{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 4: Optimization Introduction" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import torch\n", "import torch.optim as optim\n", "from spectpsftoolbox import simind_io\n", "from spectpsftoolbox.operator2d import GaussianOperator, Kernel2DOperator\n", "from spectpsftoolbox.kernel2d import NGonKernel2D\n", "from spectpsftoolbox.utils import get_kernel_meshgrid\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", "torch.manual_seed(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the 3rd tutorial we created a model for the PSF expected in SPECT imaging from a collimator with hole length 2.405cm, width 0.254cm, acquiring photons of energy 140.5keV, with an intrinsic scintillator crystal resolution of 0.38cm.\n", "\n", "In this tutorial, we'll open some real Monte Carlo data corresponding to the configuration above and compare it to our model. We'll then use ADAM optimization to adjust the parameters of our model so that the PSF model better approximates the data (in reality, things like collimator scatter change the shape of the PSF).\n", "\n", "First we'll open the Monte Carlo data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "headerpaths = np.array([f'/disk1/psf_data/140keV_UHS_PSF/point_position{i}_tot_w1.h00' for i in range(60,181)])\n", "respaths = np.array([f'/disk1/psf_data/140keV_UHS_PSF/point_position{i}.res' for i in range(60,181)])\n", "distances = simind_io.get_source_detector_distances(respaths).to(device)\n", "projectionss_data = simind_io.get_projections(headerpaths).to(device)\n", "\n", "# Normalize the projections data:\n", "projectionss_data /= projectionss_data.sum(dim=(1,2)).mean()\n", "\n", "# Plot projections data\n", "fig, ax = plt.subplots(1, 6, figsize=(15,3))\n", "for i, IDX in enumerate([0,20,40,60,80,100]):\n", " ax[i].set_title(f'Distance: {distances[IDX].cpu():.1f}cm')\n", " ax[i].imshow(projectionss_data.cpu()[IDX], cmap='nipy_spectral', interpolation='gaussian')\n", " ax[i].axis('off')\n", " ax[i].set_xlim(256-20, 256+20); ax[i].set_ylim(256-20, 256+20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dimensions of this Monte Carlo data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's recreate our PSF operator from tutorial 3" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/anaconda/envs/pytomo_install_test/lib/python3.11/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3526.)\n", " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", "/data/anaconda/envs/pytomo_install_test/lib/python3.11/site-packages/torchquad/integration/utils.py:255: UserWarning: DEPRECATION WARNING: In future versions of torchquad, an array-like object will be returned.\n", " warnings.warn(\n" ] } ], "source": [ "# -------------------\n", "# Collimator Component\n", "# -------------------\n", "\n", "collimator_length = 2.405 \n", "collimator_width = 0.254 #flat side to flat side\n", "mu = 28.340267562430935\n", "sigma_fn = lambda a, bs: (bs[0]+a) / bs[0] \n", "sigma_params = torch.tensor([collimator_length-2/mu], requires_grad=True, dtype=torch.float32, device=device)\n", "# Set amplitude to 1\n", "amplitude_fn = lambda a, bs: torch.ones_like(a)\n", "amplitude_params = torch.tensor([1.], requires_grad=True, dtype=torch.float32, device=device)\n", "\n", "ngon_kernel = NGonKernel2D(\n", " N_sides = 6, # sides of polygon\n", " Nx = 255, # resolution of polygon\n", " collimator_width=collimator_width, # width of polygon\n", " amplitude_fn=amplitude_fn,\n", " sigma_fn=sigma_fn,\n", " amplitude_params=amplitude_params,\n", " sigma_params=sigma_params,\n", " rot=90\n", ")\n", "ngon_operator = Kernel2DOperator(ngon_kernel)\n", "\n", "# -------------------\n", "# Detector component\n", "# -------------------\n", "\n", "intrinsic_sigma = 0.1614 # typical for NaI 140keV detection\n", "gauss_amplitude_fn = lambda a, bs: torch.ones_like(a)\n", "gauss_sigma_fn = lambda a, bs: bs[0]*torch.ones_like(a)\n", "gauss_amplitude_params = torch.tensor([1.], requires_grad=True, dtype=torch.float32, device=device)\n", "gauss_sigma_params = torch.tensor([intrinsic_sigma], requires_grad=True, device=device, dtype=torch.float32)\n", "scint_operator = GaussianOperator(\n", " gauss_amplitude_fn,\n", " gauss_sigma_fn,\n", " gauss_amplitude_params,\n", " gauss_sigma_params,\n", ")\n", "\n", "# Total combined:\n", "psf_operator = scint_operator * ngon_operator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and apply it to some input:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Get meshgrid corresponding to SIMIND sim dimensions\n", "xv, yv = simind_io.get_meshgrid(respaths, device=device)\n", "# Get kernel meshgrid\n", "k_width = 24 #cm\n", "xv_k, yv_k = get_kernel_meshgrid(xv, yv, k_width)\n", "# Create input with point source at origin\n", "input = torch.zeros_like(xv).unsqueeze(0).repeat(distances.shape[0], 1, 1)\n", "input[:,256,256] = 1\n", "output = psf_operator(input, xv_k, yv_k, distances, normalize=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and compare to the Monte Carlo" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot projections data\n", "fig, ax = plt.subplots(2, 6, figsize=(15,6))\n", "for i, IDX in enumerate([0,20,40,60,80,100]):\n", " ax[0,i].set_title(f'Distance: {distances[IDX].cpu():.1f}cm')\n", " ax[0,i].imshow(projectionss_data.cpu()[IDX], cmap='nipy_spectral', interpolation='gaussian')\n", " ax[1,i].imshow(output.detach().cpu()[IDX], cmap='nipy_spectral', interpolation='gaussian')\n", "[a.axis('off') for a in ax.ravel()]\n", "[a.set_xlim(256-20, 256+20) for a in ax.ravel()]\n", "[a.set_ylim(256-20, 256+20) for a in ax.ravel()]\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IDX = 100\n", "plt.plot(projectionss_data[IDX,255].cpu())\n", "plt.plot(output[IDX,255].detach().cpu(), ls='--')\n", "plt.xlim(200,300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results are close but don't quite match. We can adjust the two parameters (`gauss_sigma_params` and `sigma_params` of NGon kernel) as follows using standard pytorch optimization:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0009706098935566843\r" ] } ], "source": [ "def loss_fn(psf_pred, psf_data):\n", " return torch.sum((psf_pred - psf_data)**2) \n", "\n", "def train_w(operator, n_iters, lr=1e-3):\n", " optimizer = optim.Adam([*operator.params], lr=lr)\n", " for _ in range(n_iters):\n", " optimizer.zero_grad()\n", " error = loss_fn(operator(input,xv_k,yv_k,distances,normalize=True),projectionss_data)\n", " print(error.item(), end=\"\\r\")\n", " error.backward()\n", " optimizer.step()\n", " \n", "train_w(psf_operator, n_iters=40, lr=4e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets get the new output and plot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output_new = psf_operator(input, xv_k, yv_k, distances, normalize=True)\n", "IDX = 100\n", "plt.plot(projectionss_data[IDX,255].cpu())\n", "plt.plot(output_new[IDX,255].detach().cpu(), ls='--')\n", "plt.xlim(200,300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good! We can also select a new input with new spacing and evaluate the kernel, and check that its normalized" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Typical size and spacing for SPECT reconstruction:\n", "Nx = 128\n", "dx = 0.48\n", "x = torch.arange(-Nx//2, Nx//2, 1).to(device)*dx\n", "y = torch.arange(-Nx//2, Nx//2, 1).to(device)*dx\n", "xv, yv = torch.meshgrid(x, y, indexing='xy')\n", "input128 = torch.zeros((distances.shape[0], Nx, Nx), device=device)\n", "input128[:,64,64] = 1\n", "\n", "k_width = 24 #cm\n", "xv_k, yv_k = get_kernel_meshgrid(xv, yv, k_width)\n", "output128 = psf_operator(input128, xv_k, yv_k, distances, normalize=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IDX = 100\n", "plt.plot(x.cpu(), output128[IDX,64].detach().cpu(), 'o--')\n", "plt.xlabel('Distance [cm]')\n", "plt.xlim(-10,10)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check normalization:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", " 1.0000, 1.0000, 1.0000, 1.0000], device='cuda:0',\n", " grad_fn=)\n" ] } ], "source": [ "print(output128.sum(dim=(1,2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can save the operator as follows, and we can reopen later:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# change path\n", "psf_operator.save(f'/disk1/psf_data/140kev_lehs.pkl')" ] } ], "metadata": { "kernelspec": { "display_name": "pytomo_install_test", "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 2 }