From 653f2ddbd7fdc71287608f6dadc58bea36a6b2ea Mon Sep 17 00:00:00 2001 From: Sundeep Rangan Date: Fri, 1 Nov 2024 13:21:55 -0400 Subject: [PATCH] Removed some older tensorflow code --- unit09_neural/demo1_synthetic.ipynb | 344 +++++++++------------------- 1 file changed, 114 insertions(+), 230 deletions(-) diff --git a/unit09_neural/demo1_synthetic.ipynb b/unit09_neural/demo1_synthetic.ipynb index cc655c49..e9644223 100644 --- a/unit09_neural/demo1_synthetic.ipynb +++ b/unit09_neural/demo1_synthetic.ipynb @@ -9,8 +9,8 @@ "# A First Neural Network Example\n", "\n", "In this demo, you will learn:\n", - "* How to construct and train a simple neural network with one hidden layer using the `keras` package\n", - "* How to get the weights and intermediate layer outputs of a `keras` network after training\n", + "* How to construct and train a simple neural network with fully connected layers in `pytorch`\n", + "* How to get the weights and intermediate layer outputs of a `pytorch` network after training\n", "* How to visualize the weights\n", "\n", "To illustrate the concepts, we consider a simple 2D classification problem on completely synthetic data. Using synthetic data will allow us to visualize the network more easily. We will then look at real data in later demos " @@ -22,7 +22,7 @@ "id": "Nqx3bkJazZbE" }, "source": [ - "## Loading Tensorflow and Keras\n", + "## Loading PyTorch\n", "\n", "Before starting this demo, you will need to install [Pytorch](https://pytorch.org/get-started/locally/). If you are using [Google colaboratory](https://colab.research.google.com), Pytorch is already installed.\n", "\n", @@ -44,51 +44,6 @@ "import torch.optim as optim" ] }, - { - "cell_type": "code", - "source": [ - "# prompt: Convert the code above to pytorch\n", - "\n", - "\n", - "\n", - "\n", - "# Create an instance of the network\n", - "net = Net(input_size, hidden_size, output_size)\n", - "\n", - "# Define loss function and optimizer\n", - "criterion = nn.CrossEntropyLoss() # Example loss function for classification\n", - "optimizer = optim.SGD(net.parameters(), lr=0.01) # Example optimizer\n", - "\n", - "\n", - "# Example synthetic data (replace with your actual data)\n", - "inputs = torch.randn(100, input_size)\n", - "labels = torch.randint(0, output_size, (100,))\n", - "\n", - "\n", - "# Training loop (replace with your training loop)\n", - "for epoch in range(10): # Example number of epochs\n", - " optimizer.zero_grad()\n", - " outputs = net(inputs)\n", - " loss = criterion(outputs, labels)\n", - " loss.backward()\n", - " optimizer.step()\n", - "\n", - "# Access weights and intermediate layer outputs\n", - "# Example: access weights of the first layer\n", - "weights_fc1 = net.fc1.weight.data\n", - "print(weights_fc1)\n", - "\n", - "# Example: access the output of the hidden layer\n", - "intermediate_output = net.fc1(inputs)\n", - "intermediate_output\n", - "\n" - ], - "metadata": { - "id": "-5y2G8vHzdK_" - }, - "execution_count": null, - "outputs": [] - }, { "cell_type": "markdown", "metadata": { @@ -158,12 +113,12 @@ "execution_count": 16, "metadata": { "scrolled": true, - "id": "eTzGusT8zZbH", - "outputId": "bab7f577-2546-4249-94fd-6f146155cde9", "colab": { "base_uri": "https://localhost:8080/", "height": 412 - } + }, + "id": "eTzGusT8zZbH", + "outputId": "bab7f577-2546-4249-94fd-6f146155cde9" }, "outputs": [ { @@ -223,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 64, "metadata": { "id": "v-S5ye-NzZbJ" }, @@ -268,13 +223,13 @@ "print(model)" ], "metadata": { - "id": "KfB7y0SgeQ6i", - "outputId": "85640f7e-89a7-43df-e1a0-cde35aabe364", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "KfB7y0SgeQ6i", + "outputId": "81e24b75-73a6-4e61-f14b-350518774448" }, - "execution_count": 49, + "execution_count": 65, "outputs": [ { "output_type": "stream", @@ -301,13 +256,13 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 66, "metadata": { - "id": "YKulTxhizZbK", - "outputId": "b34d226b-58e8-4813-bf73-63ca69fb5e8a", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "YKulTxhizZbK", + "outputId": "375e7a75-0b04-437d-e92b-3edccc8e953a" }, "outputs": [ { @@ -336,12 +291,12 @@ "source": [ "## Training the Network\n", "\n", - "To train the network, we have to select an optimizer and a loss function. Since this is a binary classification problem, we select the `binary_crossentropy` loss. For the optimizer, `adam` tends to works well over a wide range of problems and is a good starting point. We also set the `metrics` that we wish to track during the optimization. In this case, we select `accuracy` on the training set." + "To train the network, we have to select an optimizer and a loss function. Since this is a binary classification problem, we select the `BCELoss` loss. For the optimizer, `Adam` tends to works well over a wide range of problems and is a good starting point. \n" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 67, "metadata": { "id": "FJjyIrb5zZbL" }, @@ -349,7 +304,7 @@ "source": [ "# Define loss function and optimizer\n", "criterion = nn.BCELoss()\n", - "optimizer = optim.Adam(model.parameters(), lr=0.01) # Example optimizer" + "optimizer = optim.Adam(model.parameters(), lr=0.03) # Example optimizer" ] }, { @@ -368,7 +323,7 @@ "\n", "# Convert your data to PyTorch tensors\n", "X_torch = torch.tensor(X, dtype=torch.float32)\n", - "y_torch = torch.tensor(y, dtype=torch.float32).unsqueeze(1) # Reshape y to be (n_samples, 1)\n", + "y_torch = torch.tensor(y, dtype=torch.float32)[:,None] # Reshape y to be (n_samples, 1)\n", "\n", "# Create a TensorDataset\n", "dataset = TensorDataset(X_torch, y_torch)\n", @@ -380,7 +335,18 @@ "metadata": { "id": "oj4056NokJFO" }, - "execution_count": 52, + "execution_count": 78, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_int = y_torch.to(torch.int64)" + ], + "metadata": { + "id": "9PYe_LgauByL" + }, + "execution_count": 79, "outputs": [] }, { @@ -394,69 +360,69 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 81, "metadata": { - "id": "CIkj9_kzzZbL", - "outputId": "a38bc37a-2727-453a-f22f-95e4d76700cd", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "CIkj9_kzzZbL", + "outputId": "65e05b89-5ac1-4855-9a27-a90a600cd2fc" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "Epoch [20/1000], Loss: 0.6741, Accuracy: 0.6875\n", - "Epoch [40/1000], Loss: 0.5348, Accuracy: 0.6875\n", - "Epoch [60/1000], Loss: 0.5951, Accuracy: 0.6875\n", - "Epoch [80/1000], Loss: 0.6354, Accuracy: 0.6875\n", - "Epoch [100/1000], Loss: 0.6107, Accuracy: 0.6875\n", - "Epoch [120/1000], Loss: 0.6742, Accuracy: 0.6875\n", - "Epoch [140/1000], Loss: 0.6744, Accuracy: 0.6875\n", - "Epoch [160/1000], Loss: 0.5656, Accuracy: 0.6875\n", - "Epoch [180/1000], Loss: 0.5880, Accuracy: 0.6875\n", - "Epoch [200/1000], Loss: 0.6113, Accuracy: 0.6875\n", - "Epoch [220/1000], Loss: 0.6583, Accuracy: 0.6875\n", - "Epoch [240/1000], Loss: 0.6428, Accuracy: 0.6875\n", - "Epoch [260/1000], Loss: 0.5871, Accuracy: 0.6875\n", - "Epoch [280/1000], Loss: 0.6188, Accuracy: 0.6875\n", - "Epoch [300/1000], Loss: 0.6420, Accuracy: 0.6875\n", - "Epoch [320/1000], Loss: 0.6255, Accuracy: 0.6875\n", - "Epoch [340/1000], Loss: 0.6297, Accuracy: 0.6875\n", - "Epoch [360/1000], Loss: 0.6027, Accuracy: 0.6875\n", - "Epoch [380/1000], Loss: 0.5758, Accuracy: 0.6875\n", - "Epoch [400/1000], Loss: 0.5953, Accuracy: 0.6875\n", - "Epoch [420/1000], Loss: 0.5040, Accuracy: 0.6875\n", - "Epoch [440/1000], Loss: 0.5153, Accuracy: 0.6875\n", - "Epoch [460/1000], Loss: 0.5246, Accuracy: 0.6875\n", - "Epoch [480/1000], Loss: 0.5414, Accuracy: 0.7050\n", - "Epoch [500/1000], Loss: 0.4818, Accuracy: 0.7025\n", - "Epoch [520/1000], Loss: 0.4804, Accuracy: 0.6875\n", - "Epoch [540/1000], Loss: 0.5338, Accuracy: 0.6950\n", - "Epoch [560/1000], Loss: 0.4759, Accuracy: 0.7025\n", - "Epoch [580/1000], Loss: 0.5349, Accuracy: 0.7025\n", - "Epoch [600/1000], Loss: 0.5042, Accuracy: 0.7100\n", - "Epoch [620/1000], Loss: 0.5296, Accuracy: 0.7125\n", - "Epoch [640/1000], Loss: 0.5216, Accuracy: 0.7150\n", - "Epoch [660/1000], Loss: 0.5083, Accuracy: 0.7275\n", - "Epoch [680/1000], Loss: 0.5157, Accuracy: 0.7375\n", - "Epoch [700/1000], Loss: 0.5613, Accuracy: 0.7450\n", - "Epoch [720/1000], Loss: 0.4312, Accuracy: 0.7600\n", - "Epoch [740/1000], Loss: 0.4677, Accuracy: 0.7725\n", - "Epoch [760/1000], Loss: 0.3984, Accuracy: 0.7950\n", - "Epoch [780/1000], Loss: 0.4533, Accuracy: 0.8075\n", - "Epoch [800/1000], Loss: 0.4544, Accuracy: 0.8175\n", - "Epoch [820/1000], Loss: 0.4619, Accuracy: 0.8300\n", - "Epoch [840/1000], Loss: 0.3578, Accuracy: 0.8350\n", - "Epoch [860/1000], Loss: 0.3722, Accuracy: 0.8425\n", - "Epoch [880/1000], Loss: 0.3370, Accuracy: 0.8425\n", - "Epoch [900/1000], Loss: 0.3775, Accuracy: 0.8425\n", - "Epoch [920/1000], Loss: 0.3624, Accuracy: 0.8575\n", - "Epoch [940/1000], Loss: 0.3668, Accuracy: 0.8550\n", - "Epoch [960/1000], Loss: 0.3551, Accuracy: 0.8575\n", - "Epoch [980/1000], Loss: 0.3301, Accuracy: 0.8575\n", - "Epoch [1000/1000], Loss: 0.3800, Accuracy: 0.8575\n" + "Epoch [20/1000], Loss: 0.5647, Accuracy: 0.6875\n", + "Epoch [40/1000], Loss: 0.6399, Accuracy: 0.6875\n", + "Epoch [60/1000], Loss: 0.5244, Accuracy: 0.6875\n", + "Epoch [80/1000], Loss: 0.4841, Accuracy: 0.6900\n", + "Epoch [100/1000], Loss: 0.4380, Accuracy: 0.6975\n", + "Epoch [120/1000], Loss: 0.5111, Accuracy: 0.7050\n", + "Epoch [140/1000], Loss: 0.4612, Accuracy: 0.7075\n", + "Epoch [160/1000], Loss: 0.4678, Accuracy: 0.7400\n", + "Epoch [180/1000], Loss: 0.5198, Accuracy: 0.7750\n", + "Epoch [200/1000], Loss: 0.4230, Accuracy: 0.8225\n", + "Epoch [220/1000], Loss: 0.3652, Accuracy: 0.8475\n", + "Epoch [240/1000], Loss: 0.3494, Accuracy: 0.8575\n", + "Epoch [260/1000], Loss: 0.3089, Accuracy: 0.8525\n", + "Epoch [280/1000], Loss: 0.3231, Accuracy: 0.8525\n", + "Epoch [300/1000], Loss: 0.4380, Accuracy: 0.8550\n", + "Epoch [320/1000], Loss: 0.3913, Accuracy: 0.8525\n", + "Epoch [340/1000], Loss: 0.2586, Accuracy: 0.8525\n", + "Epoch [360/1000], Loss: 0.3378, Accuracy: 0.8500\n", + "Epoch [380/1000], Loss: 0.2999, Accuracy: 0.8475\n", + "Epoch [400/1000], Loss: 0.3979, Accuracy: 0.8500\n", + "Epoch [420/1000], Loss: 0.3461, Accuracy: 0.8475\n", + "Epoch [440/1000], Loss: 0.3357, Accuracy: 0.8525\n", + "Epoch [460/1000], Loss: 0.3178, Accuracy: 0.8475\n", + "Epoch [480/1000], Loss: 0.2437, Accuracy: 0.8575\n", + "Epoch [500/1000], Loss: 0.3734, Accuracy: 0.8475\n", + "Epoch [520/1000], Loss: 0.3376, Accuracy: 0.8525\n", + "Epoch [540/1000], Loss: 0.2902, Accuracy: 0.8500\n", + "Epoch [560/1000], Loss: 0.3236, Accuracy: 0.8475\n", + "Epoch [580/1000], Loss: 0.3579, Accuracy: 0.8525\n", + "Epoch [600/1000], Loss: 0.2899, Accuracy: 0.8475\n", + "Epoch [620/1000], Loss: 0.2986, Accuracy: 0.8525\n", + "Epoch [640/1000], Loss: 0.3491, Accuracy: 0.8500\n", + "Epoch [660/1000], Loss: 0.3201, Accuracy: 0.8500\n", + "Epoch [680/1000], Loss: 0.3196, Accuracy: 0.8450\n", + "Epoch [700/1000], Loss: 0.3219, Accuracy: 0.8475\n", + "Epoch [720/1000], Loss: 0.3145, Accuracy: 0.8475\n", + "Epoch [740/1000], Loss: 0.3856, Accuracy: 0.8475\n", + "Epoch [760/1000], Loss: 0.3663, Accuracy: 0.8500\n", + "Epoch [780/1000], Loss: 0.3272, Accuracy: 0.8450\n", + "Epoch [800/1000], Loss: 0.3222, Accuracy: 0.8500\n", + "Epoch [820/1000], Loss: 0.2556, Accuracy: 0.8500\n", + "Epoch [840/1000], Loss: 0.3077, Accuracy: 0.8450\n", + "Epoch [860/1000], Loss: 0.2673, Accuracy: 0.8425\n", + "Epoch [880/1000], Loss: 0.3284, Accuracy: 0.8425\n", + "Epoch [900/1000], Loss: 0.3633, Accuracy: 0.8475\n", + "Epoch [920/1000], Loss: 0.3171, Accuracy: 0.8400\n", + "Epoch [940/1000], Loss: 0.2528, Accuracy: 0.8450\n", + "Epoch [960/1000], Loss: 0.3692, Accuracy: 0.8425\n", + "Epoch [980/1000], Loss: 0.3911, Accuracy: 0.8425\n", + "Epoch [1000/1000], Loss: 0.3208, Accuracy: 0.8450\n" ] } ], @@ -481,8 +447,8 @@ " # Calculate training accuracy\n", " with torch.no_grad():\n", " outputs = model(X_torch)\n", - " predicted = (outputs > 0.5).float()\n", - " accuracy = (predicted == y_torch).sum().item() / len(y)\n", + " predicted = (outputs > 0.5)\n", + " accuracy = torch.sum(predicted == y_int).item() / y_int.size(0)\n", "\n", " # Save the values\n", " lossval.append(loss.item())\n", @@ -512,14 +478,14 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 83, "metadata": { - "id": "FrDqwnhrzZbM", - "outputId": "ec8df8ec-8758-44a1-ff08-a6b5aaf85a18", "colab": { "base_uri": "https://localhost:8080/", "height": 487 - } + }, + "id": "FrDqwnhrzZbM", + "outputId": "1f6308f7-6961-4e7b-c4eb-7b8ffd92c8f0" }, "outputs": [ { @@ -528,7 +494,7 @@ "text/plain": [ "
" ], - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {} } @@ -566,25 +532,25 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 84, "metadata": { - "id": "S0Lc1ZbJzZbN", - "outputId": "870f781f-8ab0-41bb-abe8-86da2a9764a7", "colab": { "base_uri": "https://localhost:8080/", "height": 452 - } + }, + "id": "S0Lc1ZbJzZbN", + "outputId": "9f2f30ef-068a-48ad-aa90-4f2cb3a4df55" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ - "[]" + "[]" ] }, "metadata": {}, - "execution_count": 56 + "execution_count": 84 }, { "output_type": "display_data", @@ -592,7 +558,7 @@ "text/plain": [ "
" ], - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {} } @@ -640,34 +606,7 @@ { "cell_type": "code", "source": [ - "\n", - "b2 = model.fc2.bias.data.numpy()\n", - "print(w2)" - ], - "metadata": { - "id": "UArBb_bXoke0", - "outputId": "324b9b47-d2e2-42b2-f2fe-0dcb21147394", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "execution_count": 60, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "[[ 5.793046 -7.3178473 1.2586372 -7.6920195]]\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "# prompt: Create a new model, model1, with the layers `activation` as the output.\n", - "\n", - "# Assuming 'model' is your trained network\n", + "# Create a model with the activations as the output\n", "class ModelAct(nn.Module):\n", " def __init__(self, original_model):\n", " super(ModelAct, self).__init__()\n", @@ -706,24 +645,24 @@ "fig.colorbar(im, cax=cbar_ax)" ], "metadata": { - "id": "3N46WQYYmm7d", - "outputId": "8eac69b0-6c5f-479a-8e49-da691d36a511", "colab": { "base_uri": "https://localhost:8080/", "height": 233 - } + }, + "id": "3N46WQYYmm7d", + "outputId": "dde33060-fb69-4f04-bcc8-edf33df2a36f" }, - "execution_count": 63, + "execution_count": 87, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, - "execution_count": 63 + "execution_count": 87 }, { "output_type": "display_data", @@ -731,7 +670,7 @@ "text/plain": [ "
" ], - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {} } @@ -746,68 +685,6 @@ "Each of the hidden units produces one linear decision region. The final nonlinear region is then formed by taking a weighted combination of these regions." ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "t57BBgQ-zZbO", - "outputId": "1c293951-7e7d-4969-e11b-d832c56c063e" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# Get the response in the hidden units\n", - "layer_hid = model.get_layer('hidden')\n", - "model1 = Model(inputs=model.input,\n", - " outputs=layer_hid.output)\n", - "\n", - "\n", - "zhid_plot = model_act.predict(Xplot)\n", - "zhid_plot = zhid_plot.reshape((nplot,nplot,nh))\n", - "\n", - "# Get the weights in the output layer\n", - "layer_out = model.get_layer('output')\n", - "Wo, bo = layer_out.get_weights()\n", - "\n", - "fig = plt.figure(figsize=(10, 4))\n", - "\n", - "for i in range(nh):\n", - "\n", - " plt.subplot(1,nh,i+1)\n", - " zhid_ploti = np.flipud(zhid_plot[:,:,i])\n", - " im = plt.imshow(zhid_ploti, extent=[xmin[0],xmax[0],xmin[0],xmax[1]], cmap=plt.cm.Reds)\n", - " plt.xticks([])\n", - " plt.yticks([])\n", - " plt.title('zh{0:d}, Wo={1:4.2f}'.format(i,Wo[i,0]))\n", - "\n", - "fig.subplots_adjust(right=0.85)\n", - "cbar_ax = fig.add_axes([0.9, 0.30, 0.05, 0.4])\n", - "fig.colorbar(im, cax=cbar_ax)" - ] - }, { "cell_type": "markdown", "metadata": { @@ -819,6 +696,13 @@ "First we print the entire model weights" ] }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "XlUQpgCAvWUs" + } + }, { "cell_type": "code", "execution_count": null,