{ "cells": [ { "cell_type": "markdown", "id": "ea6fa8b0", "metadata": {}, "source": [ "# Analysing a NN Problem (Randomly Sampled)" ] }, { "cell_type": "markdown", "id": "30aba650", "metadata": {}, "source": [ "Simulate the XOR gate using a neural network (NN). The various NN parameter sets are randomly sampled." ] }, { "cell_type": "markdown", "id": "3b2abd48", "metadata": {}, "source": [ "## Setup NN" ] }, { "cell_type": "code", "execution_count": 1, "id": "b9aa3ce3", "metadata": {}, "outputs": [], "source": [ "seed = 100" ] }, { "cell_type": "code", "execution_count": 2, "id": "a6763e8c", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 3, "id": "4b186cbc", "metadata": {}, "outputs": [], "source": [ "class XOR(nn.Module):\n", " def __init__(self):\n", " super(XOR, self).__init__()\n", "\n", " self.layers = nn.Sequential(\n", " nn.Linear(2, 2),\n", " nn.Tanh(),\n", " nn.Linear(2, 1),\n", " )\n", " def forward(self, x):\n", " return self.layers(x)" ] }, { "cell_type": "code", "execution_count": 4, "id": "256d53ff", "metadata": {}, "outputs": [], "source": [ "def set_weights_biases(model, weights):\n", " with torch.no_grad():\n", " model.layers[0].weight.copy_(torch.tensor([\n", " [weights[0], weights[1]],\n", " [weights[2], weights[3]]\n", " ]))\n", " model.layers[0].bias.copy_(torch.tensor([weights[4], weights[5]]))\n", " model.layers[2].weight.copy_(torch.tensor([[weights[6], weights[7]]]))\n", " model.layers[2].bias.copy_(torch.tensor([weights[8]]))" ] }, { "cell_type": "code", "execution_count": 5, "id": "a5d5bee1", "metadata": {}, "outputs": [], "source": [ "device = torch.device(\"cpu\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "8561c8b3", "metadata": {}, "outputs": [], "source": [ "x_train = torch.tensor([[0,0], [0,1], [1,1], [1,0]], device=device).float()\n", "y_train = torch.tensor([[0], [1], [0], [1]], device=device).float()\n", "\n", "\n", "x_val = torch.clone(x_train)\n", "y_val = torch.clone(y_train)" ] }, { "cell_type": "code", "execution_count": 7, "id": "dba693a0", "metadata": {}, "outputs": [], "source": [ "loss_fn = nn.BCEWithLogitsLoss()" ] }, { "cell_type": "markdown", "id": "fcf217c2", "metadata": {}, "source": [ "## Setup `pyXla` sample" ] }, { "cell_type": "code", "execution_count": 8, "id": "acdadc4b", "metadata": {}, "outputs": [], "source": [ "from pyxla.sampling import RandomSampler\n", "from pyxla import load_data\n", "import pyxla\n", "import math" ] }, { "cell_type": "code", "execution_count": 9, "id": "254cfdf2", "metadata": {}, "outputs": [], "source": [ "def loss_as_objective(weights):\n", " model = XOR()\n", " model.eval()\n", " set_weights_biases(model, weights)\n", " pred = model(x_train)\n", " loss = loss_fn(pred, y_train)\n", " return loss.item()" ] }, { "cell_type": "code", "execution_count": 10, "id": "0a7ce5d3", "metadata": {}, "outputs": [], "source": [ "std1 = math.sqrt(2.0 / float(2 + 2))\n", "std2 = math.sqrt(2.0 / float(2 + 1))\n", "\n", "# sample as close as possible to the starting point of SGD setup in PyTorch\n", "rng = np.random.default_rng(seed=seed)\n", "\n", "X_wts1 = pd.DataFrame(rng.normal(0, std1, (1000, 4)))\n", "X_wts2 = pd.DataFrame(rng.normal(0, std2, (1000, 2)))\n", "X_bs = RandomSampler(sample_size=1000, dim=3, l_bound=0, u_bound=1, seed=seed, return_neighbourhood=False, representation='continuous').sample()\n", "X_wts1.columns = ['w0', 'w1', 'w2', 'w3']\n", "X_wts2.columns = ['w4', 'w5']\n", "X_bs.columns = ['b0', 'b1', 'b2']\n", "\n", "X = pd.concat([X_wts1, X_wts2, X_bs], axis=1)" ] }, { "cell_type": "code", "execution_count": 11, "id": "3de58b0a", "metadata": {}, "outputs": [], "source": [ "sample = {\n", " 'name': 'xor_nn',\n", " 'X': X,\n", " 'F': loss_as_objective,\n", " 'D': 'euclidean', # use any metric supported by scipy\n", " 'N': 'hilbert-curve'\n", "}\n", "load_data(sample)" ] }, { "cell_type": "code", "execution_count": 12, "id": "893a1038", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat, plot = pyxla.distr_f(sample, title=False)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c035c818", "metadata": {}, "outputs": [], "source": [ "plot.savefig('distr-f-xor-nn-sampled.png', dpi=300)" ] }, { "cell_type": "code", "execution_count": 14, "id": "b0cd9346", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, imp, plot = pyxla.X_imp(sample, estimator='ridge', n_repeats=30, seed=42, suptitle=False)" ] }, { "cell_type": "code", "execution_count": 15, "id": "fce96554", "metadata": {}, "outputs": [], "source": [ "plot.savefig('x-imp-xor-nn-sampled.png', dpi=300)" ] }, { "cell_type": "code", "execution_count": 16, "id": "0c24a8d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pyxla.fdc(sample)" ] }, { "cell_type": "code", "execution_count": 17, "id": "200c23e0", "metadata": {}, "outputs": [], "source": [ "plot.savefig('fdc-xor-nn-sampled.png', dpi=300)" ] }, { "cell_type": "code", "execution_count": 18, "id": "109f8428", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "edd84c922f174943b02721bad48237e4", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pyxla.rdc(sample)" ] }, { "cell_type": "code", "execution_count": 19, "id": "4500f0c1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pyxla.pdc(sample)" ] }, { "cell_type": "code", "execution_count": 20, "id": "81c85840", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/toni/Projects/pyxla-wg/src/pyxla/__init__.py:1409: RuntimeWarning: divide by zero encountered in log\n", " forward = lambda x: np.log(x / init_percentage) / np.log(growth_factor)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pyxla.disp_best(sample)" ] }, { "cell_type": "code", "execution_count": 21, "id": "b7c49fc7", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "02ad0b2be8614a71b6f019a6de0ab781", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pyxla.nfc(sample)" ] }, { "cell_type": "code", "execution_count": 22, "id": "8defa8ff", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aa155cba60d84b22a16d1175023496af", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pyxla.nrc(sample)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }