From 56eb1a7b15c404c2c39f7499a701508df7f48f80 Mon Sep 17 00:00:00 2001
From: auphelia <jakobapk@web.de>
Date: Thu, 7 May 2020 09:31:31 +0100
Subject: [PATCH] [Notebook] Update advanced Jupyter notebooks and add section
 about parallelization to transformation pass notebook

---
 .../advanced/0_custom_analysis_pass.ipynb     |  26 +--
 .../1_custom_transformation_pass.ipynb        | 205 ++++++++++++++++--
 notebooks/advanced/im2col_finnhlslib.PNG      | Bin 76294 -> 0 bytes
 3 files changed, 198 insertions(+), 33 deletions(-)
 delete mode 100755 notebooks/advanced/im2col_finnhlslib.PNG

diff --git a/notebooks/advanced/0_custom_analysis_pass.ipynb b/notebooks/advanced/0_custom_analysis_pass.ipynb
index 4be8e5928..617bfa089 100644
--- a/notebooks/advanced/0_custom_analysis_pass.ipynb
+++ b/notebooks/advanced/0_custom_analysis_pass.ipynb
@@ -6,9 +6,9 @@
    "source": [
     "# FINN - Analysis Passes\n",
     "--------------------------------------\n",
-    "<font size=\"3\"> This notebook is about analysis passes in FINN. The procedure for creating an analysis pass is shown using an example.\n",
+    "This notebook is about analysis passes in FINN. The procedure for creating an analysis pass is shown using an example.\n",
     "\n",
-    "Following showSrc function is used to print the source code of function calls in the Jupyter notebook:</font>"
+    "We'll use the following utility functions to print the source code for function calls (`showSrc()`) and to visualize a network using netron (`showInNetron()`) in the Jupyter notebook:"
    ]
   },
   {
@@ -26,9 +26,9 @@
    "source": [
     "## General Information\n",
     "------------------------------\n",
-    "* <font size=\"3\">traverses the graph structure and produces information about certain properties</font>\n",
-    "* <font size=\"3\">input: ModelWrapper</font>\n",
-    "* <font size=\"3\">returns dictionary of named properties that the analysis extracts</font>"
+    "* traverses the graph structure and produces information about certain properties\n",
+    "* input: ModelWrapper\n",
+    "* returns dictionary of named properties that the analysis extracts"
    ]
   },
   {
@@ -36,14 +36,14 @@
    "metadata": {},
    "source": [
     "### Example - Quantity analysis of operation types\n",
-    "<font size=\"3\">As an example, an analysis is designed that returns the number of nodes of the same operation types. </font>"
+    "As an example, an analysis is designed that returns the number of nodes of the same operation types."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">First the model is shown to illustrate the analysis. For this netron is used. Netron is a visualizer for neural network, deep learning and machine learning models. </font>"
+    "First the model is shown to illustrate the analysis. For this netron is used. Netron is a visualizer for neural network, deep learning and machine learning models."
    ]
   },
   {
@@ -72,7 +72,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7ff8c03ac438>"
+       "<IPython.lib.display.IFrame at 0x7f14142de3c8>"
       ]
      },
      "execution_count": 2,
@@ -88,7 +88,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">The onnx model has to be converted to a format that can be processed by FINN. This is done with ModelWrapper. As described in the short introduction, this is the format an analysis pass takes as input.</font>"
+    "The onnx model has to be converted to a format that can be processed by FINN. This is done with ModelWrapper. As described in the short introduction, this is the format an analysis pass takes as input."
    ]
   },
   {
@@ -105,7 +105,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">The idea is to count all nodes that have the same operation type. The result should contain the operation types and the corresponding number of nodes that occur in the model. In the beginning an empty dictionary is created which is filled by the function and returned as result to the user at the end of the analysis.</font>"
+    "The idea is to count all nodes that have the same operation type. The result should contain the operation types and the corresponding number of nodes that occur in the model. In the beginning an empty dictionary is created which is filled by the function and returned as result to the user at the end of the analysis."
    ]
   },
   {
@@ -128,14 +128,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">The function takes the model as input and iterates over the nodes. Then it is checked whether there is already an entry for the operation type in the dictionary. If this is not the case, an entry is created and set to `1`. If there is already an entry, it is incremented. If all nodes in the model have been iterated, the filled dictionary is returned.</font>"
+    "The function takes the model as input and iterates over the nodes. Then it is checked whether there is already an entry for the operation type in the dictionary. If this is not the case, an entry is created and set to `1`. If there is already an entry, it is incremented. If all nodes in the model have been iterated, the filled dictionary is returned."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">The analysis function of ModelWrapper is used to perform the analysis just designed. It is shown below and takes the function as input and performs it by passing the model to the function </font>"
+    "The analysis function of ModelWrapper is used to perform the analysis just designed. It is shown below and takes the function as input and performs it by passing the model to the function."
    ]
   },
   {
@@ -162,7 +162,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">The result can now simply be determined by calling the `.analysis` function.</font>"
+    "The result can now simply be determined by calling the `.analysis` function."
    ]
   },
   {
diff --git a/notebooks/advanced/1_custom_transformation_pass.ipynb b/notebooks/advanced/1_custom_transformation_pass.ipynb
index d6d78270b..f79ea9fc1 100644
--- a/notebooks/advanced/1_custom_transformation_pass.ipynb
+++ b/notebooks/advanced/1_custom_transformation_pass.ipynb
@@ -6,9 +6,9 @@
    "source": [
     "# FINN - Transformation passes\n",
     "--------------------------------------\n",
-    "<font size=\"3\">In this notebook the idea behind transformation passes in FINN will be explained and with the help of an example the procedure of a transformation will be shown.\n",
+    "In this notebook the idea behind transformation passes in FINN will be explained and with the help of an example the procedure of a transformation will be shown.\n",
     "\n",
-    "Following showSrc function is used to print the source code of function calls in the Jupyter notebook:</font>"
+    "We'll use the following utility functions to print the source code for function calls (`showSrc()`) and to visualize a network using netron (`showInNetron()`) in the Jupyter notebook:"
    ]
   },
   {
@@ -26,11 +26,11 @@
    "source": [
     "## General Information\n",
     "-----------------------------\n",
-    "* <font size=\"3\">changes (transforms) the given graph</font>\n",
-    "* <font size=\"3\">input: ModelWrapper</font>\n",
-    "* <font size=\"3\">returns the changed model (ModelWrapper) and flag `model_was_changed`</font>\n",
+    "* changes (transforms) the given graph\n",
+    "* input: ModelWrapper\n",
+    "* returns the changed model (ModelWrapper) and flag `model_was_changed`\n",
     "\n",
-    "<font size=\"3\">Transformation passes have a base class and must inherit from that. Transformations are meant to be applied using .transform function from the ModelWrapper. This function makes a deep copy of the input model by default. The next cell shows .transform of ModelWrapper. </font>\n"
+    "Transformation passes have a base class and must inherit from that. Transformations are meant to be applied using .transform function from the ModelWrapper. This function makes a deep copy of the input model by default. The next cell shows .transform of ModelWrapper.\n"
    ]
   },
   {
@@ -77,7 +77,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">When the function is called, the model, the name of the transformation and, if required, the flag make_deepcopy are passed. It is also possible not to make a copy of the model. In this case `make_deepcopy` must be set to False. Then the branch `if make_deepcopy:` would not be taken and no copy of the model would be made. \n",
+    "When the function is called, the model, the name of the transformation and, if required, the flag make_deepcopy are passed. It is also possible not to make a copy of the model. In this case `make_deepcopy` must be set to False. Then the branch `if make_deepcopy:` would not be taken and no copy of the model would be made. \n",
     "\n",
     "The unchanged model is first passed to the variable `transformed_model` to pass this variable on to the transformation later. \n",
     "\n",
@@ -86,15 +86,14 @@
     "**Important**: Due to the structure of this function, `model_was_changed` must be set to False at some point. Otherwise the loop is infinite.\n",
     "    \n",
     "\n",
-    "Each new transformation must correspond to the scheme of the base class and contain at least the function `apply(model)`, which returns the changed model and a bool value for `model_was_changed`.\n",
-    "</font>"
+    "Each new transformation must correspond to the scheme of the base class and contain at least the function `apply(model)`, which returns the changed model and a bool value for `model_was_changed`."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### transformation base class     "
+    "### Transformation Base Class     "
    ]
   },
   {
@@ -130,7 +129,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\"> Base class is abstract class (`import ABC`) with only one abstract method (`apply()`) which gets the model as input. To show what a transformation should look like, the following example is taken from FINN. </font>"
+    "Base class is abstract class (`import ABC`) with only one abstract method (`apply()`) which gets the model as input. To show what a transformation should look like, the following example is taken from FINN."
    ]
   },
   {
@@ -139,9 +138,9 @@
    "source": [
     "## Example - ConvertSubToAdd\n",
     "-----------------------------\n",
-    "<font size=\"3\">The transformation replaces all subtraction nodes in a model with addition nodes with appropriate sign. For that an onnx model is loaded which contains one subtraction node. \n",
+    "The transformation replaces all subtraction nodes in a model with addition nodes with appropriate sign. For that an onnx model is loaded which contains one subtraction node. \n",
     "    \n",
-    "Netron is used to visualize the result before and after. </font>"
+    "Netron is used to visualize the result before and after."
    ]
   },
   {
@@ -182,7 +181,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7f9a1e9fcac8>"
+       "<IPython.lib.display.IFrame at 0x7fc625ac0a20>"
       ]
      },
      "execution_count": 5,
@@ -218,7 +217,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font size=\"3\">First the transformation class must be imported. Then a class can be created for the new transformation, which is derived from the base class. In this case the transformation has only the `apply()` function. \n",
+    "First the transformation class must be imported. Then a class can be created for the new transformation, which is derived from the base class. In this case the transformation has only the `apply()` function. \n",
     "\n",
     "All nodes are checked by first extracting the graph from the model and then iterating over the node list. With the help of .op_type the operation type of the node can be checked, if the node is a subtraction node the condition `if n.op_type == \"Sub\"` is true. It may be that the subtraction input of the node has no value, this is checked with `model.get_initializer(n.input[1])`. \n",
     "    \n",
@@ -227,7 +226,7 @@
     "\n",
     "When the input is initialized, the operation type of the node is converted to `\"Add\"`, this can simply be done by using the equal sign. Then the sign of the initial value must be changed. For this the ModelWrapper function `.set_initializer` can be used.\n",
     "\n",
-    "At the end the changed model is returned and `model_was_changed` is set to False, because the transformation has to be executed only once.</font>\n",
+    "At the end the changed model is returned and `model_was_changed` is set to False, because the transformation has to be executed only once.\n",
     "\n"
    ]
   },
@@ -238,7 +237,7 @@
    "outputs": [],
    "source": [
     "onnx_model_transformed = onnx_model.transform(ConvertSubToAdd())\n",
-    "onnx_model_transformed.save('LFCW1A1_changed.onnx')"
+    "onnx_model_transformed.save('/tmp/LFCW1A1_changed.onnx')"
    ]
   },
   {
@@ -252,7 +251,7 @@
      "text": [
       "\n",
       "Stopping http://0.0.0.0:8081\n",
-      "Serving 'LFCW1A1_changed.onnx' at http://0.0.0.0:8081\n"
+      "Serving '/tmp/LFCW1A1_changed.onnx' at http://0.0.0.0:8081\n"
      ]
     },
     {
@@ -269,7 +268,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7f9a34fff3c8>"
+       "<IPython.lib.display.IFrame at 0x7fc625ac09b0>"
       ]
      },
      "execution_count": 8,
@@ -278,7 +277,173 @@
     }
    ],
    "source": [
-    "showInNetron('LFCW1A1_changed.onnx')"
+    "showInNetron('/tmp/LFCW1A1_changed.onnx')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Parallel Transformation\n",
+    "---------------------------------\n",
+    "Some of the transformations in FINN can be performed in parallel on individual nodes. The followingNodeLocalTransformation is required for this:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "class NodeLocalTransformation(Transformation):\n",
+      "    \"\"\"\n",
+      "    Parent class for transformations, which can be executed locally to one node\n",
+      "    by accessing and modifying the attributes of only that node.\n",
+      "    This class can then automatically parallelize the transformation.\n",
+      "    Transformations sublcassing NodeLocalTransformation must implement the\n",
+      "    abstract method applyNodeLocal().\n",
+      "\n",
+      "    To control the degree of parallelization, specify the num_workers argument\n",
+      "    in the constructor, using one of the following values:\n",
+      "    * None: use NUM_DEFAULT_WORKERS environment variable\n",
+      "    * 0: use all available CPU cores\n",
+      "    * (any other int>0): set number of parallel workers\n",
+      "    \"\"\"\n",
+      "\n",
+      "    def __init__(self, num_workers=None):\n",
+      "        super().__init__()\n",
+      "        if num_workers is None:\n",
+      "            self._num_workers = get_num_default_workers()\n",
+      "        else:\n",
+      "            self._num_workers = num_workers\n",
+      "        assert self._num_workers >= 0, \"Number of workers must be nonnegative.\"\n",
+      "        if self._num_workers == 0:\n",
+      "            self._num_workers = mp.cpu_count()\n",
+      "\n",
+      "    @abstractmethod\n",
+      "    def applyNodeLocal(self, node):\n",
+      "        pass\n",
+      "\n",
+      "    def apply(self, model):\n",
+      "        # Remove old nodes from the current model\n",
+      "        old_nodes = []\n",
+      "        for i in range(len(model.graph.node)):\n",
+      "            old_nodes.append(model.graph.node.pop())\n",
+      "\n",
+      "        # Execute transformation in parallel\n",
+      "        with mp.Pool(self._num_workers) as p:\n",
+      "            new_nodes_and_bool = p.map(self.applyNodeLocal, old_nodes, chunksize=1)\n",
+      "\n",
+      "        # extract nodes and check if the transformation needs to run again\n",
+      "        # Note: .pop() had initially reversed the node order\n",
+      "        run_again = False\n",
+      "        for node, run in reversed(new_nodes_and_bool):\n",
+      "            # Reattach new nodes to old model\n",
+      "            model.graph.node.append(node)\n",
+      "            if run is True:\n",
+      "                run_again = True\n",
+      "\n",
+      "        return (model, run_again)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from finn.transformation import NodeLocalTransformation\n",
+    "\n",
+    "showSrc(NodeLocalTransformation)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Transformations that are to be executed in parallel must have the method `applyNodeLocal()` implemented. Please note that the transformation is only executed on a single node, the parallel transformations do not have access to the entire model or tensors. Parallelization has the advantage that especially time-consuming transformations such as compilation can be executed more effectively. \n",
+    "\n",
+    "To control the degree of parallelization the argument `num_workers` can be specified. When the Docker container is started, the env variable `NUM_DEFAULT_WORKERS` is set to 1 by default, this can be increased depending on the system. You can also set the number of workers manually to a specific value when calling a transformation that allows parallelization. If the value is set to 0, all available CPU cores are used.\n",
+    "\n",
+    "In the following we want to take a closer look at the implementation using the compile transformation as example."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "class Compile(NodeLocalTransformation):\n",
+      "    \"\"\"For every node: compile C++ code in node attribute \"code_gen_dir_npysim\"\n",
+      "    and save path to executables in node attribute \"executable_path\".\n",
+      "    All nodes in the graph must have the fpgadataflow backend attribute.\n",
+      "\n",
+      "    To use these executables, exec_mode must be set to \"npysim\" (using transformation\n",
+      "    SetExecMode) and the model has to be executed using execute_onnx() from\n",
+      "    finn.core.onnx_exec\n",
+      "\n",
+      "    * num_workers (int or None) number of parallel workers, see documentation in\n",
+      "      NodeLocalTransformation for more details.\n",
+      "    \"\"\"\n",
+      "\n",
+      "    def __init__(self, num_workers=None):\n",
+      "        super().__init__(num_workers=num_workers)\n",
+      "\n",
+      "    def applyNodeLocal(self, node):\n",
+      "        op_type = node.op_type\n",
+      "        if is_fpgadataflow_node(node) is True:\n",
+      "            try:\n",
+      "                # lookup op_type in registry of CustomOps\n",
+      "                inst = registry.custom_op[op_type](node)\n",
+      "                # ensure that code is generated\n",
+      "                assert (\n",
+      "                    inst.get_nodeattr(\"code_gen_dir_npysim\") != \"\"\n",
+      "                ), \"\"\"Node\n",
+      "                attribute \"code_gen_dir_npysim\" is not set. Please run\n",
+      "                Transformation CodeGen_npysim first.\"\"\"\n",
+      "                # call the compilation function for this node\n",
+      "                inst.compile_singlenode_code()\n",
+      "                # ensure that executable path is now set\n",
+      "                assert (\n",
+      "                    inst.get_nodeattr(\"executable_path\") != \"\"\n",
+      "                ), \"\"\"Transformation\n",
+      "                compile was not successful, there is no path to executables set\n",
+      "                in node attribute \"executable_path\".\"\"\"\n",
+      "            except KeyError:\n",
+      "                # exception if op_type is not supported\n",
+      "                raise Exception(\n",
+      "                    \"Custom op_type %s is currently not supported.\" % op_type\n",
+      "                )\n",
+      "        return (node, False)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from finn.transformation.fpgadataflow.compile import Compile\n",
+    "\n",
+    "showSrc(Compile)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The class is derived from the NodeLocalTransformation class and performs the compilation at every node that is fpgadataflow node."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "At the moment FINN supports parallelization for the following transformations:\n",
+    "* `Compile` (Compilation of the generated c++ code for each node)\n",
+    "* `HLSSynth_IPGen` (Synthesis and ip block generation of the hls code for each node)\n",
+    "* `PrepareRTLSim` (Creation of the files to emulate a node using PyVerilator)"
    ]
   }
  ],
diff --git a/notebooks/advanced/im2col_finnhlslib.PNG b/notebooks/advanced/im2col_finnhlslib.PNG
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