diff --git "a/docs/example_gradio.ipynb" "b/docs/example_gradio.ipynb" new file mode 100644--- /dev/null +++ "b/docs/example_gradio.ipynb" @@ -0,0 +1,216 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "903ef1da-7471-41b5-8a50-41f1a87c8d3e", + "metadata": {}, + "source": [ + "# Interactive Example" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "00602ac3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/weiqiang/.local/miniconda3/envs/gradio/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from gradio_client import Client\n", + "import obspy\n", + "import numpy as np\n", + "import json\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import json" + ] + }, + { + "cell_type": "markdown", + "id": "d1a26f7b", + "metadata": {}, + "source": [ + "## 2. Prepare seismic waveforms\n", + "\n", + "Find more details in obspy's tutorials: \n", + "\n", + "[FDSN web service client for ObsPy](https://docs.obspy.org/packages/obspy.clients.fdsn.html#module-obspy.clients.fdsn)\n", + "\n", + "[Mass Downloader for FDSN Compliant Web Services](https://docs.obspy.org/packages/autogen/obspy.clients.fdsn.mass_downloader.html#module-obspy.clients.fdsn.mass_downloader)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e73c3e59", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import obspy\n", + "stream = obspy.read()\n", + "stream.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "dfe6a3a0-d5ab-43de-9b61-a14f4104e715", + "metadata": {}, + "outputs": [], + "source": [ + "stream.write(\"data.mseed\", format=\"MSEED\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "192d3e0b", + "metadata": {}, + "outputs": [], + "source": [ + "## Extract 3-component data\n", + "stream = stream.sort()\n", + "assert(len(stream) == 3)\n", + "data = []\n", + "for trace in stream:\n", + " data.append(trace.data)\n", + "data = np.array(data).T\n", + "assert(data.shape[-1] == 3)\n", + "\n", + "data_id = stream[0].get_id()[:-1]\n", + "timestamp = stream[0].stats.starttime.datetime.strftime(\"%Y-%m-%dT%H:%M:%S.%f\")[:-3]" + ] + }, + { + "cell_type": "markdown", + "id": "7c393657", + "metadata": {}, + "source": [ + "## 3. Predict P/S-phase picks using PhaseNet" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "674e064f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded as API: http://127.0.0.1:7860/ ✔\n" + ] + } + ], + "source": [ + "model = \"ai4eps/phasenet\"\n", + "# model = \"http://127.0.0.1:7860\"\n", + "client = Client(model, serialize=True)\n", + "_, picks_csv, picks_json = client.predict([\"data.mseed\"], json.dumps(data.tolist()), json.dumps([data_id]))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2b802ed7", + "metadata": {}, + "outputs": [], + "source": [ + "picks = pd.read_json(picks_json)\n", + "# picks = pd.read_csv(csv, parse_dates=[\"phase_time\"])\n", + "# print(picks)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "428eca9a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(len(stream), 1, figsize=(10, 10))\n", + "for i, tr in enumerate(stream):\n", + " ax[i].plot(tr.times(), tr.data, label=tr.stats.channel, c=\"k\")\n", + " for _, pick in picks.iterrows():\n", + " c = \"blue\" if pick[\"phase_type\"] == \"P\" else \"red\"\n", + " label = pick[\"phase_type\"] if i == 0 else None\n", + " ax[i].axvline((pick[\"phase_time\"]-tr.stats.starttime.datetime).total_seconds(), c=c, label=label, alpha=pick[\"phase_score\"])\n", + " ax[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e7572a8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13303dea", + "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": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}