{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# MNIST - Spiking neural network with spike timing dependent plasticity\n\nThe purpose of this work is to demonstrate local learning rules (STDP) whit the MNIST handwritten digit classification problem. The main ideas are taken from the article [Unsupervised learning of digit recognition using spike-timing-dependent plasticity](https://www.frontiersin.org/articles/10.3389/fncom.2015.00099/full), but the experiment was reconstructed with significant changes from the original work.","metadata":{}},{"cell_type":"markdown","source":"## Spiking neural network architecture\n\nTo model neuron dynamics leaky integrate-and-fire model is used. Synapses are modeled by conductance changes, i.e., synapses increase their conductance instantaneously by the synaptic weight when a presynaptic spike arrives at the synapse, otherwise the conductance is decaying exponentially.\n\nThe network consists of two layers. The first layer is the input layer, containing 28 × 28 neurons (one neuron per image pixel), and the second layer is the processing layer, containing 100 excitatory neurons and 100 inhibitory neurons. Each input is a Poisson spike-train, which is fed to the excitatory neurons of the second layer for the 350 ms following by 150 ms resting period. The rates of each neuron are proportional (devided by 4) to the intensity of the corresponding pixel in the example image.\n\nThe excitatory neurons of the second layer are connected in a one-to-one fashion to inhibitory neurons, i.e., each spike in an excitatory neuron will trigger a spike in its corresponding inhibitory neuron. Each of the inhibitory neurons is connected to all excitatory ones, except for the one from which it receives a connection. This connectivity provides lateral inhibition and leads to competition among excitatory neurons. All synapses from input neurons to excitatory neurons are learned using STDP. The weights of the remaining synapses are fixed.\n\n![image.png](attachment:ad6a31c8-9ff4-4e0c-b688-532c1cb8bb43.png)\n\nTo understand this part I recomend [https://www.coursera.org/learn/synapses/](https://www.coursera.org/learn/synapses/)","metadata":{},"attachments":{"ad6a31c8-9ff4-4e0c-b688-532c1cb8bb43.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Experiment design and observed results\n\n1. Feed train set to SNN described above\n2. Freeze STDP\n3. Feed train set to SNN again and collect generated features (spike counts foreach excitatory neuron during single image representation)\n4. Train RandomForest on the top of these features and labels provided\n5. Feed test set to SNN and collect new features\n6. Predict labels with RandomForest and calculate accuacy score\n\nIt reaches 0.9 accuracy on the test set with only 5k training examples and 3 classes. In order to understand whether local learning affects the result, the experiment was repeated but without training SNN with STDP. Second experiment scored 0.74, which clearly shows the efficiency of local training.","metadata":{}},{"cell_type":"code","source":"# brian2 is a simulator for spiking neural networks. It allows to simulate neuraldinamics \n# using custom differential equations, but it is very computationally intensive.\n# https://brian2.readthedocs.io/en/stable/resources/tutorials/index.html\n\n!pip install brian2","metadata":{"execution":{"iopub.status.busy":"2022-09-20T19:48:45.303524Z","iopub.execute_input":"2022-09-20T19:48:45.303933Z","iopub.status.idle":"2022-09-20T19:48:56.751118Z","shell.execute_reply.started":"2022-09-20T19:48:45.303846Z","shell.execute_reply":"2022-09-20T19:48:56.750233Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from keras.datasets import mnist\nfrom brian2 import *\nimport brian2.numpy_ as np\nimport matplotlib.pyplot as plt\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.metrics import accuracy_score, confusion_matrix","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-09-20T19:48:56.753492Z","iopub.execute_input":"2022-09-20T19:48:56.753908Z","iopub.status.idle":"2022-09-20T19:49:06.831120Z","shell.execute_reply.started":"2022-09-20T19:48:56.753865Z","shell.execute_reply":"2022-09-20T19:49:06.830153Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"(X_train, y_train), (X_test, y_test) = mnist.load_data()\n\n# simplified classification (0 1 and 8)\nX_train = X_train[(y_train == 1) | (y_train == 0) | (y_train == 8)]\ny_train = y_train[(y_train == 1) | (y_train == 0) | (y_train == 8)]\nX_test = X_test[(y_test == 1) | (y_test == 0) | (y_test == 8)]\ny_test = y_test[(y_test == 1) | (y_test == 0) | (y_test == 8)]\n\n# pixel intensity to Hz (255 becoms ~63Hz)\nX_train = X_train / 4 \nX_test = X_test / 4\n\nX_train.shape, X_test.shape","metadata":{"execution":{"iopub.status.busy":"2022-09-20T19:49:06.833176Z","iopub.execute_input":"2022-09-20T19:49:06.833484Z","iopub.status.idle":"2022-09-20T19:49:07.695306Z","shell.execute_reply.started":"2022-09-20T19:49:06.833452Z","shell.execute_reply":"2022-09-20T19:49:07.694415Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(16,8))\nfor img in range(32):\n    plt.subplot(4,8,1+img)\n    plt.title(y_train[img])\n    plt.imshow(X_train[img])\n    plt.axis('off')","metadata":{"execution":{"iopub.status.busy":"2022-09-20T19:49:07.697113Z","iopub.execute_input":"2022-09-20T19:49:07.697400Z","iopub.status.idle":"2022-09-20T19:49:09.310898Z","shell.execute_reply.started":"2022-09-20T19:49:07.697372Z","shell.execute_reply":"2022-09-20T19:49:09.309928Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"n_input = 28*28 # input layer\nn_e = 100 # e - excitatory\nn_i = n_e # i - inhibitory\n\nv_rest_e = -60.*mV # v - membrane potential\nv_reset_e = -65.*mV\nv_thresh_e = -52.*mV\n\nv_rest_i = -60.*mV\nv_reset_i = -45.*mV\nv_thresh_i = -40.*mV\n\ntaupre = 20*ms\ntaupost = taupre\ngmax = .05 #.01\ndApre = .01\ndApost = -dApre * taupre / taupost * 1.05\ndApost *= gmax \ndApre *= gmax \n\n# Apre and Apost - presynaptic and postsynaptic traces, lr - learning rate\nstdp='''w : 1\n    lr : 1 (shared)\n    dApre/dt = -Apre / taupre : 1 (event-driven)\n    dApost/dt = -Apost / taupost : 1 (event-driven)'''\npre='''ge += w\n    Apre += dApre\n    w = clip(w + lr*Apost, 0, gmax)'''\npost='''Apost += dApost\n    w = clip(w + lr*Apre, 0, gmax)'''\n\nclass Model():\n    \n    def __init__(self, debug=False):\n        app = {}\n                \n        # input images as rate encoded Poisson generators\n        app['PG'] = PoissonGroup(n_input, rates=np.zeros(n_input)*Hz, name='PG')\n        \n        # excitatory group\n        neuron_e = '''\n            dv/dt = (ge*(0*mV-v) + gi*(-100*mV-v) + (v_rest_e-v)) / (100*ms) : volt\n            dge/dt = -ge / (5*ms) : 1\n            dgi/dt = -gi / (10*ms) : 1\n            '''\n        app['EG'] = NeuronGroup(n_e, neuron_e, threshold='v>v_thresh_e', refractory=5*ms, reset='v=v_reset_e', method='euler', name='EG')\n        app['EG'].v = v_rest_e - 20.*mV\n        \n        if (debug):\n            app['ESP'] = SpikeMonitor(app['EG'], name='ESP')\n            app['ESM'] = StateMonitor(app['EG'], ['v'], record=True, name='ESM')\n            app['ERM'] = PopulationRateMonitor(app['EG'], name='ERM')\n        \n        # ibhibitory group\n        neuron_i = '''\n            dv/dt = (ge*(0*mV-v) + (v_rest_i-v)) / (10*ms) : volt\n            dge/dt = -ge / (5*ms) : 1\n            '''\n        app['IG'] = NeuronGroup(n_i, neuron_i, threshold='v>v_thresh_i', refractory=2*ms, reset='v=v_reset_i', method='euler', name='IG')\n        app['IG'].v = v_rest_i - 20.*mV\n\n        if (debug):\n            app['ISP'] = SpikeMonitor(app['IG'], name='ISP')\n            app['ISM'] = StateMonitor(app['IG'], ['v'], record=True, name='ISM')\n            app['IRM'] = PopulationRateMonitor(app['IG'], name='IRM')\n        \n        # poisson generators one-to-all excitatory neurons with plastic connections \n        app['S1'] = Synapses(app['PG'], app['EG'], stdp, on_pre=pre, on_post=post, method='euler', name='S1')\n        app['S1'].connect()\n        app['S1'].w = 'rand()*gmax' # random weights initialisation\n        app['S1'].lr = 1 # enable stdp        \n        \n        if (debug):\n            # some synapses\n            app['S1M'] = StateMonitor(app['S1'], ['w', 'Apre', 'Apost'], record=app['S1'][380,:4], name='S1M') \n        \n        # excitatory neurons one-to-one inhibitory neurons\n        app['S2'] = Synapses(app['EG'], app['IG'], 'w : 1', on_pre='ge += w', name='S2')\n        app['S2'].connect(j='i')\n        app['S2'].delay = 'rand()*10*ms'\n        app['S2'].w = 3 # very strong fixed weights to ensure corresponding inhibitory neuron will always fire\n\n        # inhibitory neurons one-to-all-except-one excitatory neurons\n        app['S3'] = Synapses(app['IG'], app['EG'], 'w : 1', on_pre='gi += w', name='S3')\n        app['S3'].connect(condition='i!=j')\n        app['S3'].delay = 'rand()*5*ms'\n        app['S3'].w = .03 # weights are selected in such a way as to maintain a balance between excitation and ibhibition\n        \n        self.net = Network(app.values())\n        self.net.run(0*second)\n        \n    def __getitem__(self, key):\n        return self.net[key]\n    \n    def train(self, X, epoch=1):        \n        self.net['S1'].lr = 1 # stdp on\n        \n        for ep in range(epoch):\n            for idx in range(len(X)):\n                # active mode\n                self.net['PG'].rates = X[idx].ravel()*Hz\n                self.net.run(0.35*second)\n\n                # passive mode\n                self.net['PG'].rates = np.zeros(n_input)*Hz\n                self.net.run(0.15*second)\n        \n    def evaluate(self, X):       \n        self.net['S1'].lr = 0  # stdp off\n        \n        features = []\n        for idx in range(len(X)):\n            # rate monitor to count spikes\n            mon = SpikeMonitor(self.net['EG'], name='RM')\n            self.net.add(mon)\n            \n            # active mode\n            self.net['PG'].rates = X[idx].ravel()*Hz\n            self.net.run(0.35*second)\n            \n            # spikes per neuron foreach image\n            features.append(np.array(mon.count, dtype=int8))\n            \n            # passive mode\n            self.net['PG'].rates = np.zeros(n_input)*Hz\n            self.net.run(0.15*second)\n            \n            self.net.remove(self.net['RM'])\n            \n        return features","metadata":{"execution":{"iopub.status.busy":"2022-09-20T19:49:09.312274Z","iopub.execute_input":"2022-09-20T19:49:09.312585Z","iopub.status.idle":"2022-09-20T19:49:09.336030Z","shell.execute_reply.started":"2022-09-20T19:49:09.312554Z","shell.execute_reply":"2022-09-20T19:49:09.334939Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def plot_w(S1M):\n    plt.rcParams[\"figure.figsize\"] = (20,10)\n    subplot(311)\n    plot(S1M.t/ms, S1M.w.T/gmax)\n    ylabel('w / wmax')\n    subplot(312)\n    plot(S1M.t/ms, S1M.Apre.T)\n    ylabel('apre')\n    subplot(313)\n    plot(S1M.t/ms, S1M.Apost.T)\n    ylabel('apost')\n    tight_layout()\n    show();\n    \ndef plot_v(ESM, ISM, neuron=13):\n    plt.rcParams[\"figure.figsize\"] = (20,6)\n    cnt = -50000 # tail\n    plot(ESM.t[cnt:]/ms, ESM.v[neuron][cnt:]/mV, label='exc', color='r')\n    plot(ISM.t[cnt:]/ms, ISM.v[neuron][cnt:]/mV, label='inh', color='b')\n    plt.axhline(y=v_thresh_e/mV, color='pink', label='v_thresh_e')\n    plt.axhline(y=v_thresh_i/mV, color='silver', label='v_thresh_i')\n    legend()\n    ylabel('v')\n    show();\n    \ndef plot_rates(ERM, IRM):\n    plt.rcParams[\"figure.figsize\"] = (20,6)\n    plot(ERM.t/ms, ERM.smooth_rate(window='flat', width=0.1*ms)*Hz, color='r')\n    plot(IRM.t/ms, IRM.smooth_rate(window='flat', width=0.1*ms)*Hz, color='b')\n    ylabel('Rate')\n    show();\n    \ndef plot_spikes(ESP, ISP):\n    plt.rcParams[\"figure.figsize\"] = (20,6)\n    plot(ESP.t/ms, ESP.i, '.r')\n    plot(ISP.t/ms, ISP.i, '.b')\n    ylabel('Neuron index')\n    show();\n\ndef test0(train_items=30):\n    '''\n    STDP visualisation\n    '''\n    seed(0)\n    \n    model = Model(debug=True)\n    model.train(X_train[:train_items], epoch=1)\n    \n    plot_w(model['S1M'])\n    plot_v(model['ESM'], model['ISM'])\n    plot_rates(model['ERM'], model['IRM'])\n    plot_spikes(model['ESP'], model['ISP'])\n    \ntest0()","metadata":{"execution":{"iopub.status.busy":"2022-09-20T19:49:09.337218Z","iopub.execute_input":"2022-09-20T19:49:09.337838Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def test1(train_items=5000, assign_items=1000, eval_items=1000):\n    '''\n    Feed train set to SNN with STDP\n    Freeze STDP\n    Feed train set to SNN again and collect generated features\n    Train RandomForest on the top of these features and labels provided\n    Feed test set to SNN and collect new features\n    Predict labels with RandomForest and calculate accuacy score\n    '''\n    seed(0)\n    \n    model = Model()\n    model.train(X_train[:train_items], epoch=1)\n    model.net.store('train', 'train.b2')\n    #model.net.restore('train', './train.b2')\n    \n    f_train = model.evaluate(X_train[:assign_items])\n    clf = RandomForestClassifier(max_depth=4, random_state=0)\n    clf.fit(f_train, y_train[:assign_items])\n    print(clf.score(f_train, y_train[:assign_items]))\n\n    f_test = model.evaluate(X_test[:eval_items])\n    y_pred = clf.predict(f_test)\n    print(accuracy_score(y_pred, y_test[:eval_items]))\n\n    cm = confusion_matrix(y_pred, y_test[:eval_items])\n    print(cm)\n    \ntest1()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def test2(train_items=5000, assign_items=1000, eval_items=1000):\n    '''\n    Freeze STDP at start\n    Feed train set to SNN and collect generated features\n    Train RandomForest on the top of these features and labels provided\n    Feed test set to SNN and collect new features\n    Predict labels with RandomForest and calculate accuacy score\n    '''\n    seed(0)\n    \n    model = Model()\n        \n    f_train = model.evaluate(X_train[:assign_items])\n    clf = RandomForestClassifier(max_depth=4, random_state=0)\n    clf.fit(f_train, y_train[:assign_items])\n    print(clf.score(f_train, y_train[:assign_items]))\n\n    f_test = model.evaluate(X_test[:eval_items])\n    y_pred = clf.predict(f_test)\n    print(accuracy_score(y_pred, y_test[:eval_items]))\n\n    cm = confusion_matrix(y_pred, y_test[:eval_items])\n    print(cm)\n    \ntest2()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def test3(train_items=5000, eval_items=1000):\n    '''\n    Train and evaluate RandomForest without SNN\n    '''\n    seed(0)\n    \n    clf = RandomForestClassifier(max_depth=4, random_state=0)\n    \n    train_features = X_train[:train_items].reshape(-1,28*28)\n    clf.fit(train_features, y_train[:train_items])\n    print(clf.score(train_features, y_train[:train_items]))\n    \n    test_features = X_test[:eval_items].reshape(-1,28*28)\n    y_pred = clf.predict(test_features)\n    print(accuracy_score(y_pred, y_test[:eval_items]))\n\n    cm = confusion_matrix(y_pred, y_test[:eval_items])\n    print(cm)\n    \ntest3()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}