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{"cells":[{"attachments":{},"cell_type":"markdown","metadata":{},"source":["# Testing the Self Organizing Map\n","\n","## Importing the Basics"]},{"cell_type":"code","execution_count":1,"metadata":{"trusted":false},"outputs":[],"source":["import numpy as np\n","import random\n","from som.som import SOM\n","from som.topology import Rectangular, Hexagonal\n","from som.neighborhood import GuassianNeighborhood\n","from nn.scheduler import SteppedLR\n","from matplotlib import pyplot as plt\n","from matplotlib import cm\n","from utility.modelIO import ModelIO"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Generating Test Data\n","\n","Here I generate random test data. It's two blocks shifted very slightly in some dimensions. For classifier tasks each block gets a label, for regressor tasks each block gets the average coordinates plus some random value as a traget. It's a very simple dummy data set meant for testing the code.\n","\n","Here one can change the dimensionallity and amount of the data."]},{"cell_type":"code","execution_count":2,"metadata":{"trusted":false},"outputs":[],"source":["def dataShift(dims):\n","    offSet = [5, 1.5, 2.5]\n","    diffLen = abs(len(offSet) - dims)\n","    offSet.extend([0] * diffLen)\n","    random.shuffle(offSet)\n","    return offSet[:dims]\n","\n","# Initialize some parameters\n","totalAmount = 6400\n","dims = 5\n","evalAmount = totalAmount // 4\n","trainAmount = totalAmount - evalAmount\n","offSet = dataShift(dims)\n","\n","# Create covariance matrix\n","cov = np.eye(dims)  # This creates a covariance matrix with variances 1 and covariances 0\n","\n","# Generate random multivariate data\n","oneData = np.random.multivariate_normal(np.zeros(dims), cov, totalAmount)\n","twoData = np.random.multivariate_normal(offSet, cov, totalAmount)\n","\n","# Split the data into training and evaluation sets\n","trainData = np.vstack((oneData[:trainAmount], twoData[:trainAmount]))\n","validData = np.vstack((oneData[trainAmount:], twoData[trainAmount:]))\n","\n","# Labels for classification tasks\n","trainLabels = np.hstack((np.zeros(trainAmount), np.ones(trainAmount)))\n","validLabels = np.hstack((np.zeros(evalAmount), np.ones(evalAmount)))\n","\n","# Shuffle the training data\n","trainIndex = np.random.permutation(len(trainData))\n","trainData = trainData[trainIndex]\n","trainLabels = trainLabels[trainIndex]"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Setting Up and Training SOM\n","\n","In this step we are creating a self-organizing map. We can create two type, we can set the grid size and learning rate of the map. Futher we need to init the weights by providing the the smallest and largest value of the data domain.\n","\n","After that we can train the map, since we are not using a data loader, we need to provide a batch size. Epochs determin how many times we go over the data set."]},{"cell_type":"code","execution_count":3,"metadata":{"trusted":false},"outputs":[{"name":"stdout","output_type":"stream","text":["epoch 001/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[37m26.88135\u001b[0m   quantazationError: \u001b[1m\u001b[37m0.96885\u001b[0m    learningRate: \u001b[1m\u001b[37m0.01\u001b[0m       gridSteps: \u001b[1m\u001b[37m5.0\u001b[0m        \n","epoch 002/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[37m27.49559\u001b[0m   quantazationError: \u001b[1m\u001b[37m0.76246\u001b[0m    learningRate: \u001b[1m\u001b[37m0.01\u001b[0m       gridSteps: \u001b[1m\u001b[37m5.0\u001b[0m        \n","epoch 003/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m25.25115\u001b[0m   quantazationError: \u001b[1m\u001b[32m0.72066\u001b[0m    learningRate: \u001b[1m\u001b[37m0.01\u001b[0m       gridSteps: \u001b[1m\u001b[37m5.0\u001b[0m        \n","epoch 004/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m22.4875\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.71271\u001b[0m    learningRate: \u001b[1m\u001b[37m0.01\u001b[0m       gridSteps: \u001b[1m\u001b[37m5.0\u001b[0m        \n","epoch 005/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m18.74691\u001b[0m   quantazationError: \u001b[1m\u001b[32m0.70723\u001b[0m    learningRate: \u001b[1m\u001b[37m0.01\u001b[0m       gridSteps: \u001b[1m\u001b[37m5.0\u001b[0m        \n","epoch 006/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m15.73792\u001b[0m   quantazationError: \u001b[1m\u001b[32m0.70391\u001b[0m    learningRate: \u001b[1m\u001b[37m0.009\u001b[0m      gridSteps: \u001b[1m\u001b[37m4.0\u001b[0m        \n","epoch 007/100 |\u001b[0m\u001b[31m⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿\u001b[0m\u001b[0m\u001b[31m \u001b[0m                                              | 29%\r"]},{"name":"stderr","output_type":"stream","text":["/Users/johannesbilk/Documents/neural network/som/topology.py:14: RuntimeWarning: divide by zero encountered in scalar divide\n","  return c + ((d - c) / (b - a)) * (values - a)\n","/Users/johannesbilk/Documents/neural network/som/topology.py:14: RuntimeWarning: invalid value encountered in scalar multiply\n","  return c + ((d - c) / (b - a)) * (values - a)\n"]},{"name":"stdout","output_type":"stream","text":["epoch 007/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m13.16491\u001b[0m   quantazationError: \u001b[1m\u001b[32m0.70222\u001b[0m    learningRate: \u001b[1m\u001b[37m0.009\u001b[0m      gridSteps: \u001b[1m\u001b[37m4.0\u001b[0m        \n","epoch 008/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m11.16279\u001b[0m   quantazationError: \u001b[1m\u001b[33m0.70297\u001b[0m    learningRate: \u001b[1m\u001b[37m0.009\u001b[0m      gridSteps: \u001b[1m\u001b[37m4.0\u001b[0m        \n","epoch 009/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m9.92656\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.70017\u001b[0m    learningRate: \u001b[1m\u001b[37m0.009\u001b[0m      gridSteps: \u001b[1m\u001b[37m4.0\u001b[0m        \n","epoch 010/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m9.25007\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.69568\u001b[0m    learningRate: \u001b[1m\u001b[37m0.009\u001b[0m      gridSteps: \u001b[1m\u001b[37m4.0\u001b[0m        \n","epoch 011/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m8.75527\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.69103\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0081\u001b[0m     gridSteps: \u001b[1m\u001b[37m3.0\u001b[0m        \n","epoch 012/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m8.12445\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.68553\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0081\u001b[0m     gridSteps: \u001b[1m\u001b[37m3.0\u001b[0m        \n","epoch 013/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m7.54142\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.68273\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0081\u001b[0m     gridSteps: \u001b[1m\u001b[37m3.0\u001b[0m        \n","epoch 014/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m7.20683\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.67994\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0081\u001b[0m     gridSteps: \u001b[1m\u001b[37m3.0\u001b[0m        \n","epoch 015/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m7.12564\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.67776\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0081\u001b[0m     gridSteps: \u001b[1m\u001b[37m3.0\u001b[0m        \n","epoch 016/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m6.88621\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.67573\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00729\u001b[0m    gridSteps: \u001b[1m\u001b[37m2.0\u001b[0m        \n","epoch 017/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.95993\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.67609\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00729\u001b[0m    gridSteps: \u001b[1m\u001b[37m2.0\u001b[0m        \n","epoch 018/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m6.48863\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.66896\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00729\u001b[0m    gridSteps: \u001b[1m\u001b[37m2.0\u001b[0m        \n","epoch 019/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m6.27361\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.66249\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00729\u001b[0m    gridSteps: \u001b[1m\u001b[37m2.0\u001b[0m        \n","epoch 020/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m6.08806\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.65808\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00729\u001b[0m    gridSteps: \u001b[1m\u001b[37m2.0\u001b[0m        \n","epoch 021/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.99486\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.65606\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00656\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 022/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.11965\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.64956\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00656\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 023/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.90736\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.63687\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00656\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 024/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.91455\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.62703\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00656\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 025/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.98316\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.62014\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00656\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 026/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.05528\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.61442\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0059\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 027/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.566\u001b[0m      quantazationError: \u001b[1m\u001b[32m0.60977\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0059\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 028/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.63031\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.60808\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0059\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 029/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.6682\u001b[0m     quantazationError: \u001b[1m\u001b[32m0.60622\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0059\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 030/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.71816\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.60315\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0059\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 031/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.81309\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.60048\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00531\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 032/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.9511\u001b[0m     quantazationError: \u001b[1m\u001b[32m0.59651\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00531\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 033/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.68849\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.59575\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00531\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 034/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.56645\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.59412\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00531\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 035/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.45397\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.59193\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00531\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 036/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.50116\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.58966\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00478\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 037/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.50185\u001b[0m    quantazationError: \u001b[1m\u001b[32m0.58725\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00478\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 038/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.42692\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.58843\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00478\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 039/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.42592\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.59013\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00478\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 040/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.38297\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.59147\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00478\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 041/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.45235\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.59227\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0043\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 042/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.32018\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.59599\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0043\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 043/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.26838\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.60338\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0043\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 044/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.32218\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.60883\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0043\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 045/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.36534\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.61231\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0043\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 046/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.32233\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.61497\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00387\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 047/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.28439\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.61902\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00387\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 048/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.20112\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.62584\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00387\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 049/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m6.25273\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.63142\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00387\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 050/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.20048\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.63625\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00387\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 051/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m6.14265\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.63983\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00349\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 052/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.78642\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.64266\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00349\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 053/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.70889\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.6467\u001b[0m     learningRate: \u001b[1m\u001b[37m0.00349\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 054/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.74452\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.65056\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00349\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 055/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.76231\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.65387\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00349\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 056/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.88859\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.65711\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00314\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 057/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.77666\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.65848\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00314\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 058/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.71235\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.65907\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00314\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 059/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.6935\u001b[0m     quantazationError: \u001b[1m\u001b[31m0.66001\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00314\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 060/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.80848\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.66136\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00314\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 061/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.81337\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.66271\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00282\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 062/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.75208\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.66355\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00282\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 063/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.76094\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.6637\u001b[0m     learningRate: \u001b[1m\u001b[37m0.00282\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 064/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.78536\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.66419\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00282\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 065/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.7672\u001b[0m     quantazationError: \u001b[1m\u001b[31m0.66488\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00282\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 066/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.78957\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.6658\u001b[0m     learningRate: \u001b[1m\u001b[37m0.00254\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 067/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.66997\u001b[0m    quantazationError: \u001b[1m\u001b[31m0.66599\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00254\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 068/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.69352\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.66522\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00254\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 069/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.74278\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.66454\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00254\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 070/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.86118\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.66386\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00254\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 071/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.89847\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.66311\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00229\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 072/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.68249\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.66206\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00229\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 073/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.72972\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.66064\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00229\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 074/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.74242\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.6593\u001b[0m     learningRate: \u001b[1m\u001b[37m0.00229\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 075/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.75182\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.65804\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00229\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 076/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.7784\u001b[0m     quantazationError: \u001b[1m\u001b[33m0.65683\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00206\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 077/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.67044\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.65526\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00206\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 078/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.6509\u001b[0m     quantazationError: \u001b[1m\u001b[33m0.65349\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00206\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 079/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.69973\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.65184\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00206\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 080/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.71034\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.65028\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00206\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 081/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.7278\u001b[0m     quantazationError: \u001b[1m\u001b[33m0.64884\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00185\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 082/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.61612\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.64732\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00185\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 083/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.60367\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.64578\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00185\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 084/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.57434\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.64436\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00185\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 085/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.60516\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.64299\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00185\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 086/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.60212\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.64171\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00167\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 087/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.53112\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.64039\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00167\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 088/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.58062\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.6391\u001b[0m     learningRate: \u001b[1m\u001b[37m0.00167\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 089/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.59391\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.63788\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00167\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 090/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.6152\u001b[0m     quantazationError: \u001b[1m\u001b[33m0.63668\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00167\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 091/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.6419\u001b[0m     quantazationError: \u001b[1m\u001b[33m0.63551\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0015\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 092/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.47513\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.63436\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0015\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 093/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.47742\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.63312\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0015\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 094/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.47533\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.63192\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0015\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 095/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.48218\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.63078\u001b[0m    learningRate: \u001b[1m\u001b[37m0.0015\u001b[0m     gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 096/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.53371\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.62971\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00135\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 097/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[32m5.38063\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.6287\u001b[0m     learningRate: \u001b[1m\u001b[37m0.00135\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 098/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[33m5.39282\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.62766\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00135\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 099/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.3994\u001b[0m     quantazationError: \u001b[1m\u001b[33m0.62668\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00135\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n","epoch 100/100 |⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿| done ✔[0m\u001b[0m\u001b[32m \u001b[0m | 97%\n","topologyError: \u001b[1m\u001b[31m5.40271\u001b[0m    quantazationError: \u001b[1m\u001b[33m0.62575\u001b[0m    learningRate: \u001b[1m\u001b[37m0.00135\u001b[0m    gridSteps: \u001b[1m\u001b[37m1.0\u001b[0m        \n"]}],"source":["topology = 'rectangular' # 'hexagonal'/'rectangular'\n","grid = SOM(learningRate=0.01, gridSteps=5, decreaseEvery=5)\n","if topology == 'rectangular':\n","    grid.setComponent(Rectangular(gridSize=(15,15), numFeatures=dims))\n","elif topology == 'hexagonal':\n","    grid.setComponent(Hexagonal(gridSize=(15,15), numFeatures=dims))\n","else:\n","    raise ValueError(f'{topology} is not a valid option for topology')\n","grid.setComponent(GuassianNeighborhood(scale=2))\n","grid.setComponent(SteppedLR(grid, 0.9, 5))\n","grid.initWeights(trainData)\n","grid.train(trainData, epochs=100, batchSize=128)"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["[31, 18]\n"]}],"source":["print(grid.topology.gridSize)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Counting numbers of data pionts\n","\n","This runs of data, finds winning nodes and then counts how many data points of each label falls into which winning node. This is done with for train data to get a baseline and with eval data. Also we need to provide a batchSize."]},{"cell_type":"code","execution_count":5,"metadata":{"trusted":false},"outputs":[],"source":["grid.eval(trainData, labels=trainLabels.astype(int), batchSize=128)\n","grid.eval(validData, labels=validLabels.astype(int), batchSize=128)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Plotting Data and Weights as Scatter Plots\n","\n","It is instructive to look at what a self-organizing map does. This is done by plotting coordinates of data and weights pairwise, to see how they match."]},{"cell_type":"code","execution_count":6,"metadata":{"trusted":false},"outputs":[],"source":["def scatterPairwise(data, weights, size: float = 10, colors: list[str, str] = ['tab:blue', 'tab:orange']):\n","    \"\"\"\n","    Create a scatter plot of pairwise dimensions of a multidimensional dataset on a grid.\n","\n","    Parameters:\n","    data (ndarray): The multidimensional dataset to be plotted.\n","    size (float): The size of each scatter point in the plot (default 10).\n","    color (str): The color of each scatter point in the plot (default 'blue').\n","\n","    Returns:\n","    None.\n","    \"\"\"\n","    num_dims = data.shape[1]\n","    fig, axes = plt.subplots(num_dims, num_dims, figsize=(12, 12))\n","\n","    for i in range(num_dims):\n","        for j in range(num_dims):\n","            if i == j:\n","                axes[i][j].axis('off')\n","            else:\n","                axes[i][j].scatter(data[:, i], data[:, j], s=size, c=colors[0], alpha=0.5,label='data')\n","                axes[i][j].scatter(weights[:, i], weights[:, j], s=1.5*size, c=colors[1], alpha=1,label='weights')\n","                axes[i][j].set_xlabel(f\"Dim {i}\")\n","                axes[i][j].set_ylabel(f\"Dim {j}\")\n","                axes[i,j].legend(loc='best', fontsize='small')\n","\n","    plt.tight_layout()\n","    plt.show()"]},{"cell_type":"code","execution_count":7,"metadata":{"trusted":false},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 25 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["if dims == 2:\n","    plt.scatter(trainData[:,0],trainData[:,1],label='data')\n","    plt.scatter(grid.topology.weights[:,0],grid.topology.weights[:,1],label='weights')\n","    plt.legend()\n","    plt.show()\n","else:\n","    scatterPairwise(trainData, grid.topology.weights)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Plotting Code\n","\n","Setting up code for plotting a matrix and a pie-chart repressentation of the self-organizing map."]},{"cell_type":"code","execution_count":8,"metadata":{"trusted":false},"outputs":[],"source":["def map(values: np.ndarray, arange: list = [0,1]) -> np.ndarray:\n","    assert len(arange) == 2, 'arange must be of length 2'\n","    assert arange[0] < arange[1], 'arange must start at a lower value than it ends'\n","\n","    c, d = arange[0], arange[1]\n","    a, b = np.min(values), np.max(values)\n","\n","    return c + ((d - c) / (b - a)) * (values - a)\n","\n","def plotMatrix(matrix, grid, shape='o', size=1):\n","    plt.figure(figsize=(12,12))  # specify the figure size in inches\n","    fig, ax = plt.subplots()\n","\n","    # create an array of points for the grid\n","    points = grid\n","\n","    # plot each point\n","    #colors = []\n","    values = map(matrix.flatten(), [0,255]).astype('int')\n","    #for color in values:\n","    #    colors.append('#' + hex(color)[2:]*3)\n","    colors = cm.viridis(values)\n","\n","\n","    ax.scatter(points[:, 0], points[:, 1], color=colors, s=250*size, marker=shape)\n","    \n","    ax.set_title('Weight Matrix')\n","\n","    # Increase the size of the plot (or 'zoom out')\n","    ax.set_aspect('equal', adjustable='box')\n","    ax.set_xlim(-1, points[:,0].max()+1)\n","    ax.set_ylim(-1, points[:,1].max()+1)\n","\n","    plt.show()\n","\n","def plotPies(grid, title, countSet: int = 0):\n","    fig, ax = plt.subplots(*grid.topology.gridSize, figsize=(10,10))\n","\n","    # Adjust the subplot parameters to reduce the space between subplots\n","    plt.subplots_adjust(wspace=0.1, hspace=0.1)\n","\n","    # Set aspect ratio of all subplots to be equal so that the pie charts look like circles, not ellipses\n","    for a in ax.ravel():\n","        a.set_aspect('equal')\n","\n","    for index, count in enumerate(grid.counts[countSet]):\n","        xx, yy = np.unravel_index(index, grid.topology.gridSize)\n","        if np.sum(count) > 0:  # check if there are counts for this neuron\n","            ax[xx,yy].pie(count)\n","        else:  # if no counts, you can leave it blank or put something else here\n","            ax[xx,yy].axis('off')\n","\n","    plt.suptitle(title)\n","    plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Weight and U Matrix\n","\n","Here we plot first the weights matrix of the self-organizing map, with percentages of data point counts per node/neuron. The same is done with the u-matrix."]},{"cell_type":"code","execution_count":9,"metadata":{"trusted":false},"outputs":[{"data":{"text/plain":["<Figure size 1200x1200 with 0 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["<Figure size 1200x1200 with 0 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["if topology == 'hexagonal':\n","    plotMatrix(grid.weightMatrix, grid.topology.gridIndices,'H',1.5)\n","    plotMatrix(grid.uMatrix, grid.topology.gridIndices,'H',1.5)\n","else:\n","    plotMatrix(grid.weightMatrix, grid.topology.gridIndices,'s')\n","    plotMatrix(grid.uMatrix, grid.topology.gridIndices,'s')"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Pie Plots\n","\n","These plots are rather bare naked, I still hope they can be instructive. Essentially they show the counts from the weight matrix plot as pie plots on a grid representing again every node/neuron of the self-organizing map."]},{"cell_type":"code","execution_count":10,"metadata":{"trusted":false},"outputs":[],"source":["#plotPies(grid, \"Train Seit\", 0)\n","#plotPies(grid, \"Eval Set\", 1)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Saving and Loading a SOM\n","\n","SOM can be converted to dictionaries and then saved as a json file. This allows us to load them and re-use them. Also json is a raw text format, which is neat."]},{"cell_type":"code","execution_count":11,"metadata":{"trusted":false},"outputs":[],"source":["saver = ModelIO()\n","saver.save(grid, 'test')\n","newGrid = saver.load('test')"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Comment\n","\n","The code works fine, but is still in an early stage of development. This shows by not providing sufficient means of meassuring the convergence of the map. Also this map doesn't grow by itself and is fixed to what the user sets in the beginning. Futher any means of assessing its performance are missing."]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.11.3"},"vscode":{"interpreter":{"hash":"aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"}}},"nbformat":4,"nbformat_minor":2}