-members: + :show-inheritance: + +hls4ml.backends.oneapi.oneapi\_types module +------------------------------------------- + +.. automodule:: hls4ml.backends.oneapi.oneapi_types + :members: + :undoc-members: + :show-inheritance: + +Module contents +--------------- + +.. automodule:: hls4ml.backends.oneapi + :members: + :undoc-members: + :show-inheritance: diff --git a/_sources/autodoc/hls4ml.backends.quartus.passes.rst.txt b/_sources/autodoc/hls4ml.backends.quartus.passes.rst.txt index 5aaff184f5..0732e73453 100644 --- a/_sources/autodoc/hls4ml.backends.quartus.passes.rst.txt +++ b/_sources/autodoc/hls4ml.backends.quartus.passes.rst.txt @@ -4,6 +4,14 @@ hls4ml.backends.quartus.passes package Submodules ---------- +hls4ml.backends.quartus.passes.bn\_quant module +----------------------------------------------- + +.. automodule:: hls4ml.backends.quartus.passes.bn_quant + :members: + :undoc-members: + :show-inheritance: + hls4ml.backends.quartus.passes.convolution\_templates module ------------------------------------------------------------ diff --git a/_sources/autodoc/hls4ml.backends.rst.txt b/_sources/autodoc/hls4ml.backends.rst.txt index 56d01ac042..91b0c87808 100644 --- a/_sources/autodoc/hls4ml.backends.rst.txt +++ b/_sources/autodoc/hls4ml.backends.rst.txt @@ -9,6 +9,7 @@ Subpackages hls4ml.backends.catapult hls4ml.backends.fpga + hls4ml.backends.oneapi hls4ml.backends.quartus hls4ml.backends.symbolic hls4ml.backends.vitis diff --git a/_sources/autodoc/hls4ml.backends.vivado.passes.rst.txt b/_sources/autodoc/hls4ml.backends.vivado.passes.rst.txt index 49f69ff54e..10bbb88908 100644 --- a/_sources/autodoc/hls4ml.backends.vivado.passes.rst.txt +++ b/_sources/autodoc/hls4ml.backends.vivado.passes.rst.txt @@ -4,6 +4,14 @@ hls4ml.backends.vivado.passes package Submodules ---------- +hls4ml.backends.vivado.passes.bn\_quant module +---------------------------------------------- + +.. automodule:: hls4ml.backends.vivado.passes.bn_quant + :members: + :undoc-members: + :show-inheritance: + hls4ml.backends.vivado.passes.broadcast\_stream module ------------------------------------------------------ diff --git a/_sources/autodoc/hls4ml.writer.rst.txt b/_sources/autodoc/hls4ml.writer.rst.txt index 95c044f786..be4eecaf2b 100644 --- a/_sources/autodoc/hls4ml.writer.rst.txt +++ b/_sources/autodoc/hls4ml.writer.rst.txt @@ -12,6 +12,14 @@ hls4ml.writer.catapult\_writer module :undoc-members: :show-inheritance: +hls4ml.writer.oneapi\_writer module +----------------------------------- + +.. automodule:: hls4ml.writer.oneapi_writer + :members: + :undoc-members: + :show-inheritance: + hls4ml.writer.quartus\_writer module ------------------------------------ diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt index c21b90aebc..07fcd217db 100644 --- a/_sources/index.rst.txt +++ b/_sources/index.rst.txt @@ -24,6 +24,7 @@ advanced/fifo_depth advanced/extension + advanced/oneapi advanced/accelerator advanced/model_optimization diff --git a/advanced/accelerator.html b/advanced/accelerator.html index d1a8a65d76..12e0f64696 100644 --- a/advanced/accelerator.html +++ b/advanced/accelerator.html @@ -22,7 +22,7 @@ - + @@ -66,6 +66,7 @@ @@ -287,7 +288,7 @@

Complete example - +
diff --git a/advanced/fifo_depth.html b/advanced/fifo_depth.html index 4e0a5c47b5..47dcfcabc9 100644 --- a/advanced/fifo_depth.html +++ b/advanced/fifo_depth.html @@ -66,6 +66,7 @@ diff --git a/advanced/model_optimization.html b/advanced/model_optimization.html index 6e1c856718..b43f373126 100644 --- a/advanced/model_optimization.html +++ b/advanced/model_optimization.html @@ -66,6 +66,7 @@ diff --git a/advanced/oneapi.html b/advanced/oneapi.html new file mode 100644 index 0000000000..53d93716c5 --- /dev/null +++ b/advanced/oneapi.html @@ -0,0 +1,172 @@ + + + + + + + + + oneAPI Backend — hls4ml 0.8.1 documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

oneAPI Backend

+

The oneAPI backend of hls4ml is designed for deploying NNs on Intel/Altera FPGAs. It will eventually +replace the Quartus backend, which should really have been called the Intel HLS backend. (The actual Quartus +program continues to be used with IP produced by the oneAPI backend.) +This section discusses details of the oneAPI backend.

+

The oneAPI code uses SYCL kernels to implement the logic that is deployed on FPGAs. It naturally leads to the +accelerator style of programming. In the IP Component flow, which is currently the only flow supported, the +kernel becomes the IP, and the “host code” becomes the testbench. An accelerator flow, with easier deployment on +PCIe accelerator boards, is planned to be added in the future.

+

The produced work areas use cmake to build the projects in a style based +oneAPI-samples. +The standard fpga_emu, report, fpga_sim, and fpga are supported. Additionally, make lib +produces the library used for calling the predict function from hls4ml. The compile and build commands +in hls4ml interact with the cmake system, so one does not need to manually use the build system, but it there +if desired.

+

The oneAPI backend, like the Quartus backend, only implements the Resource strategy for the layers. There +is no Latency implementation of any of the layers.

+

Note: currently tracing and external weights (i.e. setting BramFactor) are not supported.

+
+

io_parallel and io_stream

+

As mentioned in the I/O Types section, io_parallel is for small models, while io_stream is for +larger models. In oneAPI, there is an additional difference: io_stream implements each layer on its +own task_sequence. Thus, the layers run in parallel, with pipes connecting the inputs and outputs. This +is similar in style to the dataflow implementation on Vitis, but more explicit. On the other hand, io_parallel +always uses a single task, relying on pipelining within the task for good performance. In contrast, the Vitis +backend sometimes uses dataflow with io_parallel.

+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/api/configuration.html b/api/configuration.html index 9811b45a30..719c1d5552 100644 --- a/api/configuration.html +++ b/api/configuration.html @@ -71,6 +71,7 @@ diff --git a/api/hls-model.html b/api/hls-model.html index dd5e11862b..0830fdcffb 100644 --- a/api/hls-model.html +++ b/api/hls-model.html @@ -73,6 +73,7 @@ diff --git a/api/profiling.html b/api/profiling.html index 3fccec4f85..8eda7987ff 100644 --- a/api/profiling.html +++ b/api/profiling.html @@ -66,6 +66,7 @@ diff --git a/autodoc/hls4ml.backends.catapult.html b/autodoc/hls4ml.backends.catapult.html index 9729c043ba..d2e8d2b883 100644 --- a/autodoc/hls4ml.backends.catapult.html +++ b/autodoc/hls4ml.backends.catapult.html @@ -66,6 +66,7 @@ @@ -120,6 +121,28 @@

Subpackageshls4ml.backends.catapult.passes package
  • Submodules
    • +
  • hls4ml.backends.catapult.passes.bn_quant module +
  • hls4ml.backends.catapult.passes.broadcast_stream module
    • Broadcast
      • Broadcast.initialize()
        • diff --git a/autodoc/hls4ml.backends.catapult.passes.html b/autodoc/hls4ml.backends.catapult.passes.html index caa6f2b15d..0191064263 100644 --- a/autodoc/hls4ml.backends.catapult.passes.html +++ b/autodoc/hls4ml.backends.catapult.passes.html @@ -66,6 +66,7 @@ @@ -117,6 +118,100 @@

        hls4ml.backends.catapult.passes package

        Submodules

        +
        +
        +

        hls4ml.backends.catapult.passes.bn_quant module

        +
        +
        +class hls4ml.backends.catapult.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate
        +

        Bases: LayerConfigTemplate

        +
        +
        +format(node)
        +
        + +
        + +
        +
        +class hls4ml.backends.catapult.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate
        +

        Bases: FunctionCallTemplate

        +
        +
        +format(node)
        +
        + +
        + +
        +
        +class hls4ml.backends.catapult.passes.bn_quant.MergeBatchNormAndQuantizedTanh
        +

        Bases: OptimizerPass

        +
        +
        +match(node)
        +

        Predicate to match on a given node.

        +
        +
        Parameters:
        +

        node (Layer) – Node in the model graph to try matching the optimizer on.

        +
        +
        +
        + +
        +
        +transform(model, node)
        +

        Transformation to apply if matching was successful.

        +

        Transform should return a boolean value indicating if the model graph was altered (by adding/removing nodes).

        +
        +
        Parameters:
        +
          +

        • model (ModelGraph) – Model to optimize

          • +

        • node (Layer) – The matched node in the model graph.

          • +
        +
        +
        +
        + +
        + +
        +
        +class hls4ml.backends.catapult.passes.bn_quant.QuantizeDenseOutput
        +

        Bases: OptimizerPass

        +
        +
        +match(node)
        +

        Predicate to match on a given node.

        +
        +
        Parameters:
        +

        node (Layer) – Node in the model graph to try matching the optimizer on.

        +
        +
        +
        + +
        +
        +transform(model, node)
        +

        Transformation to apply if matching was successful.

        +

        Transform should return a boolean value indicating if the model graph was altered (by adding/removing nodes).

        +
        +
        Parameters:
        +
          +

        • model (ModelGraph) – Model to optimize

          • +

        • node (Layer) – The matched node in the model graph.

          • +
        +
        +
        +
        + +
        + +
        +
        +hls4ml.backends.catapult.passes.bn_quant.register_bn_quant(backend)
        +
        +

        hls4ml.backends.catapult.passes.broadcast_stream module

        diff --git a/autodoc/hls4ml.backends.fpga.html b/autodoc/hls4ml.backends.fpga.html index 11affef041..55d15008ca 100644 --- a/autodoc/hls4ml.backends.fpga.html +++ b/autodoc/hls4ml.backends.fpga.html @@ -66,6 +66,7 @@ @@ -120,28 +121,6 @@

        Subpackageshls4ml.backends.fpga.passes package
        • Submodules
          • -
        • hls4ml.backends.fpga.passes.bn_quant module -
        • hls4ml.backends.fpga.passes.bram_weights module
          • RegisterBramWeights
            • RegisterBramWeights.match()
              • diff --git a/autodoc/hls4ml.backends.fpga.passes.html b/autodoc/hls4ml.backends.fpga.passes.html index 100b4073ac..5daeae4047 100644 --- a/autodoc/hls4ml.backends.fpga.passes.html +++ b/autodoc/hls4ml.backends.fpga.passes.html @@ -21,7 +21,7 @@ - + @@ -66,6 +66,7 @@ @@ -117,100 +118,6 @@

              hls4ml.backends.fpga.passes package

              Submodules

              -
              -
              -

              hls4ml.backends.fpga.passes.bn_quant module

              -
              -
              -class hls4ml.backends.fpga.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate
              -

              Bases: LayerConfigTemplate

              -
              -
              -format(node)
              -
              - -
              - -
              -
              -class hls4ml.backends.fpga.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate
              -

              Bases: FunctionCallTemplate

              -
              -
              -format(node)
              -
              - -
              - -
              -
              -class hls4ml.backends.fpga.passes.bn_quant.MergeBatchNormAndQuantizedTanh
              -

              Bases: OptimizerPass

              -
              -
              -match(node)
              -

              Predicate to match on a given node.

              -
              -
              Parameters:
              -

              node (Layer) – Node in the model graph to try matching the optimizer on.

              -
              -
              -
              - -
              -
              -transform(model, node)
              -

              Transformation to apply if matching was successful.

              -

              Transform should return a boolean value indicating if the model graph was altered (by adding/removing nodes).

              -
              -
              Parameters:
              -
                -

              • model (ModelGraph) – Model to optimize

                • -

              • node (Layer) – The matched node in the model graph.

                • -
              -
              -
              -
              - -
              - -
              -
              -class hls4ml.backends.fpga.passes.bn_quant.QuantizeDenseOutput
              -

              Bases: OptimizerPass

              -
              -
              -match(node)
              -

              Predicate to match on a given node.

              -
              -
              Parameters:
              -

              node (Layer) – Node in the model graph to try matching the optimizer on.

              -
              -
              -
              - -
              -
              -transform(model, node)
              -

              Transformation to apply if matching was successful.

              -

              Transform should return a boolean value indicating if the model graph was altered (by adding/removing nodes).

              -
              -
              Parameters:
              -
                -

              • model (ModelGraph) – Model to optimize

                • -

              • node (Layer) – The matched node in the model graph.

                • -
              -
              -
              -
              - -
              - -
              -
              -hls4ml.backends.fpga.passes.bn_quant.register_bn_quant(backend)
              -
              -

              hls4ml.backends.fpga.passes.bram_weights module

              @@ -746,7 +653,7 @@

              Submodules - +
              diff --git a/autodoc/hls4ml.backends.html b/autodoc/hls4ml.backends.html index a8dc902f3e..954cf59fd4 100644 --- a/autodoc/hls4ml.backends.html +++ b/autodoc/hls4ml.backends.html @@ -66,6 +66,7 @@ @@ -121,6 +122,7 @@

              SubpackagesSubpackages

              hls4ml.writer.quartus_writer module

              diff --git a/command.html b/command.html index fcc954e0d0..eba31f1f17 100644 --- a/command.html +++ b/command.html @@ -73,6 +73,7 @@ diff --git a/concepts.html b/concepts.html index 3035b83486..583d2ff8c2 100644 --- a/concepts.html +++ b/concepts.html @@ -72,6 +72,7 @@ diff --git a/details.html b/details.html index 82bf4c2181..149fdddcc8 100644 --- a/details.html +++ b/details.html @@ -70,6 +70,7 @@ diff --git a/flows.html b/flows.html index e1b9e92600..95393491e3 100644 --- a/flows.html +++ b/flows.html @@ -71,6 +71,7 @@ diff --git a/genindex.html b/genindex.html index d34ce86fb7..c03b9ade0e 100644 --- a/genindex.html +++ b/genindex.html @@ -63,6 +63,7 @@ @@ -134,6 +135,8 @@

              Index

              A

              + - - + + - @@ -2872,9 +3369,13 @@

              M

            • MaskedBackprop (class in hls4ml.optimization.dsp_aware_pruning.keras)
              • -
            • match() (hls4ml.backends.catapult.passes.broadcast_stream.BroadcastStream method) +
            • match() (hls4ml.backends.catapult.passes.bn_quant.MergeBatchNormAndQuantizedTanh method)
            • Merge (class in hls4ml.model.layers)
              • -
            • MergeBatchNormAndQuantizedTanh (class in hls4ml.backends.fpga.passes.bn_quant) +
            • MergeBatchNormAndQuantizedTanh (class in hls4ml.backends.catapult.passes.bn_quant) + +
            • MergeConfigTemplate (class in hls4ml.backends.catapult.passes.merge_templates)
              • hls4ml.backends.vivado.passes.pointwise @@ -1904,8 +2364,6 @@

                H

              • module
              -
              • hls4ml.backends.vivado_accelerator @@ -2464,6 +2922,13 @@

                H

                • +
              • + hls4ml.writer.oneapi_writer + +
              • @@ -2524,11 +2989,17 @@

                I
              @@ -3404,6 +3983,46 @@

              O

              + - - + - + - + + + + - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
              -     hls4ml.backends.catapult.passes
                  + hls4ml.backends.catapult.passes.bn_quant +
                  @@ -255,11 +261,6 @@

              Python Module Index

              		    hls4ml.backends.fpga.passes
                  - hls4ml.backends.fpga.passes.bn_quant -
                  @@ -320,6 +321,101 @@

              Python Module Index

              		    hls4ml.backends.fpga.passes.xnor_pooling
                  + hls4ml.backends.oneapi +
                  + hls4ml.backends.oneapi.oneapi_backend +
                  + hls4ml.backends.oneapi.oneapi_template +
                  + hls4ml.backends.oneapi.oneapi_types +
                  + hls4ml.backends.oneapi.passes +
                  + hls4ml.backends.oneapi.passes.bn_quant +
                  + hls4ml.backends.oneapi.passes.clone_templates +
                  + hls4ml.backends.oneapi.passes.convolution_templates +
                  + hls4ml.backends.oneapi.passes.convolution_winograd +
                  + hls4ml.backends.oneapi.passes.core_templates +
                  + hls4ml.backends.oneapi.passes.embedding_templates +
                  + hls4ml.backends.oneapi.passes.merge_templates +
                  + hls4ml.backends.oneapi.passes.pointwise +
                  + hls4ml.backends.oneapi.passes.pooling_templates +
                  + hls4ml.backends.oneapi.passes.quantization_templates +
                  + hls4ml.backends.oneapi.passes.recurrent_templates +
                  + hls4ml.backends.oneapi.passes.reshaping_templates +
                  + hls4ml.backends.oneapi.passes.resource_strategy +
                  + hls4ml.backends.oneapi.passes.transform_types +
                  @@ -330,6 +426,11 @@

              Python Module Index

              		    hls4ml.backends.quartus.passes
                  + hls4ml.backends.quartus.passes.bn_quant +
                  @@ -450,6 +551,11 @@

              Python Module Index

              		    hls4ml.backends.vivado.passes
                  + hls4ml.backends.vivado.passes.bn_quant +
                  @@ -945,6 +1051,11 @@

              Python Module Index

              		    hls4ml.writer.catapult_writer
                  + hls4ml.writer.oneapi_writer +
                  diff --git a/reference.html b/reference.html index b850845a7d..9e314783ee 100644 --- a/reference.html +++ b/reference.html @@ -72,6 +72,7 @@ diff --git a/release_notes.html b/release_notes.html index ae90991c4a..7949c6a809 100644 --- a/release_notes.html +++ b/release_notes.html @@ -84,6 +84,7 @@ diff --git a/search.html b/search.html index c662ec4edb..f5ebf6e1e1 100644 --- a/search.html +++ b/search.html @@ -66,6 +66,7 @@ diff --git a/searchindex.js b/searchindex.js index df2ed10e94..31371ed6ed 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"": [[4, "id1"]], "1. Python API": [[4, "python-api"]], "2. YAML Configuration file": [[4, "yaml-configuration-file"]], "2.1 Top Level Configuration": [[4, "top-level-configuration"]], "2.2 Per-Layer Configuration": [[4, "per-layer-configuration"]], "Acknowledgments": [[43, "acknowledgments"]], "Citation": [[43, "citation"]], "Citation, Acknowledgments, and Contributors": [[43, "citation-acknowledgments-and-contributors"]], "Command Line Interface (deprecated)": [[38, "command-line-interface-deprecated"]], "Complete example": [[1, "complete-example"]], "Concepts": [[39, "concepts"]], "Configuration": [[4, "configuration"]], "Contributors": [[43, "contributors"]], "Dependencies": [[45, "dependencies"]], "Detailed Configuration in Converted HLS Code": [[4, "detailed-configuration-in-converted-hls-code"]], "Development version": [[45, "development-version"]], "Example": [[0, "example"]], "Example Models": [[46, "example-models"]], "Existing examples": [[45, "existing-examples"]], "Extension API": [[1, "extension-api"]], "FIFO Buffer Depth Optimization": [[2, "fifo-buffer-depth-optimization"]], "Features": [[46, "features"]], "Flows": [[41, "flows"]], "Frontends and Backends": [[40, "frontends-and-backends"]], "Funding": [[43, "funding"]], "Further help": [[45, "further-help"]], "Getting started with hls4ml CLI (deprecated)": [[45, "getting-started-with-hls4ml-cli-deprecated"]], "HLS Model Class": [[5, "hls-model-class"]], "Hardware-aware Optimization API": [[3, "hardware-aware-optimization-api"]], "How it Works": [[39, "how-it-works"]], "I/O Types": [[40, "i-o-types"]], "Installation": [[45, "installation"]], "Internal Structure": [[41, "internal-structure"]], "Module contents": [[7, "module-hls4ml"], [8, "module-hls4ml.backends"], [9, "module-hls4ml.backends.catapult"], [10, "module-hls4ml.backends.catapult.passes"], [11, "module-hls4ml.backends.fpga"], [12, "module-hls4ml.backends.fpga.passes"], [13, "module-hls4ml.backends.quartus"], [14, "module-hls4ml.backends.quartus.passes"], [15, "module-hls4ml.backends.symbolic"], [16, "module-hls4ml.backends.symbolic.passes"], [17, "module-hls4ml.backends.vitis"], [18, "module-hls4ml.backends.vitis.passes"], [19, "module-hls4ml.backends.vivado"], [20, "module-hls4ml.backends.vivado.passes"], [21, "module-hls4ml.backends.vivado_accelerator"], [22, "module-hls4ml.backends.vivado_accelerator.passes"], [23, "module-hls4ml.converters"], [24, "module-hls4ml.converters.keras"], [25, "module-hls4ml.converters.onnx"], [26, "module-hls4ml.converters.pytorch"], [27, "module-hls4ml.model"], [28, "module-hls4ml.model.flow"], [29, "module-hls4ml.model.optimizer"], [30, "module-hls4ml.model.optimizer.passes"], [31, "module-hls4ml.optimization"], [32, "module-hls4ml.optimization.dsp_aware_pruning"], [33, "module-hls4ml.optimization.dsp_aware_pruning.keras"], [34, "module-hls4ml.optimization.dsp_aware_pruning.objectives"], [35, "module-hls4ml.report"], [36, "module-hls4ml.utils"], [37, "module-hls4ml.writer"]], "Neural Network Overlay": [[0, "neural-network-overlay"]], "Optimizer Passes and Flows": [[41, "optimizer-passes-and-flows"]], "Optimizer passes": [[41, "optimizer-passes"]], "Overview": [[38, "overview"]], "Profiling": [[6, "profiling"]], "Project Status": [[42, "project-status"]], "Quick Start": [[45, "quick-start"]], "Release Notes": [[44, "release-notes"]], "Setup and Quick Start": [[45, "setup-and-quick-start"]], "Software Details": [[40, "software-details"]], "Status": [[46, "status"]], "Status and Features": [[46, "status-and-features"]], "Submodules": [[8, "submodules"], [9, "submodules"], [10, "submodules"], [11, "submodules"], [12, "submodules"], [13, "submodules"], [14, "submodules"], [15, "submodules"], [16, "submodules"], [17, "submodules"], [18, "submodules"], [19, "submodules"], [20, "submodules"], [21, "submodules"], [22, "submodules"], [23, "submodules"], [24, "submodules"], [25, "submodules"], [26, "submodules"], [27, "submodules"], [28, "submodules"], [29, "submodules"], [30, "submodules"], [32, "submodules"], [33, "submodules"], [34, "submodules"], [35, "submodules"], [36, "submodules"], [37, "submodules"]], "Subpackages": [[7, "subpackages"], [8, "subpackages"], [9, "subpackages"], [11, "subpackages"], [13, "subpackages"], [15, "subpackages"], [17, "subpackages"], [19, "subpackages"], [21, "subpackages"], [23, "subpackages"], [27, "subpackages"], [29, "subpackages"], [31, "subpackages"], [32, "subpackages"]], "The Inspiration": [[39, "the-inspiration"]], "The Solution: hls4ml": [[39, "the-solution-hls4ml"]], "Tutorials": [[42, "tutorials"]], "Uninstalling": [[45, "uninstalling"]], "VivadoAccelerator Backend": [[0, "vivadoaccelerator-backend"]], "Welcome to hls4ml\u2019s documentation!": [[42, "welcome-to-hls4ml-s-documentation"]], "build method": [[5, "build-method"]], "compile method": [[5, "compile-method"]], "hls4ml build": [[38, "hls4ml-build"]], "hls4ml config": [[38, "hls4ml-config"]], "hls4ml convert": [[38, "hls4ml-convert"]], "hls4ml package": [[7, "hls4ml-package"]], "hls4ml report": [[38, "hls4ml-report"]], "hls4ml.backends package": [[8, "hls4ml-backends-package"]], "hls4ml.backends.backend module": [[8, "module-hls4ml.backends.backend"]], "hls4ml.backends.catapult package": [[9, "hls4ml-backends-catapult-package"]], "hls4ml.backends.catapult.catapult_backend module": [[9, "module-hls4ml.backends.catapult.catapult_backend"]], "hls4ml.backends.catapult.catapult_types module": [[9, "module-hls4ml.backends.catapult.catapult_types"]], "hls4ml.backends.catapult.passes package": [[10, "hls4ml-backends-catapult-passes-package"]], "hls4ml.backends.catapult.passes.broadcast_stream module": [[10, "module-hls4ml.backends.catapult.passes.broadcast_stream"]], "hls4ml.backends.catapult.passes.conv_same_pad module": [[10, "module-hls4ml.backends.catapult.passes.conv_same_pad"]], "hls4ml.backends.catapult.passes.conv_stream module": [[10, "module-hls4ml.backends.catapult.passes.conv_stream"]], "hls4ml.backends.catapult.passes.convolution_templates module": [[10, "module-hls4ml.backends.catapult.passes.convolution_templates"]], "hls4ml.backends.catapult.passes.convolution_winograd module": [[10, "module-hls4ml.backends.catapult.passes.convolution_winograd"]], "hls4ml.backends.catapult.passes.core_templates module": [[10, "module-hls4ml.backends.catapult.passes.core_templates"]], "hls4ml.backends.catapult.passes.fifo_depth_optimization module": [[10, "module-hls4ml.backends.catapult.passes.fifo_depth_optimization"]], "hls4ml.backends.catapult.passes.garnet_templates module": [[10, "module-hls4ml.backends.catapult.passes.garnet_templates"]], "hls4ml.backends.catapult.passes.merge_templates module": [[10, "module-hls4ml.backends.catapult.passes.merge_templates"]], "hls4ml.backends.catapult.passes.pointwise module": [[10, "module-hls4ml.backends.catapult.passes.pointwise"]], "hls4ml.backends.catapult.passes.pooling_templates module": [[10, "module-hls4ml.backends.catapult.passes.pooling_templates"]], "hls4ml.backends.catapult.passes.quantization_templates module": [[10, "module-hls4ml.backends.catapult.passes.quantization_templates"]], "hls4ml.backends.catapult.passes.recurrent_templates module": [[10, "module-hls4ml.backends.catapult.passes.recurrent_templates"]], "hls4ml.backends.catapult.passes.reshaping_templates module": [[10, "module-hls4ml.backends.catapult.passes.reshaping_templates"]], "hls4ml.backends.catapult.passes.resource_strategy module": [[10, "module-hls4ml.backends.catapult.passes.resource_strategy"]], "hls4ml.backends.catapult.passes.transform_types module": [[10, "module-hls4ml.backends.catapult.passes.transform_types"]], "hls4ml.backends.fpga package": [[11, "hls4ml-backends-fpga-package"]], "hls4ml.backends.fpga.fpga_backend module": [[11, "module-hls4ml.backends.fpga.fpga_backend"]], "hls4ml.backends.fpga.fpga_layers module": [[11, "module-hls4ml.backends.fpga.fpga_layers"]], "hls4ml.backends.fpga.fpga_types module": [[11, "module-hls4ml.backends.fpga.fpga_types"]], "hls4ml.backends.fpga.passes package": [[12, "hls4ml-backends-fpga-passes-package"]], "hls4ml.backends.fpga.passes.bn_quant module": [[12, "module-hls4ml.backends.fpga.passes.bn_quant"]], "hls4ml.backends.fpga.passes.bram_weights module": [[12, "module-hls4ml.backends.fpga.passes.bram_weights"]], "hls4ml.backends.fpga.passes.clone module": [[12, "module-hls4ml.backends.fpga.passes.clone"]], "hls4ml.backends.fpga.passes.codegen module": [[12, "module-hls4ml.backends.fpga.passes.codegen"]], "hls4ml.backends.fpga.passes.embedding module": [[12, "module-hls4ml.backends.fpga.passes.embedding"]], "hls4ml.backends.fpga.passes.final_reshape module": [[12, "module-hls4ml.backends.fpga.passes.final_reshape"]], "hls4ml.backends.fpga.passes.fix_softmax_table_size module": [[12, "module-hls4ml.backends.fpga.passes.fix_softmax_table_size"]], "hls4ml.backends.fpga.passes.hgq_proxy_model module": [[12, "module-hls4ml.backends.fpga.passes.hgq_proxy_model"]], "hls4ml.backends.fpga.passes.inplace_parallel_reshape module": [[12, "module-hls4ml.backends.fpga.passes.inplace_parallel_reshape"]], "hls4ml.backends.fpga.passes.inplace_stream_flatten module": [[12, "module-hls4ml.backends.fpga.passes.inplace_stream_flatten"]], "hls4ml.backends.fpga.passes.remove_softmax module": [[12, "module-hls4ml.backends.fpga.passes.remove_softmax"]], "hls4ml.backends.fpga.passes.repack_stream module": [[12, "module-hls4ml.backends.fpga.passes.repack_stream"]], "hls4ml.backends.fpga.passes.xnor_pooling module": [[12, "module-hls4ml.backends.fpga.passes.xnor_pooling"]], "hls4ml.backends.quartus package": [[13, "hls4ml-backends-quartus-package"]], "hls4ml.backends.quartus.passes package": [[14, "hls4ml-backends-quartus-passes-package"]], "hls4ml.backends.quartus.passes.convolution_templates module": [[14, "module-hls4ml.backends.quartus.passes.convolution_templates"]], "hls4ml.backends.quartus.passes.convolution_winograd module": [[14, "module-hls4ml.backends.quartus.passes.convolution_winograd"]], "hls4ml.backends.quartus.passes.core_templates module": [[14, "module-hls4ml.backends.quartus.passes.core_templates"]], "hls4ml.backends.quartus.passes.merge_templates module": [[14, "module-hls4ml.backends.quartus.passes.merge_templates"]], "hls4ml.backends.quartus.passes.pointwise module": [[14, "module-hls4ml.backends.quartus.passes.pointwise"]], "hls4ml.backends.quartus.passes.pooling_templates module": [[14, "module-hls4ml.backends.quartus.passes.pooling_templates"]], "hls4ml.backends.quartus.passes.quantization_templates module": [[14, "module-hls4ml.backends.quartus.passes.quantization_templates"]], "hls4ml.backends.quartus.passes.recurrent_templates module": [[14, "module-hls4ml.backends.quartus.passes.recurrent_templates"]], "hls4ml.backends.quartus.passes.reshaping_templates module": [[14, "module-hls4ml.backends.quartus.passes.reshaping_templates"]], "hls4ml.backends.quartus.passes.resource_strategy module": [[14, "module-hls4ml.backends.quartus.passes.resource_strategy"]], "hls4ml.backends.quartus.passes.transform_types module": [[14, "module-hls4ml.backends.quartus.passes.transform_types"]], "hls4ml.backends.quartus.quartus_backend module": [[13, "module-hls4ml.backends.quartus.quartus_backend"]], "hls4ml.backends.quartus.quartus_types module": [[13, "module-hls4ml.backends.quartus.quartus_types"]], "hls4ml.backends.symbolic package": [[15, "hls4ml-backends-symbolic-package"]], "hls4ml.backends.symbolic.passes package": [[16, "hls4ml-backends-symbolic-passes-package"]], "hls4ml.backends.symbolic.passes.expr_templates module": [[16, "hls4ml-backends-symbolic-passes-expr-templates-module"]], "hls4ml.backends.symbolic.passes.validate_lut module": [[16, "module-hls4ml.backends.symbolic.passes.validate_lut"]], "hls4ml.backends.symbolic.symbolic_backend module": [[15, "module-hls4ml.backends.symbolic.symbolic_backend"]], "hls4ml.backends.template module": [[8, "module-hls4ml.backends.template"]], "hls4ml.backends.vitis package": [[17, "hls4ml-backends-vitis-package"]], "hls4ml.backends.vitis.passes package": [[18, "hls4ml-backends-vitis-passes-package"]], "hls4ml.backends.vitis.passes.feature_check module": [[18, "module-hls4ml.backends.vitis.passes.feature_check"]], "hls4ml.backends.vitis.vitis_backend module": [[17, "module-hls4ml.backends.vitis.vitis_backend"]], "hls4ml.backends.vivado package": [[19, "hls4ml-backends-vivado-package"]], "hls4ml.backends.vivado.passes package": [[20, "hls4ml-backends-vivado-passes-package"]], "hls4ml.backends.vivado.passes.broadcast_stream module": [[20, "module-hls4ml.backends.vivado.passes.broadcast_stream"]], "hls4ml.backends.vivado.passes.conv_same_pad module": [[20, "module-hls4ml.backends.vivado.passes.conv_same_pad"]], "hls4ml.backends.vivado.passes.conv_stream module": [[20, "module-hls4ml.backends.vivado.passes.conv_stream"]], "hls4ml.backends.vivado.passes.convolution_templates module": [[20, "module-hls4ml.backends.vivado.passes.convolution_templates"]], "hls4ml.backends.vivado.passes.core_templates module": [[20, "module-hls4ml.backends.vivado.passes.core_templates"]], "hls4ml.backends.vivado.passes.fifo_depth_optimization module": [[20, "module-hls4ml.backends.vivado.passes.fifo_depth_optimization"]], "hls4ml.backends.vivado.passes.garnet_templates module": [[20, "module-hls4ml.backends.vivado.passes.garnet_templates"]], "hls4ml.backends.vivado.passes.merge_templates module": [[20, "module-hls4ml.backends.vivado.passes.merge_templates"]], "hls4ml.backends.vivado.passes.pipeline_style module": [[20, "module-hls4ml.backends.vivado.passes.pipeline_style"]], "hls4ml.backends.vivado.passes.pointwise module": [[20, "module-hls4ml.backends.vivado.passes.pointwise"]], "hls4ml.backends.vivado.passes.pooling_templates module": [[20, 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Python API": [[5, "python-api"]], "2. YAML Configuration file": [[5, "yaml-configuration-file"]], "2.1 Top Level Configuration": [[5, "top-level-configuration"]], "2.2 Per-Layer Configuration": [[5, "per-layer-configuration"]], "Acknowledgments": [[46, "acknowledgments"]], "Citation": [[46, "citation"]], "Citation, Acknowledgments, and Contributors": [[46, "citation-acknowledgments-and-contributors"]], "Command Line Interface (deprecated)": [[41, "command-line-interface-deprecated"]], "Complete example": [[1, "complete-example"]], "Concepts": [[42, "concepts"]], "Configuration": [[5, "configuration"]], "Contributors": [[46, "contributors"]], "Dependencies": [[48, "dependencies"]], "Detailed Configuration in Converted HLS Code": [[5, "detailed-configuration-in-converted-hls-code"]], "Development version": [[48, "development-version"]], "Example": [[0, "example"]], "Example Models": [[49, "example-models"]], "Existing examples": [[48, "existing-examples"]], "Extension API": [[1, "extension-api"]], "FIFO Buffer Depth 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              Status and Features

              Status

              -

              The latest version (built from main) is 0.9.0.dev69+g03096cf0. +

              The latest version (built from main) is 0.9.0.dev70+g45185379. The stable version (released on PyPI) is 0.8.1. See the Release Notes section for a changelog.