{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "# [pRFmodelFitter](https://linescanning.readthedocs.io/en/latest/classes/prf.html#linescanning.prf.pRFmodelFitting)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This page shows how I implement `pRF`-fitting routines on the back of [prfpy](https://github.com/VU-Cog-Sci/prfpy). You can quite easily fit data, save data, and load data back in. It also has quick visualizations to check certain characteristics of your pRF (e.g., location in visual space, it's raw timecourse, and the prediction given a model)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from linescanning import prf, plotting, fitting\n", "import numpy as np\n", "import os\n", "from scipy import io\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "opd = os.path.dirname\n", "opj = os.path.join" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(225, 1)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first we'll load some data (I provided a npy-file in the linescanning repo)\n", "data = np.load(opj(opd(opd(prf.__file__)), 'examples', 'prf.npy'))\n", "data.shape " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The timecourse has 225 timepoints (standard for our pRF-acquisitions) and concerns 1 voxel. We can easily plot this timecourse with [LazyPlot](https://linescanning.readthedocs.io/en/latest/classes/plotting.html#linescanning.plotting.LazyPlot). We can also add some customization to make the timecourse look prettier" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotting.LazyPlot(\n", " data,\n", " add_hline=\"default\", # adds horizontal line at y=0\n", " color='r', # sets color of plot\n", " line_width=2, # line thickness\n", " x_label=\"volumes\", # x label\n", " y_label=\"amplitude (%signal)\", # y label\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To know when the stimulus was at a given time point, we need the design matrix: a binarized representation of what happened on the screen. If you have a regular acquisition, you can use [get_prfdesign](https://linescanning.readthedocs.io/en/latest/classes/prf.html#linescanning.prf.get_prfdesign) to create your design matrix. For now, let's load in the matrix we have in the repository" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'__header__': b'MATLAB 5.0 MAT-file Platform: posix, Created on: Wed Jul 27 12:05:39 2022',\n", " '__version__': '1.0',\n", " '__globals__': [],\n", " 'stim': array([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " ...,\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]])}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we have a .mat file, which we can load in with scipy.io.loadmat\n", "design = io.loadmat(opj(opd(opd(prf.__file__)), 'examples', 'design_task-2R.mat'))\n", "design" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 100, 225)\n", "['__header__', '__version__', '__globals__', 'stim']\n" ] } ], "source": [ "# As you can see, this is a dictionary. Not a numpy array. We can get the numpy array by selecting the `stim` attribute\n", "design = design['stim']\n", "print(design.shape)\n", "\n", "# if you're not sure what the key is to find the design matrix, you can parse all the keys in the dictionary and select the last one\n", "design = io.loadmat(opj(opd(opd(prf.__file__)), 'examples', 'design_task-2R.mat'))\n", "key_list = list(design.keys())\n", "print(key_list)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 100, 225)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now select the last item with -1\n", "design = design[key_list[-1]]\n", "design.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make life easier, there's a function [read_par_file](https://linescanning.readthedocs.io/en/latest/classes/prf.html#linescanning.prf.read_par_file) than can do this for you" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 100, 225)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "design = prf.read_par_file(opj(opd(opd(prf.__file__)), 'examples', 'design_task-2R.mat'))\n", "design.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This particular design is now a representation of the screen, but downsampled to 100x100 pixels (rather than 1920x1080) to reduce processing time. A pRF-fit generally consists of two stages: a fast search (`grid`-fit) in which initial parameters for the model are found and a second, slower (`iterative`-fit), in which we iterate over the parameters to find the optimal set. Let's fit a simple `Gaussian` model." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n" ] } ], "source": [ "# the data must be , but above we have . We therefore need to transpose our array\n", "gauss = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5, # default\n", " model=\"gauss\", # default, can be 'gauss', 'css', 'dog', 'norm'\n", " stage=\"iter\", # default\n", " verbose=True, # keep track of what we're doing,\n", " fix_bold_baseline=True # fix the BOLD baseline at 0\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stuff above just initializes everything, rather than actually fitting it. This is so we can also load existing parameters without fitting. But, for now, let's fit. We'll get back to the loading later. The settings used for the grids and stuff are specified in the default [settings file](https://github.com/gjheij/linescanning/blob/main/misc/prf_analysis.yml). Change this to your liking, but generally the defaults are fine and in compliance with Marco Aqil's fitting procedures.\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting gauss grid fit at 2022/10/18 10:09:10\n", "Completed Gaussian gridfit at 2022/10/18 10:09:19. Voxels/vertices above 0.1: 1/1\n", "Gridfit took 0:00:08.332624\n", "Mean rsq>0.1: 0.53\n", "Starting gauss iterfit at 2022/10/18 10:09:19\n", "Completed gauss iterfit at 2022/10/18 10:09:28. Mean rsq>0.1: 0.53\n", "Iterfit took 0:00:08.940080\n" ] } ], "source": [ "# fit\n", "gauss.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With [plot_vox](https://linescanning.readthedocs.io/en/latest/classes/prf.html#linescanning.prf.pRFmodelFitting.plot_vox) (a function inside the `prf.pRFmodelFitting`-object; in this case `gauss`), we can quickly visualize the pRF-location, the timecourse, and the predicted timecourse for a given `vox_nr` (especially useful if you have 2D data). It will return a tuple containing the following: \n", "\n", "- The pRF estimates\n", "- The pRF in visual field\n", "- The actual BOLD timecourse\n", "- The prediction\n", "\n", "If you just want to see the timecourse and prf, use `_,_,_,_` to silence the output. The function relies on [LazyPlot](https://linescanning.readthedocs.io/en/latest/classes/plotting.html#linescanning.plotting.LazyPlot) and [LazyPRF](https://linescanning.readthedocs.io/en/latest/classes/plotting.html#linescanning.plotting.LazyPRF), so you can add the same level of customization as before, though `plot_vox` has some stuff set to default for you." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_,_,_,pred1 = gauss.plot_vox(\n", " vox_nr=0, \n", " title=\"pars\",\n", " axis_type=\"time\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this model, we have a variance explained of `0.53` (or 53%) percent. We can see that the baseline is indeed fixed at 0, and that the peaks generally follow the stimulation period. We can improve this by using models that capture different kinds of characteristics, such as compression (`CSS`), surround suppression (`DoG`), or both (`Divisive Normalization` [DN])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n", "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n", "Gaussian fitter: \n", "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Starting norm gridfit at 2022/10/18 10:10:49\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 6 out of 6 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 7 out of 7 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 8 out of 8 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 9 out of 9 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.5s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1000 out of 1000 | elapsed: 0.6s finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Completed norm gridfit at 2022/10/18 10:10:49. Mean rsq>0.1: 0.55\n", "Gridfit took 0:00:00.600008\n", "Starting norm iterfit at 2022/10/18 10:10:49\n", "Completed norm iterfit at 2022/10/18 10:14:17. Mean rsq>0.1: 0.56\n", "Iterfit took 0:03:28.228395\n" ] } ], "source": [ "# switching models is very easy. Every model that is NOT Gaussian will build on the Gaussian parameters. So, everytime your run such a model, it will re-fit the Gaussian parameters first. To avoid this, you can either specify the Gaussian fitter object (`gauss`) above as `previous_gaussian_fitter`-argument, or a numpy array as `old_params`-argument (which will create the `previous_gaussian_fitter` inside of the new object). Both options will make sure the Gaussian stage is skipped\n", "\n", "# insert old parameters \n", "norm = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " model=\"norm\",\n", " stage=\"iter\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " old_params=gauss.gauss_iter, # less explicit\n", " )\n", "\n", "norm = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " model=\"norm\",\n", " stage=\"iter\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " previous_gaussian_fitter=gauss.gaussian_fitter, # very explicit\n", " )\n", "\n", "# and fit\n", "norm.fit()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_,_,_,pred2 = norm.plot_vox(\n", " vox_nr=0, \n", " title=\"pars\", \n", " model=\"norm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has improved the model fit marginally. We can plot the fits together as follows:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotting.LazyPlot(\n", " [data,pred1,pred2], # list of multiple 1D-arrays\n", " add_hline=\"default\", # adds horizontal line at y=0\n", " color=[\"#cccccc\", 'r', \"g\"], # list of same length as data (RGB/hex/strings)\n", " line_width=[1,2,2], # list of same length as data\n", " markers=['.',None,None], # plot BOLD as connected dots, predictions as solid lines\n", " x_label=\"volumes\", # x label\n", " y_label=\"amplitude (percent signal)\", # y label\n", " figsize=(15,5), # set figure size\n", " labels=['BOLD','Gauss','Norm'] # labels with the same length as data list\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that the normalization model is capturing different characteristics compared to the Gaussian model. Also note that the processing time was a lot longer compared to the Gaussian model. These are things to consider when selecting your model (for a few hundred voxels this is fine, but for >500000 it gets a bit complicated). You can speed this up by using `L-BGFS`-minimization over `trust-constr`-minimization. See doc of [pRFmodelFitting]()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at saving and loading parameters. To save parameters, we need an output directory and the basename for the output. Some stuff will be appended depending on the stage, model, or whether the HRF was fitted as well." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n", "Starting gauss grid fit at 2022/10/18 11:27:25\n", "Completed Gaussian gridfit at 2022/10/18 11:27:34. Voxels/vertices above 0.1: 1/1\n", "Gridfit took 0:00:09.139608\n", "Mean rsq>0.1: 0.53\n", "Save grid-fit parameters in /mnt/d/FSL/shared/spinoza/programs/packages/linescanning/examples/sub-01_ses-1_model-gauss_stage-grid_desc-prf_params.pkl\n", "Starting gauss iterfit at 2022/10/18 11:27:34\n", "Completed gauss iterfit at 2022/10/18 11:27:44. Mean rsq>0.1: 0.53\n", "Iterfit took 0:00:09.209858\n", "Save iter-fit parameters in /mnt/d/FSL/shared/spinoza/programs/packages/linescanning/examples/sub-01_ses-1_model-gauss_stage-iter_desc-prf_params.pkl\n" ] } ], "source": [ "# let's use the gaussian model because it's faster\n", "gauss = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5, \n", " model=\"gauss\",\n", " stage=\"iter\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " write_files=True, # set flag to write output\n", " output_dir=opj(opd(opd(prf.__file__)), 'examples'), # set custom output directory (defaults to current working directory)\n", " output_base=\"sub-01_ses-1\" # set custom output basename; \"_model-{model}_stage-{stage}_desc-prf_params.{pkl|npy}\" is appended\n", " )\n", "\n", "# fit\n", "gauss.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that stuff is save now in our specified directory with the basename of our choice." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['bold.mat',\n", " 'design_task-2R.mat',\n", " 'events.tsv',\n", " 'figures',\n", " 'prf.npy',\n", " 'sub-01_ses-1_model-gauss_stage-grid_desc-prf_params.pkl',\n", " 'sub-01_ses-1_model-gauss_stage-iter_desc-prf_params.pkl']" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.listdir(opj(opd(opd(prf.__file__)), 'examples'))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This pickle file has the settings, predictions, and parameters embedded in it. We can load this back in as follows:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Instantiate HRF with: [1, 1, 0]\n", "Reading settings from pickle-file (safest option; overwrites other settings)\n", "Inserting parameters from as 'gauss_iter' in \n" ] } ], "source": [ "# we initiate the model as per usual\n", "gauss_load = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " verbose=True)\n", "\n", "# decide which parameters you want to load. Here, let's load the parameters from the iterative Gaussian fit\n", "load_pars = opj(opj(opd(opd(prf.__file__)), 'examples'), \"sub-01_ses-1_model-gauss_stage-iter_desc-prf_params.pkl\")\n", "\n", "# We would then tell `gauss_load` to load this file in, and set the correct attributes internally. If there's no known settings, it will use the most recent settings file from the directory in which the to-be-loaded parameters live. If you specify a pickle file, these default settings will be overwritten by settings specified in the pickle-file\n", "gauss_load.load_params(load_pars, model=\"gauss\", stage=\"iter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now make the same plot again, but from an independent object (now `gauss_load`, rather than `gauss`)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_, _, _, pred1 = gauss_load.plot_vox(vox_nr=0, title=\"pars\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we try to plot the grid-parameters, that will fail. This is because `plot_vox` assumes you want the `iter`-parameters to be plotted, but we did not set that attribute inside `gauss_load`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Could not find grid parameters for gauss", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_710/2874508505.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgauss_load\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_vox\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'pars'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"grid\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mplot_vox\u001b[0;34m(self, vox_nr, model, stage, make_figure, xkcd, title, transpose, freq_spectrum, freq_type, clip_power, save_as, axis_type, resize_pix, add_tc, axs, **kwargs)\u001b[0m\n\u001b[1;32m 2146\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Array of length {len(vox_nr)} was given. Can only be 1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2148\u001b[0;31m self.prediction, params, vox = self.make_predictions(\n\u001b[0m\u001b[1;32m 2149\u001b[0m \u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2150\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mmake_predictions\u001b[0;34m(self, vox_nr, model, stage)\u001b[0m\n\u001b[1;32m 2037\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2038\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2039\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Could not find {stage} parameters for {model}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2040\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2041\u001b[0m def plot_vox(\n", "\u001b[0;31mValueError\u001b[0m: Could not find grid parameters for gauss" ] } ], "source": [ "_, _, _, _ = gauss_load.plot_vox(vox_nr=0, title='pars', stage=\"grid\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It will also fail if we try to plot a model other than the one we specified (in our case, `gauss`), because we told the object to load in the parameters as `gauss`." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Could not find iter parameters for norm", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_710/2886960258.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgauss_load\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_vox\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'pars'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"iter\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"norm\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mplot_vox\u001b[0;34m(self, vox_nr, model, stage, make_figure, xkcd, title, transpose, freq_spectrum, freq_type, clip_power, save_as, axis_type, resize_pix, add_tc, axs, **kwargs)\u001b[0m\n\u001b[1;32m 2146\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Array of length {len(vox_nr)} was given. Can only be 1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2148\u001b[0;31m self.prediction, params, vox = self.make_predictions(\n\u001b[0m\u001b[1;32m 2149\u001b[0m \u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2150\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mmake_predictions\u001b[0;34m(self, vox_nr, model, stage)\u001b[0m\n\u001b[1;32m 2037\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2038\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2039\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Could not find {stage} parameters for {model}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2040\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2041\u001b[0m def plot_vox(\n", "\u001b[0;31mValueError\u001b[0m: Could not find iter parameters for norm" ] } ], "source": [ "_, _, _, _ = gauss_load.plot_vox(vox_nr=0, title='pars', stage=\"iter\", model=\"norm\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can also fit the HRF-parameters during the pRF-modeling. This is handy if you expect differing HRFs across regions (or cortical depth). If you're doing this with models other than the Gaussian model, it's advised to do this in two stages: \n", "\n", "1) Fit your data without fitting the HRF\n", "2) Then insert these parameters into a fit *with* HRF fitting\n", "\n", "This is to avoid sending the fitter into the forest without a maps, as adding more parameters to a model increases model complexity. Given existing parameters to the fitter will tame the optimizer." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n", "Starting gauss grid fit at 2022/10/18 11:29:42\n", "Completed Gaussian gridfit at 2022/10/18 11:29:51. Voxels/vertices above 0.1: 1/1\n", "Gridfit took 0:00:09.080517\n", "Mean rsq>0.1: 0.53\n", "Starting gauss iterfit at 2022/10/18 11:29:51\n", "Completed gauss iterfit at 2022/10/18 11:30:00. Mean rsq>0.1: 0.53\n", "Iterfit took 0:00:09.047231\n", "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Starting norm gridfit at 2022/10/18 11:30:00\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 6 out of 6 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 7 out of 7 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 8 out of 8 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 9 out of 9 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1000 out of 1000 | elapsed: 0.5s finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Completed norm gridfit at 2022/10/18 11:30:00. Mean rsq>0.1: 0.55\n", "Gridfit took 0:00:00.555609\n", "Starting norm iterfit at 2022/10/18 11:30:00\n", "Completed norm iterfit at 2022/10/18 11:33:45. Mean rsq>0.1: 0.56\n", "Iterfit took 0:03:44.880959\n", "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n", "Gaussian fitter: \n", "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Starting norm gridfit at 2022/10/18 11:33:46\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 6 out of 6 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 7 out of 7 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 8 out of 8 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 9 out of 9 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.4s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 1000 out of 1000 | elapsed: 0.5s finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Completed norm gridfit at 2022/10/18 11:33:46. Mean rsq>0.1: 0.56\n", "Gridfit took 0:00:00.493177\n", "Starting norm iterfit at 2022/10/18 11:33:46\n", "Completed norm iterfit at 2022/10/18 11:41:56. Mean rsq>0.1: 0.63\n", "Iterfit took 0:08:10.164019\n" ] } ], "source": [ "# stage 1: no HRF\n", "stage1 = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5, \n", " model=\"norm\",\n", " stage=\"grid+iter\",\n", " verbose=True,\n", " fix_bold_baseline=True\n", " )\n", "\n", "stage1.fit()\n", "\n", "# stage 2: HRF with estimates from stage1\n", "stage2 = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " model=\"norm\",\n", " stage=\"iter\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " fit_hrf=True, # fit HRF,\n", " previous_gaussian_fitter=stage1.norm_fitter # give existing parameters\n", " )\n", "\n", "stage2.fit()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_, _, _, no_hrf = stage1.plot_vox(\n", " vox_nr=0, \n", " title=\"pars\", \n", " model=\"norm\")\n", "\n", "_, _, _, with_hrf = stage2.plot_vox(\n", " vox_nr=0,\n", " title=\"pars\",\n", " model=\"norm\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, you see that adding the HRF results in improved variance explained (`r2`): 0.56 vs 0.63. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotting.LazyPlot(\n", " [data,no_hrf,with_hrf],\n", " add_hline=\"default\",\n", " color=[\"#cccccc\", 'r', \"g\"],\n", " line_width=[1,2,2],\n", " markers=['.',None,None],\n", " x_label=\"volumes\",\n", " y_label=\"amplitude (percent signal)\",\n", " labels=['BOLD','no HRF','HRF'],\n", " figsize=(15,5)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the HRFs" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(figsize=(8,8))\n", "\n", "# HRF is now created inside the object (a new feature of pRFpy)\n", "stage1.hrf.create_spm_hrf(hrf_params=[1,1,0], TR=stage1.TR, force=True)\n", "stage2.hrf.create_spm_hrf(hrf_params=[1, *stage2.norm_iter[0, -3:-1]], TR=stage1.TR, force=True)\n", "\n", "hrfs = [stage1.hrf.values.T, stage2.hrf.values.T]\n", "plotting.LazyPlot(\n", " hrfs, \n", " labels=[\"standard HRF\",\"Fitted HRF\"], \n", " xx=np.arange(0,40,stage2.TR), # custom x-axis\n", " axs=axs, # give existing axis to `LazyPlot` > allows you to put LazyPlot figures on different subplot axes\n", " label_size=14,\n", " font_size=18,\n", " line_width=2,\n", " x_lim=[0,25],\n", " add_hline='default',\n", " cmap='inferno', # custom color map\n", " x_label=\"time (s)\",\n", " y_label=\"magnitude\")\n", "\n", "# get fwhm\n", "colors = sns.color_palette('inferno', len(hrfs))\n", "fwhm_objs = []\n", "for hrf in hrfs:\n", " fwhm_objs.append(fitting.FWHM(np.arange(0,40,stage2.TR), hrf))\n", "\n", " # heights need to be adjusted for by axis length \n", " xlim = axs.get_xlim()\n", " tot = sum(list(np.abs(xlim)))\n", " for ix, ii in enumerate(fwhm_objs):\n", " start = (ii.hmx[0]-xlim[0])/tot\n", " axs.axhline(ii.half_max, xmin=start, xmax=start+ii.fwhm/tot, color=colors[ix], linewidth=0.5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the `Fitted HRF` is faster than the standard HRF; something would expect from 7T data" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.7 ('base')", "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": "3.9.7" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "e1fc195158b74d3fa1e6d0c2ab51992e94f035f4734c83997c8019f8aa3d04e2" } } }, "nbformat": 4, "nbformat_minor": 2 }