{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "8ab4229f", "metadata": {}, "source": [ "# Computational graphs in Rockpool\n", "\n", "Graphs is Rockpool are used to convert the structure of an arbitrary network to deploy on neuromorphic hardware. The graphs cannot be used for simulation, and are generally more constrained than networks used for training and simulation." ] }, { "cell_type": "code", "execution_count": 1, "id": "c331cda1", "metadata": {}, "outputs": [], "source": [ "# - Switch off warnings\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8493b4aa", "metadata": {}, "source": [ "## Graph base classes" ] }, { "cell_type": "raw", "id": "44458b41", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Graphs consist of modules (derived from the class :py:class:`.graph.GraphModule`), connected over nodes (derived from the class :py:class:`.graph.GraphNode`).\n", "\n", ":py:class:`.graph.GraphModule` s are units of computation. For example, a set of linear weights; a population of spiking neurons.\n", "\n", ":py:class:`.graph.GraphModule` s contain links to sets of input nodes and output nodes, which define the channels of information flowing in and out of a module. These nodes are :py:class:`.graph.GraphNode` objects." ] }, { "cell_type": "code", "execution_count": 2, "id": "cb73933d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "from pathlib import Path\n", "\n", "Image(Path(\"images\", \"GraphModule.png\"))" ] }, { "cell_type": "raw", "id": "7fb50960", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The figure above shows the conceptual contents of a :py:class:`.graph.GraphModule`. :py:attr:`~.graph.GraphModule.input_nodes` and :py:attr:`~.graph.GraphModule.output_nodes` are ordered lists containing references to zero or more :py:class:`.graph.GraphNode` objects.\n", "\n", ":py:class:`.graph.GraphModule` subclasses define specific computational units. They contain all additional parameters needed to define the configuration of the computational unit. For example, see the :py:class:`.graph.LIFNeuronWithSynsRealValue` class, which contains the configuration parameters needed to define a standard LIF neuron with exponential synapses." ] }, { "cell_type": "raw", "id": "a9349854", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "A :py:class:`.graph.GraphNode` is an object that holds connections between :py:class:`.graph.GraphModule` s. Each node can have multiple sources and sinks of information." ] }, { "cell_type": "code", "execution_count": 3, "id": "81230f27", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(Path(\"images\", \"GraphNode.png\"))" ] }, { "cell_type": "raw", "id": "d10245b5", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The figure above shows the conceptual contents of a :py:class:`.graph.GraphNode` object. It simply acts as plumbing between :py:class:`.graph.GraphModule` objects, holding references to source and sink :py:class:`.graph.GraphModule` s that are connected over this :py:class:`.graph.GraphNode`. " ] }, { "attachments": {}, "cell_type": "markdown", "id": "cc7f9023", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Building graphs" ] }, { "cell_type": "raw", "id": "c9fc2bc5", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "You can generate :py:class:`.graph.GraphModule` s by providing existing input and output nodes explicitly, as well as other parameters. Or you can use the :py:meth:`~.graph.GraphModule._factory` method, which generates new input and output nodes for the module.\n", "\n", "When you instantiate a :py:class:`.graph.GraphModule` subclass, you can provide additional arguments to the constructor or the :py:meth:`~.graph.GraphModule._factory` method to fill in extra attributes of the object." ] }, { "cell_type": "raw", "id": "9a9803a8", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "You should connect modules using the :py:func:`.graph.utils.connect_modules` function. This function wires up two modules by merging the output nodes from the source module with the input nodes of the destination module." ] }, { "cell_type": "code", "execution_count": 4, "id": "ff4589e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(Path(\"images\", \"connect.png\"))" ] }, { "cell_type": "raw", "id": "de4f1d20", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ":py:func:`.graph.utils.connect_modules` also supports connecting subsets of output / input nodes. See the help for :py:func:`.graph.utils.connect_modules` for more details." ] }, { "cell_type": "raw", "id": "6873c451", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Once you have built up a graph, you can can conveniently encapsulate complex graphs and subgraphs using the :py:class:`.graph.GraphHolder` class." ] }, { "cell_type": "code", "execution_count": 5, "id": "4c821131", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(Path(\"images\", \"GraphHolder.png\"))" ] }, { "cell_type": "raw", "id": "c5c5c9ef", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "This class only needs the `input_nodes` and `output_nodes` arguments, and conceptually holds an entire subgraph linked from those nodes.\n", "\n", "You can also use the :py:func:`~.graph.graph_base.as_GraphHolder` function to easily encapsulate a :py:class:`.GraphModule` as a :py:class:`.GraphHolder`." ] }, { "attachments": {}, "cell_type": "markdown", "id": "b259f69d", "metadata": {}, "source": [ "## Exploring graphs" ] }, { "cell_type": "raw", "id": "43588bad", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Graphs can be traversed by iterating over :py:attr:`.GraphModule.input_nodes`, :py:attr:`.GraphNode.sink_modules`, etc." ] }, { "cell_type": "code", "execution_count": 6, "id": "f752fddb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GraphHolder \"Graph\" with 1 input nodes -> 1 output nodes" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rockpool.graph as rg\n", "\n", "mod1 = rg.GraphModule._factory(1, 2, \"Mod1\")\n", "mod2 = rg.GraphModule._factory(2, 1, \"Mod2\")\n", "rg.connect_modules(mod1, mod2)\n", "graph = rg.GraphHolder(mod1.input_nodes, mod2.output_nodes, \"Graph\", None)\n", "graph" ] }, { "cell_type": "code", "execution_count": 7, "id": "f53562d7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GraphNode 140578474090064 with 0 source modules and 1 sink modules" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph.input_nodes[0]" ] }, { "cell_type": "code", "execution_count": 8, "id": "4664cd9b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GraphModule \"Mod1\" with 1 input nodes -> 2 output nodes" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph.input_nodes[0].sink_modules[0]" ] }, { "cell_type": "code", "execution_count": 9, "id": "a0eb46e1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GraphNode 140578474090160 with 1 source modules and 1 sink modules" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph.input_nodes[0].sink_modules[0].output_nodes[0]" ] }, { "cell_type": "code", "execution_count": 10, "id": "d7a70acc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GraphModule \"Mod2\" with 2 input nodes -> 1 output nodes" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph.input_nodes[0].sink_modules[0].output_nodes[0].sink_modules[0]" ] }, { "cell_type": "raw", "id": "e126aecb", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "And so on. More convenient traversal and graph search algorithms are provided by the `.graph.utils` package." ] }, { "attachments": {}, "cell_type": "markdown", "id": "a29dcd8c", "metadata": {}, "source": [ "### Bags of graphs" ] }, { "cell_type": "raw", "id": "4b9dd36f", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ":py:func:`.graph.utils.bag_graph` converts a graph into two collections: a list of unique :py:class:`~.graph.GraphModule` s in the graph, and a list of unique :py:class:`GraphNode` s. It does so by recursively traversing a graph from input to output. Note that any unreachable modules or nodes will not be returned." ] }, { "cell_type": "raw", "id": "50f1609a", "metadata": { "raw_mimetype": "text/x-python" }, "source": [ "def bag_graph(g: GraphModuleBase) -> (SetList[GraphModule], SetList[GraphNode])" ] }, { "cell_type": "code", "execution_count": 11, "id": "b0cf2bc9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([GraphNode 140578474090064 with 0 source modules and 1 sink modules,\n", " GraphNode 140578491079408 with 1 source modules and 0 sink modules,\n", " GraphNode 140578474090160 with 1 source modules and 1 sink modules,\n", " GraphNode 140578473013152 with 1 source modules and 1 sink modules],\n", " [GraphModule \"Mod1\" with 1 input nodes -> 2 output nodes,\n", " GraphModule \"Mod2\" with 2 input nodes -> 1 output nodes])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rg.bag_graph(graph)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8598e7d0", "metadata": {}, "source": [ "### Searching by module class" ] }, { "cell_type": "raw", "id": "b581454f", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "If you know the specific :py:class:`.graph.GraphModule` subclass you are looking for, then the helper function :py:func:`.graph.utils.find_modules_of_subclass` will be useful. It searches an entire graph for modules of the desired class, and returns a list of unique modules." ] }, { "cell_type": "raw", "id": "943d8570", "metadata": { "raw_mimetype": "text/x-python" }, "source": [ "def find_modules_of_subclass(graph: GraphModuleBase, cls) -> SetList[Any]" ] }, { "cell_type": "code", "execution_count": 12, "id": "58eb8427", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[LinearWeights \"Lin\" with 1 input nodes -> 2 output nodes]\n", "[RateNeuronWithSynsRealValue \"Rate\" with 2 input nodes -> 2 output nodes]\n" ] } ], "source": [ "import rockpool.graph as rg\n", "import numpy as np\n", "\n", "lin = rg.LinearWeights._factory(1, 2, \"Lin\", None, np.zeros((1, 2)))\n", "rate = rg.RateNeuronWithSynsRealValue._factory(2, 2, \"Rate\")\n", "rg.connect_modules(lin, rate)\n", "graph = rg.GraphHolder(lin.input_nodes, rate.output_nodes, \"Graph\", None)\n", "\n", "print(rg.find_modules_of_subclass(graph, rg.LinearWeights))\n", "print(rg.find_modules_of_subclass(graph, rg.RateNeuronWithSynsRealValue))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b8bb6f61", "metadata": {}, "source": [ "### Searching for recurrent modules" ] }, { "cell_type": "raw", "id": "88aae060", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Loopy graphs are permitted, as are recurrently connected modules. Recurrent modules are :py:class:`~.graph.GraphModule` s where at least two modules are connected back to back (see below)" ] }, { "cell_type": "code", "execution_count": 13, "id": "b885122d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(Path(\"images\", \"recurrent_modules.png\"))" ] }, { "cell_type": "raw", "id": "8f92e060", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The helper function :py:func:`.graph.utils.find_recurrent_modules` will return any recurrently-connected (in the sense above) :py:class:`~.graph.GraphModule` objects in the graph. Note that it will not return loops with one or more modules in between." ] }, { "cell_type": "raw", "id": "eef7b42a", "metadata": { "raw_mimetype": "text/x-python" }, "source": [ "def find_recurrent_modules(graph: GraphModuleBase) -> SetList[GraphModule]" ] }, { "cell_type": "code", "execution_count": 14, "id": "cdb2ea1c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([GraphModule \"Recurrent 2\" with 2 input nodes -> 2 output nodes,\n", " GraphModule \"Recurrent 1\" with 2 input nodes -> 2 output nodes],\n", " [GraphModule \"Recurrent 2\" with 2 input nodes -> 2 output nodes,\n", " GraphModule \"Recurrent 1\" with 2 input nodes -> 2 output nodes])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rockpool.graph as rg\n", "\n", "rec_mod1 = rg.GraphModule._factory(2, 2, \"Recurrent 1\")\n", "\n", "# - Use the existing graph nodes to directly connect the two modules recurrently\n", "rec_mod2 = rg.GraphModule(\n", " rec_mod1.output_nodes,\n", " rec_mod1.input_nodes,\n", " \"Recurrent 2\",\n", " None,\n", ")\n", "graph = rg.GraphHolder(rec_mod1.input_nodes, rec_mod2.output_nodes, \"Graph\", None)\n", "\n", "rg.find_recurrent_modules(graph)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "4712a2cd", "metadata": {}, "source": [ "## Integrating custom `nn.Module` s into the computational graph" ] }, { "cell_type": "raw", "id": "7fe9beae", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "If you make a custom neuron or custom network architecture, and want that class to participate in the graph extraction API, you need to implement the :py:meth:`.Module.as_graph` method. This method must return a :py:class:`~.graph.GraphModule` or :py:class:`~.graph.GraphHolder` containing a graph of your module.\n", "\n", "Combinators such as :py:class:`~.nn.combinators.ModSequential` know how to assemble these sub-graphs into a complete computational graph of the whole network.\n", "\n", "Below is an example of a simple custom spiking neuron class that represents itself as an LIF module in the computational graph. It returns an :py:class:`.graph.LIFNeuronWithSynsRealValue` object, with parameters filled in from the rockpool module." ] }, { "cell_type": "code", "execution_count": 15, "id": "1bf6ce98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LIFNeuronWithSynsRealValue with 4 input nodes -> 4 output nodes" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rockpool.graph as rg\n", "from rockpool.nn.modules import LIFTorch\n", "\n", "\n", "class MyLIFNeuron(LIFTorch):\n", " def as_graph(self) -> rg.GraphModuleBase:\n", " return rg.LIFNeuronWithSynsRealValue._factory(\n", " size_in=self.size_in,\n", " size_out=self.size_out,\n", " name=self.name,\n", " computational_module=self,\n", " tau_mem=self.tau_mem,\n", " tau_syn=self.tau_syn,\n", " bias=self.bias,\n", " dt=self.dt,\n", " )\n", "\n", "\n", "mod = MyLIFNeuron(4)\n", "mod.as_graph()" ] }, { "cell_type": "raw", "id": "308c32d2", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Other graph module classes that may be useful are :py:class:`~.graph.LinearWeights`, :py:class:`~.graph.GenericNeurons`, :py:class:`~.graph.AliasConnection` and :py:class:`~.graph.RateNeuronWithSynsRealValue`." ] }, { "cell_type": "raw", "id": "b3ec7201", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "More complex network architectures can be encapsulated by :py:class:`~.graph.GraphHolder` objects to return. For example, the below :py:class:`.Module` subclass contains two submodules — weights and neurons." ] }, { "cell_type": "code", "execution_count": 16, "id": "3c67ed0d", "metadata": {}, "outputs": [], "source": [ "from rockpool.nn.modules import Linear, Rate, Module\n", "import rockpool.graph as rg\n", "\n", "\n", "class WeightedRate(Module):\n", " def __init__(self, shape: tuple, *args, **kwargs):\n", " # - Initialise superclass\n", " super().__init__(shape, *args, **kwargs)\n", "\n", " # - Define two sub-modules\n", " self.lin = Linear(shape[0:2])\n", " self.rate = Rate(shape[1])\n", "\n", " def evolve(self, input_data, record: bool = False):\n", " # - Push data through the sub-modules\n", " out, ns_lin, rd_lin = self.lin(input_data, record)\n", " out, ns_rate, rd_rate = self.rate(out, record)\n", "\n", " ns = dict(\"lin\", ns_lin, \"rate\", ns_rate)\n", " rd = dict(\"lin\", rd_lin, \"rate\", rd_rate)\n", "\n", " return out, ns, rd" ] }, { "cell_type": "raw", "id": "d84910e6", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Now we add a :py:meth:`~.Module.as_graph` override method. This returns a graph that represents the computational graph of this module. The structure of the subgraph must match the computation that takes place in the :py:meth:`.evolve` method above, since it cannot be extracted automatically.\n", "\n", "However, since each sub-module also implements the :py:meth:`~.nn.modules.Module.as_graph` interface, we can quickly and conveniently build a computational graph for our custom module." ] }, { "cell_type": "code", "execution_count": 17, "id": "a77df0b1", "metadata": {}, "outputs": [], "source": [ "class WeightedRate(WeightedRate):\n", " def as_graph(self) -> rg.GraphModuleBase:\n", " # - Get a graph module for the two sub-modules\n", " glin = self.lin.as_graph()\n", " grate = self.rate.as_graph()\n", "\n", " # - Connnect the two modules\n", " rg.connect_modules(glin, grate)\n", "\n", " # - Return a graph holder\n", " return rg.GraphHolder(glin.input_nodes, grate.output_nodes, self.name, self)" ] }, { "cell_type": "code", "execution_count": 18, "id": "87bbcd79", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GraphHolder with 1 input nodes -> 2 output nodes" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mod = WeightedRate((1, 2))\n", "mod.as_graph()" ] }, { "cell_type": "raw", "id": "8c2fc57d", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The goal with graphs an sub-graphs is to build a flat structure of computational modules that can be examined programmatically to map the graph onto neuromorphic hardware, or convert its structure." ] }, { "attachments": {}, "cell_type": "markdown", "id": "589801e0", "metadata": {}, "source": [ "## Next steps" ] }, { "cell_type": "raw", "id": "3afe4d7a", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "To learn about creating your own mappers onto your own HW, and how to subclass :py:class:`~.graph.GraphModule`, see :ref:`/advanced/graph_mapping.ipynb`." ] } ], "metadata": { "kernelspec": { "display_name": "py38", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }