diff --git a/nb/braai_run.ipynb b/nb/braai_run.ipynb deleted file mode 100644 index 600a2ac..0000000 --- a/nb/braai_run.ipynb +++ /dev/null @@ -1,231 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run `braai`" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from IPython.core.display import display, HTML\n", - "from tensorflow.keras.models import model_from_json, load_model\n", - "from tensorflow.keras.utils import normalize as tf_norm\n", - "import json\n", - "from bson.json_util import loads, dumps\n", - "import numpy as np\n", - "import pandas as pd\n", - "import gzip\n", - "import os\n", - "import io\n", - "from astropy.io import fits\n", - "\n", - "import matplotlib.pyplot as plt\n", - "# plt.style.use(['dark_background'])\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def load_model_helper(path, model_base_name):\n", - " \"\"\"\n", - " Build keras model using json-file with architecture and hdf5-file with weights\n", - " \"\"\"\n", - " with open(os.path.join(path, f'{model_base_name}.architecture.json'), 'r') as json_file:\n", - " loaded_model_json = json_file.read()\n", - " m = model_from_json(loaded_model_json)\n", - " m.load_weights(os.path.join(path, f'{model_base_name}.weights.h5'))\n", - "\n", - " return m" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "def make_triplet(alert, normalize: bool = False, old_norm: bool = False, to_tpu: bool = False):\n", - " \"\"\"\n", - " Feed in alert packet\n", - " \"\"\"\n", - " cutout_dict = dict()\n", - "\n", - " for cutout in ('science', 'template', 'difference'):\n", - " cutout_data = loads(dumps([alert[f'cutout{cutout.capitalize()}']['stampData']]))[0]\n", - "\n", - " # unzip\n", - " with gzip.open(io.BytesIO(cutout_data), 'rb') as f:\n", - " with fits.open(io.BytesIO(f.read())) as hdu:\n", - " data = hdu[0].data\n", - " # replace nans with zeros\n", - " cutout_dict[cutout] = np.nan_to_num(data)\n", - " # normalize\n", - " if normalize:\n", - " if not old_norm:\n", - " cutout_dict[cutout] /= np.linalg.norm(cutout_dict[cutout])\n", - " else:\n", - " # model <= d6_m7\n", - " cutout_dict[cutout] = tf_norm(cutout_dict[cutout])\n", - "\n", - " # pad to 63x63 if smaller\n", - " shape = cutout_dict[cutout].shape\n", - " if shape != (63, 63):\n", - " # print(f'Shape of {candid}/{cutout}: {shape}, padding to (63, 63)')\n", - " cutout_dict[cutout] = np.pad(cutout_dict[cutout], [(0, 63 - shape[0]), (0, 63 - shape[1])],\n", - " mode='constant', constant_values=1e-9)\n", - "\n", - " triplet = np.zeros((63, 63, 3))\n", - " triplet[:, :, 0] = cutout_dict['science']\n", - " triplet[:, :, 1] = cutout_dict['template']\n", - " triplet[:, :, 2] = cutout_dict['difference']\n", - " \n", - " if to_tpu:\n", - " # Edge TPUs require additional processing\n", - " triplet = np.rint(triplet * 128 + 128).astype(np.uint8).flatten()\n", - " \n", - " return triplet" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_triplet(tr):\n", - " fig = plt.figure(figsize=(8, 2), dpi=100)\n", - " ax = fig.add_subplot(131)\n", - " ax.axis('off')\n", - " ax.imshow(tr[:, :, 0], origin='upper', cmap=plt.cm.bone)\n", - " ax2 = fig.add_subplot(132)\n", - " ax2.axis('off')\n", - " ax2.imshow(tr[:, :, 1], origin='upper', cmap=plt.cm.bone)\n", - " ax3 = fig.add_subplot(133)\n", - " ax3.axis('off')\n", - " ax3.imshow(tr[:, :, 2], origin='upper', cmap=plt.cm.bone)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Load the model and run classifier" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "model = load_model_helper(path='../models', model_base_name='d6_m7')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "An alert from a SN detected in $i$-band" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.4333333373069763\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "array([[0.9999416]], dtype=float32)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "with open('714287740515015072.json', 'r') as f:\n", - " al = json.load(f)\n", - "print(al['candidate']['rb'])\n", - "tr = make_triplet(al, normalize=True, old_norm=False)\n", - "plot_triplet(tr)\n", - "tr = make_triplet(al, normalize=True, old_norm=True)\n", - "plot_triplet(tr)\n", - "model.predict(np.expand_dims(tr, axis=0))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}