diff --git a/Vis.ipynb b/Vis.ipynb new file mode 100644 index 0000000..e053c7f --- /dev/null +++ b/Vis.ipynb @@ -0,0 +1,376 @@ +{ + "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": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import aare\n", + "\n", + "from simple_eta import gaussian_2d, plot_gaussian\n", + "from simple_eta import generate\n", + "\n", + "#General configuration\n", + "sigma_um = 10\n", + "resolution = 200\n", + "grid_size = 3\n", + "pixel_size = 25" + ] + }, + { + "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": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "t.shape=torch.Size([200, 200])\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos = (49.,43.5) #x,y\n", + "t = gaussian_2d(mx=pos[0], my = pos[1], sigma = sigma_um, res = resolution, grid_size = grid_size, pixel_size = pixel_size)\n", + "\n", + "fix, axs = plt.subplots(1,2, figsize = (10,5))\n", + "plot_gaussian(t, pixel_size=pixel_size, grid_size = grid_size, ax = axs[0])\n", + "axs[0].plot(*pos, 'x', color = 'red')\n", + "axs[0].set_title('charge')\n", + "\n", + "\n", + "res = generate.sum_pixels(t, grid_size)\n", + "im = axs[1].imshow(res, origin = 'lower')\n", + "axs[1].set_title('pixel response');" + ] + }, + { + "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": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mx,my, pixels = generate.generate_uniform_hits(sigma = sigma_um, pixel_size = pixel_size, grid_size = grid_size, resolution=resolution, N=300)\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize = (5,5))\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", + "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()" + ] + }, + { + "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 = 1000\n", + "\n", + "if generate_hits:\n", + " frame_number = np.int32(1)\n", + " number_of_clusters = np.uint32(n_hits)\n", + " \n", + "\n", + " with open(f'test_{grid_size}x{grid_size}.clust', 'wb') as f:\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 = generate.generate_uniform_hits(sigma = sigma_um, pixel_size = pixel_size, grid_size = grid_size, resolution=resolution, N=n_hits)\n", + " \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'] = np.array(pixels*1000, dtype = np.int32)\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", + " frame_number += 1\n", + " print()\n", + " \n", + "# \n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0b3fef19-144b-4421-8d21-66b67b838813", + "metadata": {}, + "outputs": [], + "source": [ + "import boost_histogram as bh\n", + "\n", + "\n", + "#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'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[:,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" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9e32c7d1-cddc-4ea8-8d62-547f91422416", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "mesh = ax.pcolormesh(x,y,data)\n", + "fig.colorbar(mesh)\n", + "ax.set_title(f'ETA[{energy_index}]')\n", + "ax.grid()\n", + "# mesh.set_clim(0,25)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fd896d4d-2d60-4328-ad8d-18cd80de09f6", + "metadata": {}, + "outputs": [], + "source": [ + "eta = eta_hist.view().copy()\n", + "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[0:-1], etabinsy[0:-1], ebins[0:-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "cada1860-6b7b-416a-a39b-295586121531", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not broadcast input array from shape (0,) into shape (400,)", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[38]\u001b[39m\u001b[32m, line 25\u001b[39m\n\u001b[32m 22\u001b[39m c = aare._aare.Cluster3x3i(\u001b[32m1\u001b[39m,\u001b[32m1\u001b[39m,pixels)\n\u001b[32m 24\u001b[39m tmp = p.interpolate(v)\n\u001b[32m---> \u001b[39m\u001b[32m25\u001b[39m \u001b[43minterpolated_position\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m = tmp[\u001b[33m'\u001b[39m\u001b[33mx\u001b[39m\u001b[33m'\u001b[39m]*\u001b[32m25\u001b[39m\n\u001b[32m 26\u001b[39m interpolated_position[:, \u001b[32m1\u001b[39m] = tmp[\u001b[33m'\u001b[39m\u001b[33my\u001b[39m\u001b[33m'\u001b[39m]*\u001b[32m25\u001b[39m\n\u001b[32m 29\u001b[39m fig, ax = plt.subplots(figsize=(\u001b[32m10\u001b[39m,\u001b[32m10\u001b[39m))\n", + "\u001b[31mValueError\u001b[39m: could not broadcast input array from shape (0,) into shape (400,)" + ] + } + ], + "source": [ + "# from aare._aare import Interpolator, ClusterVector_i, calculate_eta2\n", + "# p = Interpolator(eta, etabinsx[0:-1], etabinsy[0:-1], ebins[0:-1])\n", + "v = aare.ClusterVector((grid_size,grid_size))\n", + "\n", + "\n", + "show_arrows = True\n", + "a = np.linspace(10,40,20)\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", + " # t = gaussian_2d(mx=hit[0], my = hit[1], sigma = sigma_um, res = resolution)\n", + " t = gaussian_2d(mx=hit[0], my = hit[1], sigma = sigma_um, res = resolution, grid_size = grid_size, pixel_size = pixel_size)\n", + " pixels = generate.sum_pixels(t, grid_size)\n", + " # pixels = sum_pixels(t)\n", + " pixels = (pixels*1000).astype(np.int32)\n", + " pixels = np.array(pixels).reshape(9,1)[0]\n", + " # v.push_back(0,0, np.array(pixels))\n", + " c = aare._aare.Cluster3x3i(1,1,pixels)\n", + "\n", + "tmp = p.interpolate(v)\n", + "interpolated_position[:, 0] = tmp['x']*25\n", + "interpolated_position[:, 1] = tmp['y']*25\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", + "ax.set_xlim(0,50)\n", + "ax.set_ylim(0,50)\n", + "ax.grid()\n", + "ax.set_title('Interpolation from C++')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "107e92e4-b9e2-455c-af25-022aeda61742", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "push_back(): incompatible function arguments. The following argument types are supported:\n 1. (self: aare._aare.ClusterVector_Cluster3x3i, arg0: aare::Cluster) -> None\n\nInvoked with: , 1, 1, array([[4227, 386, 0],\n [ 386, 35, 0],\n [ 0, 0, 0]], dtype=int32)", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[27]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mv\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpush_back\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpixels\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[31mTypeError\u001b[39m: push_back(): incompatible function arguments. The following argument types are supported:\n 1. (self: aare._aare.ClusterVector_Cluster3x3i, arg0: aare::Cluster) -> None\n\nInvoked with: , 1, 1, array([[4227, 386, 0],\n [ 386, 35, 0],\n [ 0, 0, 0]], dtype=int32)" + ] + } + ], + "source": [ + "v.push_back(1,1, pixels)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "66009361-a8b3-443f-8436-7b9cda310fd5", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'aare._aare.ClusterVector_Cluster3x3i' object is not subscriptable", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[30]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mv\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n", + "\u001b[31mTypeError\u001b[39m: 'aare._aare.ClusterVector_Cluster3x3i' object is not subscriptable" + ] + } + ], + "source": [ + "v[0]" + ] + } + ], + "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": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/simple_eta/generate.py b/simple_eta/generate.py index aca4d7a..1433171 100644 --- a/simple_eta/generate.py +++ b/simple_eta/generate.py @@ -15,20 +15,27 @@ def gaussian_2d(mx, my, sigma = 1, res=100, pixel_size = 25, grid_size = 2): def sum_pixels(t, grid): - resolution = t.shape[0] - pixels = np.zeros((grid,grid)) + if t.ndim == 2: + resolution = t.shape[0] + pixels = np.zeros((grid,grid)) + + step = resolution//grid + for i in range(grid): + for j in range(grid): + # print(f'[{i*step}:{(i+1)*step}, {j*step}:{(j+1)*step}]') + pixels[i,j] = t[i*step:(i+1)*step, j*step:(j+1)*step].sum() + return pixels - step = resolution//grid - for i in range(grid): - for j in range(grid): - print(f'[{i*step}:{(i+1)*step}, {j*step}:{(j+1)*step}]') - pixels[i,j] = t[i*step:(i+1)*step, j*step:(j+1)*step].sum() + elif t.ndim == 3: + resolution = t.shape[1] + step = resolution//grid + pixels = np.zeros((t.shape[0], grid, grid)) + for i in range(grid): + for j in range(grid): + # print(f'[{i*step}:{(i+1)*step}, {j*step}:{(j+1)*step}]') + pixels[:,i,j] = t[:,i*step:(i+1)*step, j*step:(j+1)*step].sum(axis = 1).sum(axis = 1) - # pixels[0,0] = t[0:resolution//2, 0:resolution//2].sum() - # pixels[0,1] = t[0:resolution//2, resolution//2:].sum() - # pixels[1,0] = t[resolution//2:, 0:resolution//2].sum() - # pixels[1,1] = t[resolution//2:, resolution//2:].sum() - return pixels + return pixels def generate_uniform_hits(sigma, pixel_size, grid_size, resolution, N=100, device = 'cpu'): """ @@ -42,16 +49,16 @@ def generate_uniform_hits(sigma, pixel_size, grid_size, resolution, N=100, devic ys = y.unsqueeze(0).repeat(N,1,1) - #TODO! The genreal cases are actually odd and even + if grid_size % 2 == 0: + #For even grids spread hits over the inner quadrants around the center low = (grid_size-1)//2*pixel_size+pixel_size/2 high =pixel_size+low else: + #For odd grids spread hits over the central pixel low = pixel_size*(grid_size//2) high = low+pixel_size - print(low, high) - mx = torch.rand(N,1,1, device = device) * (high-low)+low my = torch.rand(N,1,1, device = device) * (high-low) +low diff --git a/simple_eta/plotting.py b/simple_eta/plotting.py index 4fc586a..70f1c77 100644 --- a/simple_eta/plotting.py +++ b/simple_eta/plotting.py @@ -1,19 +1,25 @@ import matplotlib.pyplot as plt import numpy as np -def plot_gaussian(t, pixel_size, grid_size): +def plot_gaussian(t, pixel_size, grid_size, ax = None): print(f'{t.shape=}') resolution = t.shape[0] xa = np.linspace(0,grid_size*pixel_size,resolution) ticks = [tick for tick in range(0,pixel_size*grid_size+1, pixel_size)] - fig, ax = plt.subplots(figsize = (7,7)) + if ax is None: + fig, ax = plt.subplots(figsize = (7,7)) + else: + fig = None + + ax.pcolormesh(xa,xa, t) ax.set_xticks(ticks) ax.set_yticks(ticks) ax.set_xlim(0,grid_size*pixel_size) ax.set_ylim(0,grid_size*pixel_size) + ax.set_aspect('equal') ax.grid()