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ai-weather-sota-vs-time.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"provenance": [], | |
"authorship_tag": "ABX9TyMyL8OpRTm2mtrkhjM/VlPl", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/shoyer/f77647f3cc7231ae66c5c63b95bfc4a2/ai-weather-sota-vs-time.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Copyright 2024 Google LLC.\n", | |
"# SPDX-License-Identifier: Apache-2.0\n", | |
"import io\n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"import numpy as np\n", | |
"import matplotlib.patheffects\n", | |
"import re\n", | |
"from google.colab import files" | |
], | |
"metadata": { | |
"id": "Xh29eUb_P67h" | |
}, | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"id": "lQbHwGuDp1N_", | |
"outputId": "44f8875e-e26c-491f-da2a-e5190f6d6d46", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"<ipython-input-3-eaad74acf0aa>:29: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", | |
" df['First published'] = pd.to_datetime(df['First published'])\n" | |
] | |
} | |
], | |
"source": [ | |
"df = pd.read_csv(io.StringIO('''\n", | |
"Name,First published,Z500 3 day,IFS Z500 3 day,Skill relative to IFS\n", | |
"Dueben & Bauer 2018,Oct 2018,480,80,16.7\n", | |
"Weyn et al 2019,Jul 2019,70,25,35.7\n", | |
"WeatherBench,Feb 2020,626,154,24.6\n", | |
"Rasp & Thuerey 2020,Aug 2020,268,154,57.5\n", | |
"Weyn et al 2020,Aug 2020,373,154,41.3\n", | |
"Weyn et al 2021,June 2021,270,154,57.0\n", | |
"Clare et al 2021,Oct 2021,375,154,41.1\n", | |
"Keisler 2022,Feb 2022,175,135,77.1\n", | |
"FourCastNet,Feb 2022,220,135,61.4\n", | |
"Pangu-Weather,Nov 2022,133,135,101.5\n", | |
"GraphCast,Dec 2022,124,135,108.9\n", | |
"FengWu,Apr 2023,135,135,100.0\n", | |
"FuXi,Jun 2023,125,135,108.0\n", | |
"SFNO,Jun 2023,130,135,103.8\n", | |
"NeuralGCM (0.7 deg),Nov 2023,115,135,117.4\n", | |
"GenCast,Dec 2023,130,135,103.8\n", | |
"Stormer,Dec 2023,125,135,108.0\n", | |
"WindBorne,Feb 2024,122.85,135,109.9\n", | |
"HEAL-ViT,Feb 2024,120,135,112.5\n", | |
"SwinV2,Apr 2024,124,135,108.9\n", | |
"ArchesWeather,May 2024,135,135,100.0\n", | |
"Aurora,May 2024,130,135,103.8\n", | |
"AIFS,Jun 2024,16.4,16.8,102.1\n", | |
"FuXi-ENS,Aug 2024,122,132,108.2\n", | |
"ECMWF ENS Mean,Jan 2020,132,135,102.2727273\n", | |
"'''), header=0)\n", | |
"df['First published'] = pd.to_datetime(df['First published'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(7, 4.5))\n", | |
"\n", | |
"x = df['First published']\n", | |
"y = df['Skill relative to IFS']\n", | |
"\n", | |
"def plot_all(ax):\n", | |
" ax.axhline(100, color='C1', zorder=-1)\n", | |
" ax.scatter(x[:-1], y[:-1])\n", | |
" ax.step(x[:-1].tolist() + [pd.Timestamp('20250101')], np.maximum.accumulate(y)[:-1].tolist() + [y[:-1].values.max()], where='post')\n", | |
"\n", | |
" for i, txt in enumerate(df['Name'][:-1]):\n", | |
" txt = re.sub(r'\\s\\d{4}', '', txt)\n", | |
" txt = txt.replace(' (0.7 deg)', '').replace(' & ', ' &\\n')\n", | |
" txt = txt.replace('Pangu-Weather', 'Pangu')\n", | |
" ax.annotate(\n", | |
" txt,\n", | |
" (x[i], y[i]),\n", | |
" xytext=(0, 5),\n", | |
" size=8,\n", | |
" textcoords='offset points',\n", | |
" horizontalalignment='right' if txt == 'Pangu' else 'center',\n", | |
" annotation_clip=True,\n", | |
" path_effects=[matplotlib.patheffects.withStroke(linewidth=2, foreground=\"white\")],\n", | |
" )\n", | |
"\n", | |
"plot_all(ax)\n", | |
"plt.ylabel('Z500 RMSE skill vs. ECMWF HRES')\n", | |
"plt.xlabel('Date of release')\n", | |
"plt.xlim(pd.Timestamp('20180401'), pd.Timestamp('20241201'))\n", | |
"plt.ylim(0, None)\n", | |
"\n", | |
"sns.despine()\n", | |
"\n", | |
"subax = ax.inset_axes((0.81, 0.13, 0.5, 0.6))\n", | |
"plot_all(subax)\n", | |
"\n", | |
"\n", | |
"sub_times = pd.date_range('2022', '2025', freq='12MS')\n", | |
"subax.set_xticks(sub_times, sub_times.strftime('%Y-%m'))\n", | |
"\n", | |
"subax.set_xlim(pd.Timestamp('20220701'), pd.Timestamp('20241201'))\n", | |
"subax.set_ylim(98, 120)\n", | |
"\n", | |
"subax.axhline(100, color='C1', zorder=-1)\n", | |
"\n", | |
"ax.indicate_inset_zoom(subax, edgecolor=\"gray\", clip_on=False, zorder=-1)\n", | |
"\n", | |
"plt.title('State of the art in AI weather prediction', y=1.02)\n", | |
"\n", | |
"fig.text(0.97, 0.02, 'Authors:\\[email protected]\\[email protected]', fontsize=8)\n", | |
"\n", | |
"fig.savefig('/tmp/fig.png', dpi=200, bbox_inches='tight')\n", | |
"\n", | |
"files.download(\"/tmp/fig.png\")\n" | |
], | |
"metadata": { | |
"colab": { | |
"height": 456, | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "0yj1eSuJp8ku", | |
"outputId": "127bc0bc-510b-42d8-a311-3f0cbbb5be60" | |
}, | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
], | |
"application/javascript": [ | |
"\n", | |
" async function download(id, filename, size) {\n", | |
" if (!google.colab.kernel.accessAllowed) {\n", | |
" return;\n", | |
" }\n", | |
" const div = document.createElement('div');\n", | |
" const label = document.createElement('label');\n", | |
" label.textContent = `Downloading \"${filename}\": `;\n", | |
" div.appendChild(label);\n", | |
" const progress = document.createElement('progress');\n", | |
" progress.max = size;\n", | |
" div.appendChild(progress);\n", | |
" document.body.appendChild(div);\n", | |
"\n", | |
" const buffers = [];\n", | |
" let downloaded = 0;\n", | |
"\n", | |
" const channel = await google.colab.kernel.comms.open(id);\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
"\n", | |
" for await (const message of channel.messages) {\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
" if (message.buffers) {\n", | |
" for (const buffer of message.buffers) {\n", | |
" buffers.push(buffer);\n", | |
" downloaded += buffer.byteLength;\n", | |
" progress.value = downloaded;\n", | |
" }\n", | |
" }\n", | |
" }\n", | |
" const blob = new Blob(buffers, {type: 'application/binary'});\n", | |
" const a = document.createElement('a');\n", | |
" a.href = window.URL.createObjectURL(blob);\n", | |
" a.download = filename;\n", | |
" div.appendChild(a);\n", | |
" a.click();\n", | |
" div.remove();\n", | |
" }\n", | |
" " | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
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"application/javascript": [ | |
"download(\"download_0927ab4f-edc1-46af-a26f-7e6b9ba41363\", \"fig.png\", 187665)" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 700x450 with 1 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [], | |
"metadata": { | |
"id": "IWUmL7okY6Bl" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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