From 984bd56d30c07e4b54bfb0937f7920937194b815 Mon Sep 17 00:00:00 2001 From: NDalbec Date: Fri, 30 May 2025 14:40:01 -0400 Subject: [PATCH 1/2] Noisy Twin Beams --- .gitignore | 1 + Methods_Noise_New.ipynb | 1153 +++++++++++++++++ src/GaussianMixture.py | 32 +- src/NoiseUtils.py | 78 ++ src/Results_Noise_New/AREA0.pdf | Bin 0 -> 25538 bytes src/Results_Noise_New/AREA1.pdf | Bin 0 -> 25454 bytes src/Results_Noise_New/PCA 2D.pdf | Bin 0 -> 840619 bytes src/Results_Noise_New/PCA0.pdf | Bin 0 -> 22633 bytes src/Results_Noise_New/PCA1.pdf | Bin 0 -> 22359 bytes src/Results_Noise_New/UMAP 2D.pdf | Bin 0 -> 888664 bytes src/Results_Noise_New/cluster0.pdf | Bin 0 -> 242347 bytes src/Results_Noise_New/cluster1.pdf | Bin 0 -> 257719 bytes src/Results_Noise_New/cluster2.pdf | Bin 0 -> 259645 bytes src/Results_Noise_New/cluster3.pdf | Bin 0 -> 254209 bytes src/Results_Noise_New/cluster4.pdf | Bin 0 -> 262953 bytes src/Results_Noise_New/cluster5.pdf | Bin 0 -> 265861 bytes src/Results_Noise_New/cluster6.pdf | Bin 0 -> 267368 bytes src/Results_Noise_New/cluster7.pdf | Bin 0 -> 275356 bytes src/Results_Noise_New/cluster8.pdf | Bin 0 -> 274871 bytes src/Results_Noise_New/cluster9.pdf | Bin 0 -> 277118 bytes .../detect0[:,:50]_500_2c_Noise_2dB.npy | Bin 0 -> 8000128 bytes .../detect1[:,:50]_500_2c_Noise_2dB.npy | Bin 0 -> 8000128 bytes 22 files changed, 1249 insertions(+), 15 deletions(-) create mode 100644 Methods_Noise_New.ipynb create mode 100644 src/NoiseUtils.py create mode 100644 src/Results_Noise_New/AREA0.pdf create mode 100644 src/Results_Noise_New/AREA1.pdf create mode 100644 src/Results_Noise_New/PCA 2D.pdf create mode 100644 src/Results_Noise_New/PCA0.pdf create mode 100644 src/Results_Noise_New/PCA1.pdf create mode 100644 src/Results_Noise_New/UMAP 2D.pdf create mode 100644 src/Results_Noise_New/cluster0.pdf create mode 100644 src/Results_Noise_New/cluster1.pdf create mode 100644 src/Results_Noise_New/cluster2.pdf create mode 100644 src/Results_Noise_New/cluster3.pdf create mode 100644 src/Results_Noise_New/cluster4.pdf create mode 100644 src/Results_Noise_New/cluster5.pdf create mode 100644 src/Results_Noise_New/cluster6.pdf create mode 100644 src/Results_Noise_New/cluster7.pdf create mode 100644 src/Results_Noise_New/cluster8.pdf create mode 100644 src/Results_Noise_New/cluster9.pdf create mode 100644 src/Results_Noise_New/detect0[:,:50]_500_2c_Noise_2dB.npy create mode 100644 src/Results_Noise_New/detect1[:,:50]_500_2c_Noise_2dB.npy diff --git a/.gitignore b/.gitignore index 82f9275..271b988 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,5 @@ # Byte-compiled / optimized / DLL files +umap/* __pycache__/ *.py[cod] *$py.class diff --git a/Methods_Noise_New.ipynb b/Methods_Noise_New.ipynb new file mode 100644 index 0000000..233f589 --- /dev/null +++ b/Methods_Noise_New.ipynb @@ -0,0 +1,1153 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Uniform Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "metadata": {} + }, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "from umap import UMAP\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from src.ExistingAlgorithms import area, sklearn_available\n", + "from src.GaussianMixture import gaussian_mixture\n", + "from src.NoiseUtils import plot_clusters, assign_labels\n", + "\n", + "SKIP = 10\n", + "PATH_RESULTS = 'src/Results_Noise_New'\n", + "PATH_DATA = '/home/jcep-nu/Documents/nicolasdc/Datasets/Squeezer/pump_2.0dB_rawTraces_Noise_30042025.npy'" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "def g2(n):\n", + "\n", + " var_ = np.var(n)\n", + " mean_ = np.mean(n)\n", + "\n", + " return 1 + (var_ - mean_) / mean_**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "data_train = np.load(PATH_DATA)\n", + "data_detect0 = data_train[0].T\n", + "# data_detect0 = (data_detect0 - np.mean(data_detect0)) / np.std(data_detect0)\n", + "data_detect0 = (data_detect0 - np.min(data_detect0)) / np.ptp(data_detect0)\n", + "data_detect1 = data_train[1].T\n", + "# data_detect1 = (data_detect1 - np.mean(data_detect1)) / np.std(data_detect1)\n", + "data_detect1 = (data_detect1 - np.min(data_detect1)) / np.ptp(data_detect1)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1000000, 100)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_detect0.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Methods" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "### Area" + ] + }, + { + "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": [ + "X_l_AREA0 = area(data_detect0[:,:50], filtering = True, plot_filter = True, threshold = 0.03, critical_frequency = 0.08)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "name_method = 'AREA0'\n", + "gm0 = gaussian_mixture(\n", + " X_l_AREA0[::10],\n", + " data_detect0[::10],\n", + " means_init = np.array(\n", + " [[0.11815943],\n", + " [0.21203894],\n", + " [0.29386814],\n", + " [0.45183543],\n", + " [0.52515359],\n", + " [0.61117338],\n", + " [0.7459916 ],\n", + " [0.7659916 ]]),\n", + " number_cluster = 8,\n", + " tol = 1e-4,\n", + " cluster_iter = 10,\n", + " width_plot=6,\n", + " height_plot=3\n", + ")\n", + "\n", + "gm0.plot_density(\n", + " bw_adjust = 0.1, \n", + " plot_gaussians = True,\n", + " text = name_method,\n", + " save_path = PATH_RESULTS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gm0.plot_confidence_1d(expected_prob=None)\n", + "\n", + "n_detect0 = gm0.predict(X_l_AREA0)\n", + "\n", + "plt.hist(\n", + " n_detect0,\n", + " bins=np.unique(n_detect0),\n", + " color='blue',\n", + " alpha=0.5,\n", + " label='n_detect0'\n", + ")\n", + "plt.yscale('log')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X_l_AREA1 = area(data_detect1[:,:50], filtering = True, plot_filter = True, threshold = 0.03, critical_frequency = 0.08)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "name_method = 'AREA1'\n", + "gm1 = gaussian_mixture(\n", + " X_l_AREA1[::10],\n", + " data_detect1[::10],\n", + " means_init = np.array(\n", + " [[0.11815943],\n", + " [0.21203894],\n", + " [0.29386814],\n", + " [0.43183543],\n", + " [0.47183543],\n", + " [0.52515359],\n", + " [0.61117338],\n", + " [0.7459916 ]]),\n", + " number_cluster = 8,\n", + " tol = 1e-4,\n", + " cluster_iter = 10,\n", + " width_plot=6,\n", + " height_plot=3\n", + ")\n", + "\n", + "gm1.plot_density(\n", + " bw_adjust = 0.1, \n", + " plot_gaussians = True,\n", + " text = name_method,\n", + " save_path = PATH_RESULTS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gm1.plot_confidence_1d(expected_prob=None)\n", + "\n", + "n_detect1 = gm1.predict(X_l_AREA1)\n", + "\n", + "plt.hist(\n", + " n_detect1,\n", + " bins=np.unique(n_detect1),\n", + " color='blue',\n", + " alpha=0.5,\n", + " label='n_detect1'\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "G2 (detector 0) : 1.4316659619383085\n", + "G2 (detector 1) : 1.4599146168153796\n" + ] + } + ], + "source": [ + "plt.hist2d(\n", + " n_detect0,\n", + " n_detect1,\n", + " bins=np.unique(n_detect0),\n", + " cmap='Blues',\n", + " cmin=0,\n", + " norm='log'\n", + ")\n", + "plt.colorbar()\n", + "plt.xlabel('n_detect0')\n", + "plt.ylabel('n_detect1')\n", + "plt.show()\n", + "\n", + "print('G2 (detector 0) : ',g2(n_detect0))\n", + "print('G2 (detector 1) : ',g2(n_detect1))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "H_area, xedges, yedges = np.histogram2d(\n", + " n_detect0,\n", + " n_detect1,\n", + " bins=np.unique(n_detect0),\n", + " density=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "X_l_PCA0 = PCA(n_components=1).fit_transform(data_detect0[:,:50])" + ] + }, + { + "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": [ + "name_method = 'PCA0'\n", + "gm0 = gaussian_mixture(\n", + " X_l_PCA0[::10],\n", + " data_detect0[::10],\n", + " means_init = np.array(\n", + " [[0.11815943],\n", + " [0.21203894],\n", + " [0.37544908],\n", + " [0.52515359],\n", + " [0.61117338],\n", + " [0.65117338],\n", + " [0.7459916 ],\n", + " [0.7659916 ]]),\n", + " number_cluster = 8,\n", + " tol = 1e-4,\n", + " cluster_iter = 10,\n", + " width_plot=6,\n", + " height_plot=3\n", + ")\n", + "\n", + "gm0.plot_density(\n", + " bw_adjust = 0.1, \n", + " plot_gaussians = False,\n", + " text = name_method,\n", + " save_path = PATH_RESULTS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gm0.plot_confidence_1d(expected_prob=None)\n", + "\n", + "n_detect0 = gm0.predict(X_l_PCA0)\n", + "\n", + "plt.hist(\n", + " n_detect0,\n", + " bins=np.unique(n_detect0),\n", + " color='blue',\n", + " alpha=0.5,\n", + " label='n_detect0'\n", + ")\n", + "plt.yscale('log')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "X_l_PCA1 = PCA(n_components=1).fit_transform(data_detect1[:,:50])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "name_method = 'PCA1'\n", + "gm1 = gaussian_mixture(\n", + " X_l_PCA1[::10],\n", + " data_detect1[::10],\n", + " means_init = np.array(\n", + " [[0.11815943],\n", + " [0.21386814],\n", + " [0.29386814],\n", + " [0.4544908],\n", + " [0.50515359],\n", + " [0.65117338],\n", + " [0.70117338],\n", + " [0.7459916 ]]),\n", + " number_cluster = 8,\n", + " tol = 1e-4,\n", + " cluster_iter = 10,\n", + " width_plot=6,\n", + " height_plot=3\n", + ")\n", + "\n", + "gm1.plot_density(\n", + " bw_adjust = 0.1, \n", + " plot_gaussians = False,\n", + " text = name_method,\n", + " save_path = PATH_RESULTS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gm1.plot_confidence_1d(expected_prob=None)\n", + "\n", + "n_detect1 = gm1.predict(X_l_PCA1)\n", + "\n", + "plt.hist(\n", + " n_detect1,\n", + " bins=np.unique(n_detect1),\n", + " color='blue',\n", + " alpha=0.5,\n", + " label='n_detect1'\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "G2 (detector 0) : 1.5142767182373555\n", + "G2 (detector 1) : 1.5922296438737122\n" + ] + } + ], + "source": [ + "plt.hist2d(\n", + " n_detect0,\n", + " n_detect1,\n", + " bins=np.unique(n_detect0),\n", + " cmap='Blues',\n", + " cmin=0,\n", + " norm='log'\n", + ")\n", + "plt.colorbar(label='Probability')\n", + "plt.xlabel('Photon Number (Channel 0)')\n", + "plt.ylabel('Photon Number (Channel 1)')\n", + "plt.savefig('NoiseDist.pdf')\n", + "plt.show()\n", + "\n", + "print('G2 (detector 0) : ',g2(n_detect0))\n", + "print('G2 (detector 1) : ',g2(n_detect1))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "H_pca, xedges, yedges = np.histogram2d(\n", + " n_detect0,\n", + " n_detect1,\n", + " bins=np.unique(n_detect0),\n", + " density=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA 2D" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "X_l_PCA0 = PCA(n_components=2).fit_transform(data_detect0[:,:50])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jcep-nu/miniconda3/envs/ML/lib/python3.12/site-packages/seaborn/distributions.py:1176: UserWarning: Log scale: values of z <= 0 have been masked\n", + " cset = contour_func(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "name_method = 'PCA 2D'\n", + "gm0 = gaussian_mixture(\n", + " X_l_PCA0[::10],\n", + " data_detect0[::10],\n", + " means_init = None,\n", + " number_cluster = 2,\n", + " tol = 1e-6,\n", + " cluster_iter = 1,\n", + " width_plot=6,\n", + " height_plot=3\n", + ")\n", + "\n", + "gm0.plot_density(\n", + " bw_adjust = 0.1, \n", + " plot_gaussians = True,\n", + " text = name_method,\n", + " save_path = PATH_RESULTS\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## UMAP" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "X_l_UMAP0 = sklearn_available(data_detect0[:,:50], data_detect0[:,:50], PATH_RESULTS, UMAP, 'detect0[:,:50]_500_2c_Noise_2dB.npy',n_components=2, n_neighbors=500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jcep-nu/miniconda3/envs/ML/lib/python3.12/site-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "/home/jcep-nu/miniconda3/envs/ML/lib/python3.12/site-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "classes0 = assign_labels(X_l_UMAP0, data_detect0[:,:50], SKIP+20, eps=0.000001, min_cluster_size=20)\n", + "np.unique(classes0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "name_method = 'UMAP 2D'\n", + "gm0 = gaussian_mixture(\n", + " X_l_UMAP0[::10],\n", + " data_detect0[::10],\n", + " means_init = None,\n", + " number_cluster = 2,\n", + " tol = 1e-1,\n", + " cluster_iter = 1,\n", + " width_plot=6,\n", + " height_plot=5\n", + ")\n", + "\n", + "gm0.plot_density(\n", + " bw_adjust = 0.1, \n", + " plot_gaussians = True,\n", + " text = name_method,\n", + " save_path = PATH_RESULTS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1.6956696697880216" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "remapped_classes0 = np.where(\n", + " classes0 <= 1, 0, \n", + " np.where(classes0 <= 4, 1, \n", + " np.where(classes0 <= 9, 2, \n", + " np.where(classes0 <= 12, 3, \n", + " classes0 - 9)\n", + ")))\n", + "\n", + "plot_clusters(X_l_UMAP0, remapped_classes0, SKIP+20)\n", + "g2(remapped_classes0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X_l_UMAP1 = sklearn_available(data_detect1[:,:50], data_detect1[:,:50], PATH_RESULTS, UMAP, 'detect1[:,:50]_500_2c_Noise_2dB.npy',n_components=2, n_neighbors=500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jcep-nu/miniconda3/envs/ML/lib/python3.12/site-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "/home/jcep-nu/miniconda3/envs/ML/lib/python3.12/site-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "classes1 = assign_labels(X_l_UMAP1, data_detect1[:,:50], SKIP+10, eps=0.0001, min_cluster_size=30)\n", + "np.unique(classes1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "2.428119399657164" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_clusters(X_l_UMAP1, classes1, SKIP+20)\n", + "g2(classes1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = data_detect1\n", + "with plt.style.context(\"seaborn-v0_8\"):\n", + " for i in range(10):\n", + " condition = classes1 == i\n", + " data_ = data[condition]\n", + " plt.figure(figsize=(6,3))\n", + " plt.plot(data_[:,:np.min([data_.shape[0], 1000])], alpha=0.1, linewidth=1)#, c=color[i])\n", + " plt.ylabel(r'$Voltage$ $(a.u.)$')\n", + " plt.xlabel(r'$Time$ $(a.u.)$')\n", + " plt.ylim((-0.01, 0.05))\n", + " plt.savefig(f'src/Noise/ClusterUMAP/cluster{i}.pdf', format='pdf', bbox_inches='tight')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1.6995965500295878" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "remapped_classes1 = np.where(\n", + " classes1 <= 2, 0, \n", + " np.where(classes1 <= 5, 1, \n", + " np.where(classes1 <= 8, 2, \n", + " np.where(classes1 <= 11, 3, \n", + " classes1 - 8)\n", + ")))\n", + "\n", + "plot_clusters(X_l_UMAP1, remapped_classes1, SKIP+20)\n", + "g2(remapped_classes1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(\n", + " n_detect1,\n", + " bins=np.unique(n_detect1),\n", + " alpha=0.5,\n", + " label='n_detect1'\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "G2 (detector 0) : 1.6956696697880216\n", + "G2 (detector 1) : 1.6995965500295878\n" + ] + } + ], + "source": [ + "\n", + "plt.hist2d(\n", + " remapped_classes0,\n", + " remapped_classes1,\n", + " bins=np.unique(remapped_classes1),\n", + " cmap='Blues',\n", + " cmin=0,\n", + " norm='log'\n", + ")\n", + "plt.colorbar(label='Probability')\n", + "plt.xlabel('Photon Number (Channel 0)')\n", + "plt.ylabel('Photon Number (Channel 1)')\n", + "plt.savefig('NoiseDist.pdf')\n", + "plt.show()\n", + "\n", + "print('G2 (detector 0) : ',g2(remapped_classes0))\n", + "print('G2 (detector 1) : ',g2(remapped_classes1))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "H_umap2d, xedges, yedges = np.histogram2d(\n", + " remapped_classes0,\n", + " remapped_classes1,\n", + " bins=np.arange(8),\n", + " density=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "G2 (detector 0) : 1.6956696697880216\n", + "G2 (detector 1) : 1.6995965500295878\n" + ] + } + ], + "source": [ + "plt.matshow(H_umap2d, cmap='Blues', norm='log')\n", + "plt.colorbar(label='Probability')\n", + "plt.xlabel('Photon Number (Channel 0)')\n", + "plt.ylabel('Photon Number (Channel 1)')\n", + "plt.savefig('NoiseDist.pdf')\n", + "plt.show()\n", + "\n", + "print('G2 (detector 0) : ',g2(remapped_classes0))\n", + "print('G2 (detector 1) : ',g2(remapped_classes1))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 7\n", + "H_pca_ = H_pca[:N, :N] / H_pca[:N, :N].sum()\n", + "H_umap2d_ = H_umap2d[:N, :N] / H_umap2d[:N, :N].sum()\n", + "diff = H_umap2d_ - H_pca_\n", + "vlim = np.max(np.abs(diff))\n", + "\n", + "plt.figure()\n", + "plt.matshow(diff, cmap='coolwarm', vmin=-vlim, vmax=vlim)\n", + "plt.colorbar(label='UMAP - PCA')\n", + "plt.xlabel('Photon Number (Channel 0)')\n", + "plt.ylabel('Photon Number (Channel 1)')\n", + "plt.savefig('UMAP-PCA.pdf')\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ML", + "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": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/src/GaussianMixture.py b/src/GaussianMixture.py index 63c7d93..229c959 100644 --- a/src/GaussianMixture.py +++ b/src/GaussianMixture.py @@ -13,6 +13,7 @@ from scipy.special import gamma from scipy.signal import butter, filtfilt from scipy.integrate import simpson, trapezoid +from joblib import Parallel, delayed class gaussian_mixture(): """ @@ -75,7 +76,7 @@ def __init__(self, X_low : np.array, X_high : np.array, number_cluster : int = 10, label_shift : int = 0, - critical_frequency : float = 0.01, + critical_frequency : float = 0.05, cluster_iter : int = 10, means_init : Union[None,np.array] = None, tol : float = 1e-3, @@ -93,7 +94,7 @@ def __init__(self, X_low : np.array, self.style_name = style#"seaborn-v0_8" # str self.cmap = 'Blues' # str self.text_color = 'k' # str - self.levels = 30 # int + self.levels = 20 # int self.width_plot = width_plot # Union[int, float] self.height_plot = height_plot # Union[int, float] self.gridsize_density = 500 # int @@ -280,11 +281,12 @@ def clustering_order(self, cluster_iter : int = 10, # Get area and labels and applies filter on traces b, a = butter(5, self.critical_frequency, 'low') X_high_filter = filtfilt(b, a, self.X_high) + X_high_filter = np.where(X_high_filter < 0, 0, X_high_filter) X_Area = simpson(X_high_filter, axis=1).flatten() # Get average area of the clusters labels = np.arange(self.number_cluster) # Order labels based on photon number - index_sorted = np.argsort(np.array([np.mean(X_Area[predict_init == label_]) for label_ in labels])) + index_sorted = np.argsort(np.bincount(predict_init, weights=X_Area) / np.bincount(predict_init)) # Update Gaussian Mixture parameters fit_.means_ = fit_.means_[index_sorted] fit_.covariances_ = fit_.covariances_[index_sorted] @@ -577,11 +579,9 @@ def multi_gen_gaussian_1d(self, x : np.array, axis : any = None, beta : float = return multi_gen_gauss - def multi_gaussian_2d(self, x : np.array, - y : np.array) -> np.array: + def multi_gaussian_2d(self, x: np.array, y: np.array) -> np.array: """ - - Create a numpy array of shape (`number_cluster` , `x.size`, `y.size`) containing a discrete 2D Gaussian for every cluster, + Create a numpy array of shape (`number_cluster`, `x.size`, `y.size`) containing a discrete 2D Gaussian for every cluster, considering the Gaussian mixture parameters. Parameters @@ -594,17 +594,19 @@ def multi_gaussian_2d(self, x : np.array, Returns ------- multi_gaussian : ndarray - Array of shape (`number_cluster` , `x.size`, `y.size`) containing a discret 2D Gaussian for every cluster - + Array of shape (`number_cluster`, `x.size`, `y.size`) containing a discrete 2D Gaussian for every cluster. """ - multi_gaussian = np.zeros((self.number_cluster, x.size, y.size)) - x, y = np.meshgrid(x, y) - pos = np.dstack((x, y)) + # Create a meshgrid for the 2D space + X, Y = np.meshgrid(x, y) + pos = np.dstack((X, Y)) # Combine X and Y into a grid of points - for index, (mean, covariance) in enumerate(zip(self.cluster_means, self.cluster_covariances)): - multi_gaussian[index,:,:] = multivariate_normal(mean = mean, cov = covariance).pdf(pos) + # Compute the Gaussian for each cluster in parallel + multi_gaussian = Parallel(n_jobs=-1)( + delayed(multivariate_normal(mean=mean, cov=covariance).pdf)(pos) + for mean, covariance in zip(self.cluster_means, self.cluster_covariances) + ) - return multi_gaussian + return np.array(multi_gaussian) def trapezoid_2d(self, x : np.array, y : np.array, diff --git a/src/NoiseUtils.py b/src/NoiseUtils.py new file mode 100644 index 0000000..c0c0421 --- /dev/null +++ b/src/NoiseUtils.py @@ -0,0 +1,78 @@ +from hdbscan import HDBSCAN, approximate_predict +from sklearn.neighbors import NearestNeighbors +import numpy as np +import matplotlib.pyplot as plt + + + +def assign_labels(X_l, X_h, skip, eps=0.0001,min_cluster_size=50): + + # 1. Fit on subsample + X_train = X_l[::skip] + X_full = X_l + + hdb = HDBSCAN( + min_cluster_size=min_cluster_size, + cluster_selection_epsilon=eps, + prediction_data=True + ) + hdb.fit(X_train) + + # 2. Predict all labels + labels, strengths = approximate_predict(hdb, X_full) + + # 3. Find unassigned points (labeled -1) + mask_unassigned = labels == -1 + X_unassigned = X_full[mask_unassigned] + + # 4. Get core points (those with cluster != -1) + core_mask = hdb.labels_ != -1 + core_points = X_train[core_mask] + core_labels = hdb.labels_[core_mask] + + # 5. Nearest neighbor search from core points + nn = NearestNeighbors(n_neighbors=1).fit(core_points) + _, indices = nn.kneighbors(X_unassigned) + + # 6. Assign label of nearest core point to each unassigned point + forced_labels = core_labels[indices.flatten()] + classes = labels.copy() + classes[mask_unassigned] = forced_labels + + # 7. Sort clusters based on mean area in high-dimensional space + unique_classes = np.unique(classes) + mean_areas = [ + X_h[classes == cls].mean(axis=0).sum() for cls in unique_classes + ] + sorted_indices = np.argsort(mean_areas) + sorted_classes = {cls: i for i, cls in enumerate(unique_classes[sorted_indices])} + sorted_labels = np.vectorize(sorted_classes.get)(classes) + + return sorted_labels + +def plot_clusters(X_l, labels, skip): + + # Calculate the mean position of each class + unique_classes = np.unique(labels) + class_means = [ + X_l[::skip][labels[::skip] == cls].mean(axis=0) + for cls in unique_classes + ] + + # Scatter plot for the classes + plt.scatter( + X_l[::skip, 0], + X_l[::skip, 1], + c=labels[::skip], + alpha=0.5, + s=0.5 + ) + + # Annotate the mean position of each class with its class number + for cls, mean_pos in zip(unique_classes, class_means): + plt.text(mean_pos[0], mean_pos[1], str(cls), color="red", fontsize=12, ha="center") + + plt.colorbar() + 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