{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Quickstart Tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hi! Welcome to $\\texttt{stella}$, a package to identify stellar flares using $\\textit{TESS}$ two-minute data. Here, we'll run through an example of how to create a convolutional neural network (CNN) model and how to use it to predict where flares are in your own light curves. Let's get started!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: leap-second auto-update failed due to the following exception: ValueError(\"Malformed URL: '//anaconda3/lib/python3.7/site-packages/astropy/utils/iers/data/Leap_Second.dat'\") [astropy.time.core]\n" ] } ], "source": [ "import os, sys\n", "sys.path.insert(1, '/Users/arcticfox/Documents/GitHub/stella/')\n", "import stella\n", "import numpy as np\n", "from tqdm import tqdm_notebook\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams['font.size'] = 20" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.1 Download the Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this network, we'll be using the models created and used in Feinstein et al. (2020). The models can be downloaded from MAST using the following:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models have already been downloaded to ~/.stella/models\n" ] } ], "source": [ "ds = stella.DownloadSets()\n", "ds.download_models()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s004_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s005_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s018_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s028_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s029_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s038_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s050_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s077_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s078_tess_v0.1.0_cnn.h5',\n", " '/Users/arcticfox/.stella/models/hlsp_stella_tess_ensemblemodel_s080_tess_v0.1.0_cnn.h5'],\n", " dtype='" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### create a lightkurve for a two minute target here for the example\n", "from lightkurve.search import search_lightcurve\n", "\n", "lc = search_lightcurve(target='tic62124646', mission='TESS', sector=13, exptime=120)\n", "lc = lc.download().PDCSAP_FLUX\n", "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the model we saved to predict flares on new light curves! This is where it becomes important to keep track of your models and your output directory. To be extra sure you know what model you're using, in order to predict on new light curves you $\\textit{must}$ input the model filename." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1/1 [00:00<00:00, 1.23it/s]\n" ] } ], "source": [ "cnn.predict(modelname=ds.models[0],\n", " times=lc.time.value, \n", " fluxes=lc.flux.value, \n", " errs=lc.flux_err.value)\n", "single_pred = cnn.predictions[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can inspect the model a bit more by calling `cnn.model.summary()` which details the layers, size, and output shapes for the $\\texttt{stella}$ models." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv1d (Conv1D) (None, 200, 16) 64 \n", "_________________________________________________________________\n", "max_pooling1d (MaxPooling1D) (None, 100, 16) 0 \n", "_________________________________________________________________\n", "dropout (Dropout) (None, 100, 16) 0 \n", "_________________________________________________________________\n", "conv1d_1 (Conv1D) (None, 100, 64) 3136 \n", "_________________________________________________________________\n", "max_pooling1d_1 (MaxPooling1 (None, 50, 64) 0 \n", "_________________________________________________________________\n", "dropout_1 (Dropout) (None, 50, 64) 0 \n", "_________________________________________________________________\n", "flatten (Flatten) (None, 3200) 0 \n", "_________________________________________________________________\n", "dense (Dense) (None, 32) 102432 \n", "_________________________________________________________________\n", "dropout_2 (Dropout) (None, 32) 0 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, 1) 33 \n", "=================================================================\n", "Total params: 105,665\n", "Trainable params: 105,665\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "cnn.model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et voila... Predictions!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,4))\n", "plt.scatter(cnn.predict_time[0], cnn.predict_flux[0],\n", " c=single_pred, vmin=0, vmax=1)\n", "plt.colorbar(label='Probability of Flare')\n", "plt.xlabel('Time [BJD-2457000]')\n", "plt.ylabel('Normalized Flux')\n", "plt.title('TIC {}'.format(lc.targetid));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you can loop through all 10 models provided and average over the predictions from each model. This is called $\\textit{ensembling}$ and can provide more accurate predictions than using a single model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1/1 [00:00<00:00, 1.29it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.33it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.35it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.34it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.36it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.33it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.34it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.34it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.34it/s]\n", "100%|██████████| 1/1 [00:00<00:00, 1.32it/s]\n" ] } ], "source": [ "preds = np.zeros((len(ds.models),len(cnn.predictions[0])))\n", "\n", "for i, model in enumerate(ds.models):\n", " cnn.predict(modelname=model,\n", " times=lc.time.value,\n", " fluxes=lc.flux.value,\n", " errs=lc.flux_err.value)\n", " preds[i] = cnn.predictions[0]\n", " \n", "avg_pred = np.nanmedian(preds, axis=0)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(figsize=(14,8), nrows=2,\n", " sharex=True, sharey=True)\n", "im = ax1.scatter(cnn.predict_time[0], cnn.predict_flux[0],\n", " c=avg_pred, vmin=0, vmax=1)\n", "ax2.scatter(cnn.predict_time[0], cnn.predict_flux[0],\n", " c=single_pred, vmin=0, vmax=1)\n", "ax2.set_xlabel('Time [BJD-2457000]')\n", "ax2.set_ylabel('Normalized Flux', y=1.2)\n", "\n", "fig.subplots_adjust(right=0.8)\n", "cbar_ax = fig.add_axes([0.81, 0.15, 0.02, 0.7])\n", "fig.colorbar(im, cax=cbar_ax, label='Probability')\n", "\n", "\n", "ax1.set_title('Averaged Predictions')\n", "ax2.set_title('Single Model Predictions')\n", "\n", "plt.subplots_adjust(hspace=0.4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There might not be a huge noticeable difference here, but if we zoom into a noisier region and look at both the light curves and the predictions over time, we see that the averaged values do a better job at marking a lower probability for these regions. (It should also be noted that using the `stella.FitFlares()` function, these potential flares are not marked as real. See [Other Fun Features](http://adina.feinste.in/stella/getting_started/other_features.html) for a demo on this class.) " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1661.0, 1665.0)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(figsize=(14,8), nrows=2,\n", " sharex=True)\n", "ax1.scatter(cnn.predict_time[0], cnn.predict_flux[0],\n", " c=avg_pred, vmin=0, vmax=1, cmap='Oranges_r', s=6)\n", "ax1.scatter(cnn.predict_time[0], cnn.predict_flux[0]-0.03,\n", " c=single_pred, vmin=0, vmax=1, cmap='Greys_r', s=6)\n", "ax1.set_ylim(0.93,1.05)\n", "ax2.plot(cnn.predict_time[0], single_pred, 'k')\n", "ax2.plot(cnn.predict_time[0], avg_pred, 'orange')\n", "ax1.set_title('Black = Single Model; Orange = Averaged Models')\n", "\n", "plt.xlim(1661,1665)" ] } ], "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 }