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simple_eta/Vis.ipynb
2025-11-20 22:42:04 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "f7e8a3a5-c74f-4de0-8d0b-fb7dc447a6de",
"metadata": {},
"source": [
"# Simplified pixel sim for interpolation tests\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a7bafd1c-9c36-40c2-bf8d-3bba7fbc09f8",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"from matplotlib.ticker import (MultipleLocator, AutoMinorLocator)\n",
"import time \n",
"import h5py\n",
"import numpy as np\n",
"import aare\n",
"import boost_histogram as bh\n",
"\n",
"from simple_eta import plot_gaussian\n",
"from simple_eta import generate, Generator\n",
"\n",
"#General configuration\n",
"sigma_um = 10\n",
"resolution = 400\n",
"grid_size = 3\n",
"pixel_size = 25\n",
"device = 'mps'\n",
"\n",
"g = Generator(\n",
" sigma = sigma_um,\n",
" resolution = resolution,\n",
" grid_size = grid_size, \n",
" pixel_size = pixel_size, \n",
" device = device\n",
")"
]
},
{
"cell_type": "markdown",
"id": "61634ffc-20be-412b-83ce-37727ae8964a",
"metadata": {},
"source": [
"## Generate one photon hit and plot response"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8ae6ce69-313f-41d4-8019-64e93a5610a0",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"t.shape=torch.Size([400, 400])\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1000x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = (49.,43.5) #x,y\n",
"charge, pixels = g.hit(*pos)\n",
"fig, axs = plt.subplots(1,2, figsize = (10,5))\n",
"_, ax, mesh = plot_gaussian(charge, pixel_size=pixel_size, grid_size = grid_size, ax = axs[0])\n",
"axs[0].plot(*pos, 'x', color = 'red', label = 'hit')\n",
"axs[0].set_title('charge')\n",
"axs[0].legend()\n",
"aare.add_colorbar(axs[0], mesh)\n",
"im = axs[1].imshow(pixels, origin = 'lower')\n",
"axs[1].set_title('pixel response');\n",
"axs[1].set_xticks(range(grid_size))\n",
"axs[1].set_yticks(range(grid_size))\n",
"\n",
"aare.add_colorbar(axs[1], im)\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "04723ed2-757f-449b-8d66-442529a38cab",
"metadata": {},
"source": [
"## Generate hit positions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6390e1ef-2216-47ed-a8ce-106b9a7766ed",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1,2, figsize = (10,5))\n",
"ticks = [tick for tick in range(0,pixel_size*grid_size+1, pixel_size)]\n",
"\n",
"for ax, func in zip(axs, [g.uniform_hits, g.triangle_hits]):\n",
" mx, my, pixels = func(300)\n",
" if g.device != 'cpu':\n",
" mx = mx.cpu()\n",
" my = my.cpu()\n",
" \n",
" ax.scatter(mx,my, marker = '.')\n",
" ax.set_xlim(0,grid_size*pixel_size)\n",
" ax.set_ylim(0,grid_size*pixel_size)\n",
" \n",
" ax.set_xticks(ticks)\n",
" ax.set_yticks(ticks)\n",
" ax.set_title(func.__name__)\n",
" ax.set_xlabel(r'x [$\\mu$m]')\n",
" ax.set_ylabel(r'y [$\\mu$m]')\n",
" \n",
" ax.grid()\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "61d5d2a1-6952-41d3-a932-9b0479dc38e8",
"metadata": {},
"source": [
"## Generate hits for ETA and write to cluster file"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "168d967c-94a3-4b32-aa14-4a248035e5c6",
"metadata": {},
"outputs": [],
"source": [
"# Cluster file has the format\n",
"# int32_t frame_number\n",
"# uint32_t number_of_clusters\n",
"# int16_t x, int16_t y, int32_t data[9] * number_of_clusters\n",
"\n",
"generate_hits = False\n",
"n_hits = 1000\n",
"n_frames = 10000\n",
"\n",
"if generate_hits:\n",
" t0 = time.perf_counter()\n",
" frame_number = np.int32(1)\n",
" number_of_clusters = np.uint32(n_hits)\n",
" \n",
" with open(f'.data/test_{grid_size}x{grid_size}.clust', 'wb') as f:\n",
"\n",
" #Set up an hdf5 file for truth\n",
" hf = h5py.File(f'.data/test_{grid_size}x{grid_size}.h5', 'w')\n",
" hf.create_dataset(\"x\", (n_frames, n_hits), dtype = np.float32)\n",
" hf.create_dataset(\"y\", (n_frames, n_hits), dtype = np.float32)\n",
" \n",
" for i in range(n_frames):\n",
" print(f'{i}',end = '\\r')\n",
" #Generate a new set of n_hits hits\n",
" mx, my, pixels = g.uniform_hits(n_hits)\n",
" #Convert clusters to a numpy array\n",
" clusters = np.zeros(n_hits, dtype = [('row', np.int16), ('col', np.int16), ('data', np.int32, (grid_size,grid_size))])\n",
" clusters['data'] = pixels*1000\n",
" clusters['row'] = 1\n",
" clusters['col'] = 1\n",
" \n",
" #Write\n",
" frame_number.tofile(f)\n",
" number_of_clusters.tofile(f)\n",
" clusters.tofile(f)\n",
"\n",
" #Write ground truth to hdf5\n",
" hf['x'][frame_number-1] = mx[:,0,0].cpu()\n",
" hf['y'][frame_number-1] = my[:,0,0].cpu()\n",
" \n",
" frame_number += 1\n",
" print()\n",
" hf.close()\n",
" t = time.perf_counter()-t0\n",
" print(f'Duration: {t:.3f}s, FPS: {n_frames/t:.2f}, hits/s: {n_frames*n_hits/t:.2}s')\n",
" \n",
"# "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "0b3fef19-144b-4421-8d21-66b67b838813",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#configure the eta histogram\n",
"n_bins = 400\n",
"ax_min = -0.2\n",
"ax_max = 1.2\n",
"e_min = 0 \n",
"e_max = 100000\n",
"e_bins = 1\n",
"\n",
"#Histogram to hold the ETA value per energy bin\n",
"eta_hist = bh.Histogram(\n",
" bh.axis.Regular(n_bins, ax_min, ax_max), \n",
" bh.axis.Regular(n_bins, ax_min, ax_max),\n",
" bh.axis.Regular(e_bins, e_min, e_max),\n",
")\n",
"\n",
"\n",
"with aare.ClusterFile(f'.data/test_{grid_size}x{grid_size}.clust', cluster_size = (grid_size,grid_size)) as f:\n",
" for clusters in f:\n",
" eta2 = aare.calculate_eta2(clusters)\n",
" # energy = clusters.sum_2x2()\n",
" eta_hist.fill(eta2['x'], eta2['y'], eta2['sum'])\n",
" # if eta_hist.sum()>1e5:\n",
" # break\n",
" # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n",
"\n",
"\n",
"energy_index = 0\n",
"data = eta_hist.view()[:,:,energy_index]\n",
"x = eta_hist.axes.edges.T[0].flat\n",
"y = eta_hist.axes.edges.T[1].flat\n",
"\n",
"fig, ax = plt.subplots()\n",
"mesh = ax.pcolormesh(x,y,data)\n",
"fig.colorbar(mesh)\n",
"ax.set_title(f'ETA[{energy_index}] - {data.sum()/1e6}M hits')\n",
"ax.grid()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cada1860-6b7b-416a-a39b-295586121531",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(15.0, 60.0)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"etabinsx = np.array(eta_hist.axes.edges.T[0].flat)\n",
"etabinsy = np.array(eta_hist.axes.edges.T[1].flat)\n",
"ebins = np.array(eta_hist.axes.edges.T[2].flat)\n",
"p = aare.Interpolator(eta_hist, etabinsx, etabinsy, ebins)\n",
"v = aare.ClusterVector((grid_size,grid_size))\n",
"\n",
"show_arrows = True\n",
"a = np.linspace(25,50,20)\n",
"hit_position = np.zeros((a.size**2,2))\n",
"interpolated_position = np.zeros(hit_position.shape)\n",
"for i in range(a.size):\n",
" for j in range(a.size):\n",
" hit_position[i*a.size+j] = (a[i], a[j])\n",
"\n",
"for i, hit in enumerate(hit_position):\n",
" charge, pixels = g.hit(*hit)\n",
" pixels = (pixels*1000).astype(np.int32)\n",
" pixels = np.array(pixels).reshape(1,9)[0]\n",
" c = aare._aare.Cluster3x3i(1,1,pixels)\n",
" v.push_back(c)\n",
"\n",
"tmp = p.interpolate(v)\n",
"# offset = 25/2\n",
"offset = 0\n",
"interpolated_position[:, 0] = tmp['x']*25+offset\n",
"interpolated_position[:, 1] = tmp['y']*25+offset\n",
"\n",
"\n",
"fig, ax = plt.subplots(figsize=(10,10))\n",
"for i in range(hit_position.shape[0]):\n",
" ax.plot(*hit_position[i], '.', color = 'black', ms = 3)\n",
" ax.plot(*interpolated_position[i], '.', color = 'red', ms = 3)\n",
" if show_arrows:\n",
" ax.arrow(*hit_position[i], *(interpolated_position[i]-hit_position[i]),length_includes_head=True,\n",
" head_width=0.3, head_length=0.3)\n",
"\n",
"\n",
"ax.set_title('Interpolation from C++')\n",
"ax.xaxis.set_minor_locator(MultipleLocator(5))\n",
"ax.yaxis.set_minor_locator(MultipleLocator(5))\n",
"ticks = [tick for tick in range(0,pixel_size*grid_size+1, pixel_size)]\n",
"ax.set_xticks(ticks)\n",
"ax.set_yticks(ticks)\n",
"ax.grid(visible=True, which='minor', color='silver', linestyle='--')\n",
"ax.grid(visible=True, which='major', color='black', linestyle='-')\n",
"ax.set_xlim(15,60)\n",
"ax.set_ylim(15,60)"
]
},
{
"cell_type": "markdown",
"id": "033d20a4-818c-4585-ae8b-43b8e23d3d64",
"metadata": {},
"source": [
"## Interpolate one pixel from the ETA dataset\n",
"\n",
"- Uniformity\n",
"- Correct assignment"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b0398535-b646-4b3c-9029-0a8b8aa764f1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Lets take the same eta dataset and interpolate\n",
"n_subpixels = 25\n",
"n_bins = grid_size*n_subpixels\n",
"image_hist = bh.Histogram(\n",
" bh.axis.Regular(n_bins, 0, grid_size), \n",
" bh.axis.Regular(n_bins, 0, grid_size),\n",
" # bh.axis.Regular(e_bins, e_min, e_max),\n",
")\n",
"\n",
"\n",
"with aare.ClusterFile(f'.data/test_{grid_size}x{grid_size}.clust', cluster_size = (grid_size,grid_size)) as f:\n",
" for clusters in f:\n",
" # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n",
" hits = p.interpolate(clusters)\n",
" image_hist.fill(hits['x'], hits['y'])\n",
"\n",
"image = image_hist.view()\n",
"x = image_hist.axes.edges.T[0].flat\n",
"y = image_hist.axes.edges.T[1].flat\n",
"\n",
"fig, ax = plt.subplots()\n",
"mesh = ax.pcolormesh(x,y,image)\n",
"fig.colorbar(mesh)\n",
"ax.set_title(f'Image - {image.sum()/1e6}M hits')\n",
"ax.grid()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4559f6f0-cc46-41cd-b345-8ff81ef4fbd5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"err_hist = bh.Histogram(\n",
" bh.axis.Regular(100, 0, 3) #um\n",
")\n",
"with aare.ClusterFile(f'.data/test_{grid_size}x{grid_size}.clust', cluster_size = (grid_size,grid_size)) as f:\n",
" with h5py.File(f'.data/test_{grid_size}x{grid_size}.h5') as hf:\n",
" \n",
" for i in range(100):\n",
" clusters = f.read_frame()\n",
" x,y = hf['x'][i], hf['y'][i]\n",
" # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n",
" hits = p.interpolate(clusters)\n",
" # image_hist.fill(hits['x'], hits['y'])\n",
" error = np.sqrt(np.abs(hits['x']*pixel_size-x)**2+np.abs(hits['y']*pixel_size-y)**2)\n",
" err_hist.fill(error)\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.stairs(err_hist.values(), err_hist.axes[0].edges);\n",
"ax.set_xlabel(r'Distance from truth [$\\mu$m]')\n",
"ax.set_ylabel('Intensity [a.u.]')\n",
"ax.grid()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5867d1ce-5c41-42ad-853e-ee4aaf151621",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}