{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Understanding and writing algorithms\n", "\n", "`cfsPOPCON` is a library for running many simple interdependent calculations which have physically-meaningful inputs and outputs.\n", "\n", "Although the example cases run through a pre-defined set of calculations, we wanted to allow users to change the order of the calculations, switch calculations on and off, and let users decide whether they want variables to be calculated or set as inputs.\n", "\n", "To make this easier to do, we developed the `Algorithm` class. This has a fairly complicated implementation (see `cfspopcon/algorithm_class.py`), but it is straightforward to use.\n", "\n", "In this notebook, we'll discuss what the `Algorithm` class is doing, and how to implement your own algorithms." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/tbody/Projects/cfspopcon\n", "Running in /Users/tbody/Projects/cfspopcon\n" ] } ], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "\n", "import xarray as xr\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pathlib import Path\n", "\n", "import cfspopcon\n", "from cfspopcon.unit_handling import Quantity, ureg\n", "\n", "# Change to the top-level directory. Required to find radas_dir in its default location.\n", "%cd {Path(cfspopcon.__file__).parents[1]}\n", "# As a sanity check, print out the current working directory\n", "print(f\"Running in {Path('').absolute()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What does an algorithm look like?\n", "\n", "To implement an algorithm, you need to first write a function such as the one below. Here, there are a few things to consider.\n", "\n", "1. The function name sets the algorithm name, which must be unique. To find all of the algorithms which have been defined, you can run `poetry run popcon_algorithms` at the command-line. This will make a file called `popcon_algorithms.yaml` which lists the inputs and outputs of all algorithms.\n", "2. The doc-string needs to be filled out with a one-line description, and a listing of all of the `Args` and `Returns` linking to an entry in `cfspopcon/variables.yaml`. The variables in cfspopcon are unit-aware, but it's still nice to remind a user of what the units are. You can add an extended description between the one-line description and the `Args/Returns` if you'd like. If you're adding a new variable, run `poetry run pre-commit run check_variables --all-files` to get a mostly-complete entry in `variables.yaml`.\n", "3. Input and return variables should have names matching entries in the physics glossary. If you want to add a new variable, you can extend the glossary.\n", "4. Input and return variables should have a type annotation. We often use `Unitfull`, which is a shorthand for `Union[Quantity, xr.DataArray]`.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from cfspopcon.algorithm_class import Algorithm, CompositeAlgorithm\n", "from cfspopcon.unit_handling import Unitfull\n", "\n", "def calc_plasma_volume_v2(major_radius: Unitfull, inverse_aspect_ratio: Unitfull, areal_elongation: Unitfull) -> Unitfull:\n", " \"\"\"Calculate the plasma volume inside an up-down symmetrical last-closed-flux-surface.\n", "\n", " Geometric formulas for system codes including the effect of negative triangularity :cite: `sauter`\n", " NOTE: delta=1.0 is assumed since this was found to give a closer match to 2D equilibria from FreeGS.\n", "\n", " Args:\n", " major_radius: [m] :term:`glossary link`\n", " inverse_aspect_ratio: [~] :term:`glossary link`\n", " areal_elongation: [~] :term:`glossary link`\n", "\n", " Returns:\n", " :term:`plasma_volume` [m^3]\n", " \"\"\"\n", " return (\n", " 2.0\n", " * np.pi\n", " * major_radius**3.0\n", " * inverse_aspect_ratio**2.0\n", " * areal_elongation\n", " * (np.pi - (np.pi - 8.0 / 3.0) * inverse_aspect_ratio)\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's nothing special about this function. You can pass in regular scalar arguments, using `pint.Quantity` arguments if units matter." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "6.842694303998302 meter3" ], "text/latex": [ "$\\begin{pmatrix}\\end{pmatrix}\\ \\mathrm{meter}^{3}$" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calc_plasma_volume_v2(\n", " major_radius = 1.0 * ureg.m,\n", " inverse_aspect_ratio = 0.5 / 1.0,\n", " areal_elongation = 1.5\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also pass in `xarray` arguments." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8uo+MJPXo0UN//vOftWXLFiUkJKhVq1Yu4//4xz82WHEAAAAX4vF9ZLp27Vr7whwOffPNN/UuqiFxHxkAAOzT4M9aOosTfQEAgK+o8+XXZ86cUW5uriorKxuyHgAAALd5HGROnTqlSZMmqWXLlurTp4+OHDkiSZo6daoWLFjQ4AUCAADUxuMgM2vWLP3zn/9UZmamQkJCnO3Jycl66623GrQ4AACAC/H4HJn169frrbfe0qBBg+RwOJztffr00aFDhxq0OAAAgAvxeI/MDz/8oKioqPPaT5486RJsAAAAGpvHQeaqq67SBx984Hx9NrwsXbpUSUlJDVcZAADARXh8aOnJJ5/UyJEj9dVXX6myslIvvPCCvvrqK23dulVZWVmNUSMAAECNPN4jc91112n37t2qrKxUv3799NFHHykqKkrZ2dlKSEhojBoBAABq5PGdfW3DnX0BALCPu7/fHu+R8ff3V1FR0Xntx44dk7+/v6eLAwAAqDOPg0xtO3DKy8sVFBRU74IAAADc5fbJvosXL5b076uUli5dqtDQUOe4qqoqffrpp4qPj2/4CgEAAGrhdpBZuHChpH/vkVmyZInLYaSgoCB16dJFS5YsafgKAQAAauF2kDn71Othw4bpnXfeUZs2bRqtKAAAAHd4fI5MRkaG2rRpw9OvAQCA13kcZH7++Weefg0AAHyCx0Fm5syZPP0aAFBvlVXVF3wNuIOnXwMAmpwxRplf/6C0zQeVW1imuOgwTRneXcPjo3gAMTzC068BAE2qsqpa6fuL9Ls3dmhXXrFOnanSrrxi3ffGDm3eX8SeGXiEp18DAJpUgL+f0jYf1Ln3VzVGSss4qAB/j3+acAnj6dcAgCaXW1hWc3tBze1AbXj6NQCgycVFh9XcHlNzO1Abj/fISNIVV1yhV199taFrAQBcAiqrqjVleHfd98YOl8NLDoeUOqy7KquqObwEt9UpyEhSUVGRioqKVF3telJW//79610UAKD5CvD30/D4KC29+yqlZRxUbkGZ4mLClDqMq5bgOY+DTE5OjiZOnKh9+/ad9yRsh8OhqqqqBisOANA8ORwODenZTiN6RTvbKquqCTHwmMdB5re//a169uypZcuWKTo6mj86AECdnHv4iMNJqAuPg8w333yjdevWqXv37o1RDwAAgNs8jr8jRozQP//5z8aoBQAAwCMe75FZunSpJk6cqL1796pv374KDAx0Gf+f//mfDVYcAADAhXgcZLKzs7VlyxZ9+OGH543jZF8AANCUPD60NHXqVN155506evSoqqurXQZCDAAAaEoeB5ljx45p+vTpio6OvvjEAAAAjcjjIHPLLbcoIyOjMWoBAADwiMfnyPTs2VOzZs3SZ599pn79+p13su8f//jHBisOAADgQhzm3NvzXkTXrl1rX5jDoW+++abeRTWk0tJSRUREqKSkROHh4d4uBwAAuMHd32+P98gcPny4XoUBAAA0FO4HDQAArOVWkJkxY4ZOnjzp9kJnzZqln376qc5FAQAAuMOtIPPCCy/o1KlTbi80LS1NxcXFda0JAADALW6dI2OMUc+ePd1+0rUne28AAADqyq0gs3z5co8XzA3zAABAY3MryEycOLGx6wAAAPCYV69amj9/vq6++mqFhYUpKipKY8eOVW5urss0p0+fVmpqqtq2bavQ0FCNGzdOhYWFXqoYAAD4Eq8GmaysLKWmpmrbtm36+OOPVVFRoRtvvNHlHJvp06frvffe09q1a5WVlaX8/HzdcsstXqwaAAD4Co/v7NuYfvjhB0VFRSkrK0u/+tWvVFJSonbt2mnlypW69dZbJUn79+9Xr169lJ2drUGDBl10mdzZFwAA+7j7++1TN8QrKSmRJEVGRkqScnJyVFFRoeTkZOc08fHx6tSpk7Kzs2tcRnl5uUpLS10GAADQPPlMkKmurta0adN07bXXqm/fvpKkgoICBQUFqXXr1i7TRkdHq6CgoMblzJ8/XxEREc4hNja2sUsHAABe4jNBJjU1VXv37tXq1avrtZxZs2appKTEOeTl5TVQhQAAwNd4/NDIxjBlyhS9//77+vTTT9WxY0dne0xMjM6cOaPi4mKXvTKFhYWKiYmpcVnBwcEKDg5u7JIBAIAP8OoeGWOMpkyZonfffVebN29W165dXcYnJCQoMDBQ6enpzrbc3FwdOXJESUlJTV0uAADwMV7dI5OamqqVK1dqw4YNCgsLc573EhERoRYtWigiIkKTJk3SjBkzFBkZqfDwcE2dOlVJSUluXbEEAACaN69efl3bs5uWL1+ue+65R9K/b4j34IMPatWqVSovL1dKSopefPHFWg8tnYvLrwEAsI+7v98+dR+ZxkCQAQDAPlbeRwYAAMATBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtrwaZTz/9VKNHj1aHDh3kcDi0fv16l/HGGD3++ONq3769WrRooeTkZB04cMA7xQIAAJ/j1SBz8uRJDRgwQGlpaTWOf/rpp7V48WItWbJE27dvV6tWrZSSkqLTp083caUAAMAXBXjzzUeOHKmRI0fWOM4Yo0WLFmn27NkaM2aMJOmNN95QdHS01q9fr9tvv70pSwUAAD7IZ8+ROXz4sAoKCpScnOxsi4iIUGJiorKzs2udr7y8XKWlpS4DAABonnw2yBQUFEiSoqOjXdqjo6Od42oyf/58RUREOIfY2NhGrRMAAHiPzwaZupo1a5ZKSkqcQ15enrdLAgAAjcRng0xMTIwkqbCw0KW9sLDQOa4mwcHBCg8PdxkAAEDz5LNBpmvXroqJiVF6erqzrbS0VNu3b1dSUpIXKwMAAL7Cq1ctnThxQgcPHnS+Pnz4sHbv3q3IyEh16tRJ06ZN01/+8hf16NFDXbt21WOPPaYOHTpo7Nix3isaAAD4DK8GmR07dmjYsGHO1zNmzJAkTZw4UStWrNAjjzyikydP6v7771dxcbGuu+46bdy4USEhId4qGQAA+BCHMcZ4u4jGVFpaqoiICJWUlHC+DAAAlnD399tnz5EBAAC4GIIMAACwFkEGgJUqq6ov+BrApcGrJ/sCQF0YY5T59Q9K23xQuYVliosO05Th3TU8PkoOh8Pb5QFoQuyRAWCVyqpqpe8v0u/e2KFdecU6daZKu/KKdd8bO7R5fxF7ZoBLDEEGgFUC/P2Utvmgzr3e0hgpLeOgAvz5WgMuJXziAVgnt7Cs5vaCmtsBNF8EGQDWiYsOq7k9puZ2AM0XQQaAVSqrqjVleHede06vwyGlDuvOOTLAJYYgA8AqAf5+Gh4fpaV3X6WBnVqrVZC/BnZqraV3X6Xh8VGcIwNcYrj8GoB1HA6HhvRspxG9op1tlVXVXHoNXIL4rwsAK52754U9McCliU8+AACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBlckiqrqi/4GgBghwBvFwA0NWOMMr/+QWmbDyq3sExx0WGaMry7hsdHyeFweLs8AIAH2CODS0plVbXS9xfpd2/s0K68Yp06U6VdecW6740d2ry/iD0zAGAZggwuKQH+fkrbfFDGuLYbI6VlHFSAPx8JALAJ39q45OQWltXcXlBzOwDAdxFkcMmJiw6ruT2m5nYAgO8iyOCSUllVrSnDu+vcc3odDil1WHfOkQEAy1gRZNLS0tSlSxeFhIQoMTFRn3/+ubdLgqUC/P00PD5KS+++SgM7tVarIH8N7NRaS+++SsPjozhHBgAs4/OXX7/11luaMWOGlixZosTERC1atEgpKSnKzc1VVFSUV2qqrKp2+cE79zV8m8Ph0JCe7TSiV7SzrbKqmkuvAcBCDmPOvX7DtyQmJurqq6/W3/72N0lSdXW1YmNjNXXqVM2cOfOi85eWlioiIkIlJSUKDw+vdz3GGKXvL+IeJAAANCJ3f799ejfCmTNnlJOTo+TkZGebn5+fkpOTlZ2d3eT1cA8SAAB8i08HmR9//FFVVVWKjo52aY+OjlZBQUGN85SXl6u0tNRlaCjcgwQAAN/S7H5558+fr4iICOcQGxvboMvnHiQAAPgOnw4yl112mfz9/VVYWOjSXlhYqJiYmBrnmTVrlkpKSpxDXl5eg9bEPUgAAPAdPh1kgoKClJCQoPT0dGdbdXW10tPTlZSUVOM8wcHBCg8PdxkaCvcgAQDAt/h0kJGkGTNm6NVXX9Xrr7+uffv2afLkyTp58qTuvffeJq+Fe5AAAOBbfP4+MuPHj9cPP/ygxx9/XAUFBbryyiu1cePG804AbircgwQAAN/h8/eRqa+Gvo8MAABofM3iPjIAAAAXQpABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANby+Wct1dfZJzCUlpZ6uRIAAOCus7/bF3uSUrMPMmVlZZKk2NhYL1cCAAA8VVZWpoiIiFrHN/uHRlZXVys/P19hYWHN+gnVpaWlio2NVV5eXrN/OOal1Ffp0uovfW2+LqX+0teGYYxRWVmZOnToID+/2s+EafZ7ZPz8/NSxY0dvl9FkwsPDm/0H56xLqa/SpdVf+tp8XUr9pa/1d6E9MWdxsi8AALAWQQYAAFiLINNMBAcHa86cOQoODvZ2KY3uUuqrdGn1l742X5dSf+lr02r2J/sCAIDmiz0yAADAWgQZAABgLYIMAACwFkHGh6WlpalLly4KCQlRYmKiPv/881qnffXVV3X99derTZs2atOmjZKTk8+b/p577pHD4XAZbrrppsbuhls86euKFSvO60dISIjLNMYYPf7442rfvr1atGih5ORkHThwoLG74RZP+jp06NDz+upwODRq1CjnNL66XT/99FONHj1aHTp0kMPh0Pr16y86T2ZmpgYOHKjg4GB1795dK1asOG8aT9ZfU/K0v++8845uuOEGtWvXTuHh4UpKStKmTZtcpnniiSfO27bx8fGN2Av3eNrXzMzMGv+OCwoKXKbzxW3raV9r+jw6HA716dPHOY2vbtf58+fr6quvVlhYmKKiojR27Fjl5uZedL61a9cqPj5eISEh6tevn/7xj3+4jG/s72OCjI966623NGPGDM2ZM0c7d+7UgAEDlJKSoqKiohqnz8zM1IQJE5SRkaHs7GzFxsbqxhtv1L/+9S+X6W666SYdPXrUOaxataopunNBnvZV+vfNl37Zj++++85l/NNPP63FixdryZIl2r59u1q1aqWUlBSdPn26sbtzQZ729Z133nHp5969e+Xv76//+q//cpnOF7fryZMnNWDAAKWlpbk1/eHDhzVq1CgNGzZMu3fv1rRp03Tfffe5/LjX5W+lqXja308//VQ33HCD/vGPfygnJ0fDhg3T6NGjtWvXLpfp+vTp47JtP/vss8Yo3yOe9vWs3Nxcl75ERUU5x/nqtvW0ry+88IJLH/Py8hQZGXneZ9YXt2tWVpZSU1O1bds2ffzxx6qoqNCNN96okydP1jrP1q1bNWHCBE2aNEm7du3S2LFjNXbsWO3du9c5TaN/Hxv4pGuuucakpqY6X1dVVZkOHTqY+fPnuzV/ZWWlCQsLM6+//rqzbeLEiWbMmDENXWq9edrX5cuXm4iIiFqXV11dbWJiYswzzzzjbCsuLjbBwcFm1apVDVZ3XdR3uy5cuNCEhYWZEydOONt8dbv+kiTz7rvvXnCaRx55xPTp08elbfz48SYlJcX5ur7rr6m409+a9O7d28ydO9f5es6cOWbAgAENV1gjcKevGRkZRpI5fvx4rdPYsG3rsl3fffdd43A4zLfffutss2G7GmNMUVGRkWSysrJqnea2224zo0aNcmlLTEw0v//9740xTfN9zB4ZH3TmzBnl5OQoOTnZ2ebn56fk5GRlZ2e7tYxTp06poqJCkZGRLu2ZmZmKiopSXFycJk+erGPHjjVo7Z6qa19PnDihzp07KzY2VmPGjNGXX37pHHf48GEVFBS4LDMiIkKJiYlur7/G0BDbddmyZbr99tvVqlUrl3Zf2651kZ2d7bJuJCklJcW5bhpi/fmy6upqlZWVnfeZPXDggDp06KBu3brpjjvu0JEjR7xUYf1deeWVat++vW644QZt2bLF2d6ct+2yZcuUnJyszp07u7TbsF1LSkok6by/yV+62Oe2Kb6PCTI+6Mcff1RVVZWio6Nd2qOjo887plybRx99VB06dHD547npppv0xhtvKD09XU899ZSysrI0cuRIVVVVNWj9nqhLX+Pi4vTaa69pw4YN+vvf/67q6moNHjxY33//vSQ556vP+msM9d2un3/+ufbu3av77rvPpd0Xt2tdFBQU1LhuSktL9fPPPzfI58KXPfvsszpx4oRuu+02Z1tiYqJWrFihjRs36qWXXtLhw4d1/fXXq6yszIuVeq59+/ZasmSJ1q1bp3Xr1ik2NlZDhw7Vzp07JTXMd54vys/P14cffnjeZ9aG7VpdXa1p06bp2muvVd++fWudrrbP7dnt1hTfx83+oZGXogULFmj16tXKzMx0OQn29ttvd/67X79+6t+/v6644gplZmZqxIgR3ii1TpKSkpSUlOR8PXjwYPXq1Usvv/yy5s2b58XKGteyZcvUr18/XXPNNS7tzWW7XspWrlypuXPnasOGDS7njYwcOdL57/79+ysxMVGdO3fWmjVrNGnSJG+UWidxcXGKi4tzvh48eLAOHTqkhQsX6n//93+9WFnjev3119W6dWuNHTvWpd2G7Zqamqq9e/f6xLk7F8MeGR902WWXyd/fX4WFhS7thYWFiomJueC8zz77rBYsWKCPPvpI/fv3v+C03bp102WXXaaDBw/Wu+a6qk9fzwoMDNR//Md/OPtxdr76LLMx1KevJ0+e1OrVq936kvOF7VoXMTExNa6b8PBwtWjRokH+VnzR6tWrdd9992nNmjXn7aI/V+vWrdWzZ0/rtm1NrrnmGmc/muO2Ncbotdde01133aWgoKALTutr23XKlCl6//33lZGRoY4dO15w2to+t2e3W1N8HxNkfFBQUJASEhKUnp7ubKuurlZ6errLnohzPf3005o3b542btyoq6666qLv8/333+vYsWNq3759g9RdF3Xt6y9VVVVpz549zn507dpVMTExLsssLS3V9u3b3V5mY6hPX9euXavy8nLdeeedF30fX9iudZGUlOSybiTp448/dq6bhvhb8TWrVq3Svffeq1WrVrlcUl+bEydO6NChQ9Zt25rs3r3b2Y/muG2zsrJ08OBBt/7z4Svb1RijKVOm6N1339XmzZvVtWvXi85zsc9tk3wfN8gpw2hwq1evNsHBwWbFihXmq6++Mvfff79p3bq1KSgoMMYYc9ddd5mZM2c6p1+wYIEJCgoyb7/9tjl69KhzKCsrM8YYU1ZWZh566CGTnZ1tDh8+bD755BMzcOBA06NHD3P69Gmv9PEsT/s6d+5cs2nTJnPo0CGTk5Njbr/9dhMSEmK+/PJL5zQLFiwwrVu3Nhs2bDD/93//Z8aMGWO6du1qfv755ybv3y952tezrrvuOjN+/Pjz2n15u5aVlZldu3aZXbt2GUnm+eefN7t27TLfffedMcaYmTNnmrvuuss5/TfffGNatmxpHn74YbNv3z6TlpZm/P39zcaNG53TXGz9eZOn/X3zzTdNQECASUtLc/nMFhcXO6d58MEHTWZmpjl8+LDZsmWLSU5ONpdddpkpKipq8v79kqd9XbhwoVm/fr05cOCA2bNnj3nggQeMn5+f+eSTT5zT+Oq29bSvZ915550mMTGxxmX66nadPHmyiYiIMJmZmS5/k6dOnXJOc+531JYtW0xAQIB59tlnzb59+8ycOXNMYGCg2bNnj3Oaxv4+Jsj4sL/+9a+mU6dOJigoyFxzzTVm27ZtznFDhgwxEydOdL7u3LmzkXTeMGfOHGOMMadOnTI33nijadeunQkMDDSdO3c2v/vd77z+JXGWJ32dNm2ac9ro6Gjz61//2uzcudNledXV1eaxxx4z0dHRJjg42IwYMcLk5uY2VXcuyJO+GmPM/v37jSTz0UcfnbcsX96uZy+5PXc427+JEyeaIUOGnDfPlVdeaYKCgky3bt3M8uXLz1vuhdafN3na3yFDhlxwemP+ffl5+/btTVBQkLn88svN+PHjzcGDB5u2YzXwtK9PPfWUueKKK0xISIiJjIw0Q4cONZs3bz5vub64bevyd1xcXGxatGhhXnnllRqX6avbtaZ+SnL5HNb0HbVmzRrTs2dPExQUZPr06WM++OADl/GN/X3M068BAIC1OEcGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQa4BAwdOlTTpk2TJHXp0kWLFi3yaj11kZmZKYfDoeLiYm+X4rZfrnfJ3nUP+LIAbxcAoGl98cUXatWqlbfL8NjgwYN19OhRRUREeLuUOrN13QO+jCADXGLatWvn7RLqJCgoSDExMfVaxpkzZxQUFOTRPBUVFQoMDKzX+55l67oHfBmHloBm5uTJk7r77rsVGhqq9u3b67nnnnMZf+7hDYfDoZdfflk333yzWrZsqV69eik7O1sHDx7U0KFD1apVKw0ePFiHDh1y6/2feOIJXXnllXrttdfUqVMnhYaG6g9/+IOqqqr09NNPKyYmRlFRUfqf//kfl/mef/559evXT61atVJsbKz+8Ic/6MSJE87xNR1aWrdunfr06aPg4GB16dKlxr7OmzdPd999t8LDw3X//fdfsPZvv/1WDodDb731loYMGaKQkBC9+eabOnbsmCZMmKDLL79cLVu2VL9+/bRq1SqXeS+23s/Wc3bdn32v3bt3O8cXFxfL4XAoMzNTknT8+HHdcccdateunVq0aKEePXpo+fLlF+wDcKkhyADNzMMPP6ysrCxt2LBBH330kTIzM7Vz584LznP2x3737t2Kj4/Xb37zG/3+97/XrFmztGPHDhljNGXKFLdrOHTokD788ENt3LhRq1at0rJlyzRq1Ch9//33ysrK0lNPPaXZs2dr+/btznn8/Py0ePFiffnll3r99de1efNmPfLII7W+R05Ojm677Tbdfvvt2rNnj5544gk99thjWrFihct0zz77rAYMGKBdu3bpsccec6v+mTNn6oEHHtC+ffuUkpKi06dPKyEhQR988IH27t2r+++/X3fddZc+//xz5zx1We8X89hjj+mrr77Shx9+qH379umll17SZZddVq9lAs1Ogz1HG4DXlZWVmaCgILNmzRpn27Fjx0yLFi3MAw88YIwxpnPnzmbhwoXO8ZLM7Nmzna+zs7ONJLNs2TJn26pVq0xISIhbNcyZM8e0bNnSlJaWOttSUlJMly5dTFVVlbMtLi7OzJ8/v9blrF271rRt29b5OiMjw0gyx48fN8YY85vf/MbccMMNLvM8/PDDpnfv3s7XnTt3NmPHjnWrbmOMOXz4sJFkFi1adNFpR40aZR588EFjjHvr/Ww9Z9f92ffatWuXc/zx48eNJJORkWGMMWb06NHm3nvvdbt+4FLEHhmgGTl06JDOnDmjxMREZ1tkZKTi4uIuOF///v2d/46OjpYk9evXz6Xt9OnTKi0tdauOLl26KCwszGX+3r17y8/Pz6WtqKjI+fqTTz7RiBEjdPnllyssLEx33XWXjh07plOnTtX4Hvv27dO1117r0nbttdfqwIEDqqqqcrZdddVVbtX8S+fOU1VVpXnz5qlfv36KjIxUaGioNm3apCNHjkiq+3q/mMmTJ2v16tW68sor9cgjj2jr1q31Wh7QHBFkALiczOpwOGptq66u9nh5Z+evqe3s8r799lvdfPPN6t+/v9atW6ecnBylpaVJ+vcJuvVRl6uEzp3nmWee0QsvvKBHH31UGRkZ2r17t1JSUupV29lQZ4xxtlVUVLhMM3LkSH333XeaPn268vPzNWLECD300EN1fk+gOSLIAM3IFVdcocDAQJdzT44fP66vv/7ai1VdXE5Ojqqrq/Xcc89p0KBB6tmzp/Lz8y84T69evbRlyxaXti1btqhnz57y9/dv0Pq2bNmiMWPG6M4779SAAQPUrVs3l3Val/V+9gqmo0ePOtt+eeLvL6ebOHGi/v73v2vRokV65ZVXGqBHQPPB5ddAMxIaGqpJkybp4YcfVtu2bRUVFaX/9//+n8shHV/UvXt3VVRU6K9//atGjx6tLVu2aMmSJRec58EHH9TVV1+tefPmafz48crOztbf/vY3vfjiiw1eX48ePfT2229r69atatOmjZ5//nkVFhaqd+/ekuq23lu0aKFBgwZpwYIF6tq1q4qKijR79myXaR5//HElJCSoT58+Ki8v1/vvv69evXo1eP8Am/n2txsAjz3zzDO6/vrrNXr0aCUnJ+u6665TQkKCt8u6oAEDBuj555/XU089pb59++rNN9/U/PnzLzjPwIEDtWbNGq1evVp9+/bV448/rj//+c+65557Gry+2bNna+DAgUpJSdHQoUMVExOjsWPHukxTl/X+2muvqbKyUgkJCZo2bZr+8pe/uIwPCgrSrFmz1L9/f/3qV7+Sv7+/Vq9e3dDdA6zmML88QAsAPmrTpk0aOXKkTp8+7fFN7QA0X+yRAeDzCgsLtWHDBvXo0YMQA8AFQQaAR/r06aPQ0NAahzfffLNR3vPXv/61PvnkE+eVTHX15JNP1lr7yJEjG6haAE2JQ0sAPPLdd9+dd5nwWdHR0S73j/E1P/30k3766acax7Vo0UKXX355E1cEoL4IMgAAwFocWgIAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArPX/AVhgoNTQwtt5AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "major_radius = np.linspace(0.1, 2.0, num=5)\n", "major_radius = xr.DataArray(major_radius * ureg.m, coords=dict(dim_major_radius=major_radius))\n", "\n", "plt.figure()\n", "calc_plasma_volume_v2(\n", " major_radius = major_radius,\n", " inverse_aspect_ratio = 0.5 / 1.0,\n", " areal_elongation = 1.5\n", ").plot.scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's turn this into an Algorithm\n", "\n", "To turn this into an `Algorithm`, we just need to use the `register_algorithm` decorator. This doesn't change the function at all: it still behaves exactly like it did before.\n", "\n", "*N.b. if you call this cell twice, it will fail the second time since Algorithms must have unique names*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.842694303998302 meter ** 3\n" ] } ], "source": [ "@Algorithm.register_algorithm(return_keys=[\"plasma_volume\"])\n", "def calc_plasma_volume_v2(major_radius: Unitfull, inverse_aspect_ratio: Unitfull, areal_elongation: Unitfull) -> Unitfull:\n", " \"\"\"Calculate the plasma volume inside an up-down symmetrical last-closed-flux-surface.\n", "\n", " Geometric formulas for system codes including the effect of negative triangularity :cite: `sauter`\n", " NOTE: delta=1.0 is assumed since this was found to give a closer match to 2D equilibria from FreeGS.\n", "\n", " Args:\n", " major_radius: [m] :term:`glossary link`\n", " inverse_aspect_ratio: [~] :term:`glossary link`\n", " areal_elongation: [~] :term:`glossary link`\n", "\n", " Returns:\n", " :term:`plasma_volume` [m^3]\n", " \"\"\"\n", " return (\n", " 2.0\n", " * np.pi\n", " * major_radius**3.0\n", " * inverse_aspect_ratio**2.0\n", " * areal_elongation\n", " * (np.pi - (np.pi - 8.0 / 3.0) * inverse_aspect_ratio)\n", " )\n", "\n", "print(calc_plasma_volume_v2(\n", " major_radius = 1.0 * ureg.m,\n", " inverse_aspect_ratio = 0.5 / 1.0,\n", " areal_elongation = 1.5\n", "))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So what did we just do? When we called `register_algorithm`, the function was added to the `instances` class attribute of the `Algorithm` class." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "assert \"calc_plasma_volume_v2\" in Algorithm.instances" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get the Algorithm corresponding to our function by using `get_algorithm` with the function name. This algorithm knows the names of all of its input and return arguments." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Algorithm 'calc_plasma_volume_v2' has inputs ['major_radius', 'inverse_aspect_ratio', 'areal_elongation'] and returns ['plasma_volume']\n" ] } ], "source": [ "algorithm = Algorithm.get_algorithm(\"calc_plasma_volume_v2\")\n", "\n", "print(f\"Algorithm '{algorithm._name}' has inputs {algorithm.input_keys} and returns {algorithm.return_keys}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This Algorithm has a `run` method, which behaves a lot like calling the function itself. However, instead of returning a tuple of results, it returns an `xr.Dataset` of the results, where each return variable has a name." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "major_radius = np.linspace(0.1, 2.0, num=5)\n", "major_radius = xr.DataArray(major_radius * ureg.m, coords=dict(dim_major_radius=major_radius))\n", "\n", "ds = algorithm.run(\n", " major_radius = major_radius,\n", " inverse_aspect_ratio = 0.5 / 1.0,\n", " areal_elongation = 1.5\n", ")\n", "\n", "plt.figure()\n", "ds[\"plasma_volume\"].plot.scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to run, there is also an `update_dataset` method which runs on `xr.Dataset` inputs. The difference to `.run` is that the input dataset can contain things which aren't used by the algorithm. Since the algorithm knows the name of all of the input arguments, it can pick out the relevant parts of the input dataset." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = xr.Dataset(data_vars=dict(\n", " major_radius = major_radius,\n", " inverse_aspect_ratio = 0.5 / 1.0,\n", " areal_elongation = 1.5,\n", " why_did_i_define_this = xr.DataArray([1, 2, 3], dims=\"i_dont_know\")\n", "))\n", "\n", "ds = algorithm.update_dataset(ds)\n", "\n", "plt.figure()\n", "ds[\"plasma_volume\"].plot.scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a single function, this hasn't given us a huge advantage. Where Algorithms because very useful is when we have *many* algorithms which depend on each other. For instance, consider the following." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Algorithm: calc_inverse_aspect_ratio_from_major_and_minor_radius" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# If you have a single-line, simple function, you can use this shorthand.\n", "# N.b. we've given it a long name because calc_inverse_aspect_ratio is already defined\n", "Algorithm.from_single_function(\n", " func=lambda major_radius, minor_radius: minor_radius / major_radius,\n", " return_keys=[\"inverse_aspect_ratio\"],\n", " name=\"calc_inverse_aspect_ratio_from_major_and_minor_radius\",\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "major_radius = np.linspace(1.0, 2.0, num=5)\n", "major_radius = xr.DataArray(major_radius * ureg.m, coords=dict(dim_major_radius=major_radius))\n", "minor_radius = np.linspace(0.1, 1.0, num=5)\n", "minor_radius = xr.DataArray(minor_radius * ureg.m, coords=dict(dim_minor_radius=minor_radius))\n", "\n", "ds = xr.Dataset(data_vars=dict(\n", " major_radius = major_radius,\n", " minor_radius = minor_radius,\n", " areal_elongation = 1.5,\n", "))\n", "\n", "ds = Algorithm.get_algorithm(\"calc_inverse_aspect_ratio_from_major_and_minor_radius\").update_dataset(ds)\n", "ds = Algorithm.get_algorithm(\"calc_plasma_volume_v2\").update_dataset(ds)\n", "plt.figure()\n", "ds[\"plasma_volume\"].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we see that, using the `update_dataset` method, the Algorithm can figure out which outputs (i.e. `inverse_aspect_ratio`) from `calc_inverse_aspect_ratio_from_major_and_minor_radius` need to go into the inputs of `calc_plasma_volume_v2`.\n", "\n", "This is fairly neat already. However, what if we always call the same algorithms in the same order?\n", "\n", "Rather than having to write a wrapper algorithm, or remembering which inputs are calculated internally and which need to be defined as inputs, we can use the `CompositeAlgorithm` class by providing an ordered list of Algorithms." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CompositeAlgorithm 'my_composite_algorithm' has inputs ['major_radius', 'minor_radius', 'major_radius', 'areal_elongation'] and returns ['inverse_aspect_ratio', 'plasma_volume']\n" ] } ], "source": [ "algorithms = [\n", " \"calc_inverse_aspect_ratio_from_major_and_minor_radius\",\n", " \"calc_plasma_volume_v2\",\n", "]\n", "algorithms = [Algorithm.get_algorithm(alg) for alg in algorithms]\n", "\n", "composite_algorithm = CompositeAlgorithm(algorithms, name=\"my_composite_algorithm\", register=True)\n", "\n", "print(f\"CompositeAlgorithm '{composite_algorithm._name}' has inputs {composite_algorithm.input_keys} and returns {composite_algorithm.return_keys}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A second method is to use the `+` operator, although this is more for experimenting than to be used in finished code." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Anonymous CompositeAlgorithm has inputs ['major_radius', 'minor_radius', 'major_radius', 'areal_elongation'] and returns ['inverse_aspect_ratio', 'plasma_volume']\n" ] } ], "source": [ "alg1 = Algorithm.get_algorithm(\"calc_inverse_aspect_ratio_from_major_and_minor_radius\")\n", "alg2 = Algorithm.get_algorithm(\"calc_plasma_volume_v2\")\n", "\n", "print(f\"Anonymous CompositeAlgorithm has inputs {(alg1 + alg2).input_keys} and returns {(alg1 + alg2).return_keys}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "CompositeAlgorithms behave much the same as normal algorithms. If you give them a `name` and set `register=True`, they can be accessed using `Algorithm.get_algorithm`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CompositeAlgorithm: my_composite_algorithm" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Algorithm.get_algorithm(\"my_composite_algorithm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They also have the same methods." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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azw8bNkx03UZNXHr16lVjF8/GjRurlI0fPx7jx483YFRERES1T8rExdnZWSNxeZaMjAzcuXMHL774orpMqVQiLS0Nq1atwoEDB1BWVoaHDx9qtLrk5+fDy8tLrzj1YVKDc4mIiEgar7zyCi5cuKBRNnLkSAQEBOCTTz6Br68vrKyscPjwYQwePBgAcPXqVWRnZyM0NNQYIQNg4kJERCQLtT2ryMnJCYGBgRplDg4OqF+/vrp89OjRiI2Nhbu7O5ydnTF+/HiEhobWOKPI0Ji4EBERyYCxpkPXZNmyZbCwsMDgwYNRWlqK8PBwrF69WtJn6IqJCxEREQEAUlNTNT7b2toiMTFR682Qn3by5En4+vqiYcOGyM3NxS+//CJJF5NJreNCRERkrgRAgk0W5aO4uBiTJ08G8GTW8B9//CFJvUxciIiIZMCcNlkEngz+rV+/PmbMmAF3d3f16rv6YlcRERERSap3795QKBQoKCjA2bNnERISoi47cuSIXnUzcSEiIpIBOQ7OFevo0aMAnmwn8Oqrr+LRo0eixsk8C7uKiIiIZMDcuooOHz6Mu3fvYuHChbh//77eLS2VmLgQERGR5Ozs7JCQkAAASEhIkGxbAXYVERERyYA5dRUBgEKhgEKhqPKzvtjiQkREJAOCoJDkkIvHjx9zOjQREZG50ncNl8pDLjgdmoiIiEwCp0MTERGZOXMa48Lp0ERERGbO3Ma4cDo0ERERmQxOhyYiIjJj5tRVBABdu3ZV/+zj4wMfHx9J6mXiQkREJANSdPXIqavIUNhVRERERCaDLS5EREQyIEjQVcQWFyIiIqoVAgBB0PMw9pd4Snl5OUaNGoWsrCxJ62XiQkRERJKzsrLCjh07JK9XVOLy9ddfY+/everPU6dOhaurK7p27Ypbt25JFhwREVFdYW5L/gPAwIEDkZKSImmdosa4LFy4EElJSQCA9PR0JCYmYtmyZdizZw9iYmKwc+dOSYMkIiIyd+Y4q6hFixaYN28eTpw4gZCQEDg4OGicnzBhgs51ikpccnJy0Lx5cwBASkoKBg8ejDFjxqBbt27o1auXmCqJiIjqNJWggMKM1nEBgPXr18PV1RUZGRnIyMjQOKdQKGovcXF0dMS9e/fg5+eHgwcPIjY2FgBga2sr2bbVREREZNqkHpgLiExc+vbti/feew8dOnTAtWvX0K9fPwDATz/9hMaNG0sZHxERUZ1QOTNI3zrkqKysDFlZWWjWrBksLfVbiUXU4NzExESEhobi999/x44dO1C/fn0AQEZGBoYOHapXQERERHWRuW2yCACPHz/G6NGjYW9vj7Zt2yI7OxsAMH78eCxatEhUnaLSHldXV6xatapK+dy5c0UFQUREROYnLi4O58+fR2pqKv7yl7+oy8PCwjBnzhxMmzZN5zpFJS5paWk1nn/55ZfFVEtERFRnmeOsopSUFHzzzTfo0qULFIr/H1vbtm1x48YNUXWKSlyeNXPo6YCUSqWoYIiIiOoqc5xV9Pvvv8PDw6NKeXFxsUbeoAtRY1wePHigcdy5cwf79+/HSy+9hIMHD4oKhIiIiMxLx44dNRasrUxW1q1bh9DQUFF1impxcXFxqVLWt29fWFtbIzY2tspcbSIiIqqZOc4qWrhwISIiInDp0iVUVFRgxYoVuHTpEn744QccO3ZMVJ2S7lXk6emJq1evSlklERFRnfAkcdF3VpGxv4Wm7t27IzMzExUVFWjXrh0OHjwIDw8PpKenIyQkRFSdolpc/u///k/jsyAIyM3NxaJFi9C+fXtRgRAREZH5adasGb788kvJ6hOVuLRv3x4KhQLCn1K7Ll264KuvvpIkMCIiorrEHGcV1atXD7m5uVUG6N67dw8eHh6iJvOISlz+vISvhYUFXnjhBdja2oqpjoiIqM4T/nfoW4ec/LmBo1JpaSmsra1F1SkqcfH39xf1MCIiIno2c2pxWblyJYAns4jWrVsHR0dH9TmlUom0tDQEBASIqlvrxGXlypUYM2YMbG1t1QFVR8xuj0RERGQeli1bBuBJi8uaNWtQr1499Tlra2s0btwYa9asEVW31onLsmXLMHz4cNja2qoDehax21QTERHVaWbUV1Q5pKR3797YuXMn3NzcJKtb68Tl6XEthtimmoiIqE6TYpNEmXQVVTp69CgAGewOTURERPQ8f/zxh/F2h46NjdW60qVLl4oKhoiIqK4yx5Vzp02bZrzdoc+dO6fx+ezZs6ioqECrVq0AANeuXUO9evVEr4RHRERUl5nTrKJKRt0durKfCnjSouLk5ISvv/5aPeDmwYMHGDlyJHr06CEqEKMQVABUxo7C9JSXGzsCk2X1mH/e9GF9V7++8bpsxx3+p1KM8uIyANx/TyzZ7A6dkJCA+Ph4jVHCbm5uWLBgARISEkQFQkREVKcJCmkOGZHN7tAFBQX4/fffq5T//vvvKCwsFBUIERFRXWaOY1xkszv0G2+8gZEjR2Lnzp349ddf8euvv2LHjh0YPXo0Bg0apHU9aWlpiIyMhI+PDxQKBVJSUp57T2lpKaZPnw5/f3/Y2NigcePG3B+JiIhIhmSzO/SaNWvw8ccfY9iwYSj/33gHS0tLjB49GkuWLNG6nuLiYgQHB2PUqFFaJzxvvfUW8vPzsX79ejRv3hy5ublQqThugIiITJwZLUD3NFnsDm1vb4/Vq1djyZIl6lHBzZo1g4ODg071REREICIiQuvr9+/fj2PHjuHmzZtwd3cHADRu3FinZxIREcmROc4qqnTnzh3cuXOnSkNDUFCQznXpNUTfwcFB1EPF+ve//42OHTti8eLF+Oc//wkHBwcMGDAA8+fPh52dXbX3lZaWorS0VP25oKCgNsIlIiLSjQxbTPSRkZGBqKgoXL58ucpO0QqFAkqlUuc6RScuZ86cwbZt25CdnY2ysjKNczt37hRbbY1u3ryJ48ePw9bWFrt27cLdu3fx0Ucf4d69e9iwYUO198XHx2Pu3LkGiYmIiIiebdSoUWjZsiXWr18PT09P0VOgnyYqcUlOTsaIESMQHh6OgwcP4tVXX8W1a9eQn5+PN954Q++gqqNSqaBQKLB582a4uLgAeLKmzF//+lesXr262laXuLg4jZV/CwoK4Ovra7A4iYiIdGWOXUU3b97Ejh070Lx5c8nqFDWraOHChVi2bBl2794Na2trrFixAleuXMFbb70FPz8/yYL7M29vbzRs2FCdtABA69atIQgCfv3112rvs7GxgbOzs8ZBREQkK4JEh4y88sorOH/+vKR1impxuXHjBvr37w8AsLa2Vq+AFxMTgz59+hisW6Zbt27Yvn07ioqK4OjoCODJVgMWFhZo1KiRQZ5JRERE4qxbtw5RUVG4ePEiAgMDYWVlpXF+wIABOtcpKnFxc3NTLzTXsGFDXLx4Ee3atcPDhw/x+PFjrespKirC9evX1Z+zsrKQmZkJd3d3+Pn5IS4uDr/99hs2bdoEABg2bBjmz5+PkSNHYu7cubh79y6mTJmCUaNG1Tg4l4iISP4U/zv0rUM+0tPTceLECXz//fdVzokdnCuqq+jll1/GoUOHAABvvvkmJk6ciPfffx9Dhw7FK6+8onU9Z86cQYcOHdChQwcAT3ag7tChA2bNmgUAyM3NVW+BDQCOjo44dOgQHj58iI4dO2L48OGIjIzEypUrxXwNIiIi+TDDrqLx48fj7bffVq+59vQhJmkBRLa4rFq1CiUlJQCA6dOnw8rKCj/88AMGDx6MGTNmaF1Pr169qkyPetrGjRurlAUEBKiTJiIiIpKve/fuISYmBp6enpLVqXPiUlFRgT179iA8PBwAYGFhgWnTpkkWEBERUZ1khivnDho0CEePHkWzZs0kq1PnxMXS0hJjx47F5cuXJQuCiIiozpNid2cd7k9KSkJSUhJ++eUXAEDbtm0xa9Ys9Yr2JSUlmDx5MpKTk1FaWorw8HCsXr1ap9aTli1bIi4uDsePH0e7du2qDM6dMGGC1nVVEtVV1KlTJ2RmZsLf31/M7URERGRkjRo1wqJFi9CiRQsIgoCvv/4ar7/+Os6dO4e2bdsiJiYGe/fuxfbt2+Hi4oJx48Zh0KBBOHHihNbPWLduHRwdHXHs2LEqu0ErFIraS1w++ugjxMbGIicnByEhIVX2KKrNbQCIiIjMgSA8OfStQ1uRkZEan//+978jKSkJJ0+eRKNGjbB+/Xps2bIFffr0AQBs2LABrVu3xsmTJ9GlSxetnpGVlaV9QFoSlbj87W9/A6DZxKNQKCAIgujpTURERHWaEce4KJVKbN++HcXFxQgNDUVGRgbKy8sRFhamviYgIAB+fn5IT0/XOnExBFGJiyEyKCIiojpNwjEuf95M2MbGBjY2NlUuv3DhAkJDQ1FSUgJHR0fs2rULbdq0QWZmJqytreHq6qpxvaenJ/Ly8moMITY2FvPnz6/SG1OduLg4TJkyBe7u7lpdL2odF39//xqPSv3790dubq6YRxAREZFIvr6+cHFxUR/x8fHPvK5Vq1bIzMzEqVOn8OGHHyIqKgqXLl3S69krVqzQaTHaxMREPHz4UOvrRe8OrY20tDT88ccfhnwEERGRWVAITw596wCAnJwcjX35ntXaAjzZtqdyA8SQkBD8+OOPWLFiBYYMGYKysjI8fPhQo9UlPz8fXl5eNcYgCAJatmyp9U7QxcXFWl1XyaCJCxEREWlJwjEuYjcUVqlUKC0tRUhICKysrHD48GEMHjwYAHD16lVkZ2cjNDS0xjo2bNig83N1mWLNxIWIiKgOiouLQ0REBPz8/FBYWIgtW7YgNTUVBw4cgIuLC0aPHo3Y2Fi4u7vD2dkZ48ePR2ho6HMH5kZFRRk0biYuREREclDLC9DduXMHI0aMQG5uLlxcXBAUFIQDBw6gb9++AIBly5bBwsICgwcP1liAztiYuBAREclBLU+HXr9+fY3nbW1tkZiYiMTERD2DkpaoWUVERERExqBz4lJeXo5Ro0ZptZbLp59+qvW8bCIiojpNkOgwczonLlZWVtixY4dW18bFxVVZvIaIiIiewYwTl+vXr+PAgQPqJVIEPfY2ENVVNHDgQKSkpIh+KBEREZm/e/fuISwsDC1btkS/fv3Ui9KOHj0akydPFlWnqMG5LVq0wLx583DixIlnbrIoZrdHIiKiOq2WZxXVhpiYGFhaWiI7OxutW7dWlw8ZMgSxsbFISEjQuU5Ricv69evh6uqKjIwMZGRkaJwTu001ERFRXSblyrlycfDgQRw4cACNGjXSKG/RogVu3bolqk5uskhERCQHRtwd2lCKi4thb29fpfz+/fvVbkPwPHpPhxYEQa9BNkRERGSeevTogU2bNqk/KxQKqFQqLF68GL179xZVp+jEZdOmTWjXrh3s7OxgZ2eHoKAg/POf/xRbHREREZmZxYsXY+3atYiIiEBZWRmmTp2KwMBApKWl4bPPPhNVp6iuoqVLl2LmzJkYN24cunXrBgA4fvw4xo4di7t37yImJkZUMERERHWVAhKMcZEkEukEBgbi2rVrWLVqFZycnFBUVIRBgwYhOjoa3t7eouoUlbh88cUXSEpKwogRI9RlAwYMQNu2bTFnzhwmLkRERAQAcHFxwfTp0yWrT1Tikpubi65du1Yp79q1q3qONhEREenADKdDA0BJSQn+7//+D3fu3IFKpdI4N2DAAJ3rE5W4NG/eHNu2bcOnn36qUf7NN9+gRYsWYqokIiKq28xwVtH+/fsxYsQI3L17t8o5hUIBpVKpc52iEpe5c+diyJAhSEtLU49xOXHiBA4fPoxt27aJqZKIiIjMzPjx4/Hmm29i1qxZ8PT0lKROUYnL4MGDcerUKSxbtky99H/r1q1x+vRpdOjQQZLAiIiI6hQzbHHJz89HbGysZEkLIDJxAYCQkBD861//kiwQIiKiuswcV87961//itTUVDRr1kyyOrVOXAoKCuDs7Kz+uSb29vawtBSdExEREZEZWLVqFd58803897//Rbt27WBlZaVxXswWQVpnF25ubsjNzYWHhwdcXV2hUFQ/clmhUKBFixZYvXq16JXxiIiI6hQz7CraunUrDh48CFtbW6SmpmrkDmL3NtQ6cTly5Ajc3d0BAEePHq3x2tLSUqSkpODDDz/ElStXdA6KiIiozjHDxGX69OmYO3cupk2bBgsLvXcZAqBD4tKzZ89n/lyd9u3b4/Tp0+KiIiIiqmPMcYxLWVkZhgwZIlnSAkiwyWJJSQkKCgo0DgDw8PDAmTNn9A6QiIiITFNUVBS++eYbSesUNYK2uLgYn3zyCbZt24Z79+5VOS9mQRkiIqI6zQxXzlUqlVi8eDEOHDiAoKCgKoNzly5dqnOdohKXqVOn4ujRo0hKSsI777yDxMRE/Pbbb/jHP/6BRYsWiamSiIiobjPDMS4XLlxQr+928eJFjXM1TfKpiajEZffu3di0aRN69eqFkSNHokePHmjevDn8/f2xefNmDB8+XFQwREREZD6eN5lHDFFjXO7fv4+mTZsCAJydnXH//n0AQPfu3ZGWliZddERERHVE5eBcfQ9zJ6rFpWnTpsjKyoKfnx8CAgKwbds2dOrUCbt374arq6vEIRIREdUBZthV1Lt37xq7hI4cOaJznaISl5EjR+L8+fPo2bMnpk2bhsjISKxatQrl5eWiBtoQERGR+Wnfvr3G5/LycmRmZuLixYuIiooSVaeoxCUmJkb9c1hYGK5cuYKMjAw0b94cQUFBogIhIiKq06To6pFZi8uyZcueWT5nzhwUFRWJqlOSDYX8/f3h7+8vRVVERER1kxl2FVXn7bffRqdOnfD555/rfK/oxOXHH3/E0aNHcefOHahUKo1z7C4iIiKi6qSnp8PW1lbUvaISl4ULF2LGjBlo1aoVPD09q2yaRERERDoywxaXQYMGaXwWBAG5ubk4c+YMZs6cKapOUYnLihUr8NVXX+Hdd98V9VAiIiLSZI57Fbm4uGh8trCwQKtWrTBv3jy8+uqrouoUlbhYWFigW7duoh5IREREdcOGDRskr1PUAnQxMTFITEyUOhYiIiKiGolqcfn444/Rv39/NGvWDG3atKmyadLOnTslCY6IiKjOMJMxLm5ublqPd61ceV8XohKXCRMm4OjRo+jduzfq16/PAblERER6MpcxLsuXLzdo/aISl6+//ho7duxA//799Xp4WloalixZgoyMDOTm5mLXrl0YOHCgVveeOHECPXv2RGBgIDIzM/WKg4iIiKQhdkVcbYlKXNzd3dGsWTO9H15cXIzg4GCMGjWqypSpmjx8+BAjRozAK6+8gvz8fL3jICIikgUZtJhITalUIiUlBZcvXwYAtG3bFgMGDEC9evVE1ScqcZkzZw5mz56NDRs2wN7eXtSDASAiIgIRERE63zd27FgMGzYM9erVQ0pKiujnExERyYaZjHF52vXr19GvXz/89ttvaNWqFQAgPj4evr6+2Lt3r6hGEFGJy8qVK3Hjxg14enqicePGVQbnnj17Vky1WtmwYQNu3ryJf/3rX1iwYIFW95SWlqK0tFT9uaCgwFDhERER0f9MmDABzZo1w8mTJ+Hu7g4AuHfvHt5++21MmDABe/fu1blOUYmLtuNQpPbzzz9j2rRp+O9//wtLS+1Dj4+Px9y5cw0YGRERkX7MZXDu044dO6aRtABA/fr1sWjRItHrwYlKXGbPnq3VdVu3bsWAAQPg4OAg5jEalEolhg0bhrlz56Jly5Y63RsXF4fY2Fj154KCAvj6+uodExERkWTMsKvIxsYGhYWFVcqLiopgbW0tqk5RC9Bp64MPPpBs8GxhYSHOnDmDcePGwdLSEpaWlpg3bx7Onz8PS0tLHDlypNp7bWxs4OzsrHEQERGRYb322msYM2YMTp06BUEQIAgCTp48ibFjx2LAgAGi6hS9O7Q2BEG61M/Z2RkXLlzQKFu9ejWOHDmCb7/9Fk2aNJHsWURERLXNHLuKVq5ciaioKISGhqrHw1ZUVGDAgAFYsWKFqDoNmrg8T1FREa5fv67+nJWVhczMTLi7u8PPzw9xcXH47bffsGnTJlhYWCAwMFDjfg8PD9ja2lYpJyIiMjlm2FXk6uqK7777Dj///DOuXLkCAGjdujWaN28uuk6jJi5nzpxB79691Z8rx6FERUVh48aNyM3NRXZ2trHCIyIiqj1mmLgcP34c3bt3R4sWLdCiRQtJ6jRq4tKrV68au5M2btxY4/1z5szBnDlzpA2KiIiIJNGnTx80bNgQQ4cOxdtvv402bdroXadBB+cSERGRdirHuOh7yMnt27cxefJkHDt2DIGBgWjfvj2WLFmCX3/9VXSdBm1x8ff3r7I4HZmBigpjR2CyLAvLjR2CSbO9Z9RGYpN27lYjY4dgklSPS2rvYWbYVdSgQQOMGzcO48aNQ1ZWFrZs2YKvv/4acXFxePnll2ucEVwdvX8LFBUVQaVSaZRVTje+ePGivtUTERGRGWjSpAmmTZuG4OBgzJw5E8eOHRNVj6iuoqysLPTv3x8ODg5wcXGBm5sb3Nzc4OrqCjc3N1GBEBER1WmCRIcMnThxAh999BG8vb0xbNgwBAYGilruHxDZ4vL2229DEAR89dVX8PT0hEKhEPVwIiIiesIc13GJi4tDcnIybt++jb59+2LFihV4/fXX9dqgWVTicv78eWRkZKh3eiQiIiL6s7S0NEyZMgVvvfUWGjRoIEmdorqKXnrpJeTk5EgSABEREcEsu4oqu4iel7T0798fubm5WtUpqsVl3bp1GDt2LH777TcEBgZWmTkUFBQkploiIqI6yxy7irSVlpaGP/74Q6trRSUuv//+O27cuIGRI0eqyxQKBQRBgEKhgFKpFFMtERERUY1EJS6jRo1Chw4dsHXrVg7OJSIikoIZruNiCKLGuNy6dQufffYZOnfujMaNG8Pf31/jICIiIh3V8hiX+Ph4vPTSS3BycoKHhwcGDhyIq1evalxTUlKC6Oho1K9fH46Ojhg8eDDy8/P1+556EpW49OnTB+fPn5c6FiIiojpLIdGhrWPHjiE6OhonT57EoUOHUF5ejldffRXFxcXqa2JiYrB7925s374dx44dw+3btzFo0CC9v6s+RHUVRUZGIiYmBhcuXEC7du2qDM4dMGCAJMERERGRYezfv1/j88aNG+Hh4YGMjAy8/PLLePToEdavX48tW7agT58+AIANGzagdevWOHnyJLp06WKMsMUlLmPHjgUAzJs3r8o5Ds4lIiISwchjXB49egQAcHd3BwBkZGSgvLwcYWFh6msCAgLg5+eH9PR0SROXTz/9VP3c5xGVuPx5byIiIiLSj5TToQsKCjTKbWxsYGNjU+19KpUKkyZNQrdu3RAYGAgAyMvLg7W1NVxdXTWu9fT0RF5enk5xXbp0CdnZ2SgrK9Mor+yhiYuL07oubrVKRERkZnx9fTU+z549G3PmzKn2+ujoaFy8eBHHjx+XNI6bN2/ijTfewIULF9TLpgBQz0YW00OjdeKycuVKjBkzBra2tli5cmWN106YMEHnQIiIiOo0CbuKcnJy4OzsrC6uqbVl3Lhx2LNnD9LS0tCoUSN1uZeXF8rKyvDw4UONVpf8/Hx4eXlpFc7EiRPRpEkTHD58GE2aNMHp06dx7949TJ48GZ9//rlu3+1/tE5cli1bhuHDh8PW1hbLli2r9jqFQsHEhYiISAyJ1mFxdnbWSFye+ShBwPjx47Fr1y6kpqaiSZMmGudDQkJgZWWFw4cPY/DgwQCAq1evIjs7G6GhoVrFkZ6ejiNHjqBBgwawsLCAhYUFunfvjvj4eEyYMAHnzp3T+btpnbhkZWU982ciIiIyPdHR0diyZQu+++47ODk5qcetuLi4wM7ODi4uLhg9ejRiY2Ph7u4OZ2dnjB8/HqGhoVoPzFUqlXBycgIANGjQALdv30arVq3g7+9fZc0YbWmduMTGxmp1nUKhQEJCgqhgiIiI6qra3qsoKSkJANCrVy+N8g0bNuDdd98F8KS3xcLCAoMHD0ZpaSnCw8OxevVqrZ8RGBiI8+fPo0mTJujcuTMWL14Ma2trrF27Fk2bNtU+2Kdonbj8uTnn7NmzqKioQKtWrQAA165dQ7169RASEiIqECIiojqtlqdDVw6UrYmtrS0SExORmJgoKpwZM2aoF7SbN28eXnvtNfTo0QP169fHN998I6pOrROXo0ePqn9eunQpnJyc8PXXX8PNzQ0A8ODBA4wcORI9evQQFQgRERGZl/DwcPXPzZs3x5UrV3D//n24ubmJ3udQ1JL/CQkJiI+PVyctAODm5oYFCxawm4iIiEiEyq4ifQ+5c3d312tzZlHruBQUFOD333+vUv7777+jsLBQdDBERER1lhnuDl1SUoIvvvgCR48exZ07d6osYHv27Fmd6xSVuLzxxhsYOXIkEhIS0KlTJwDAqVOnMGXKFKNvvkRERGSKantwbm0YPXo0Dh48iL/+9a/o1KmTXi0tlUQlLmvWrMHHH3+MYcOGoby8/ElFlpYYPXo0lixZondQREREZPr27NmDffv2oVu3bpLVKSpxsbe3x+rVq7FkyRLcuHEDANCsWTM4ODhIFhgREVGdYoZdRQ0bNlSv4yIVUYNzKzk4OCAoKAhBQUFMWoiIiPQhSHTISEJCAj755BPcunVLsjq5ySIREREZRMeOHVFSUoKmTZvC3t4eVlZWGufv37+vc51MXIiIiGTAHAfnDh06FL/99hsWLlwIT09P4w3OJSIiIomZ4RiXH374Aenp6QgODpasTr3GuBARERFVJyAgAH/88YekdTJxISIikgGFIEhyyMmiRYswefJkpKam4t69eygoKNA4xGBXERERkRyYYVfRX/7yFwDAK6+8olEuCAIUCgWUSqXOdTJxISIiIoN4eoNmqTBxISIikgFznFXUs2dPyevkGBciIiI5MMMF6Pbv34/jx4+rPycmJqJ9+/YYNmwYHjx4IKpOJi5EREQyUNniou8hJ1OmTFEPwr1w4QJiY2PRr18/ZGVlITY2VlSd7CoiIiIig8jKykKbNm0AADt27EBkZCQWLlyIs2fPol+/fqLqZIsLERGRHJhhV5G1tTUeP34MAPjPf/6DV199FQDg7u7O6dBERESmzBwH53bv3h2xsbHo1q0bTp8+jW+++QYAcO3aNTRq1EhUnWxxISIiIoNYtWoVLC0t8e233yIpKQkNGzYEAHz//ffqNV50xRYXIiIiOTDDBej8/PywZ8+eKuXLli0TXScTFyIiIpmQW1ePlEpKSlBWVqZR5uzsrHM97CoiIiIigyguLsa4cePg4eEBBwcHuLm5aRxiMHEhIiKSA0GQ5pCRqVOn4siRI0hKSoKNjQ3WrVuHuXPnwsfHB5s2bRJVJ7uKiIiIZMAcZxXt3r0bmzZtQq9evTBy5Ej06NEDzZs3h7+/PzZv3ozhw4frXCdbXIiIiMgg7t+/j6ZNmwJ4Mp7l/v37AJ5Mk05LSxNVp1ETl7S0NERGRsLHxwcKhQIpKSk1Xr9z50707dsXL7zwApydnREaGooDBw7UTrBERESGZIYL0DVt2hRZWVkAgICAAGzbtg3Ak5YYV1dXUXUaNXEpLi5GcHAwEhMTtbo+LS0Nffv2xb59+5CRkYHevXsjMjIS586dM3CkREREhqVQSXPIyciRI3H+/HkAwLRp05CYmAhbW1vExMRgypQpouo06hiXiIgIREREaH398uXLNT4vXLgQ3333HXbv3o0OHTpIHB0REVEtMsN1XGJiYtQ/h4WF4cqVK8jIyEDz5s0RFBQkqk6THpyrUqlQWFgId3f3Gq8rLS1FaWmp+rPY/RGIiIhIPH9/f/j7++tVh0knLp9//jmKiorw1ltv1XhdfHw85s6dW0tRERER6c5cZhWtXLlS62snTJigc/0mm7hs2bIFc+fOxXfffQcPD48ar42Li0NsbKz6c0FBAXx9fQ0dIhERkfakWIdFBuu4aLucv0KhqDuJS3JyMt577z1s374dYWFhz73exsYGNjY2tRAZERFR3VY5i8hQTC5x2bp1K0aNGoXk5GT079/f2OEQERFJwly6iqoj/K81SKFQ6FWPUadDFxUVITMzE5mZmQCeZGmZmZnIzs4G8KSLZ8SIEerrt2zZghEjRiAhIQGdO3dGXl4e8vLy8OjRI2OET0REJB0zXMcFANavX4/AwEDY2trC1tYWgYGBWLdunej6jJq4nDlzBh06dFBPZY6NjUWHDh0wa9YsAEBubq46iQGAtWvXoqKiAtHR0fD29lYfEydONEr8REREVL1Zs2Zh4sSJiIyMxPbt27F9+3ZERkYiJiZG/W+9rozaVdSrVy9109GzbNy4UeNzamqqYQMiIiIyEnPsKkpKSsKXX36JoUOHqssGDBiAoKAgjB8/HvPmzdO5TpMb40JERGSWzGRW0dPKy8vRsWPHKuUhISGoqKgQVSc3WSQiIiKDeOedd5CUlFSlfO3ataJ2hgbY4kJERCQL5thVBDwZnHvw4EF06dIFAHDq1ClkZ2djxIgRGmusLV26VKv6mLgQERHJgRnuVXTx4kW8+OKLAIAbN24AABo0aIAGDRrg4sWL6ut0mSLNxIWIiEgGzLHF5ejRo5LXyTEuREREZDLY4kJERCQHKuHJoW8dZo6JCxERkRyY4RgXQ2BXEREREZkMtrgQERHJgAISDM6VJBJ5Y+JCREQkB2a4cq4hsKuIiIiITAZbXIiIiGTAHNdxMQQmLkRERHLAWUVaYVcRERERmQy2uBAREcmAQhCg0HNwrb73mwImLqQzobzc2CGYLMuiMmOHYNLsf7c1dggmqyTLztghmCRlSS1OMFb979C3DjPHxIWIiEgG2OKiHY5xISIiIpPBxIWIiEgOBIkOHaSlpSEyMhI+Pj5QKBRISUnRDEkQMGvWLHh7e8POzg5hYWH4+eefRX9FKTBxISIikoPKlXP1PXRQXFyM4OBgJCYmPvP84sWLsXLlSqxZswanTp2Cg4MDwsPDUVJSIsU3FoVjXIiIiOqoiIgIREREPPOcIAhYvnw5ZsyYgddffx0AsGnTJnh6eiIlJQV/+9vfajNUNba4EBERyUDlyrn6HlLJyspCXl4ewsLC1GUuLi7o3Lkz0tPTpXuQjtjiQkREJAcSbrJYUFCgUWxjYwMbGxudqsrLywMAeHp6apR7enqqzxkDW1yIiIjMjK+vL1xcXNRHfHy8sUOSDFtciIiIZEChenLoWwcA5OTkwNnZWV2ua2sLAHh5eQEA8vPz4e3trS7Pz89H+/bt9YpTH2xxISIikgMJZxU5OztrHGISlyZNmsDLywuHDx9WlxUUFODUqVMIDQ2V7Gvrii0uREREdVRRURGuX7+u/pyVlYXMzEy4u7vDz88PkyZNwoIFC9CiRQs0adIEM2fOhI+PDwYOHGi0mJm4EBERyYGIBeSeWYcOzpw5g969e6s/x8bGAgCioqKwceNGTJ06FcXFxRgzZgwePnyI7t27Y//+/bC1Nd6+YUxciIiIZMAYexX16tULQg33KBQKzJs3D/PmzdMrLikxcSEiIpIDCadDmzMOziUiIiKTwRYXIiIiORAA6DkdWu8xMiaAiQsREZEMGGOMiyliVxERERGZDLa4EBERyYEACQbnShKJrDFxISIikgPOKtIKu4qIiIjIZLDFhYiISA5UABQS1GHmmLgQERHJAGcVaYeJCxERkRxwjItWOMaFiIiITAZbXIiIiOSALS5aYeJCREQkB0xctMKuIiIiIjIZbHEhIiKSA06H1goTFyIiIhngdGjtsKuIiIiITIZRE5e0tDRERkbCx8cHCoUCKSkpz70nNTUVL774ImxsbNC8eXNs3LjR4HESEREZXOXgXH0PM2fUxKW4uBjBwcFITEzU6vqsrCz0798fvXv3RmZmJiZNmoT33nsPBw4cMHCkREREBqYSpDnMnFHHuERERCAiIkLr69esWYMmTZogISEBANC6dWscP34cy5YtQ3h4uKHCJCIiIpkwqTEu6enpCAsL0ygLDw9Henq6kSIiIiKSCLuKtGJSs4ry8vLg6empUebp6YmCggL88ccfsLOze+Z9paWlKC0tVX8uKCgwaJxERES6kyLxMP/ExaRaXMSKj4+Hi4uL+vD19TV2SERERJrY4qIVk0pcvLy8kJ+fr1GWn58PZ2fnaltbACAuLg6PHj1SHzk5OYYOlYiIiAzApLqKQkNDsW/fPo2yQ4cOITQ0tMb7bGxsYGNjY8jQiIiI9KMSoHdXTx2YVWTUFpeioiJkZmYiMzMTwJPpzpmZmcjOzgbwpKVkxIgR6uvHjh2LmzdvYurUqbhy5QpWr16Nbdu2ISYmxhjhExERSUdQSXOYOaMmLmfOnEGHDh3QoUMHAEBsbCw6dOiAWbNmAQByc3PVSQwANGnSBHv37sWhQ4cQHByMhIQErFu3jlOhiYiI6gijdhX16tULQg0DiZ61Km6vXr1w7tw5A0ZFRERkBFIMrq0Dg3NNaowLERGR2eIYF62Y1KwiIiIiqtvY4kJERCQH7CrSChMXIiIiORAgQeIiSSSyxq4iIiIiMhlscSEiIpIDdhVphYkLERGRHKhUAPRcQE5l/gvQMXEhIiKSA7a4aIVjXIiIiMhksMWFiIhIDtjiohUmLkRERHLAlXO1wq4iIiIiMhlscSEiIpIBQVBBEPSbFaTv/aaAiQsREZEcCIL+XT11YIwLu4qIiIjIZLDFhYiISA4ECQbn1oEWFyYuREREcqBSAQo9x6jUgTEu7CoiIiIik8EWFyIiIjlgV5FWmLgQERHJgKBSQdCzq4jToYmIiKh2sMVFKxzjQkRERCaDLS5ERERyoBIABVtcnoeJCxERkRwIAgB9p0Obf+LCriIiIiIyGWxxISIikgFBJUDQs6tIqAMtLkxciIiI5EBQQf+uIvOfDs2uIiIiIjIZbHEhIiKSAXYVaYeJCxERkRywq0grdTJxqcxIK1Cu9yKFdZGgKjN2CCZLUJYaOwSTVlFeYuwQTJayRGHsEEySqvTJn7naaMmQ4t+kCpRLE4yM1cnEpbCwEABwHPuMHImJemDsAEwY351+Mo0dANVVhYWFcHFxMUjd1tbW8PLywvE8af5N8vLygrW1tSR1yZFCqAsdYn+iUqlw+/ZtODk5QaFQoKCgAL6+vsjJyYGzs7Oxw5MNvpfq8d1Uj+/m2fheqifndyMIAgoLC+Hj4wMLC8PNZykpKUFZmTSt2dbW1rC1tZWkLjmqky0uFhYWaNSoUZVyZ2dn2f2lkQO+l+rx3VSP7+bZ+F6qJ9d3Y6iWlqfZ2tqadbIhJU6HJiIiIpPBxIWIiIhMBhMXADY2Npg9ezZsbGyMHYqs8L1Uj++menw3z8b3Uj2+G9JFnRycS0RERKaJLS5ERERkMpi4EBERkclg4kJEREQmo84kLomJiWjcuDFsbW3RuXNnnD59usbrt2/fjoCAANja2qJdu3bYt888V9nV5b18+eWX6NGjB9zc3ODm5oawsLDnvkdTpuufmUrJyclQKBQYOHCgYQM0El3fy8OHDxEdHQ1vb2/Y2NigZcuW/Pv0P8uXL0erVq1gZ2cHX19fxMTEoKTEvLY1SEtLQ2RkJHx8fKBQKJCSkvLce1JTU/Hiiy/CxsYGzZs3x8aNGw0eJ5kQoQ5ITk4WrK2tha+++kr46aefhPfff19wdXUV8vPzn3n9iRMnhHr16gmLFy8WLl26JMyYMUOwsrISLly4UMuRG5au72XYsGFCYmKicO7cOeHy5cvCu+++K7i4uAi//vprLUdueLq+m0pZWVlCw4YNhR49egivv/567QRbi3R9L6WlpULHjh2Ffv36CcePHxeysrKE1NRUITMzs5YjNzxd383mzZsFGxsbYfPmzUJWVpZw4MABwdvbW4iJianlyA1r3759wvTp04WdO3cKAIRdu3bVeP3NmzcFe3t7ITY2Vrh06ZLwxRdfCPXq1RP2799fOwGT7NWJxKVTp05CdHS0+rNSqRR8fHyE+Pj4Z17/1ltvCf3799co69y5s/DBBx8YNM7aput7+bOKigrByclJ+Prrrw0VotGIeTcVFRVC165dhXXr1glRUVFmmbjo+l6SkpKEpk2bCmVlZbUVotHo+m6io6OFPn36aJTFxsYK3bp1M2icxqRN4jJ16lShbdu2GmVDhgwRwsPDDRgZmRKz7yoqKytDRkYGwsLC1GUWFhYICwtDenr6M+9JT0/XuB4AwsPDq73eFIl5L3/2+PFjlJeXw93d3VBhGoXYdzNv3jx4eHhg9OjRtRFmrRPzXv79738jNDQU0dHR8PT0RGBgIBYuXAilUllbYdcKMe+ma9euyMjIUHcn3bx5E/v27UO/fv1qJWa5qgu/f0k/Zr9X0d27d6FUKuHp6alR7unpiStXrjzznry8vGden5eXZ7A4a5uY9/Jnn3zyCXx8fKr8kjF1Yt7N8ePHsX79emRmZtZChMYh5r3cvHkTR44cwfDhw7Fv3z5cv34dH330EcrLyzF79uzaCLtWiHk3w4YNw927d9G9e3cIgoCKigqMHTsWn376aW2ELFvV/f4tKCjAH3/8ATs7OyNFRnJh9i0uZBiLFi1CcnIydu3aVec3BissLMQ777yDL7/8Eg0aNDB2OLKiUqng4eGBtWvXIiQkBEOGDMH06dOxZs0aY4dmdKmpqVi4cCFWr16Ns2fPYufOndi7dy/mz59v7NCIZM3sW1waNGiAevXqIT8/X6M8Pz8fXl5ez7zHy8tLp+tNkZj3Uunzzz/HokWL8J///AdBQUGGDNModH03N27cwC+//ILIyEh1mUqlAgBYWlri6tWraNasmWGDrgVi/sx4e3vDysoK9erVU5e1bt0aeXl5KCsrg7W1tUFjri1i3s3MmTPxzjvv4L333gMAtGvXDsXFxRgzZgymT58OC4u6+f/K6n7/Ojs7s7WFANSBFhdra2uEhITg8OHD6jKVSoXDhw8jNDT0mfeEhoZqXA8Ahw4dqvZ6UyTmvQDA4sWLMX/+fOzfvx8dO3asjVBrna7vJiAgABcuXEBmZqb6GDBgAHr37o3MzEz4+vrWZvgGI+bPTLdu3XD9+nV1IgcA165dg7e3t9kkLYC4d/P48eMqyUllgifU4Z1Y6sLvX9KTsUcH14bk5GTBxsZG2Lhxo3Dp0iVhzJgxgqurq5CXlycIgiC88847wrRp09TXnzhxQrC0tBQ+//xz4fLly8Ls2bPNdjq0Lu9l0aJFgrW1tfDtt98Kubm56qOwsNBYX8FgdH03f2aus4p0fS/Z2dmCk5OTMG7cOOHq1avCnj17BA8PD2HBggXG+goGo+u7mT17tuDk5CRs3bpVuHnzpnDw4EGhWbNmwltvvWWsr2AQhYWFwrlz54Rz584JAISlS5cK586dE27duiUIgiBMmzZNeOedd9TXV06HnjJlinD58mUhMTGR06FJQ51IXARBEL744gvBz89PsLa2Fjp16iScPHlSfa5nz55CVFSUxvXbtm0TWrZsKVhbWwtt27YV9u7dW8sR1w5d3ou/v78AoMoxe/bs2g+8Fuj6Z+Zp5pq4CILu7+WHH34QOnfuLNjY2AhNmzYV/v73vwsVFRW1HHXt0OXdlJeXC3PmzBGaNWsm2NraCr6+vsJHH30kPHjwoPYDN6CjR48+8/dG5buIiooSevbsWeWe9u3bC9bW1kLTpk2FDRs21HrcJF/cHZqIiIhMhtmPcSEiIiLzwcSFiIiITAYTFyIiIjIZTFyIiIjIZDBxISIiIpPBxIWIiIhMBhMXIiIiMhlMXIiIiMhkMHEh0lGvXr0wadIkAEDjxo2xfPlyo8bzLAqFAikpKcYOQ1JPv3dAvu+eiAzL7HeHJjKkH3/8EQ4ODsYOo4rc3Fy4ubkZOwyDkuu7JyLDYuJCpIcXXnjB2CE8k5eXl8GfUVZWpvMOz+Xl5bCyspLk+XJ990RkWOwqIqpBcXExRowYAUdHR3h7eyMhIUHj/J+7KxQKBf7xj3/gtddeg729PVq3bo309HRcv34dvXr1goODA7p27YobN25o9fw5c+agffv2+Oqrr+Dn5wdHR0d89NFHUCqVWLx4Mby8vODh4YG///3vGvc93VX0yy+/QKFQYOfOnejduzfs7e0RHByM9PR0jXt27NiBtm3bwsbGBo0bN37md50/fz5GjBgBZ2dnjBkzpsbYK5/7zTffoGfPnrC1tcXmzZtx7949DB06FA0bNoS9vT3atWuHrVu3atz7vPdeGU/lu698VmZmpvr8w4cPoVAokJqaCgB48OABhg8fjhdeeAF2dnZo0aIFNmzYUON3ICL5YeJCVIMpU6bg2LFj+O6773Dw4EGkpqbi7NmzNd5T+Y97ZmYmAgICMGzYMHzwwQeIi4vDmTNnIAgCxo0bp3UMN27cwPfff4/9+/dj69atWL9+Pfr3749ff/0Vx44dw2effYYZM2bg1KlTNdYzffp0fPzxx8jMzETLli0xdOhQVFRUAAAyMjLw1ltv4W9/+xsuXLiAOXPmYObMmdi4caNGHZ9//jmCg4Nx7tw5zJw5U6v4p02bhokTJ+Ly5csIDw9HSUkJQkJCsHfvXly8eBFjxozBO++8g9OnT6vvEfPen2fmzJm4dOkSvv/+e1y+fBlJSUlo0KCBXnUSkREYeXdqItkqLCwUrK2thW3btqnL7t27J9jZ2QkTJ04UBEEQ/P39hWXLlqnPAxBmzJih/pyeni4AENavX68u27p1q2Bra6tVDLNnzxbs7e2FgoICdVl4eLjQuHFjQalUqstatWolxMfHa8Sxa9cuQRAEISsrSwAgrFu3Tn3+p59+EgAIly9fFgRBEIYNGyb07dtX49lTpkwR2rRpo/7s7+8vDBw4UKu4n37u8uXLn3tt//79hcmTJwuCoN17r4yn8t1XPuvcuXPq8w8ePBAACEePHhUEQRAiIyOFkSNHah0/EckTW1yIqnHjxg2UlZWhc+fO6jJ3d3e0atWqxvuCgoLUP3t6egIA2rVrp1FWUlKCgoICreJo3LgxnJycNO5v06YNLCwsNMru3LmjdVze3t4AoL7n8uXL6Natm8b13bp1w88//wylUqku69ixo1YxP+3P9yiVSsyfPx/t2rWDu7s7HB0dceDAAWRnZwMQ/96f58MPP0RycjLat2+PqVOn4ocfftCrPiIyDiYuRBJ7evCpQqGotkylUulcX+X9zyp7Xn36xFBJzCyeP9+zZMkSrFixAp988gmOHj2KzMxMhIeHo6ysTOe6K1UmcYIgqMvKy8s1romIiMCtW7cQExOD27dv45VXXsHHH38s+plEZBxMXIiq0axZM1hZWWmMHXnw4AGuXbtmxKgMo3Xr1jhx4oRG2YkTJ9CyZUvUq1dP0medOHECr7/+Ot5++20EBwejadOmGu9UzHuvnGGUm5urLnt6oO7T10VFReFf//oXli9fjrVr10rwjYioNnE6NFE1HB0dMXr0aEyZMgX169eHh4cHpk+frtFFYy4mT56Ml156CfPnz8eQIUOQnp6OVatWYfXq1ZI/q0WLFvj222/xww8/wM3NDUuXLkV+fj7atGkDQNx7t7OzQ5cuXbBo0SI0adIEd+7cwYwZMzSumTVrFkJCQtC2bVuUlpZiz549aN26teTfj4gMi4kLUQ2WLFmCoqIiREZGwsnJCZMnT8ajR4+MHZbkXnzxRWzbtg2zZs3C/Pnz4e3tjXnz5uHdd9+V/FkzZszAzZs3ER4eDnt7e4wZMwYDBw7UeK9i3vtXX32F0aNHIyQkBK1atcLixYvx6quvqs9bW1sjLi4Ov/zyC+zs7NCjRw8kJydL/v2IyLAUwtOdwkREREQyZn5t3kRERGS2mLgQGVHbtm3h6Oj4zGPz5s3GDq9GCxcurDb2iIgIY4dHRGaKXUVERnTr1q0q03YreXp6aqzfIjf379/H/fv3n3nOzs4ODRs2rOWIiKguYOJCREREJoNdRURERGQymLgQERGRyWDiQkRERCaDiQsRERGZDCYuREREZDKYuBAREZHJYOJCREREJoOJCxEREZmM/weGNMbXCUqFswAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "major_radius = np.linspace(1.0, 2.0, num=5)\n", "major_radius = xr.DataArray(major_radius * ureg.m, coords=dict(dim_major_radius=major_radius))\n", "minor_radius = np.linspace(0.1, 1.0, num=5)\n", "minor_radius = xr.DataArray(minor_radius * ureg.m, coords=dict(dim_minor_radius=minor_radius))\n", "\n", "ds = xr.Dataset(data_vars=dict(\n", " major_radius = major_radius,\n", " minor_radius = minor_radius,\n", " areal_elongation = 1.5,\n", "))\n", "\n", "ds = Algorithm.get_algorithm(\"my_composite_algorithm\").update_dataset(ds)\n", "plt.figure()\n", "ds[\"plasma_volume\"].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validating inputs\n", "\n", "One helpful method, available to both `Algorithm` and `CompositeAlgorithm` objects, is `validate_inputs`. This checks whether there are any missing inputs (raises a `RuntimeEror`), whether all inputs are used (returns `True`) or if there are unused inputs (returns `False`)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.Dataset(data_vars=dict(\n", " major_radius = 1 * ureg.m,\n", " minor_radius = 0.5 * ureg.m,\n", " areal_elongation = 1.5,\n", "))\n", "\n", "Algorithm.get_algorithm(\"my_composite_algorithm\").validate_inputs(ds)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing input parameters [areal_elongation].\n" ] } ], "source": [ "ds = xr.Dataset(data_vars=dict(\n", " major_radius = 1 * ureg.m,\n", " minor_radius = 0.5 * ureg.m,\n", "))\n", "\n", "try:\n", " Algorithm.get_algorithm(\"my_composite_algorithm\").validate_inputs(ds)\n", "except RuntimeError as e:\n", " print(e)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/x2/fhfghwm566d83ws71kgzj86c0000gp/T/ipykernel_90530/772097659.py:8: UserWarning: Unused input parameters [something_unused].\n", " Algorithm.get_algorithm(\"my_composite_algorithm\").validate_inputs(ds)\n" ] }, { "data": { "text/plain": [ "False" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.Dataset(data_vars=dict(\n", " major_radius = 1 * ureg.m,\n", " minor_radius = 0.5 * ureg.m,\n", " areal_elongation = 1.5,\n", " something_unused = 1.5,\n", "))\n", "\n", "Algorithm.get_algorithm(\"my_composite_algorithm\").validate_inputs(ds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unit checking for inputs and outputs\n", "\n", "Another advantage of using unique names for every input and output is that the `Algorithm` knows which units are expected for inputs and outputs.\n", "\n", "For instance, if we tried to pass in `major_radius` in units of $m^2$, the `Algorithm` can tell us that something is going wrong." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cannot convert variables:\n", " incompatible units for variable None: Cannot convert from '1 / meter' (1 / [length]) to 'dimensionless' (dimensionless)\n" ] } ], "source": [ "ds = xr.Dataset(data_vars=dict(\n", " major_radius = 1 * ureg.m**2,\n", " minor_radius = 0.5 * ureg.m,\n", " areal_elongation = 1.5,\n", " something_unused = 1.5,\n", "))\n", "\n", "try:\n", " Algorithm.get_algorithm(\"my_composite_algorithm\").update_dataset(ds)\n", "except ValueError as e:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This can also help us catch if we've made an error in the formula itself, since the outputs also have known units." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cannot convert from 'meter ** 4' ([length] ** 4) to 'meter ** 3' ([length] ** 3)\n" ] } ], "source": [ "from cfspopcon.unit_handling import DimensionalityError\n", "\n", "@Algorithm.register_algorithm(return_keys=[\"plasma_volume\"])\n", "def calc_plasma_volume_v_wrong(major_radius: Unitfull, inverse_aspect_ratio: Unitfull, areal_elongation: Unitfull) -> Unitfull:\n", " \"\"\"An intentionally broken plasma volume calculation.\n", "\n", " Args:\n", " major_radius: [m] :term:`glossary link`\n", " inverse_aspect_ratio: [~] :term:`glossary link`\n", " areal_elongation: [~] :term:`glossary link`\n", "\n", " Returns:\n", " :term:`plasma_volume` [m^3]\n", " \"\"\"\n", " return major_radius**4.0\n", "\n", "try:\n", " Algorithm.get_algorithm(\"calc_plasma_volume_v_wrong\").run(\n", " major_radius = 1.0 * ureg.m,\n", " inverse_aspect_ratio = 0.5 / 1.0,\n", " areal_elongation = 1.5\n", " )\n", "except DimensionalityError as e:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How is it doing this? For every variable passed in to or out of an Algorithm, there must be a corresponding entry in the `cfspopcon/variables.yaml` file. Then, to work out what units `plasma_volume` needs to have, the code basically does the following." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "meter ** 3\n" ] } ], "source": [ "import yaml\n", "from importlib.resources import as_file, files\n", "\n", "with as_file(files(\"cfspopcon\").joinpath(\"variables.yaml\")) as filepath:\n", " with open(filepath) as f:\n", " variables_dictionary = yaml.safe_load(f)\n", "\n", "print(variables_dictionary[\"plasma_volume\"][\"default_units\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making this work with input files\n", "\n", "If you want to use the command-line-interface and add your algorithms in the `input.yaml` file, you need to make sure your `Algorithm` or `CompositeAlgorithm` is **imported in `cfspopcon/__init__.py`**. In practice, this means that any time you add a new submodule (folder) in `cfspopcon.formulas`, you need to add that submodule to `cfspopcon/formulas/__init__.py` and make sure that your algorithm is imported in `cfspopcon/formulas/your_new_folder/__init__.py`.\n", "\n", "Then, it is worth understanding how these files are interpreted. The `algorithms` block is interpreted as a list of `Algorithm` names, which is used to build a big `CompositeAlgorithm` of everything that you've asked for.\n", "\n", "This `CompositeAlgorithm` knows which inputs are defined in the calculation, and anything else needs to be given as an input. The `input.yaml` file only takes in scalar and array values, so you need to check `variables.yaml` to see what default units will be associated with a given input.\n", "\n", "This all happens in `cfspopcon.read_case`." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "input_parameters, algorithm, points, plots = cfspopcon.read_case(\"example_cases/SPARC_PRD\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `algorithm` object returned is a `CompositeAlgorithm`." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "assert isinstance(algorithm, CompositeAlgorithm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This `CompositeAlgorithm` is composed of several other algorithms, which you can see in the `algorithms` attribute." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Algorithm: read_atomic_data,\n", " Algorithm: set_up_impurity_concentration_array,\n", " Algorithm: calc_separatrix_elongation_from_areal_elongation,\n", " Algorithm: calc_separatrix_triangularity_from_triangularity95,\n", " Algorithm: calc_minor_radius_from_inverse_aspect_ratio,\n", " Algorithm: calc_vertical_minor_radius_from_elongation_and_minor_radius,\n", " Algorithm: calc_plasma_volume,\n", " Algorithm: calc_plasma_surface_area,\n", " Algorithm: calc_f_shaping_for_qstar,\n", " Algorithm: calc_q_star_from_plasma_current,\n", " Algorithm: calc_average_ion_mass,\n", " Algorithm: calc_average_ion_temp_from_temperature_ratio,\n", " Algorithm: calc_zeff_and_dilution_due_to_impurities,\n", " Algorithm: calc_plasma_stored_energy,\n", " Algorithm: read_confinement_scalings,\n", " Algorithm: solve_energy_confinement_scaling_for_input_power,\n", " Algorithm: calc_beta_toroidal,\n", " Algorithm: calc_beta_poloidal,\n", " Algorithm: calc_beta_total,\n", " Algorithm: calc_beta_normalized,\n", " Algorithm: calc_peaked_profiles,\n", " Algorithm: calc_intrinsic_radiated_power_from_core,\n", " Algorithm: require_P_rad_less_than_P_in,\n", " Algorithm: calc_min_P_radiation_from_fraction,\n", " Algorithm: calc_P_radiation_from_core_seeded_impurity,\n", " Algorithm: calc_core_seeded_impurity_concentration,\n", " Algorithm: calc_zeff_and_dilution_due_to_impurities,\n", " Algorithm: calc_peaked_profiles,\n", " Algorithm: calc_bootstrap_fraction,\n", " Algorithm: calc_inductive_plasma_current,\n", " Algorithm: calc_Spitzer_loop_resistivity,\n", " Algorithm: calc_resistivity_trapped_enhancement,\n", " Algorithm: calc_neoclassical_loop_resistivity,\n", " Algorithm: calc_loop_voltage,\n", " Algorithm: calc_ohmic_power,\n", " Algorithm: calc_fusion_power,\n", " Algorithm: calc_neutron_flux_to_walls,\n", " Algorithm: calc_auxiliary_power,\n", " Algorithm: calc_fusion_gain,\n", " Algorithm: calc_elongation_at_psi95_from_areal_elongation,\n", " Algorithm: calc_cylindrical_edge_safety_factor,\n", " Algorithm: calc_internal_inductivity,\n", " Algorithm: calc_internal_inductance_for_cylindrical,\n", " Algorithm: calc_external_inductance,\n", " Algorithm: calc_vertical_field_mutual_inductance,\n", " Algorithm: calc_invmu_0_dLedR,\n", " Algorithm: calc_vertical_magnetic_field,\n", " Algorithm: calc_internal_flux,\n", " Algorithm: calc_external_flux,\n", " Algorithm: calc_resistive_flux,\n", " Algorithm: calc_poloidal_field_flux,\n", " Algorithm: calc_flux_needed_from_solenoid_over_rampup,\n", " Algorithm: calc_max_flattop_duration,\n", " Algorithm: calc_breakdown_flux_consumption,\n", " Algorithm: calc_power_crossing_separatrix,\n", " Algorithm: calc_average_total_pressure,\n", " Algorithm: calc_PB_over_R,\n", " Algorithm: calc_PBpRnSq,\n", " Algorithm: calc_B_pol_omp,\n", " Algorithm: calc_B_tor_omp,\n", " Algorithm: calc_fieldline_pitch_at_omp,\n", " Algorithm: calc_lambda_q,\n", " Algorithm: calc_parallel_heat_flux_density,\n", " Algorithm: calc_q_perp,\n", " Algorithm: calc_separatrix_electron_density,\n", " Algorithm: two_point_model_fixed_tet,\n", " Algorithm: calc_edge_impurity_concentration,\n", " Algorithm: calc_impurity_charge_state,\n", " Algorithm: calc_LH_transition_threshold_power,\n", " Algorithm: calc_ratio_P_LH,\n", " Algorithm: calc_greenwald_density_limit,\n", " Algorithm: calc_greenwald_fraction,\n", " Algorithm: calc_f_rad_core,\n", " Algorithm: calc_normalised_collisionality,\n", " Algorithm: calc_rho_star,\n", " Algorithm: calc_triple_product,\n", " Algorithm: calc_peak_pressure,\n", " Algorithm: calc_current_relaxation_time]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algorithm.algorithms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, you should understand what is going on in the next two lines." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "dataset = xr.Dataset(input_parameters)\n", "dataset = algorithm.update_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final step is to look at the results, just like in the `getting_started.ipynb` notebook." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_style = cfspopcon.read_plot_style(\"example_cases/SPARC_PRD/plot_popcon.yaml\")\n", "\n", "cfspopcon.plotting.make_plot(\n", " dataset,\n", " plot_style,\n", " points=points,\n", " title=\"POPCON example\",\n", " output_dir=None\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }