{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting mGPLVM to data from the fly central complex\n", "\n", "In this short notebook, we apply mGPLVM to recordings of the fly central complex." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading\n" ] } ], "source": [ "import csv\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "from torch import optim\n", "\n", "import mgplvm as mgp\n", "\n", "torch.manual_seed(1)\n", "np.random.seed(0)\n", "if torch.cuda.is_available():\n", " device = torch.device(\"cuda\")\n", "else:\n", " device = torch.device(\"cpu\")\n", " \n", "np.random.seed(14042010)\n", "torch.manual_seed(14042010)\n", "\n", "torch.set_default_dtype(torch.float64)\n", "if torch.cuda.is_available():\n", " device = torch.device(\"cuda\")\n", "else:\n", " device = torch.device(\"cpu\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2022-03-18 15:55:19-- https://raw.githubusercontent.com/tachukao/mgplvm-pytorch/master/examples/fly/fly_data.tsv\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 156255 (153K) [text/plain]\n", "Saving to: ‘data/fly_data.tsv’\n", "\n", "data/fly_data.tsv 100%[===================>] 152.59K --.-KB/s in 0.01s \n", "\n", "2022-03-18 15:55:19 (11.4 MB/s) - ‘data/fly_data.tsv’ saved [156255/156255]\n", "\n" ] } ], "source": [ "!mkdir -p data\n", "!wget --no-check-certificate 'https://raw.githubusercontent.com/tachukao/mgplvm-pytorch/master/examples/fly/fly_data.tsv' -O data/fly_data.tsv" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "with open('data/fly_data.tsv', newline='') as csvfile:\n", " fly_data = np.array(list(csv.reader(csvfile, delimiter='\\t')))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "Y = np.expand_dims(fly_data, 2).astype(float).transpose((2, 0, 1))\n", "n_samples, n, m = Y.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "Yplot = Y[0, :, :]\n", "plt.imshow(Yplot, cmap='Greys', aspect='auto', origin = 'upper')\n", "plt.xlabel(\"time [a.u.]\")\n", "plt.ylabel(\"neuron\")\n", "plt.xlim(0,500)\n", "plt.ylim(-0.5,n-0.5)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "d = 1 # dims of latent space\n", "n_z = 15 # number of inducing points\n", "n_samples = 1 # number of samples" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def build_model():\n", " # specify manifold, kernel and rdist\n", " manif = mgp.manifolds.Torus(m, d) # latent distribution manifold\n", " lat_dist = mgp.rdist.ReLie(manif, m, n_samples) # construct ReLie distribution\n", " # Note: we construct the kernel and likelihood by passing the data in for initialization\n", " kernel = mgp.kernels.QuadExp(\n", " n, manif.distance\n", " ) # Use an exponential quadratic (RBF) kernel\n", " lik = mgp.likelihoods.Gaussian(n) # Gaussian likelihood\n", " lprior = mgp.lpriors.Uniform(manif) # Prior on the manifold distribution\n", " z = manif.inducing_points(n, n_z) # build inducing points\n", " model = mgp.models.SvgpLvm(\n", " n, m, n_samples, z, kernel, lik, lat_dist, lprior, whiten=True\n", " ).to(device)\n", " return model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iter 0 | elbo -4.772 | kl 0.007 | loss 4.772 | |mu| 0.111 | sig 1.500 | scale 1.000 | ell 2.000 | lik_sig 1.000 |\n", "iter 100 | elbo -0.954 | kl 0.010 | loss 0.956 | |mu| 0.742 | sig 1.362 | scale 0.994 | ell 2.026 | lik_sig 0.942 |\n", "iter 200 | elbo -0.554 | kl 0.021 | loss 0.560 | |mu| 0.816 | sig 1.095 | scale 0.987 | ell 2.040 | lik_sig 0.607 |\n", "iter 300 | elbo 0.037 | kl 0.061 | loss -0.013 | |mu| 1.040 | sig 0.579 | scale 0.955 | ell 2.161 | lik_sig 0.248 |\n", "iter 400 | elbo 0.320 | kl 0.118 | loss -0.263 | |mu| 1.331 | sig 0.230 | scale 0.927 | ell 2.178 | lik_sig 0.174 |\n", "iter 500 | elbo 0.407 | kl 0.151 | loss -0.322 | |mu| 1.438 | sig 0.135 | scale 0.911 | ell 2.040 | lik_sig 0.156 |\n", "iter 600 | elbo 0.425 | kl 0.163 | loss -0.322 | |mu| 1.492 | sig 0.116 | scale 0.896 | ell 1.955 | lik_sig 0.153 |\n", "iter 700 | elbo 0.432 | kl 0.165 | loss -0.319 | |mu| 1.546 | sig 0.111 | scale 0.883 | ell 1.876 | lik_sig 0.152 |\n", "iter 800 | elbo 0.425 | kl 0.161 | loss -0.307 | |mu| 1.593 | sig 0.119 | scale 0.859 | ell 1.867 | lik_sig 0.154 |\n", "iter 900 | elbo 0.425 | kl 0.155 | loss -0.305 | |mu| 1.620 | sig 0.131 | scale 0.823 | ell 1.888 | lik_sig 0.154 |\n" ] } ], "source": [ "data = torch.tensor(Y, device=device, dtype=torch.get_default_dtype())\n", "model = build_model()\n", "\n", "train_opts = {\n", " \"lrate\": 5e-2,\n", " \"max_steps\": 1000,\n", " \"n_mc\": 64,\n", " \"print_every\": 100,\n", " \"burnin\": 30 / 5e-2,\n", " \"optimizer\": optim.Adam,\n", "}\n", "\n", "# train model\n", "progress = mgp.optimisers.svgp.fit(data, model, **train_opts)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#%% plot tuning curves\n", "query = torch.tensor(np.linspace(0, 2 * np.pi, 100),\n", " dtype=torch.get_default_dtype(),\n", " device=device)[None, None, ...]\n", "data = torch.tensor(Y, dtype=torch.get_default_dtype()).to(device)\n", "fmean, fvar = model.obs.predict(query, full_cov=False)\n", "fstd = fvar.sqrt()\n", "\n", "plt.figure(figsize=(8, 6))\n", "for i in range(0, 16, 2):\n", " xs = query.cpu().numpy()\n", " m, std = [arr.cpu().detach().numpy() for arr in [fmean, fstd]]\n", " xs = xs[0, 0, :]\n", " m = m[0, i, :]\n", " std = std[0, i, :]\n", " col = [0, i/16, 1-i/16]\n", " plt.plot(xs, m, \"-\", color = col)\n", " plt.fill_between(xs, m - 2 * std, m + 2 * std, color=col, alpha=0.2)\n", "\n", "plt.xlabel(r\"$\\theta$ [radian]\")\n", "plt.ylabel(r\"rate [a.u.]\")\n", "plt.xlim(0, 2 * np.pi)\n", "plt.xticks([0, np.pi, 2*np.pi], [r'$0$', r'$\\pi$', r'$2\\pi$'])\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember to cite the original authors of the dataset if you use the fly dataset for any further research:\n", "\n", "- Turner-Evans et al. (2020), Neuron\n", "- Daniel, Turner-Evans (2020), Kir.zip. Janelia Research Campus ([link to dataset](https://doi.org/10.25378/janelia.12490325.v1))\n", "\n", "The data used in this notebook `fly_data.tsv` is extracted from Kir control line 1, fly 1, light epoch, subsampled by a factor of 2." ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }