{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 5: Ac225 Kernel Fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial demonstrates how to fit the PSF model from THIS PAPER to acquired Ac225 Monte Carlo point source data from the SIMIND Monte Carlo program. The data used also corresponds to that paper." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "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.simind_io import get_projections, get_source_detector_distances\n", "from spectpsftoolbox.kernel1d import ArbitraryKernel1D, FunctionKernel1D\n", "from spectpsftoolbox.operator2d import GaussianOperator, Rotate1DConvOperator, RotateSeperable2DConvOperator\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", "torch.manual_seed(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we'll specify all the `header` paths and `.res` for the SIMIND PSF simulation data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "E = 440\n", "ds = [1,5,10,15,20,25,30,35,40,45,50,55]\n", "headerpaths = [f'/home/gpuvmadm/spect_psf_fitting/datalarger/{E}kev_r{d}_tot_w1.h00' for d in ds]\n", "respaths = [f'/home/gpuvmadm/spect_psf_fitting/datalarger/{E}kev_r{d}.res' for d in ds]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can open the projections data. We simulated a 255x255 grid with 0.24cm spacing:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "Nx0 = 255\n", "dx0 = 0.24\n", "x_eval = y_eval = torch.arange(-(Nx0-1)/2, (Nx0+1)/2, 1).to(device) * dx0\n", "projectionss_data = get_projections(headerpaths).to(device)[:,1:,1:]\n", "\n", "# Get distances from scanner for each PSF\n", "distances = get_source_detector_distances(respaths).to(device)\n", "a_min = torch.min(distances).item()\n", "a_max = torch.max(distances).item()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot some of the PSF data at different distances:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,5,figsize=(10,4))\n", "for i in range(10):\n", " plt.sca(ax.ravel()[i])\n", " plt.imshow(projectionss_data[i].cpu().numpy(), cmap='magma', vmax=projectionss_data[i].cpu().numpy().max()/10)\n", " plt.title(f'{distances[i].item():.0f}cm from scanner', fontsize=7)\n", " plt.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll start building the components to model this PSF. Our model will consist of (i) a Gaussian component, (ii) a rotate 1D kernel and (iii) an exponential background component consisting of two 1D kernels. Our full PSF can be written as\n", "\n", "$$PSF(x,y,d) = G(x,y;d,b_G) + RK(x,y;d,b_{RK}) + EXP(x,y;d,b_{EXP})$$\n", "\n", "Note that each of the 2D PSFs depends on the distance away from the camera, and some hyperparameters $b$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gaussian Component" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our Gaussian component will be modeled as\n", "\n", "$$G(x,y;d,b) = A(d,b)e^{-(x^2+y^2)/2\\sigma(d,b)^2} $$\n", "* $A(d,b) = b_0 e^{-b_1 d} + b_2e^{-b_3 d}$\n", "* $\\sigma(d,b) = b_0 +b_1(\\sqrt{d^2+b_2^2} - |b_2|)$\n", "\n", "Note that each of the $b$ are seperate ($b_0$ for $A$ is different from the $b_0$ for $\\sigma$), so there are 7 total hyperparameters for this model. We start by defining the amplitude/scaling functions and their initial parameters" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "gauss_amplitude_fn = lambda a, bs: bs[0]*torch.exp(-a*bs[1]) + bs[2]*torch.exp(-a*bs[3])\n", "gauss_sigma_fn = lambda a, bs: bs[0] + bs[1]*(torch.sqrt(a**2 + bs[2]**2) - torch.abs(bs[2]))\n", "gauss_amplitude_params = torch.tensor([10,0.05,5,0.041], requires_grad=True, device=device)\n", "gauss_sigma_params = torch.tensor([1.,0.03,0.01], requires_grad=True, device=device)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are simply functions of distance with hyperparameters which we can plot:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$A(d;b)$')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,2))\n", "plt.plot(distances.cpu().numpy(), gauss_amplitude_fn(distances, gauss_amplitude_params).cpu().detach().numpy())\n", "plt.xlabel('$d$')\n", "plt.ylabel('$A(d;b)$')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we create the operator from these amplitude and sigma parameters:" ] }, { "cell_type": "code", "execution_count": 12, "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": [ "gaussian_operator = GaussianOperator(\n", " gauss_amplitude_fn,\n", " gauss_sigma_fn,\n", " gauss_amplitude_params,\n", " gauss_sigma_params,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This operator takes in an input tensor of shape [L_d, L_x, L_y], an x meshgrid, a y meshgrid, and array of distances, and applies the PSF to the input tensor" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([5, 255, 255])\n" ] } ], "source": [ "xv, yv = torch.meshgrid(x_eval, y_eval, indexing='xy')\n", "distances = torch.tensor([1,6,10,20,45]).to(device)\n", "input = torch.zeros(len(distances), Nx0, Nx0, device=device)\n", "input[:,127,127] = 1 # line along center\n", "gaussian_psf = gaussian_operator(input, xv, yv, distances)\n", "print(gaussian_psf.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can view at the different distances" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 5, figsize=(8,2))\n", "for i in range(5):\n", " ax[i].set_title(f'{distances[i].item():.0f}cm')\n", " ax[i].imshow(gaussian_psf[i].cpu().detach().numpy(), cmap='magma')\n", " ax[i].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will be optimized during fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tail Component" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tail component has the form \n", "\n", "$$RK(x,y;d,b_{RK}) = \\sum_{\\theta_i}R(-\\theta_i)K(x;d,b)R(\\theta_i)$$\n", "\n", "The kernel has the following form\n", "\n", "$$K(x;d,b) = A(d,b)K(x/\\sigma(d,b))$$\n", "* $A(d,b) = b_0e^{-b_1 d} + b_2e^{-b_3 d}$\n", "* $\\sigma(d,b) = 1+b_0(\\sqrt{(a-a_{\\text{min}})^2+b_1^2} - |b_1|)$\n", "\n", "All the parameters of the kernel $K$ are left arbitrary, it is of length 255 and will be initialized as $e^{-0.1x}$. All 255 values are independent parameters.\n", "\n", "There are three rotation angles: 0, 120, 240, which gives the hexagonal shape" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_18977/4173190168.py:6: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " tail_kernel = torch.tensor(torch.exp(-0.1*torch.abs(x)), requires_grad=True, device=device)\n" ] } ], "source": [ "# Tail Component\n", "Nx_tail = round(np.sqrt(2)*Nx0)\n", "if Nx_tail%2==0:\n", " Nx_tail += 1\n", "x = torch.arange(-(Nx_tail-1)/2, (Nx_tail+1)/2, 1).to(device) * dx0\n", "tail_kernel = torch.tensor(torch.exp(-0.1*torch.abs(x)), requires_grad=True, device=device)\n", "tail_amplitude_fn = lambda a, bs: bs[0]*torch.exp(-a*bs[1]) + bs[2]*torch.exp(-a*bs[3])\n", "tail_sigma_fn = lambda a, bs, a_min=a_min: 1 + bs[0]*(torch.sqrt((a-a_min)**2 + bs[1]**2) - torch.abs(bs[1]))\n", "tail_amplitude_params = torch.tensor([0.01,0.01,0.011,0.011], requires_grad=True, device=device)\n", "tail_sigma_params = torch.tensor([0.1,0.1], requires_grad=True, device=device)\n", "tail_kernel1D = ArbitraryKernel1D(tail_kernel, tail_amplitude_fn, tail_sigma_fn, tail_amplitude_params, tail_sigma_params, dx0, grid_sample_mode='bicubic')\n", "tail_operator = Rotate1DConvOperator(\n", " tail_kernel1D,\n", " N_angles = 3,\n", " additive=True,\n", " rot=90,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can chain together the operators and look at the resulting PSF:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xv, yv = torch.meshgrid(x_eval, y_eval, indexing='xy')\n", "distances = torch.tensor([1,6,10,20,45]).to(device)\n", "input = torch.zeros(len(distances), Nx0, Nx0, device=device)\n", "input[:,127,127] = 1 # line along center\n", "chained_psf = tail_operator*gaussian_operator\n", "psf = chained_psf(input, xv, yv, distances)\n", "fig, ax = plt.subplots(1, 5, figsize=(8,2))\n", "for i in range(5):\n", " ax[i].set_title(f'{distances[i].item():.0f}cm')\n", " ax[i].imshow(psf[i].cpu().detach().numpy(), cmap='magma')\n", " ax[i].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Homogeneous Background Component" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The background component has the form \n", "\n", "$$EXP(x,y;d,b_{RK}) = K_{EXP}(x;d,b)K_{EXP}(y;d,b)$$\n", "\n", "The kernel has the following form\n", "\n", "$$K_{EXP}(x;d,b) = A(d,b)K(x/\\sigma(d,b))$$\n", "* $A(d,b) = b_0e^{-b_1 d} + b_2e^{-b_3 d}$\n", "* $\\sigma(d,b) = 1+b_0(\\sqrt{(a-a_{\\text{min}})^2+b_1^2} - |b_1|)$\n", "* $K(x) = e^{-|x|}$\n", "\n", "We can build it as follows:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "bkg_amplitude_fn = lambda a, bs: bs[0]*torch.exp(-a*bs[1]) + bs[2]*torch.exp(-a*bs[3])\n", "bkg_sigma_fn = lambda a, bs: bs[0] + bs[1]*(torch.sqrt(a**2 + bs[2]**2) - torch.abs(bs[2]))\n", "bkg_mu_fn = lambda a, bs: 0\n", "bkg_amplitude_params = torch.tensor([0.15,0.1,0.1,0.11], requires_grad=True, device=device)\n", "bkg_sigma_params = torch.tensor([4.,0.1, 0.1], requires_grad=True, device=device)\n", "bkg_mu_params = None\n", "kernel_fn = lambda x: torch.exp(-torch.abs(x))\n", "bkg_kernel1D = FunctionKernel1D(kernel_fn, bkg_amplitude_fn, bkg_sigma_fn, bkg_amplitude_params, bkg_sigma_params, a_min=a_min, a_max=a_max)\n", "bkg_operator = RotateSeperable2DConvOperator(\n", " bkg_kernel1D,\n", " N_angles = 1,\n", " additive=False\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xv, yv = torch.meshgrid(x_eval, y_eval, indexing='xy')\n", "distances = torch.tensor([1,6,10,20,45]).to(device)\n", "input = torch.zeros(len(distances), Nx0, Nx0, device=device)\n", "input[:,127,127] = 1 # line along center\n", "chained_psf = bkg_operator*gaussian_operator\n", "psf = chained_psf(input, xv, yv, distances, normalize=True)\n", "fig, ax = plt.subplots(1, 5, figsize=(8,2))\n", "for i in range(5):\n", " ax[i].set_title(f'{distances[i].item():.0f}cm')\n", " ax[i].imshow(psf[i].cpu().detach().numpy().T, cmap='magma')\n", " ax[i].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Full Operator" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "psf_operator = (tail_operator + bkg_operator) * gaussian_operator + gaussian_operator" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xv, yv = torch.meshgrid(x_eval, y_eval, indexing='xy')\n", "distances = torch.tensor([1,6,10,20,45]).to(device)\n", "input = torch.zeros(len(distances), Nx0, Nx0, device=device)\n", "input[:,127,127] = 1 # line along center\n", "psf = psf_operator(input, xv, yv, distances)\n", "fig, ax = plt.subplots(1, 5, figsize=(8,2))\n", "for i in range(5):\n", " ax[i].set_title(f'{distances[i].item():.0f}cm')\n", " ax[i].imshow(psf[i].cpu().detach().numpy(), cmap='magma', vmax=psf[i].cpu().detach().numpy().max()/10)\n", " ax[i].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimization" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "distances = get_source_detector_distances(respaths).to(device)\n", "Nx0 = 255\n", "dx0 = 0.24\n", "x_eval = y_eval = torch.arange(-(Nx0-1)/2, (Nx0+1)/2, 1).to(device) * dx0\n", "xv, yv = torch.meshgrid(x_eval, y_eval, indexing='xy')\n", "input = torch.zeros(len(distances), Nx0, Nx0, device=device)\n", "input[:,127,127] = 1 # line along center" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following are torch loss/training loops which we can use to optimize all the parameters." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "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,yv,distances),projectionss_data)\n", " print(error.item(), end=\"\\r\")\n", " error.backward()\n", " optimizer.step()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll train the Gaussian first:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.6840772628784184\r" ] } ], "source": [ "train_w(gaussian_operator, n_iters=10000, lr=1e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then the full:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.7008235454559326\r" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/data/anaconda/envs/pytomo_install_test/lib/python3.11/site-packages/torch/_compile.py:24: UserWarning: optimizer contains a parameter group with duplicate parameters; in future, this will cause an error; see github.com/pytorch/pytorch/issues/40967 for more information\n", " return torch._dynamo.disable(fn, recursive)(*args, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.09938459843397147\r" ] } ], "source": [ "train_w(psf_operator, n_iters=15000, lr=1e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets compare the fit to the true PSF:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "psf_pred = psf_operator(input, xv,yv,distances)\n", "\n", "fig, ax = plt.subplots(2, 6, figsize=(10,3.5))\n", "for i in range(6):\n", " vmax = psf_pred[2*i].cpu().detach().numpy().max()/30\n", " plt.sca(ax[0,i])\n", " plt.imshow(psf_pred[2*i].cpu().detach().numpy(), cmap='magma', vmax=vmax)\n", " plt.sca(ax[1,i])\n", " plt.imshow(projectionss_data[2*i].cpu().numpy(), cmap='magma', vmax=vmax)\n", " ax[0,i].set_title('Distance: {:.0f}cm'.format(distances[i].item()))\n", "\n", "[a.set_xticks([]) for a in ax.ravel()]\n", "[a.set_yticks([]) for a in ax.ravel()]\n", "ax[0,0].set_ylabel('Predicted')\n", "ax[1,0].set_ylabel('Data')\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([0.9894, 1.0001, 0.9998, 0.9983, 0.9946, 0.9889, 0.9814, 0.9732, 0.9637,\n", " 0.9551, 0.9478, 0.9409], device='cuda:0', grad_fn=)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "psf_operator(input, xv,yv,distances, normalize=True).sum(dim=(1,2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And at a lower resolution:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "psf_operator.set_device('cuda')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "distances = get_source_detector_distances(respaths).to(device)\n", "Nx0 = 127\n", "dx0 = 0.48\n", "x_eval = y_eval = torch.arange(-(Nx0-1)/2, (Nx0+1)/2, 1).to(device) * dx0\n", "xv, yv = torch.meshgrid(x_eval, y_eval, indexing='xy')\n", "input = torch.zeros(len(distances), Nx0, Nx0, device=device)\n", "input[:,63,63] = 1. # line along center\n", "psf_pred = psf_operator(input, xv,yv,distances, normalize=True)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 6, figsize=(10,2))\n", "for i in range(6):\n", " vmax = psf_pred[2*i].cpu().detach().numpy().max()\n", " plt.sca(ax[i])\n", " plt.imshow(psf_pred[2*i].cpu().detach().numpy(), cmap='nipy_spectral')\n", " ax[i].set_title('Distance: {:.0f}cm'.format(distances[2*i].item()))\n", "[a.set_xticks([]) for a in ax.ravel()]\n", "[a.set_yticks([]) for a in ax.ravel()]\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([1.0008, 1.0041, 1.0011, 0.9986, 0.9946, 0.9887, 0.9810, 0.9726, 0.9629,\n", " 0.9541, 0.9466, 0.9397], device='cuda:0', grad_fn=)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "psf_operator(input, xv,yv,distances, normalize=True).sum(dim=(1,2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can save it to use in PyTomography as follows:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "psf_operator.save(f'/home/gpuvmadm/PointSpreadFunctionFitter/notebook_testing/psf_operator_ac225.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 }