.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/folding_example_with_architecture.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_examples_folding_example_with_architecture.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_examples_folding_example_with_architecture.py:


=======================
Comparison with folding
=======================

This is a common example when illustrating folding.

In general, the main problem with folding is to determine a suitable folding order. This
corresponds to scheduling the operations.

Here, the folding order is the same for the adders as in the standard solution to this
problem, but the order of the multipliers is different to keep each memory variable
shorter than the scheduling period.

.. GENERATED FROM PYTHON SOURCE LINES 16-39

.. code-block:: Python


    from b_asic.architecture import Architecture, Memory, ProcessingElement
    from b_asic.core_operations import Addition, ConstantMultiplication
    from b_asic.schedule import Schedule
    from b_asic.scheduler import ASAPScheduler
    from b_asic.sfg import SFG
    from b_asic.special_operations import Delay, Input, Output

    in1 = Input("IN")
    T1 = Delay()
    T2 = Delay(T1)
    a = ConstantMultiplication(0.2, T1, "a")
    b = ConstantMultiplication(0.3, T1, "b")
    c = ConstantMultiplication(0.4, T2, "c")
    d = ConstantMultiplication(0.6, T2, "d")
    add2 = a + c
    add1 = in1 + add2
    add3 = b + d
    T1 <<= add1
    out1 = Output(add1 + add3, "OUT")

    sfg = SFG(inputs=[in1], outputs=[out1], name="Bi-quad folding example")








.. GENERATED FROM PYTHON SOURCE LINES 40-41

The SFG looks like:

.. GENERATED FROM PYTHON SOURCE LINES 41-43

.. code-block:: Python

    sfg






.. raw:: html

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    <!-- add3 -->
    <g id="node8" class="node">
    <title>add3</title>
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    </g>
    <!-- add3&#45;&gt;add2 -->
    <g id="edge7" class="edge">
    <title>add3&#45;&gt;add2</title>
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    <!-- cmul0 -->
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    </g>
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    <!-- cmul1 -->
    <g id="node10" class="node">
    <title>cmul1</title>
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    </g>
    <!-- cmul1&#45;&gt;add3 -->
    <g id="edge9" class="edge">
    <title>cmul1&#45;&gt;add3</title>
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    </g>
    <!-- t1.0&#45;&gt;cmul2 -->
    <g id="edge14" class="edge">
    <title>t1.0&#45;&gt;cmul2</title>
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    <text text-anchor="middle" x="395" y="-142.3" font-family="Times,serif" font-size="14.00">t1</text>
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    <!-- t1&#45;&gt;t1.0 -->
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    <title>t1&#45;&gt;t1.0</title>
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    <!-- t0.0&#45;&gt;cmul0 -->
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    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 44-45

Set latencies and execution times

.. GENERATED FROM PYTHON SOURCE LINES 45-50

.. code-block:: Python

    sfg.set_latency_of_type(ConstantMultiplication, 2)
    sfg.set_latency_of_type(Addition, 1)
    sfg.set_execution_time_of_type(ConstantMultiplication, 1)
    sfg.set_execution_time_of_type(Addition, 1)








.. GENERATED FROM PYTHON SOURCE LINES 51-52

Create schedule

.. GENERATED FROM PYTHON SOURCE LINES 52-55

.. code-block:: Python

    schedule = Schedule(sfg, scheduler=ASAPScheduler(), cyclic=True)
    schedule.show(title='Original schedule')




.. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_001.png
   :alt: Original schedule
   :srcset: /examples/images/sphx_glr_folding_example_with_architecture_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 56-57

Reschedule to only require one adder and one multiplier

.. GENERATED FROM PYTHON SOURCE LINES 57-70

.. code-block:: Python

    schedule.move_operation('out0', 2)
    schedule.move_operation('add2', 2)
    schedule.move_operation('cmul2', -3)
    schedule.move_operation('add3', 3)
    schedule.move_operation('cmul1', -3)
    schedule.set_schedule_time(4)
    schedule.move_operation('cmul1', 1)
    schedule.move_operation('cmul0', 1)
    schedule.move_operation('in0', 3)
    schedule.move_operation('cmul2', -1)
    schedule.move_operation('cmul0', 1)
    schedule.show(title='Improved schedule')




.. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_002.png
   :alt: Improved schedule
   :srcset: /examples/images/sphx_glr_folding_example_with_architecture_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 71-72

Extract operations and create processing elements

.. GENERATED FROM PYTHON SOURCE LINES 72-87

.. code-block:: Python

    operations = schedule.get_operations()
    adders = operations.get_by_type_name('add')
    adders.show(title="Adder executions")
    mults = operations.get_by_type_name('cmul')
    mults.show(title="Multiplier executions")
    inputs = operations.get_by_type_name('in')
    inputs.show(title="Input executions")
    outputs = operations.get_by_type_name('out')
    outputs.show(title="Output executions")

    p1 = ProcessingElement(adders, entity_name="adder")
    p2 = ProcessingElement(mults, entity_name="cmul")
    p_in = ProcessingElement(inputs, entity_name='input')
    p_out = ProcessingElement(outputs, entity_name='output')




.. rst-class:: sphx-glr-horizontal


    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_003.png
         :alt: Adder executions
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_003.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_004.png
         :alt: Multiplier executions
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_004.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_005.png
         :alt: Input executions
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_005.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_006.png
         :alt: Output executions
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_006.png
         :class: sphx-glr-multi-img





.. GENERATED FROM PYTHON SOURCE LINES 88-89

Extract and assign memory variables

.. GENERATED FROM PYTHON SOURCE LINES 89-105

.. code-block:: Python

    mem_vars = schedule.get_memory_variables()
    mem_vars.show(title="All memory variables")
    direct, mem_vars = mem_vars.split_on_length()
    mem_vars.show(title="Non-zero time memory variables")
    mem_vars_set = mem_vars.split_on_ports(read_ports=1, write_ports=1, total_ports=2)

    memories = []
    for i, mem in enumerate(mem_vars_set):
        memory = Memory(mem, memory_type="RAM", entity_name=f"memory{i}")
        memories.append(memory)
        mem.show(title=f"{memory.entity_name}")
        memory.assign("left_edge")
        memory.show_content(title=f"Assigned {memory.entity_name}")

    direct.show(title="Direct interconnects")




.. rst-class:: sphx-glr-horizontal


    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_007.png
         :alt: All memory variables
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_007.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_008.png
         :alt: Non-zero time memory variables
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_008.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_009.png
         :alt: memory0
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_009.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_010.png
         :alt: Assigned memory0
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_010.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_011.png
         :alt: memory1
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_011.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_012.png
         :alt: Assigned memory1
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_012.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/images/sphx_glr_folding_example_with_architecture_013.png
         :alt: Direct interconnects
         :srcset: /examples/images/sphx_glr_folding_example_with_architecture_013.png
         :class: sphx-glr-multi-img





.. GENERATED FROM PYTHON SOURCE LINES 106-107

Create architecture

.. GENERATED FROM PYTHON SOURCE LINES 107-109

.. code-block:: Python

    arch = Architecture({p1, p2, p_in, p_out}, memories, direct_interconnects=direct)








.. GENERATED FROM PYTHON SOURCE LINES 110-111

The architecture can be rendered in enriched shells.

.. GENERATED FROM PYTHON SOURCE LINES 111-112

.. code-block:: Python

    arch





.. raw:: html

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.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 1.481 seconds)


.. _sphx_glr_download_examples_folding_example_with_architecture.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: folding_example_with_architecture.ipynb <folding_example_with_architecture.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: folding_example_with_architecture.py <folding_example_with_architecture.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: folding_example_with_architecture.zip <folding_example_with_architecture.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_