{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "-a3a8SMUfffw" }, "source": [ "## (Bayesian) GPFA\n", "_Kristopher T. Jensen & Guillaume Hennequin (July 8, 2021)_\n", "\n", "In this short example notebook, we fit Gaussian Process Factor Analysis (GPFA) to neural recordings from a continuous primate reaching task and run a couple of simple analyses.\n", "While the original GPFA framework was developed by Byron Yu et al. (2009), here we fit a recent Bayesian extension by Jensen & Kao et al. (2021) that relies on automatic relevance determination to also \n", "learn the dimensionality of the latent embedding space.\n", "\n", "Bayesian GPFA is defined by the following generative model:\n", "\n", "${\\bf Y} \\in \\mathbb{R}^{N \\times T}$ (data)\\\n", "${\\bf X} \\in \\mathbb{R}^{D \\times T}$ (latent variables)\\\n", "${\\bf C} \\in \\mathbb{R}^{N \\times D}$ (readout matrix)\n", "\n", "${\\bf x}_d \\sim \\mathcal{GP}(0, K_{\\text{RBF}})$ \\\n", "$c_{nd} \\sim \\mathcal{N}(c_{nd}; \\mu = 0, \\sigma^2 = s_d^2)$ \\\n", "${y}_{nt |{\\bf C}, {\\bf X}} = p(y_{nt} | ({\\bf CX})_{nt})$\n", "\n", "We learn the scales $\\{ s_d \\}$ by maximizing a lower bound (ELBO) on the model log marginal likelihood:\\\n", "$\\mathcal{L} \\leq \\log p ({\\bf Y}) = \\log \\int p({\\bf Y} | {\\bf C}, {\\bf X}) p({\\bf C}) p({\\bf X}) \\, d{\\bf C} \\, d{\\bf X} $ \\\n", "This is achieved using variational inference which also provides an estimate of the posterior distribution over our latent variables that we can use for further analyses:\n", "$q({\\bf X}) \\approx p({\\bf X} | {\\bf Y})$.\n", "\n", "See Jensen & Kao et al. (2021) for further details about the generative model and inference procedure.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "8JFmpl-MhwrM" }, "source": [ "We start by downloading an example dataset which was originally recorded by O'Doherty et al. (2018).\n", "Here we consider a single recording session where we have binned the data in 25 ms bins in advance.\n", "We have put this data on google drive for ease of access in this tutorial; note that the original dataset is available from https://zenodo.org/record/3854034#.YNCEy5P0nUI." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cKrh6MZvyprf", "outputId": "30d8038e-6d06-4ae5-9ec4-36adad4a40b1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2022-03-18 15:16:34-- https://drive.google.com/u/2/uc?id=1kYJHADLpUVtBnLxlphk1ff3AC5UB21N-&export=download\n", "Resolving drive.google.com (drive.google.com)... 142.250.178.14, 2a00:1450:4009:815::200e\n", "Connecting to drive.google.com (drive.google.com)|142.250.178.14|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://drive.google.com/uc?id=1kYJHADLpUVtBnLxlphk1ff3AC5UB21N-&export=download [following]\n", "--2022-03-18 15:16:34-- https://drive.google.com/uc?id=1kYJHADLpUVtBnLxlphk1ff3AC5UB21N-&export=download\n", "Reusing existing connection to drive.google.com:443.\n", "HTTP request sent, awaiting response... 303 See Other\n", "Location: https://doc-0o-08-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/g3tq2qr01nd9huo6vr1po3c0ird1gh7q/1647616575000/03061924325282805644/*/1kYJHADLpUVtBnLxlphk1ff3AC5UB21N-?e=download [following]\n", "Warning: wildcards not supported in HTTP.\n", "--2022-03-18 15:16:43-- https://doc-0o-08-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/g3tq2qr01nd9huo6vr1po3c0ird1gh7q/1647616575000/03061924325282805644/*/1kYJHADLpUVtBnLxlphk1ff3AC5UB21N-?e=download\n", "Resolving doc-0o-08-docs.googleusercontent.com (doc-0o-08-docs.googleusercontent.com)... 172.217.169.65, 2a00:1450:4009:819::2001\n", "Connecting to doc-0o-08-docs.googleusercontent.com (doc-0o-08-docs.googleusercontent.com)|172.217.169.65|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 4041709 (3.9M) [application/x-gzip]\n", "Saving to: ‘data/test_data.tar.gz’\n", "\n", "data/test_data.tar. 100%[===================>] 3.85M --.-KB/s in 0.08s \n", "\n", "2022-03-18 15:16:43 (50.8 MB/s) - ‘data/test_data.tar.gz’ saved [4041709/4041709]\n", "\n" ] } ], "source": [ "!mkdir -p data\n", "!wget --no-check-certificate 'https://drive.google.com/u/2/uc?id=1kYJHADLpUVtBnLxlphk1ff3AC5UB21N-&export=download' -O data/test_data.tar.gz" ] }, { "cell_type": "markdown", "metadata": { "id": "lSd8eMAFh4ZE" }, "source": [ "We proceed to unzip the data and check that it has been correctly downloaded and decompressed. We should now have a ~110mb file named 'Doherty_example.pickled'." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "e1RHqqTH_-JF", "outputId": "08214a5b-608b-4379-8cf0-51f0c7a545aa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Doherty_example.pickled\n", "total 114M\n", "-rw-r--r-- 1 tck29 tck29grp 110M Jun 18 2021 Doherty_example.pickled\n", "-rw-r--r-- 1 tck29 tck29grp 3.9M Mar 18 15:16 test_data.tar.gz\n" ] } ], "source": [ "!tar -xzvf data/test_data.tar.gz --directory data\n", "!ls -ltrh data" ] }, { "cell_type": "markdown", "metadata": { "id": "6xTt6Pydj7dW" }, "source": [ "We proceed to install the Bayesian GPFA implementation used in Jensen & Kao et al. This is freely available but the codebase is still under active development with ongoing work on other latent variable models (here we use the 'bGPFA' branch and ignore other models)." ] }, { "cell_type": "markdown", "metadata": { "id": "vXnQlLvokQXx" }, "source": [ "That sets us up to actually run the code!\n", "We start by loading a few packages and setting some default parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JKaph-Wg0O08", "outputId": "caff22a9-416d-4523-ce90-cd4d00fcc14d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading\n" ] } ], "source": [ "import torch\n", "import mgplvm as mgp\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pickle\n", "import time\n", "from sklearn.decomposition import FactorAnalysis\n", "from sklearn.linear_model import LinearRegression, Ridge\n", "from scipy.interpolate import CubicSpline\n", "from scipy.ndimage import gaussian_filter1d\n", "plt.rcParams['font.size'] = 20\n", "plt.rcParams['axes.spines.right'] = False\n", "plt.rcParams['axes.spines.top'] = False\n", "np.random.seed(0)\n", "torch.manual_seed(0)\n", "device = mgp.utils.get_device() # use GPU if available, otherwise CPU" ] }, { "cell_type": "markdown", "metadata": { "id": "lPJDeNPFk2sr" }, "source": [ "We proceed to load the data which we stored in a 'pickle' format.\n", "While we could fit the full 30 minute dataset, it would take a bit too long for a real-time tutorial so we subsample both the number of time points and neurons, restricting our analysis to a single epoch of ~20 reaches and only considering neurons with high firing rates." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "AS020KtW0YIE" }, "outputs": [], "source": [ "data = pickle.load(open('data/Doherty_example.pickled', 'rb')) # load example data\n", "binsize = 25 # binsize in ms\n", "timepoints = np.arange(3000, 4500) #subsample ~40 seconds of data so things will run somewhat quicker\n", "fit_data = {'Y': data['Y'][..., timepoints], 'locs': data['locs'][timepoints, :], 'targets': data['targets'][timepoints, :], 'binsize': binsize}\n", "Y = fit_data['Y'] # these are the actual recordings and is the input to our model\n", "targets = fit_data['targets'] # these are the target locations\n", "locs = fit_data['locs'] # these are the hand positions\n", "\n", "Y = Y[:, np.mean(Y,axis = (0, 2))/0.025 > 8, :] #subsample highly active neurons so things will run a bit quicker\n", "ntrials, n, T = Y.shape # Y should have shape: [number of trials (here 1) x neurons x time points]\n", "data = torch.tensor(Y).to(device) # put the data on our GPU/CPU\n", "ts = np.arange(Y.shape[-1]) #much easier to work in units of time bins here\n", "fit_ts = torch.tensor(ts)[None, None, :].to(device) # put our time points on GPU/CPU\n", "\n", "# finally let's just identify bins where the target changes\n", "deltas = np.concatenate([np.zeros(1), np.sum(np.abs(targets[1:, :] - targets[:-1, :]), axis = 1)])\n", "switches = np.where(deltas > 1e-5)[0] # change occurs during time bin s\n", "dswitches = np.concatenate([np.ones(1)*10, switches[1:] - switches[:-1]]) # when the target changes during a bin there will be two discontinuities\n", "inds = np.zeros(len(switches)).astype(bool)\n", "inds[dswitches > 1.5] = 1 # index of the bin where the target changes or the first bin with a new target\n", "switches = switches[inds]" ] }, { "cell_type": "markdown", "metadata": { "id": "6I_d7KzG3dQb" }, "source": [ "We also plot the data to visually inspect how the firing rates of different neurons seem to (co)vary over time." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "id": "UXCUd_RkAVfV", "outputId": "4de67b42-8e2e-4367-d46e-6e34763f7e55" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### plot the activity we just loaded ###\n", "plt.figure(figsize = (12, 6))\n", "plt.imshow(Y[0, ...], cmap = 'Greys', aspect = 'auto', vmin = np.quantile(Y, 0.01), vmax = np.quantile(Y, 0.99))\n", "plt.xlabel('time')\n", "plt.ylabel('neuron')\n", "plt.title('Raw activity', fontsize = 25)\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "v1D9DB7EmLrd" }, "source": [ "In the following code snippet, we set a couple of model parameters relating to the optimization process or initialization. Most of the initialization is done directly from the data but it can be useful to include if we have prior knowledge about e.g. the timescale of the behavior we care about." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "FYvLxtgB4yM8" }, "outputs": [], "source": [ "### set some parameters for fitting ###\n", "ell0 = 200/binsize # initial timescale (in bins) for each dimension. This could be the ~timescale of the behavior of interest (otherwise a few hundred ms is a reasonable default)\n", "rho = 2 # sets the intial scale of each latent (s_d in Jensen & Kao). rho=1 is a natural choice with Gaussian noise; less obvious with non-Gaussian noise but rho=1-5 works well empirically.\n", "max_steps = 1001 # number of training iterations\n", "n_mc = 5 # number of monte carlo samples per iteration\n", "print_every = 100 # how often we print training progress\n", "d_fit = 10 # lets fit up to 10 latent dimensions (in theory this could be up to the number of neurons; should be thought of as an upper bound to how high-dimensional the activity is)" ] }, { "cell_type": "markdown", "metadata": { "id": "fuqWNwvcmcVD" }, "source": [ "Having specified our parameters, we can construct the bGPFA model.\n", "In this particular library, we need to separately specify (i) the noise model, (ii) the latent manifold (see Jensen et al. 2020 for LVMs on non-Euclidean manifolds), (iii) the prior and variational distribution (for GPFA, these are both Gaussian processes), and (iv) the observation model (for GPFA this is linear but see e.g. Wu et al. 2017 for non-linear LVMs).\n", "\n", "For this dataset we use a negative binomial noise model which contains the Poisson model as a special case but also allows for overdispersed firing statistics.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "xMuXfgUA5I2Y" }, "outputs": [], "source": [ "### construct the actual model ###\n", "ntrials, n, T = Y.shape # Y should have shape: [number of trials (here 1) x neurons x time points]\n", "lik = mgp.likelihoods.NegativeBinomial(n, Y=Y) # we use a negative binomial noise model in this example (recommended for ephys data)\n", "manif = mgp.manifolds.Euclid(T, d_fit) # our latent variables live in a Euclidean space for bGPFA (see Jensen et al. 2020 for alternatives)\n", "var_dist = mgp.rdist.GP_circ(manif, T, ntrials, fit_ts, _scale=1, ell = ell0) # circulant variational GP posterior (c.f. Jensen & Kao et al. 2021)\n", "lprior = mgp.lpriors.Null(manif) # here the prior is defined implicitly in our variational distribution, but if we wanted to fit e.g. Factor analysis this would be a Gaussian prior\n", "mod = mgp.models.Lvgplvm(n, T, d_fit, ntrials, var_dist, lprior, lik, Y = Y, learn_scale = False, ard = True, rel_scale = rho).to(device) #create bGPFA model with ARD\n" ] }, { "cell_type": "markdown", "metadata": { "id": "KPkORvp5ofgX" }, "source": [ "This finally sets us up to train the model!\n", "We will train it for only 1000 iterations and with a fairly high learning rate so it will finish in a reasonable amount of time.\n", "We also define a function 'cb()' to intermittently print the learned scale parameters $\\{ s_d \\}$ which will go to zero for dimensions that are discarded by the ARD procedure." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hjdmKtGy5c-Z", "outputId": "02044036-3bba-4c76-ff8c-cb3a1767f49e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fitting 93 neurons and 1500 time bins for 1001 iterations\n", "iter: 0 time: 1s log scales: [-1.4 -2. -2.2 -2.4 -2.4 -2.5 -2.6 -2.6 -2.7 -2.8]\n", "iter: 100 time: 12s log scales: [-1.5 -2. -2.2 -2.4 -2.4 -2.5 -2.6 -2.7 -2.7 -2.8]\n", "iter: 200 time: 22s log scales: [-1.6 -1.7 -2.1 -2.3 -2.4 -2.5 -2.7 -2.9 -2.9 -3. ]\n", "iter: 300 time: 35s log scales: [-1.4 -1.8 -2. -2.5 -2.5 -2.9 -2.9 -3.4 -3.5 -3.5]\n", "iter: 400 time: 46s log scales: [-1.3 -1.9 -2. -2.6 -2.7 -3.2 -3.5 -4.3 -4.3 -4.4]\n", "iter: 500 time: 58s log scales: [-1.3 -1.9 -2. -2.7 -2.8 -3.5 -4.4 -4.7 -4.8 -4.8]\n", "iter: 600 time: 70s log scales: [-1.3 -2. -2. -2.7 -2.8 -4.1 -4.8 -5. -5.1 -5.1]\n", "iter: 700 time: 81s log scales: [-1.3 -2. -2. -2.7 -2.8 -4.7 -5.1 -5.2 -5.3 -5.3]\n", "iter: 800 time: 95s log scales: [-1.3 -2. -2. -2.7 -2.8 -5. -5.3 -5.4 -5.5 -5.5]\n", "iter: 900 time: 108s log scales: [-1.3 -2. -2.1 -2.7 -2.8 -5.2 -5.5 -5.5 -5.6 -5.6]\n", "iter: 1000 time: 122s log scales: [-1.3 -2. -2.1 -2.7 -2.8 -5.4 -5.6 -5.6 -5.7 -5.8]\n" ] } ], "source": [ "### training will proceed for 1000 iterations (this takes ~2 minutes) ###\n", "t0 = time.time()\n", "def cb(mod, i, loss):\n", " \"\"\"here we construct an (optional) function that helps us keep track of the training\"\"\"\n", " if i % print_every == 0:\n", " sd = np.log(mod.obs.dim_scale.detach().cpu().numpy().flatten())\n", " print('iter:', i, 'time:', str(round(time.time()-t0))+'s', 'log scales:', np.round(sd[np.argsort(-sd)], 1))\n", "\n", "# helper function to specify training parameters\n", "train_ps = mgp.crossval.training_params(max_steps = max_steps, n_mc = n_mc, lrate = 7.5e-2, callback = cb, print_every = np.nan)\n", "print('fitting', n, 'neurons and', T, 'time bins for', max_steps, 'iterations')\n", "mod_train = mgp.crossval.train_model(mod, data, train_ps)" ] }, { "cell_type": "markdown", "metadata": { "id": "fvof3UXOsmdP" }, "source": [ "Now we're ready to analyze our new model. We start by plotting the posterior mean against the prior scales ${s_d}$ to see how informative the different latent dimensions are (upper right corner indicates more informative dimensions)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "DDKw4Dcl9AZo", "outputId": "4b1849f2-f690-4ca0-950e-e64b92b604fd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "plotting informative and discarded dimensions\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### we start by plotting 'informative' and 'discarded' dimensions ###\n", "print('plotting informative and discarded dimensions')\n", "dim_scales = mod.obs.dim_scale.detach().cpu().numpy().flatten() #prior scales (s_d)\n", "dim_scales = np.log(dim_scales) #take the log of the prior scales\n", "nus = np.sqrt(np.mean(mod.lat_dist.nu.detach().cpu().numpy()**2, axis = (0, -1))) #magnitude of the variational mean\n", "plt.figure()\n", "plt.scatter(dim_scales, nus, c = 'k', marker = 'x', s = 80) #top right corner are informative, lower left discarded\n", "plt.xlabel(r'$\\log \\, s_d$')\n", "plt.ylabel('latent mean scale', labelpad = 5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ernJrNLJx2MX" }, "source": [ "We proceed to plot the posterior latent mean in the two most informative dimensions (i.e. the ones with the highest $s_d$) for a subset of the behavior.\n", "We contrast this with FA which yields discontinuous trajectories dominated by noise since the model is unable to share information across time bins." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XFUaGAHc9Q9g", "outputId": "ead9ce47-7905-46ca-e968-471642151209" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "plotting latent trajectories\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "learned timescales (ms): [135 98 311 626 254 502 236 294 247 321]\n" ] } ], "source": [ "### plot the inferred latent trajectories\n", "print('plotting latent trajectories')\n", "X = mod.lat_dist.lat_mu.detach().cpu().numpy()[0, ...] # extract inferred latents ('mu' has shape (ntrials x T x d_fit))\n", "X = X[..., np.argsort(-dim_scales)] # only consider the two most informative dimensions (c.f. Jensen & Kao)\n", "tplot = np.arange(300, 400) # let's only plot a shorter period (here 2.s) so it doesn't get too cluttered\n", "\n", "# fit FA for comparison\n", "fa = FactorAnalysis(2)\n", "Xfa = fa.fit_transform(np.sqrt(Y[0, ...].T)) # sqrt the counts for variance stabilization (c.f. Yu et al. 2009)\n", "\n", "i1, i2 = 2, 3 # which dimensions to plot\n", "fig, axs = plt.subplots(1, 2, figsize = (10, 5))\n", "axs[0].scatter(X[tplot, i1], X[tplot, i2], c = tplot, cmap = 'coolwarm', s = 80) # plot bGPFA latents\n", "axs[1].scatter(Xfa[tplot, 0], Xfa[tplot, 1], c = tplot, cmap = 'coolwarm', s = 80) # plot FA latents\n", "for ax in axs:\n", " ax.set_xlabel('latent dim 1')\n", " ax.set_ylabel('latent dim 2')\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "axs[0].set_title('Bayesian GPFA')\n", "axs[1].set_title('factor analysis')\n", "plt.show()\n", "\n", "# let's also print the learned timescales (sorted by the prior scales s_d)\n", "taus = mod.lat_dist.ell.detach().cpu().numpy().flatten()[np.argsort(-dim_scales)]*binsize\n", "print('learned timescales (ms):', np.round(taus).astype(int))" ] }, { "cell_type": "markdown", "metadata": { "id": "PPrROzmFGYLd" }, "source": [ "To make sense of our latent trajectories, it may be useful to also take into account what's actually occurring at the level of behavior.\n", "We therefore start by visualizing the hand kinematics during the period of reaching considered for the latent trajectories above.\n", "We can visualize both the position of the hand as it changes over time as well as the instantaneous velocity in the x and y directions." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 351 }, "id": "wSro7Yk9-u9l", "outputId": "95868e39-546f-4f2d-a697-b780128cbf7c" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts = np.arange(Y.shape[-1])*fit_data['binsize'] # measured in ms\n", "cs = CubicSpline(ts, locs) # fit cubic spline to behavior\n", "vels = cs(ts, 1) # velocity (first derivative)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize = (10, 5))\n", "axs[0].plot(locs[tplot, 0], locs[tplot, 1], 'k-') # plot position\n", "\n", "for s in switches: # plot the targets\n", " if s in tplot:\n", " axs[0].scatter([targets[s+1, 0]], [targets[s+1, 1]], marker = 'x', c = 'r')\n", "axs[0].legend(['hand', 'target'], frameon = False)\n", "\n", "axs[1].plot(vels[tplot, 0], vels[tplot, 1], 'k-') # plot velocity\n", "for ax in axs:\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "axs[0].set_title('position')\n", "axs[1].set_title('velocity')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "kaYwia8WyKhm" }, "source": [ "Finally we might ask whether our latent trajectories can predict the behavioral output.\n", "To investigate this, we train a linear decoder to predict the hand kinematics from the inferred firing rates $\\hat{\\bf Y}$.\n", "This can also be seen as a non-linear decoder from the latent trajectories ${\\bf X}$ where the first layer of the decoder is giving by the learned observation model.\n", "We fit a decoder with different delays between neural activity and behavior from -150ms (activity lags behavior) to +250ms (activity precedes behavior).\n", "We do this to find the 'optimal delay' between neural activity and behavior and show that cortical activity seems to predict behavior ~100 ms into the future." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 331 }, "id": "Y0ElKXxaBU0X", "outputId": "bb6443c4-9815-44f2-a891-4bf1115c6c16" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running decoding analysis\n", "plotting decoding\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### finally let's do a simple decoding analysis ###\n", "print('running decoding analysis')\n", "Ypreds = [] # decode from the inferred firing rates (this is a non-linear decoder from latents)\n", "query = mod.lat_dist.lat_mu.detach().transpose(-1, -2).to(device) # (ntrial, d_fit, T)\n", "for i in range(10): # loop over mc samples to avoid memory issues\n", " Ypred = mod.svgp.sample(query, n_mc=100, noise=False)\n", " Ypred = Ypred.detach().mean(0).cpu().numpy() # (ntrial x n x T)\n", " Ypreds.append(Ypred)\n", "Ypred = np.mean(np.array(Ypreds), axis = (0,1)).T # T x n\n", "\n", "delays = np.linspace(-150, 250, 50) # consider different behavioral delays\n", "performance = np.zeros((len(delays), 2)) # model performance\n", "for idelay, delay in enumerate(delays):\n", " vels = cs(ts+delay, 1) # velocity at time+delay\n", " for itest, Ytest in enumerate([Ypred]): # bGPFA\n", " regs = [Ridge(alpha=1e-3).fit(Ytest[::2, :], vels[::2, i]) for i in range(2)] # fit x and y vel on half the data\n", " scores = [regs[i].score(Ytest[1::2, :], vels[1::2, i]) for i in range(2)] # score x and y vel on the other half\n", " performance[idelay, itest] = np.mean(scores) # save performance\n", "print('plotting decoding')\n", "plt.figure()\n", "plt.plot(delays, performance[:, 0], 'k-')\n", "plt.axvline(delays[np.argmax(performance[:, 0])], color = 'b', ls = '--')\n", "plt.xlim(delays[0], delays[-1])\n", "plt.xlabel('delay (ms)')\n", "plt.ylabel('kinematic decoding')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "_dkvrAAZy0_4" }, "source": [ "In Jensen & Kao et al. (2021), we carry out further analyses on multi-region recordings, preparatory dynamics and reaction times for bGPFA models fitted to the full reaching dataset which the interested reader can look at further.\n", "However, we hope that this short notebook has given an introduction to GPFA and its Bayesian extension as well as some insight into the possible use cases for such models." ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "MIT_bGPFA.ipynb", "provenance": [] }, "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 }