diff --git a/posts/2023-Dec-28-neural-process.ipynb b/posts/2023-Dec-28-neural-process.ipynb new file mode 100644 index 0000000..2af1ac8 --- /dev/null +++ b/posts/2023-Dec-28-neural-process.ipynb @@ -0,0 +1,500 @@ +{ + "cells": [ + { + "cell_type": "raw", + "id": "12a1fd37", + "metadata": {}, + "source": [ + "---\n", + "author: Nipun Batra\n", + "badges: true\n", + "categories:\n", + "- ML\n", + "date: '2023-12-28'\n", + "output-file: np.html\n", + "title: Basic Neural Process\n", + "toc: true\n", + "\n", + "---\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8fe3c174", + "metadata": {}, + "outputs": [], + "source": [ + "# task \n", + "def task(amplitude=1.0, frequency=1.0, n_points=400):\n", + " x = torch.linspace(-2.0, 2.0, n_points)\n", + " y = amplitude*torch.sin(2*torch.pi*frequency*x)\n", + " return x.reshape(-1, 1), y\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "41bb913d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 413, + "width": 568 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = task()\n", + "plt.plot(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "fdcf7051", + "metadata": {}, + "outputs": [], + "source": [ + "class Encoder(nn.Module):\n", + " def __init__(self, input_size = 1, hidden_size=10, representation_size=5):\n", + " super(Encoder, self).__init__()\n", + "\n", + " self.fc1 = nn.Linear(input_size + 1, hidden_size)\n", + " self.fc2 = nn.Linear(hidden_size, hidden_size)\n", + " self.fc3 = nn.Linear(hidden_size, representation_size)\n", + "\n", + " def forward(self, x):\n", + " x = self.fc1(x)\n", + " x = F.relu(x)\n", + " x = self.fc2(x)\n", + " x = F.relu(x)\n", + " x = self.fc3(x)\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8dffe5d7", + "metadata": {}, + "outputs": [], + "source": [ + "def create_context(x, y):\n", + " \"\"\"\n", + " x: (n, d)\n", + " y: (n,)\n", + " ---\n", + " output:\n", + " c: (n, d+1)\n", + " \"\"\"\n", + " return torch.cat((x, y.reshape(-1, 1)), dim=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "69038e5c", + "metadata": {}, + "outputs": [], + "source": [ + "ctx = create_context(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "48ac8f67", + "metadata": {}, + "outputs": [], + "source": [ + "representation_size = 5" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5ceb00e9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([5])\n" + ] + } + ], + "source": [ + "enc = Encoder(representation_size=representation_size)\n", + "representation = enc(ctx)\n", + "representation_mean = representation.mean(dim=0)\n", + "print(representation_mean.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "45887acd", + "metadata": {}, + "outputs": [], + "source": [ + "class Decoder(nn.Module):\n", + " def __init__(self, input_size = 1, hidden_size=10, representation_size=5):\n", + " super(Decoder, self).__init__()\n", + "\n", + " self.fc1 = nn.Linear(representation_size + input_size, hidden_size)\n", + " self.fc2 = nn.Linear(hidden_size, hidden_size)\n", + " self.fc3 = nn.Linear(hidden_size, 1)\n", + "\n", + " def forward(self, x):\n", + " x = self.fc1(x)\n", + " x = F.relu(x)\n", + " x = self.fc2(x)\n", + " x = F.relu(x)\n", + " x = self.fc3(x)\n", + " x = x.ravel()\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "94ccd8de", + "metadata": {}, + "outputs": [], + "source": [ + "dec = Decoder(representation_size=representation_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9ad112e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[-0.1554, 0.1063, -0.0408, -0.1532, -0.0355],\n", + " [-0.1554, 0.1063, -0.0408, -0.1532, -0.0355],\n", + " [-0.1554, 0.1063, -0.0408, -0.1532, -0.0355],\n", + " ...,\n", + " [-0.1554, 0.1063, -0.0408, -0.1532, -0.0355],\n", + " [-0.1554, 0.1063, -0.0408, -0.1532, -0.0355],\n", + " [-0.1554, 0.1063, -0.0408, -0.1532, -0.0355]],\n", + " grad_fn=)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "repeated_representation = representation_mean.repeat(len(x), 1)\n", + "repeated_representation" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f1a3de82", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([400, 6])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decoder_inp = torch.cat((x, repeated_representation), dim=1)\n", + "decoder_inp.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "58866344", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([400])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dec(decoder_inp).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0186f989", + "metadata": {}, + "outputs": [], + "source": [ + "# Train/test split\n", + "\n", + "x, y = task(n_points=2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "47202d62", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5cf45c72", + "metadata": {}, + "outputs": [], + "source": [ + "train_x, test_x, train_y, test_y = train_test_split(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e71ecbf5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([1500, 1]), torch.Size([500, 1]))" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_x.shape, test_x.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "b91834f3", + "metadata": {}, + "outputs": [], + "source": [ + "def get_context_target(train_x, train_y, ctx_points):\n", + " #torch.manual_seed(0)\n", + " idx = torch.randperm(len(train_x))\n", + " context_idx = idx[:ctx_points]\n", + " context_x = train_x[context_idx]\n", + " context_y = train_y[context_idx]\n", + " \n", + " target_idx = idx[ctx_points:]\n", + " \n", + " target_x = train_x[target_idx]\n", + " target_y = train_y[target_idx]\n", + " return context_x, context_y, target_x, target_y" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "36df2aa1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 0.5121781229972839\n", + "100 0.39759519696235657\n", + "200 0.25660619139671326\n", + "300 0.14657656848430634\n", + "400 0.06448779255151749\n", + "500 0.04326537624001503\n", + "600 0.021076882258057594\n", + "700 0.015273225493729115\n", + "800 0.010952409356832504\n", + "900 0.009423683397471905\n", + "1000 0.006264188792556524\n", + "1100 0.0054198820143938065\n", + "1200 0.004422122146934271\n", + "1300 0.0035493236500769854\n", + "1400 0.0030960990116000175\n", + "1500 0.0022987055126577616\n", + "1600 0.0020124774891883135\n", + "1700 0.002914207987487316\n", + "1800 0.003236218122765422\n", + "1900 0.002254761289805174\n" + ] + } + ], + "source": [ + "n_epochs = 2000\n", + "ctx_points = 1000\n", + "target_points = len(x)*0.25\n", + "representation_size = 4\n", + "hidden_size = 30\n", + "enc = Encoder(representation_size=representation_size, hidden_size=hidden_size)\n", + "dec = Decoder(representation_size=representation_size, hidden_size=hidden_size)\n", + "\n", + "\n", + "params = list(enc.parameters()) + list(dec.parameters())\n", + "\n", + "optimizer = torch.optim.Adam(params, lr=3e-3)\n", + "\n", + "for i in range(n_epochs):\n", + " context_x, context_y, target_x, target_y = get_context_target(train_x, train_y, ctx_points)\n", + " ctx = create_context(context_x, context_y)\n", + " representation = enc(ctx)\n", + " representation_mean = representation.mean(dim=0)\n", + " \n", + " repeated_representation = representation_mean.repeat(len(target_x), 1)\n", + " decoder_inp = torch.cat((target_x, repeated_representation), dim=1)\n", + " \n", + " yhat = dec(decoder_inp)\n", + " \n", + " loss = nn.MSELoss()(yhat, target_y)\n", + " if i%100==0:\n", + " print(i, loss.item())\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " optimizer.zero_grad()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "de7c6a93", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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