{ "cells": [ { "cell_type": "raw", "metadata": { "vscode": { "languageId": "raw" } }, "source": [ "\n", " \"Open\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fuzzify Layer\n", "\n", "Represents a Fuzzyfy relation block in the neural network model.\n", "\n", "This block is used to implement fuzzy logic inside the neural network." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>>>>>>>>>>>>>>>>>>>>>>>>>>>>>-- nnodely_v1.5.0 --<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<\n" ] } ], "source": [ "# uncomment the command below to install the nnodely package\n", "#!pip install nnodely\n", "\n", "from nnodely import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic Usage\n", "Create a fuzzy layer with 5 membership functions in a range [1,5] of the input variable\n", "\n", "(if not specified, by default it uses the 'triangular' function)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;32m================================ nnodely Model =================================\u001b[0m\n", "\u001b[32m{'Constants': {},\n", " 'Functions': {'FFuzzify2': {'centers': [1.0, 2.0, 3.0, 4.0, 5.0],\n", " 'dim_out': {'dim': 5},\n", " 'functions': 'Triangular',\n", " 'names': 'Triangular'}},\n", " 'Info': {'SampleTime': 1,\n", " 'nnodely_version': '1.5.0',\n", " 'ns': [1, 0],\n", " 'ntot': 1,\n", " 'num_parameters': 0},\n", " 'Inputs': {'x': {'dim': 1, 'ns': [1, 0], 'ntot': 1, 'sw': [-1, 0]}},\n", " 'Models': 'model',\n", " 'Outputs': {'out': 'Fuzzify2'},\n", " 'Parameters': {},\n", " 'Relations': {'Fuzzify2': ['Fuzzify', ['SamplePart1'], 'FFuzzify2'],\n", " 'SamplePart1': ['SamplePart', ['x'], -1, [-1, 0]]}}\u001b[0m\n", "\u001b[32m================================================================================\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = Input('x')\n", "fuz = Fuzzify(5,[1,5])\n", "out = Output('out',fuz(x.last()))\n", "\n", "example = Modely(visualizer=MPLNotebookVisualizer())\n", "example.addModel('model',out)\n", "example.neuralizeModel()\n", "example.visualizer.showFunctions(list(example._model_def['Functions'].keys()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rectangular function\n", "\n", "Create 6 membership functions by dividing the range from 1, 6 with rectangular functions centers are in [1,2,3,4,5,6] functions are 1 wide except the first and last.\n", "\n", "the result vector should be: [[-inf, 1.5] [1.5,2.5] [2.5,3.5] [3.5,4.5] [4.5,5.5] [5.5.inf]]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33m[check_names] The name 'x' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[33m[check_names] The name 'out' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[1;32m================================ nnodely Model =================================\u001b[0m\n", "\u001b[32m{'Constants': {},\n", " 'Functions': {'FFuzzify5': {'centers': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0],\n", " 'dim_out': {'dim': 6},\n", " 'functions': 'Rectangular',\n", " 'names': 'Rectangular'}},\n", " 'Info': {'SampleTime': 1,\n", " 'nnodely_version': '1.5.0',\n", " 'ns': [1, 0],\n", " 'ntot': 1,\n", " 'num_parameters': 0},\n", " 'Inputs': {'x': {'dim': 1, 'ns': [1, 0], 'ntot': 1, 'sw': [-1, 0]}},\n", " 'Models': 'model',\n", " 'Outputs': {'out': 'Fuzzify5'},\n", " 'Parameters': {},\n", " 'Relations': {'Fuzzify5': ['Fuzzify', ['SamplePart4'], 'FFuzzify5'],\n", " 'SamplePart4': ['SamplePart', ['x'], -1, [-1, 0]]}}\u001b[0m\n", "\u001b[32m================================================================================\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = Input('x')\n", "fuz = Fuzzify(6,[1,6], functions = 'Rectangular')\n", "out = Output('out',fuz(x.last()))\n", "\n", "example = Modely(visualizer=MPLNotebookVisualizer())\n", "example.addModel('model',out)\n", "example.neuralizeModel()\n", "example.visualizer.showFunctions(list(example._model_def['Functions'].keys()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom functions\n", "\n", "Create 10 membership functions by dividing the range from -5, 5 with a custom function (tanh). The centers are in [-5,-4,-3,-2,-1,0,1,2,3,4,5]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33m[check_names] The name 'x' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[33m[check_names] The name 'out' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[1;32m================================ nnodely Model =================================\u001b[0m\n", "\u001b[32m{'Constants': {},\n", " 'Functions': {'FFuzzify8': {'centers': [-5.0,\n", " -4.0,\n", " -3.0,\n", " -2.0,\n", " -1.0,\n", " 0.0,\n", " 1.0,\n", " 2.0,\n", " 3.0,\n", " 4.0,\n", " 5.0],\n", " 'dim_out': {'dim': 11},\n", " 'functions': 'def fun(x):\\n'\n", " ' import torch\\n'\n", " ' return torch.tanh(x)\\n',\n", " 'names': 'fun'}},\n", " 'Info': {'SampleTime': 1,\n", " 'nnodely_version': '1.5.0',\n", " 'ns': [1, 0],\n", " 'ntot': 1,\n", " 'num_parameters': 0},\n", " 'Inputs': {'x': {'dim': 1, 'ns': [1, 0], 'ntot': 1, 'sw': [-1, 0]}},\n", " 'Models': 'model',\n", " 'Outputs': {'out': 'Fuzzify8'},\n", " 'Parameters': {},\n", " 'Relations': {'Fuzzify8': ['Fuzzify', ['SamplePart7'], 'FFuzzify8'],\n", " 'SamplePart7': ['SamplePart', ['x'], -1, [-1, 0]]}}\u001b[0m\n", "\u001b[32m================================================================================\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def fun(x):\n", " import torch\n", " return torch.tanh(x)\n", "\n", "x = Input('x')\n", "fuz = Fuzzify(output_dimension=11, range=[-5,5], functions=fun)\n", "out = Output('out',fuz(x.last()))\n", "\n", "example = Modely(visualizer=MPLNotebookVisualizer())\n", "example.addModel('model',out)\n", "example.neuralizeModel()\n", "example.visualizer.showFunctions(list(example._model_def['Functions'].keys()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple custom functions\n", "\n", "Create 2 custom periodic functions that are positioned at -1 and 5" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33m[check_names] The name 'x' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[33m[check_names] The name 'out' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[1;32m================================ nnodely Model =================================\u001b[0m\n", "\u001b[32m{'Constants': {},\n", " 'Functions': {'FFuzzify11': {'centers': [-1.0, 5.0],\n", " 'dim_out': {'dim': 2},\n", " 'functions': ['def fun1(x):\\n'\n", " ' import torch\\n'\n", " ' return torch.sin(x)\\n',\n", " 'def fun2(x):\\n'\n", " ' import torch\\n'\n", " ' return torch.cos(x)\\n'],\n", " 'names': ['fun1', 'fun2']}},\n", " 'Info': {'SampleTime': 1,\n", " 'nnodely_version': '1.5.0',\n", " 'ns': [1, 0],\n", " 'ntot': 1,\n", " 'num_parameters': 0},\n", " 'Inputs': {'x': {'dim': 1, 'ns': [1, 0], 'ntot': 1, 'sw': [-1, 0]}},\n", " 'Models': 'model',\n", " 'Outputs': {'out': 'Fuzzify11'},\n", " 'Parameters': {},\n", " 'Relations': {'Fuzzify11': ['Fuzzify', ['SamplePart10'], 'FFuzzify11'],\n", " 'SamplePart10': ['SamplePart', ['x'], -1, [-1, 0]]}}\u001b[0m\n", "\u001b[32m================================================================================\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def fun1(x):\n", " import torch\n", " return torch.sin(x)\n", "\n", "def fun2(x):\n", " import torch\n", " return torch.cos(x)\n", "\n", "x = Input('x')\n", "fuz = Fuzzify(2,range=[-1,5],functions=[fun1,fun2])\n", "out = Output('out',fuz(x.last()))\n", "\n", "example = Modely(visualizer=MPLNotebookVisualizer())\n", "example.addModel('model',out)\n", "example.neuralizeModel()\n", "example.visualizer.showFunctions(list(example._model_def['Functions'].keys()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Repeated custom functions\n", "Create 4 custom membership functions that are positioned at [-1,0,3,5]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33m[check_names] The name 'x' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[33m[check_names] The name 'out' is already in defined as NeuObj but it is overwritten.\u001b[0m\n", "\u001b[1;32m================================ nnodely Model =================================\u001b[0m\n", "\u001b[32m{'Constants': {},\n", " 'Functions': {'FFuzzify15': {'centers': [-1, 0, 3, 5],\n", " 'dim_out': {'dim': 4},\n", " 'functions': ['def fun1(x):\\n'\n", " ' return torch.sin(x)\\n',\n", " 'def fun2(x):\\n'\n", " ' return torch.cos(x)\\n',\n", " 'def fun1(x):\\n'\n", " ' return torch.sin(x)\\n',\n", " 'def fun2(x):\\n'\n", " ' return torch.cos(x)\\n'],\n", " 'names': ['fun1', 'fun2', 'fun1', 'fun2']}},\n", " 'Info': {'SampleTime': 1,\n", " 'nnodely_version': '1.5.0',\n", " 'ns': [1, 0],\n", " 'ntot': 1,\n", " 'num_parameters': 0},\n", " 'Inputs': {'F': {'dim': 1, 'ns': [1, 0], 'ntot': 1, 'sw': [-1, 0]},\n", " 'x': {'dim': 1, 'ns': [1, 0], 'ntot': 1, 'sw': [-1, 0]}},\n", " 'Models': 'model',\n", " 'Outputs': {'out': 'Add18'},\n", " 'Parameters': {},\n", " 'Relations': {'Add18': ['Add', ['Fuzzify14', 'Fuzzify17']],\n", " 'Fuzzify14': ['Fuzzify', ['SamplePart13'], 'FFuzzify15'],\n", " 'Fuzzify17': ['Fuzzify', ['SamplePart16'], 'FFuzzify15'],\n", " 'SamplePart13': ['SamplePart', ['x'], -1, [-1, 0]],\n", " 'SamplePart16': ['SamplePart', ['F'], -1, [-1, 0]]}}\u001b[0m\n", "\u001b[32m================================================================================\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import torch\n", "\n", "def fun1(x):\n", " return torch.sin(x)\n", "def fun2(x):\n", " return torch.cos(x)\n", "\n", "x = Input('x')\n", "F = Input('F')\n", "\n", "fuz = Fuzzify(centers=[-1,0,3,5],functions=[fun1,fun2,fun1,fun2])\n", "out = Output('out',fuz(x.last())+fuz(F.last()))\n", "\n", "example = Modely(visualizer=MPLNotebookVisualizer())\n", "example.addModel('model',out)\n", "example.neuralizeModel()\n", "example.visualizer.showFunctions(list(example._model_def['Functions'].keys()))" ] } ], "metadata": { "kernelspec": { "display_name": "venv (3.11.4)", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 2 }