diff --git "a/notebooks/HandsON_outreach.ipynb" "b/notebooks/HandsON_outreach.ipynb" deleted file mode 100644--- "a/notebooks/HandsON_outreach.ipynb" +++ /dev/null @@ -1,748 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "873187db-8223-4aa9-88ef-9ee3cc8fbfa4", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "from astropy.io import fits\n", - "import os\n", - "from astropy.table import Table\n", - "from scipy.spatial import KDTree\n", - "\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from IPython.display import Image\n", - "from IPython.core.display import HTML " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "0cd7baac-bec6-4619-bf86-b03baf28ea8c", - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "from torch.utils.data import DataLoader, dataset, TensorDataset\n", - "from torch import nn, optim\n", - "from torch.optim import lr_scheduler" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "8a694b63-85ec-49b9-9836-c5b579d94281", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import sys\n", - "sys.path.append('../insight')\n", - "from archive import archive \n", - "from insight_arch import Photoz_network" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "6f50d39b-eac8-4f49-a4b7-7579c9984a61", - "metadata": {}, - "outputs": [], - "source": [ - "from matplotlib import rcParams\n", - "rcParams[\"mathtext.fontset\"] = \"stix\"\n", - "rcParams[\"font.family\"] = \"STIXGeneral\"" - ] - }, - { - "cell_type": "markdown", - "id": "15abbc2f-355a-4d50-ab2e-43c83b26b05d", - "metadata": {}, - "source": [ - "# PREDICITNG THE REDSHIFT OF REAL GALAXIES WITH NEURAL NETWORKS" - ] - }, - { - "cell_type": "markdown", - "id": "93a84c47-a295-49ad-9aa9-ad9706dcda57", - "metadata": {}, - "source": [ - "#### We will use a neural network to predict the photometric redshift of Euclid-like galaxies!" - ] - }, - { - "cell_type": "markdown", - "id": "d7b8dc9a-9fb0-4d21-8927-1e94435d2ece", - "metadata": {}, - "source": [ - "## How do the galaxies look like? " - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "e4cf6624-096a-46bc-b610-ff89f354c41a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(url='https://www.stsci.edu/~dcoe/BPZ/sedanimz3.50.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "264d378e-1d83-43be-8004-935b84f057a2", - "metadata": {}, - "outputs": [], - "source": [ - "parent_dir = '/data/astro/scratch/lcabayol/Euclid/NNphotozs/Euclid_EXT_MER_PHZ_DC2_v1.5'\n", - "photoz_archive = archive(path = parent_dir,convert_colors=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "4f2a8b1d-aa1a-49b4-b8f6-24f414a25f98", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "f, ferr, specz = photoz_archive.get_training_data()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "56eccd9a-4689-4c9e-be73-bb9dc53797fc", - "metadata": {}, - "outputs": [], - "source": [ - "lambdas = np.array([5000,6700,7800,9000,12000,15000,18000])" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "025b4ae1-17bd-4a42-8666-5542e197d63c", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Flux')" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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wYcM67d1V+/bt04svvqikpCStXr1aw4cPV/fu3TV48GA9++yzrZ7X0NAgn88X9AV0pZqamojOAwAcXodCTkVFRdiv9evX6/7771dDQ0Ok65QkrV69WvX19erVq5fGjh2rVatWqaqqSgMHDtSkSZO0aNGisOcVFxcrLS0t8JWdnd0p9QGtyczMjOg8AMDhRXzhsTFGU6ZM0YMPPnjExR3spZde0mWXXaaZM2dqxowZgfGdO3fK4/Fo0KBB+vzzz0POa2hoCApePp9P2dnZrMlBl2lZk1NdXR2y8FhiTQ4AtEWXrMkZPHiw/v3f/12JicGnJyUlaejQobrooos68rCH1fLzDv7XbkZGhs466yytWLFCjY2NSkpKCjqenJys5OTkTqkJaAu3263S0lIVFBTI5XIFBZ2WfzCUlJQQcAAggjoUcv74xz/q3HPPjXQth9Vym+n7778POZaZmanm5mb5fD5lZGR0dWnAYeXn56usrCzsPjklJSW8fRwAIqxDIedwAWfFihU655xzOlTQoQwZMkSpqanaunVryLGGhgalpKQQcBDV8vPzNX78eHY8BoAucNiQ09jYqA8//LDND9jU1KT58+d3Ssjp3r27Lr30Ur322mt6/PHHlZDw/6+b/uqrrzRu3LiI/0wg0txuN28TB4AucNiFx83NzTr22GPD3iIKxxgjl8slv98fkQIPVlFRoTPOOEP333+/brjhBknSW2+9pf/8z//Uxx9/rOOPP/6wj8FmgAAAxJ6ILzxOSEjQmDFj1L9/fw0aNOiwD1hfX6/HHnusbdV2QP/+/fXBBx/o97//vVasWKGUlBTt3r1by5cvb1PAAQAA8aFNa3L+8Y9/aMCAAfrxxx914403HnZ+3759j7iwQznllFP06quvdurPAAAAsa1NIeerr75SZmamJk6cKCn0U8g9Hk/QVZT/+I//iGCJAAAA7demHY9POukkXXfdderRo4ckqa6uTgsWLND555+vV155pTPrAwAA6JA27Xg8cuRIvfvuu0FjjY2NgQXJsfZBmSw8BgAg9rT39btNV3IO3tlY+ml34xNOOCHmAg4AAIgPHfqAzhbhwo+kkKs+AAAAXa1NIaexsbFdD1pWVtahYgAAACKlTWtyEhISlJ2dHbL1fMu29Afas2ePdu3a1WmbAUYCa3IAAIg9nfYp5JWVlWHHw32OFOt0AACA09oUcvLy8jRv3jz16tXrkPOMMdqxY4emTJkSidoAAAA6rE0h5+qrr9YZZ5zRpgfMycnR5MmTj6goAACAI9WmNTm2YU0OAACxp1P2yQEAAIg1hBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArJTodAFAJPn9fnm9XtXU1CgzM1O5ublyu91OlwUAcAAhB9YoLy9XYWGhqqqqAmMej0elpaXKz893sDIAgBO4XQUrlJeXq6CgICjgSFJ1dbUKCgpUXl7uUGUAAKcQchDz/H6/CgsLZYwJOdYyVlRUJL/f39WlAQAcRMhBzPN6vSFXcA5kjFFlZaW8Xm8XVgUAcBohBzGvpqYmovMAAHYg5CDmZWZmRnQeAMAOhBzEvNzcXHk8HrlcrrDHXS6XsrOzlZub28WVAQCcRMhBzHO73SotLZWkkKDT8n1JSQn75QBAnCHkwAr5+fkqKytTVlZW0LjH41FZWRn75ABAHHKZcO+7tZzP51NaWppqa2uVmprqdDmIIHY8BgB7tff1mx2PYRW32628vDynywAARAFuVwEAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFgp5kOOz+fTcccdp/fff9/pUgAAQBSJ+ZBzyy23qKKiwukyAABAlInpkLN48WLt2rXL6TIAAEAUitmQs2PHDj333HMqKipyuhQAABCFYjbk3HbbbXrooYeUkBCzTwEAAHSiRKcL6IhnnnlG5557ro4//vg2rcdpaGhQQ0ND4Hufz9eZ5QEAgCgQc5dBKisrtWTJEk2ePLnN5xQXFystLS3wlZ2d3YkVAgCAaBBTIccYo//+7//Www8/3K7zpk2bptra2sBXZWVlJ1UIAACiRUzdrnrsscd08cUXKz09Xfv27ZMkNTY2Bv67b98+JSUlhazTSU5OVnJycpfXCwAAnOMyxhini2irvLw8LV269JBz3nvvPeXl5R1yjs/nU1pammpra5WamhrBCgEAQGdp7+t3TF3JWbBgQcii4U8++UQ33nij5s+fr2HDhmnw4MEOVQcAAKJJTIWccAGm5bbV4MGD9ctf/rKrSwIAAFEqphYeAwAAtFVMXckJJy8vTzG0rAgAAHQRruQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKyU6XQBij9/vl9frVU1NjTIzM5Wbmyu32+10WQAABCHkoF3Ky8tVWFioqqqqwJjH41Fpaany8/MdrAwAgGDcrkKblZeXq6CgICjgSFJ1dbUKCgpUXl7uUGUAAIQi5KBN/H6/CgsLZYwJOdYyVlRUJL/f39WlAQAQFiEHbeL1ekOu4BzIGKPKykp5vd4urAoAgNYRctAmNTU1EZ0HAEBnI+SgTTIzMyM6DwCAzkbIQZvk5ubK4/HI5XKFPe5yuZSdna3c3NwurgwAgPAIOWgTt9ut0tJSSQoJOi3fl5SUsF8OACBqEHLQZvn5+SorK1NWVlbQuMfjUVlZGfvkAACiisuEe0+w5Xw+n9LS0lRbW6vU1FSny4k57HgMAHBCe1+/2fEY7eZ2u5WXl+d0GQAAHBK3qwAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArBSTIeeZZ57RqaeeqqOOOkonnHCCpk+froaGBqfLAgAAUSTmQs4LL7yghx56SPn5+brpppvk9/t133336dprr3W6NAAAEEViasfj/fv36+KLL9arr76qo446SpK0d+9e/cu//Is2bNig7du3q2/fvod9HHY8BgAg9rT39TumruSsWbNGd9xxRyDgSFLPnj115ZVXSpK2bt3qTGEAACDqxNTHOvziF78IO56Wlia3262BAweGPd7Q0BC0Zsfn83VKfQAAIHrE1JWc1qxbt07jx49Xenp62OPFxcVKS0sLfGVnZ3dxhQAAoKvF1JqccPbu3atTTz1V7733ngYMGBB2TrgrOdnZ2azJAQAghsTdp5DPmDFDjzzySKsBR5KSk5OVnJzchVUBAACnxfTtqhdeeEE5OTnKz893uhQAABBlYjbkvP3226qurtZNN93kdCkAACAKxWTIWbZsmZYvX64pU6YEjX/wwQf67rvvHKoKAABEk5hbeLxq1SpdccUVgb1xWtTW1mrt2rV64403DvsYbAYIAEDssXrh8ZdffqmLLrpIu3fv1vTp00OOL1y40IGqAABANIqpkHPKKado165dTpcBAABiQEyuyQEAADgcQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEoxtRlgNPP7/fJ6vaqpqVFmZqZyc3PldrudLgsAgLhFyImA8vJyFRYWqqqqKjDm8XhUWlqq/Px8BysDACB+cbvqCJWXl6ugoCAo4EhSdXW1CgoKVF5e7lBlAADEN0LOEfD7/SosLFS4D3JvGSsqKpLf7+/q0gAAiHuEnCPg9XpDruAcyBijyspKeb3eLqwKAABIhJwjUlNTE9F5AAAgcgg5RyAzMzOi8wAAQOQQco5Abm6uPB6PXC5X2OMul0vZ2dnKzc3t4soAAAAh5wi43W6VlpZKUkjQafm+pKSE/XIAAHAAIecI5efnq6ysTFlZWUHjHo9HZWVl7JMDAIBDXCbc+58t5/P5lJaWptraWqWmpkbkMdnxGACAztXe1292PI4Qt9utvLw8p8sAAAD/D7erAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICV4nLH45ZPsvD5fA5XAgAA2qrldbutn0gVlyFnz549kqTs7GyHKwEAAO21Z88epaWlHXZeXH5AZ3Nzs7755hulpKTI5XI5XU6n8Pl8ys7OVmVlZcQ+hNQG9CUUPQlFT8KjL6HoSajO7IkxRnv27FG/fv2UkHD4FTdxeSUnISFBHo/H6TK6RGpqKn/xwqAvoehJKHoSHn0JRU9CdVZP2nIFpwULjwEAgJUIOQAAwEqEHEslJydrxowZSk5OdrqUqEJfQtGTUPQkPPoSip6EiqaexOXCYwAAYD+u5AAAACsRcgAAgJXi8i3ksaSpqUkvv/yyVqxYoZNPPlnDhw/XmWee6XRZiAL79u3TUUcd5XQZUYWehKIn4R2uL99//71eeOEFbdq0SaeffrpGjRql/v37d2GFXc/GPyusyYliH374oSZOnKi8vDzNnTs3ZL+Bv/3tb1q4cKFOPPFErVu3TiNGjNBtt90WtMFhc3OzFixYoNWrV6tfv3765z//qRtvvFEXX3xx0GPV1tZqxowZgXO3bt2qBx98UCeeeGLnP9E2evvtt/Xcc8/J4/Fo+/bt+vHHHzVnzpygXzzx0JPvvvtOxcXFWr9+vZYsWRJy3IkebNiwQTNnzlROTo5qamqUlJSkOXPmKCUlpRM6EOpQPWlsbNSMGTP05z//Wd9//71OPPFETZkyRVdccUXQvHjqycFWr16tESNGqKmpKWjctp5IbevLk08+qWnTpmn69Om64YYbQjads60vh+pJc3Oz/vjHP2r16tXq06ePtmzZogEDBujee+9V9+7dg+ZFZU8MotJbb71lunfvbu6+++6wx8vKykzPnj3N1q1bjTHG7Nu3z5x++ulm6tSpQfNuvvlmM3ToUNPQ0GCMMWbTpk2mZ8+e5q9//WtgTn19vRk+fLi54YYbAmMvvPCCycjIMNu2bYv0U+uQV155xfTu3dvs2LEjMPbAAw+Yk046yTQ2Nhpj4qMnS5YsMVOmTDGSzHnnnRdy3IkebNiwwaSnp5uXXnopMDZ58mRzzjnnmKampog870M5XE9+97vfmdGjR5tZs2aZa6+91vTs2dNIMk899VTQvHjqyYHq6+vNKaecYsK9HNjUE2Pa1pfZs2ebxMRE8+abb7b6ODb15XA9ufXWW01ubq5pbm42xhjT3NxsxowZY6666qqgedHaE0JOFNq2bZvp3bu3OeeccwJ/sA60d+9e06dPH3PllVcGjT/55JMmISHBfPHFF8YYYz788EMjyTz99NNB8yZOnGj69+8f+MP4hz/8wUgKvDC26N+/v7nssssi+dQ6bNy4cebMM88MGvviiy+MJLNmzZq460m/fv1CfiE51YMxY8aYAQMGBM3ZtGmTkWQef/zxI3qe7RGuJ59++qm57rrrgsY+++wzk5SUZAYPHhwYi6eeHOy2224zY8aMCQk5tvbEmNb7snjxYiPJ3HXXXa2ea2tfWutJamqquf3224PGHnvsMZOWlhb4Ppp7QsiJQldddZWRZJYsWRL2+HPPPRf2D9TmzZuNJFNUVGSMMebqq68O+wfqySefNJLMK6+8YowxZuDAgSYnJyfk50ycONEkJiYGXT1xSkFBgenRo4f57rvvAmPvvPOOSUhIMFVVVXHXk+OOOy7kF5ITPaioqDCSQoKVMT/94ho6dOiRPM12CdeTJ554wuzatStk7gUXXGB69OgR+D6eenKg9957z0yfPt3MmDEjJOTY2hNjwvdl//79ZtCgQaZ79+5m9+7drZ5ra19a+7OSkZER8g/M6dOnm5NOOinwfTT3hHdXRZl9+/bpxRdfVFJSklavXq3hw4ere/fuGjx4sJ599llJ0sqVKyVJgwYNCjo3JydHiYmJWrp0aWBeUlJSyGK5E044QZK0dOlS7dixQ5s2bQp5rJZ5+/fv1wcffBDx59le11xzjerr6zV+/Hht375d9fX1mjlzpu6//35lZWXFZU8O5kQPPvzww7A/s2Xep59+qtra2iN/ch00efJk9e7dO2Q8LS0taA1APPWkhc/nU0lJiaZPnx72eLz1ZPny5dqwYYNOPvlkTZs2TUOGDFGPHj103nnnadWqVYF58daX3/3ud1q9erWuu+46NTU1afPmzXr++ef12GOPBeZEc08IOVFm9erVqq+vV69evTR27FitWrVKVVVVGjhwoCZNmqRFixapqqpKktSnT5+gc10ul9LT07V582ZJUlVVldLT00M+aT0jI0OStHnz5lYf6+B5Trvwwgv16KOP6qOPPtKQIUM0atQo3XfffbrjjjskKS57cjAnetCWeVu2bOnwc+os69at01VXXRX4Ph57MnXqVM2ePVvdunULezzeeuL1eiVJKSkpmjlzpr744gutXr1aNTU1GjlyZOA5xFtfZs+ercsvv1xPPPGEhg0bpuuvv15///vfNWrUqMCcaO4JISfKfPPNN5KkG264QUOHDpX00//sp556SsnJybrnnntUX18vSUpKSgo5Pzk5WXV1dZKk+vr6VudIUl1d3WEfq2VeNLjpppv0m9/8Rnv27NEHH3ygRx55RD/88IMkxW1PDuRED2KxVx999JESExN13XXXBcbirSevvvqqBgwYoNNOO63VOfHWk5bfvffee6+OOeYYSdLgwYP18MMPq66uTg8++KCk+OuL2+3WwoULNWTIEK1bt07vvPOOnnrqKZkD3pgdzT0h5ESZxMSfti7KzMwMGs/IyNBZZ52ldevWBdLswW/3bBnr27dv4JzW5khS3759D/tYLfOctn//fk2YMEEDBgzQhg0bdOGFF2rx4sU6//zztXfv3rjsycGc6EGs9crv92vmzJl6+eWXg65gxFNPdu7cqaefflq33377IefFU0+k1n/3XnTRRUpISNCaNWskxV9fvv32W+Xl5enhhx/W8uXLdfzxx2v27NmaPHlyYE4094SQE2Wys7Ml/bQR1cEyMzPV3NysHj16SJJ27doVMmf37t3KysqSJPXr1y/snJbHzsrKCvyFPtw8pxUXF2vVqlWaNWuWPB6P3nzzTd1yyy369NNPNX/+fPXr109SfPXkYE704FA/Mxp7NXXqVE2fPj2wVqBFPPWkqKhI9957r5qamrRv3z7t27dP+/fvl6TA91J89URq/XdvYmKiMjIyAleN460vV1xxhc444wyNHj1aI0aM0Mcff6wRI0Zo4cKF+uijjyRFd08IOVFmyJAhSk1N1datW0OONTQ0KCUlRQUFBZKkjRs3Bh2vqKhQQ0ODRo4cKUkaNWqUGhoaAvc4W7ScN3LkSKWkpGj48OEhj9UyLzk5WWeffXYkntoRKSsr07BhwwL3fF0ul+bMmaOf/exnWr58eeD+cDz15GBO9CA3N1fJycmtzhs+fHgglDutuLhYF110kUaMGBFyLJ568vzzz+u0005T9+7dA1/333+/JAW+l+KrJ5ICf6db+907YMAASfHVlx9++EHvvvuufv7znwfGUlJS9Pjjj0v6abG2FN09IeREme7du+vSSy/Va6+9pubm5qBjX331lcaNG6dRo0apb9++WrZsWdDx999/X5I0YcIESdLll18uSWHnHXPMMbrgggskSb/5zW+0efNmVVdXB81bunSp/u3f/k29evWK1NPrsOTkZO3YsSNorGU1f8+ePeOyJwdzogdpaWm6+OKLQx6roqJCW7ZsCfxMp82bN0+nnHJK0GJJSVq0aJGk+OrJypUrQ76uvvrqoGNSfPVEks455xydcMIJWrx4cdD4t99+q9raWo0fP15SfPXF7XbL7XaH/O5tuRLas2dPSVHek3a94RxdYtu2baZXr15m/vz5gbElS5aYXr16mU2bNhljjHnmmWdMSkqKqaioMMYY09DQYIYOHRqyt8BVV11lzjzzzMCuwFu3bjU9evQI2kulrq7OnHrqqaawsDAw9tJLL5kePXqYtWvXdtbTbJc///nPJjEx0fzjH/8IjG3YsMEcffTRZunSpcaY+OpJRkaGOfvss0PGnejB2rVrzdFHH20WLVoUGLvhhhvM4MGDTV1dXSSebpu01pP58+eb4cOHm9mzZwd9XXPNNWbatGmBefHUk4OF2yfHGDt7YkzrfVm8eLE56qijzCeffBIYu+OOO8ywYcOCdtq1sS+t9eSaa64xOTk5QftNPffcc+bYY481O3fuDIxFa0/47Koo9eWXX+r3v/+9UlJSlJKSot27d+uee+7RqaeeGphTVlamZ599VkOGDNHGjRt12mmn6c4775Tb7Q7M8fv9Ki4u1ueff66BAwfq888/18SJE3XppZcG/bydO3dq6tSpSkpK0tFHH62NGzdq5syZgXd4RYM33nhDjzzyiHJyctS7d29VVFSosLAw6NaR7T1ZunSp/vKXv2j+/Pnq1q2b7r33Xo0ePVrDhg0LzHGiB59++qlmzZqlE044QbW1tWpqatKcOXMCiwg706F68uKLL+qKK65QuF9zLpdLX3/9deBfpfHSk3BmzpypWbNmhfTJpp5IbevLa6+9pkceeUSDBg1SU1OTkpOTVVxcHLTfkk19OVxP9u/frwULFui1117ToEGD1K1bN/3444+aMWNG0L440doTQg4AALASa3IAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgDrffbZZ8rPz9dVV12l3bt3O10OgC7CB3QCsN64ceP0/PPPa8uWLVq4cKEeffRRp0sC0AW4kgPAao2NjUpPT1dKSopOP/101dTUOF0SgC6S6HQBANCZkpKStHv3btXV1WnLli069thjnS4JQBfhdhUA633yySe67777lJqaqkceeUTp6elOlwSgCxByAACAlViTAyCqXX/99erfv/9h19L4fL5Wj23evFljx44NGf/xxx+PuD4A0YuQAyBqeb1e9e7dW2eddZbKy8tbnbdgwQK9+eabrR6fPn26Pvvss5DxH374QTNnziTsAJYi5ACIWnv37tUDDzygKVOmqLq6Ouyc22+/XYmJibrsssvCHv/nP/+pF198UVVVVSFhxuPx6Prrr9d//dd/qa6uLuL1A3AWIQdA1BozZowkKSMjQ+GWDz7xxBOqrKzU5MmTW32Mu+66S6effrok6euvvw45fswxx+jmm2/WLbfcEqGqAUQLQg6AqFdfX6/u3bsHje3YsUO333677r333lbPW7Zsmbp3765LLrlEkrR+/fqw8/71X/9Vn332md54443IFQ3AcYQcAFFvyZIlSk1NDRp7/PHHlZWVpZNOOqnV86ZNm6a7775bJ554oqTWQ44kXXLJJXrggQciUzCAqEDIARDVvvzyS02fPl29evUKGn/llVd0xhlntHre4sWLlZGRoTPOOCMQcr766qtW5w8dOlQrVqxQZWVlROoG4DxCDoCotX//fk2cOFHHHnusevfuHRhvamrS559/rqysrLDnNTc366677tLdd98tSW26kuPxeCRJK1eujFT5ABxGyAEQtR544AFt27ZNN954o9LS0gLj33//vfbv36+ePXuGPe/ZZ59Vdna2fvGLX0iS0tPTlZ6erg0bNqi5uTnsOUcffbQkadu2bRF+FgCcwmdXAYhKa9as0X333ac//elP+vbbb5WSkhI4dqiN2hsaGjRr1iwde+yxgXdnST9d3amvr1dFRYVycnJCzktM/OnXYVNTU+SeBABHcSUHQNRpaGjQxIkTNXz4cE2cOFG7du1SUlJS4HifPn3kdru1d+/ekHMXLFigc889VytXrtSSJUsCX7/+9a8ltX7Lqr6+PvDYAOzAlRwAUeeee+7R+vXr9cknn8jlcsnn82nv3r3auXOntm7dqjPPPFNDhgzRN998E3TeDz/8oHnz5umDDz4IecyTTz5Z0k8h58ArPC22b98uSRoyZEgnPCMATiDkAIgqK1eu1Ny5c1VUVKTTTjtN0k+3kv70pz+pW7dumjdvniRp3Lhxevnll4POvfvuu3XJJZcEFhEf6Pjjj5ckffzxx2F/7pdffqk+ffpo+PDhkXw6ABzE7SoAUaOurk6TJk1SZmamZs2aFRgfO3asXnnlFZ1zzjmBTQGvvfZabdq0SRUVFZKkW2+9VQsWLNDGjRtDruT89a9/1f/+7/9KkhYtWqTS0tKQn/33v/9d119/fWBtDoDY5zKHWsEHAFFszpw5qq6uVklJyRE9zqZNmzRmzBitWbMm8C4rALGPKzkAYtbtt9+uTZs2yev1dvgxGhsbdfPNN6usrIyAA1iGkAMgZrlcLr300ktatGiR1qxZ0+7zGxoaNHXqVBUXFx9y92QAsYnbVQCs8PHHH+vnP/95u87ZvHmz0tPTQz4yAoAdCDkAAMBK3K4CAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFb6/wAN/wEEE6yH6wAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(lambdas,f[6], color = 'black')\n", - "\n", - "plt.xticks(fontsize=14)\n", - "plt.yticks(fontsize=14)\n", - "\n", - "plt.xlabel(r'$\\lambda (\\AA)$', fontsize=14)\n", - "plt.ylabel('Flux', fontsize=14)" - ] - }, - { - "cell_type": "markdown", - "id": "ebd0f9ef-eed0-40ef-83e2-d59f9baf0c99", - "metadata": {}, - "source": [ - "#### and we want to map this to redshifts" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "038e1d2e-8199-4b35-9949-3e6385f97ff3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(url='https://images.immediate.co.uk/production/volatile/sites/25/2020/04/Galaxy-Red-Shift-0fbfa50.jpg?quality=90&fit=700,394')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "377b85d2-9e4a-42ec-a347-502a5f644cd7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Counts')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(specz, bins = 50, histtype='step')\n", - "\n", - "\n", - "plt.xticks(fontsize=12)\n", - "plt.yticks(fontsize=12)\n", - "\n", - "plt.xlabel(r'Redshift', fontsize=14)\n", - "plt.ylabel('Counts', fontsize=14)" - ] - }, - { - "cell_type": "markdown", - "id": "b4798c74-7813-4be5-93b0-f6dd8af4a433", - "metadata": {}, - "source": [ - "## CREATE A NEURAL NETWORK" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "ae386d80-36e7-4dc9-817b-61446fe22347", - "metadata": {}, - "outputs": [], - "source": [ - "nnz = Photoz_network(num_gauss=2)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "46a00c9f-3c7b-472b-93df-0c19ed77adab", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(url= \"https://miro.medium.com/v2/resize:fit:1400/format:webp/1*SCz0aTETjTYC864Bqjt6Og.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "2f080eeb-d7fe-46ca-a980-56b1d3f1f39a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Photoz_network(\n", - " (features): Sequential(\n", - " (0): Linear(in_features=6, out_features=10, bias=True)\n", - " (1): Dropout(p=0.02, inplace=False)\n", - " (2): ReLU()\n", - " (3): Linear(in_features=10, out_features=20, bias=True)\n", - " (4): Dropout(p=0.02, inplace=False)\n", - " (5): ReLU()\n", - " (6): Linear(in_features=20, out_features=50, bias=True)\n", - " )\n", - " (measure_mu): Sequential(\n", - " (0): Linear(in_features=50, out_features=20, bias=True)\n", - " (1): Dropout(p=0.02, inplace=False)\n", - " (2): ReLU()\n", - " (3): Linear(in_features=20, out_features=10, bias=True)\n", - " (4): Dropout(p=0.02, inplace=False)\n", - " (5): ReLU()\n", - " (6): Linear(in_features=10, out_features=2, bias=True)\n", - " )\n", - " (measure_sigma): Sequential(\n", - " (0): Linear(in_features=50, out_features=20, bias=True)\n", - " (1): Dropout(p=0.02, inplace=False)\n", - " (2): ReLU()\n", - " (3): Linear(in_features=20, out_features=10, bias=True)\n", - " (4): Dropout(p=0.02, inplace=False)\n", - " (5): ReLU()\n", - " (6): Linear(in_features=10, out_features=2, bias=True)\n", - " )\n", - " (measure_coeffs): Sequential(\n", - " (0): Linear(in_features=50, out_features=20, bias=True)\n", - " (1): Dropout(p=0.02, inplace=False)\n", - " (2): ReLU()\n", - " (3): Linear(in_features=20, out_features=10, bias=True)\n", - " (4): Dropout(p=0.02, inplace=False)\n", - " (5): ReLU()\n", - " (6): Linear(in_features=10, out_features=2, bias=True)\n", - " )\n", - ")" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nnz" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "12eb9ee3-c732-487a-9fc1-77d7f3ec3a0e", - "metadata": {}, - "outputs": [], - "source": [ - "class Insight_module():\n", - " \"\"\" Define class\"\"\"\n", - " \n", - " def __init__(self, model):\n", - " self.model=model\n", - " self.device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", - " \n", - " def _get_dataloaders(self, input_data, target_data, val_fraction=0.1):\n", - " input_data = torch.Tensor(input_data)\n", - " target_data = torch.Tensor(target_data)\n", - " dataset = TensorDataset(input_data, target_data)\n", - "\n", - " trainig_dataset, val_dataset = torch.utils.data.random_split(dataset, [int(len(dataset)*(1-val_fraction)), int(len(dataset)*val_fraction)+1])\n", - " loader_train = DataLoader(trainig_dataset, batch_size=64, shuffle = True)\n", - " loader_val = DataLoader(val_dataset, batch_size=64, shuffle = True)\n", - "\n", - " return loader_train, loader_val\n", - "\n", - "\n", - " def _loss_function(self,mean, std, logmix, true):\n", - " log_prob = logmix - 0.5*(mean - true[:,None]).pow(2) / std.pow(2) - torch.log(std)\n", - "\n", - " log_prob = torch.logsumexp(log_prob, 1)\n", - " loss = -log_prob.mean()\n", - "\n", - " return loss \n", - "\n", - " def _to_numpy(self,x):\n", - " return x.detach().cpu().numpy()\n", - " \n", - " def train(self,input_data, target_data, nepochs=10, val_fraction=0.1, lr=1e-3 ):\n", - " self.model = self.model.train()\n", - " loader_train, loader_val = self._get_dataloaders(input_data, target_data, val_fraction=0.1)\n", - " optimizer = optim.Adam(self.model.parameters(), lr=lr, weight_decay=1e-4)\n", - " \n", - " self.model = self.model.to(self.device)\n", - "\n", - " for epoch in range(nepochs):\n", - " for input_data, target_data in loader_train:\n", - "\n", - " input_data = input_data.to(self.device)\n", - " target_data = target_data.to(self.device)\n", - "\n", - "\n", - " optimizer.zero_grad()\n", - "\n", - " mu, logsig, logmix_coeff = self.model(input_data)\n", - " logsig = torch.clamp(logsig,-6,2)\n", - " sig = torch.exp(logsig)\n", - "\n", - "\n", - " #print(mu,sig,target_data,torch.exp(logmix_coeff))\n", - "\n", - " loss = self._loss_function(mu, sig, logmix_coeff, target_data)\n", - "\n", - "\n", - " loss.backward()\n", - " optimizer.step() \n", - "\n", - " for input_data, target_data in loader_val:\n", - "\n", - "\n", - " input_data = input_data.to(self.device)\n", - " target_data = target_data.to(self.device)\n", - "\n", - "\n", - " mu, logsig, logmix_coeff = self.model(input_data)\n", - " logsig = torch.clamp(logsig,-6,2)\n", - " sig = torch.exp(logsig)\n", - "\n", - " loss_val = self._loss_function(mu, sig, logmix_coeff, target_data)\n", - "\n", - " print(f'training_loss:{loss}',f'testing_loss:{loss_val}')\n", - " \n", - " \n", - " def test(self,input_data, target_data):\n", - " self.model = self.model.eval()\n", - " self.model = self.model.to(self.device)\n", - "\n", - " input_data = input_data.to(self.device)\n", - " target_data = target_data.to(self.device)\n", - "\n", - " for ii in range(len(input_data)):\n", - "\n", - " mu, logsig, logmix_coeff = self.model(input_data)\n", - " logsig = torch.clamp(logsig,-6,2)\n", - " sig = torch.exp(logsig)\n", - "\n", - " mix_coeff = torch.exp(logmix_coeff)\n", - "\n", - " z = (mix_coeff * mu).sum(1)\n", - " zerr = torch.sqrt( (mix_coeff * sig**2).sum(1) + (mix_coeff * (mu - target_data[:,None])**2).sum(1))\n", - "\n", - " \n", - " return self._to_numpy(z),self._to_numpy(zerr)\n", - "\n", - "\n", - " #return model\n", - "\n", - "\n", - " \n", - " \n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "40a8de5c-436f-40c6-83c8-c3d4af954946", - "metadata": {}, - "outputs": [], - "source": [ - "insight =Insight_module(nnz)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "661b9a50-684f-4e7d-9293-a73ec5edb98f", - "metadata": {}, - "outputs": [], - "source": [ - "photoz_archive = archive(path = parent_dir)\n", - "f, ferr, specz = photoz_archive.get_training_data()" - ] - }, - { - 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} - ], - "source": [ - "insight.train(input_data=f, target_data=specz, nepochs=1000, val_fraction=0.1, lr=1e-4)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "eff8e565-4e6e-41a0-ad54-4035bea6b14b", - "metadata": {}, - "outputs": [], - "source": [ - "f_test, ferr_test, specz_test = photoz_archive.get_testing_data()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "3de57a3b-c356-4cec-b3e7-a68184c2b7ae", - "metadata": {}, - "outputs": [], - "source": [ - "z,zerr = insight.test(input_data=torch.Tensor(f_test), target_data=torch.Tensor(specz_test))" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "e06b0112-52d2-4adf-92d7-55b9afecdbf6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'z')" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from scipy.stats import gaussian_kde\n", - "\n", - "# Calculate the point density\n", - "xy = np.vstack([specz_test,z])\n", - "zd = gaussian_kde(xy)(xy)\n", - "\n", - "fig, ax = plt.subplots()\n", - "plt.scatter(specz_test, z,c=zd, s=10)\n", - "plt.xlim(0,2)\n", - "plt.ylim(0,2)\n", - "\n", - "plt.xlabel(r'$z_{\\rm s}$', fontsize = 14)\n", - "plt.ylabel('z', fontsize = 14)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d1a475bd-1644-4381-a3bb-c4f4601c291c", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ec107343-bb36-4a01-a004-9d59288d9e28", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6789f77b-8144-4b67-93ee-71fda7220cae", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f8487c14-3b26-4742-a5c0-e6a820400cc9", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2d185382-9ec6-4f0e-ab83-2540ad6c23c5", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "DLenv2", - "language": "python", - "name": "dlenv2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}