{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "ff1e89e1", "metadata": {}, "outputs": [], "source": [ "#!pip install squarenet" ] }, { "cell_type": "code", "execution_count": null, "id": "a7ffdfd0", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from squarenet import SquareNet\n", "from squarenet.sampler import samplepoints\n", "from squarenet.utils import show_search_result" ] }, { "cell_type": "code", "execution_count": 2, "id": "5dbd3ddb", "metadata": {}, "outputs": [], "source": [ "save_path = \"sqrnet/plot\" #for the plots" ] }, { "cell_type": "markdown", "id": "61a2b2fd", "metadata": {}, "source": [ "## ❒ SquareNet\n", "\n", "Fitting our first dataset\n", "-1 million points randomly sampled on the 2D map of France" ] }, { "cell_type": "code", "execution_count": 3, "id": "36a0fbf0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting gridification... available method [fast, robust, ultimate]\n", "selected robust\n", "\n", "=== Carthesian sort ===\n", "(max iter: 2 x 1000)\n", "[█████████████████████████████] 1000/1000\n", "[█████████████████████████████] 1000/1000\n", "\n", "\n", "=== Final Status ===\n", "succesfully sorted at iteration 220\n" ] } ], "source": [ "I = 1_000\n", "N = I*I\n", "points = samplepoints(\"france\", size = (N, 2))\n", "sn = SquareNet(gridshape = (I, I))\n", "sn.fit(points, method = \"robust\")" ] }, { "cell_type": "markdown", "id": "5153fa8b", "metadata": {}, "source": [ "Now France is grided" ] }, { "cell_type": "code", "execution_count": 4, "id": "90510dbd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "figure will be saved at sqrnet\\plot.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
, None)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sn.plot(style = \"checkerboard\", save_path = save_path) #should look like a checkerboard pattern" ] }, { "cell_type": "markdown", "id": "874272d8", "metadata": {}, "source": [ "## 📡 Search Sorted:\n", "\n", "Squarenet allow for a powerfull D-dimensional version of the 1D search sorted " ] }, { "cell_type": "code", "execution_count": 5, "id": "d6b39854", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "random point x,y = (0.83, 0.19)\n", "\n", "\n", "true index (np.int32(863), np.int32(125))\n", "with search sorted: [862 125] [864 126]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#(x, y) coordinates of a random point in France\n", "true_index = np.random.choice(N)\n", "grid_multi_index = sn.mapidx(true_index)\n", "point = points[true_index] \n", "\n", "x, y = point[0], point[1]\n", "print(f\"random point x,y = ({x:.2f}, {y:.2f})\\n\\n\")\n", "\n", "#search sorted is a heuristic method that will find an\n", "# (almost optimal) position in the grid that best \n", "# fit the spatial coordinates of an unseen point.\n", "# Augment n_iter to get better accuracy\n", "\n", "#/!\\ search sorted is fast, but will not give the exact nearest neighbor.\n", "\n", "left_multi_index = sn.search_sorted(point, n_iter = 4, side = \"left\") \n", "right_multi_index = sn.search_sorted(point, n_iter = 4, side = \"right\")\n", "\n", "show_search_result(left_multi_index, right_multi_index, true_index, points, sn)" ] }, { "cell_type": "markdown", "id": "1bc95472", "metadata": {}, "source": [ "Fitting some holy dataset, again 1 million points in 2D" ] }, { "cell_type": "code", "execution_count": 6, "id": "fe8bfe86", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting gridification... available method [fast, robust, ultimate]\n", "selected fast\n", "\n", "=== Carthesian sort ===\n", "(max iter: 1000)\n", "[█████████████████████████████] 1000/1000\n", "\n", "=== Final Status ===\n", "succesfully sorted at iteration 16\n" ] } ], "source": [ "I = 1_000\n", "N = I*I\n", "points = samplepoints(\"holy\", size = (N, 2))\n", "sn = SquareNet(gridshape = (I, I))\n", "\n", "sn.fit(points)" ] }, { "cell_type": "code", "execution_count": 7, "id": "49adeb29", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "figure will be saved at sqrnet\\plot_1.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
, None)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sn.plot(style = \"mesh\", save_path = save_path)" ] }, { "cell_type": "markdown", "id": "303a2efe", "metadata": {}, "source": [ "## ⚛️ Neighbormap\n", "\n", "Neighbormap provides a **fast diagnostic of grid quality** by estimating how close \\\n", "true nearest neighbors remain in **grid-index space**.\n", "\n", "In the printed neighbormap, in each cell you will find how many points Y were the nearest neighbor \\\n", "of the central points X in that particular cell relative to X cell, accros 20 million evenly sampled pairs (X, Y).\n", "\n", "If you need the matrix to compute something on it (instead of just a print) or to give a custom distance kernel etc:\\\n", "from squarenet.neighbormap import neighbormap \\\n", "-> more parameters and more control" ] }, { "cell_type": "code", "execution_count": 8, "id": "040a4ff0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "neighbor map on axes (0, 1)\n", " 1 \n", " 1 1 \n", " 1 1 1 1 1 2 1 1 1 \n", " 1 1 1 1 3 4 5 3 11 15 18 9 14 13 3 2 1 2 1 2 1 1 1 \n", " 1 1 1 1 3 11 18 34 88 172 315 381 293 166 71 21 15 11 2 3 2 3 4 1 \n", " 3 5 27 73 276 846 2464 4262 2444 790 206 56 20 13 8 2 1 \n", " 7 95 1090 6434 ■ 6265 1124 83 6 \n", " 1 2 2 7 9 28 53 216 822 2391 4280 2535 868 250 68 23 5 1 \n", " 2 1 1 1 4 4 11 23 28 58 156 311 346 327 175 60 32 14 11 5 2 \n", " 3 3 1 1 2 3 2 1 3 6 11 21 11 15 19 8 5 3 6 1 1 1 \n", " 1 1 1 1 4 1 1 1 2 1 \n", " 1 1 1 1 \n", " \n" ] } ], "source": [ "sn.neighbormap(log2 = False)" ] }, { "cell_type": "markdown", "id": "56e9cf55", "metadata": {}, "source": [ "Fitting something spiky (1million points, 3D)." ] }, { "cell_type": "code", "execution_count": null, "id": "003ffbe0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting gridification... available method [fast, robust]\n", "selected robust\n", "\n", "=== Carthesian sort ===\n", "[█████████████████████████████] 100/100\n", "\n", "=== Final Status ===\n", "succesfully sorted at iteration 120\n" ] } ], "source": [ "I = 100\n", "N = I*I*I\n", "points = samplepoints(\"spiky\", size = (N, 3))\n", "sn = SquareNet(gridshape = (I, I, I))\n", "\n", "sn.fit(points, method = \"robust\")" ] }, { "cell_type": "code", "execution_count": null, "id": "b18652c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "figure will be saved at sqrnet\\plot.gif\n", "ffmpeg unavailable. Npoints = 1000000 and style is 'scatter' -> could take 1/2 minutes\n" ] }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sn.plot(animate = True, style = \"scatter\", save_path = save_path)" ] }, { "cell_type": "markdown", "id": "9e2c4eef", "metadata": {}, "source": [ "Fitting a Manifold (1million points, 2d latent loop in a 4D space). Just put 1 for some of the grid dimensions" ] }, { "cell_type": "code", "execution_count": null, "id": "7c2caccc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting gridification... available method [fast, robust]\n", "selected fast\n", "\n", "=== Carthesian sort ===\n", "[█████████████████████████████] 100/100\n", "\n", "=== Final Status ===\n", "succesfully sorted at iteration 30\n" ] } ], "source": [ "I = 1_000\n", "N = I*I*1*1\n", "points = samplepoints(\"4Dloop\", size = (N, 4))\n", "sn = SquareNet(gridshape = (I, I, 1, 1))\n", "\n", "sn.fit(points)" ] }, { "cell_type": "code", "execution_count": null, "id": "21ede4de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "figure will be saved at sqrnet\\plot_1.gif\n", "ffmpeg unavailable. Npoints = 1000000 and style is 'scatter' -> could take 1/2 minutes\n" ] }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sn.plot(style = \"scatter\", animate = True, save_path = save_path)" ] }, { "cell_type": "markdown", "id": "9990df60", "metadata": {}, "source": [ "## ⏱ Practical trade-off\n", "\n", "Exploring with fast, robust and ultimate method, you will find following empiricall caracteristics:\n", "\n", "\n", "| Method | Quality (NN locality) | Speed | Stability | Recommended use |\n", "|----------|----------------------|--------------|------------------|------------------|\n", "| fast | medium | very high | axis-biased | large-scale / preprocessing |\n", "| robust | high | high | balanced | default choice |\n", "| ultimate* | very high | low | most stable | offline high-quality grids |" ] }, { "cell_type": "markdown", "id": "299eee87", "metadata": {}, "source": [ "⚠️ Ultimate method needs a suffisant (potentially very high) max iter parameter to give the best results.\\\n", "Max_iter is default to 1000 which is good in many cases for small/medium number of points, but for datasets \\\n", "with more than 1 Million points and a tricky geometry 10_000 iterations will be neaded to be safely \\\n", "considered as optimal, wich would lead to a 20 minutes long fit." ] }, { "cell_type": "markdown", "id": "ee44d542", "metadata": {}, "source": [ "➡️ ![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)[ 02. JAX and PyTorch](https://colab.research.google.com/github/ArmanddeCacqueray/SquareNet/blob/main/02_jax_and_pytorch.ipynb)" ] } ], "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }