{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The modelr API\n", "\n", "Some small demos of the modelr API, hurriedly compiled. \n", "\n", "First, the usual preliminaries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And some less usual ones." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "from io import BytesIO\n", "from base64 import b64decode" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import requests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Let's build the request programmatically. We'll use the `requests` library, because it's nicer to use than `urllib2`. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "url = 'https://www.modelr.org/plot.json'\n", "\n", "params = { 'script': 'wedge_spatial.py',\n", " 'theta': 0,\n", " 'f': 25,\n", " 'colourmap': 'Greys',\n", " 'opacity': 0.5,\n", " 'tslice': 0.15,\n", " 'scale': '1.0,99',\n", " 'base1': 'variable-density',\n", " 'Rock0': '3000.0,1600.0,2500.0,50.0,50.0,50.0',\n", " 'Rock1': '2770.0,1780.0,2185.0,50.0,50.0,50.0',\n", " 'Rock2': '3000.0,1600.0,2500.0,50.0,50.0,50.0',\n", " 'type': \"scenario\"\n", " }" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/matt/anaconda/envs/python3/lib/python3.5/site-packages/requests/packages/urllib3/connectionpool.py:838: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/security.html\n", " InsecureRequestWarning)\n" ] } ], "source": [ "r = requests.get(url, params, verify=False)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "idata = b64decode(r.json()['data'])\n", "i = Image.open(BytesIO(idata))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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nn31w7bXXoqGhAevWrcNZZ51V7Y9BEARBDFBIzAE0NjZixowZmDFjBgAgHo8j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bOHp59+mqysLL3C1c3hw4fZuXMn06dP1zsU3SxYsCCqRw3MmDHDO+d8IEpKoLCw6nZ8PHToAJHS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\nF/Hb3/4Ws2fPpo5mCJqmIRKJwGw2U0chEwqFDD0JLhAIwG63U8dImjRHG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H7y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\n3Gokvvf9LX7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,18))\n", "plt.imshow(i)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model building\n", "\n", "The model-building URL is displayed in modelr, on the page https://www.modelr.io/model_builder (subscription only).\n", "\n", "Here's an example of a URL call againt the model-building endpoint:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://www.modelr.org/plot.json?script=slab_builder.py&interface_depth=80&x_samples=350&margin=50&left=0%2C40&right=30%2C130&layers=3&type=model_builder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This URL returns a JSON containing only a base64-encoded PNG — the model of the earth.\n", "\n", "Let's look at some actual code." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "url = 'https://www.modelr.org/plot.json'\n", "\n", "params = { 'script': 'slab_builder.py',\n", " 'interface_depth': 80,\n", " 'x_samples': 350,\n", " 'margin': 50,\n", " 'left': '0,40',\n", " 'right': '30,130',\n", " 'layers': 3,\n", " 'type': \"model_builder\"\n", " }" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/matt/anaconda/envs/python3/lib/python3.5/site-packages/requests/packages/urllib3/connectionpool.py:838: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/security.html\n", " InsecureRequestWarning)\n" ] } ], "source": [ "r = requests.get(url, params, verify=False)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "idata = b64decode(r.json()['data'])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "i = Image.open(BytesIO(idata))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(i)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forward model\n", "\n", "Now let's try to model this." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "time = range(0,99)\n", "traces = range(1,350)\n", "freqs = range(10,100)\n", "\n", "data = r.json()['data']\n", "\n", "url_fm = 'https://www.modelr.org/forward_model.json'" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "p = {\n", " 'data': data,\n", " 'metadata':{'time': time,\n", " 'trace': traces,\n", " 'f': freqs}\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually... I don't think there's an easy way to do this right now.\n", "\n", "We really need to be able to do the following:\n", "\n", "- Make a 2D or 3D wedge model\n", "- Send that model back with some seismic parameters and get a synthetic back\n", "- Get the synthetic, or part of it, as a SEG-Y\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 1 }