{ "cells": [ { "cell_type": "markdown", "id": "c5600969-b2ce-4e61-b0ea-17e10ed99584", "metadata": {}, "source": [ "# Toy Example\n", "\n", "Assorted overview of some more niche functionality." ] }, { "cell_type": "markdown", "id": "61986aa6-fdbf-452a-be26-2ccd281ec40e", "metadata": {}, "source": [ "## Prelude" ] }, { "cell_type": "code", "execution_count": 3, "id": "d3f61ba6-315d-4852-baeb-de7df9e292cf", "metadata": {}, "outputs": [], "source": [ "from importlib import reload as re" ] }, { "cell_type": "code", "execution_count": 4, "id": "acd4cab6-e05d-4dde-8a02-28c454c8bcf3", "metadata": {}, "outputs": [], "source": [ "import landau as ld\n", "import landau.interpolate as ldi\n", "import landau.calculate as ldc" ] }, { "cell_type": "code", "execution_count": 5, "id": "9673b4c3-6dd5-4550-a30b-d433449510ed", "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 6, "id": "1b6ca2a4-afde-4ca2-8a18-9816c5069a6e", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 7, "id": "2882fa26-4a65-4e92-8003-e5e22ae133f0", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 8, "id": "86d64529-5fa0-48ea-8728-b2c75db3be55", "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "13dd3354-4e30-4701-a05d-8bee031734a3", "metadata": {}, "source": [ "## Toy Example" ] }, { "cell_type": "code", "execution_count": 9, "id": "81f68813-4a16-48bb-8766-d4e5d9a9ffa0", "metadata": {}, "outputs": [], "source": [ "l1 = ld.TemperatureDependentLinePhase(\n", " \"l0\", fixed_concentration=0, temperatures=[1, 750, 1000], free_energies=[2, 1.80, 1.00], interpolator=ldi.PolyFit(3)\n", ")\n", "l2 = ld.TemperatureDependentLinePhase(\n", " \"l1\", fixed_concentration=1, temperatures=[1, 750, 1000], free_energies=[3, 2.80, 2.00], interpolator=ldi.PolyFit(3)\n", ")\n", "l3 = ld.TemperatureDependentLinePhase(\n", " \"l2\",\n", " fixed_concentration=0.5,\n", " temperatures=[1, 750, 1000],\n", " free_energies=[2.45, 2.00, 1.42],\n", " interpolator=ldi.PolyFit(3),\n", ")\n", "liq = ld.IdealSolution(\"liquid\", l1, l2)\n", "rliq = ld.RegularSolution(\"liquid\", [l1, l3, l2])" ] }, { "cell_type": "code", "execution_count": 10, "id": "0361186a-e906-455c-a80c-1d4329580a76", "metadata": {}, "outputs": [], "source": [ "s1 = ld.TemperatureDependentLinePhase(\n", " \"s0\", fixed_concentration=0, temperatures=[1, 750, 1000], free_energies=[1.9, 1.6, 1.2], interpolator=ldi.SGTE(2)\n", ")\n", "s2 = ld.TemperatureDependentLinePhase(\n", " \"s1\", fixed_concentration=1, temperatures=[1, 750, 1000], free_energies=[2.9, 2.6, 2.2], interpolator=ldi.SGTE(2)\n", ")\n", "s3 = ld.TemperatureDependentLinePhase(\n", " \"s3\",\n", " fixed_concentration=0.4,\n", " temperatures=[1, 750, 1000],\n", " free_energies=np.array([2.4, 1.85, 1.45]) - 0.05,\n", " interpolator=ldi.SGTE(3),\n", ")\n", "sol = ld.IdealSolution(\"solid\", s1, s2)" ] }, { "cell_type": "code", "execution_count": 11, "id": "06cf11c3-2fb8-48b2-9420-9f423100f249", "metadata": {}, "outputs": [], "source": [ "Ts = np.linspace(50, 1000, 100)" ] }, { "cell_type": "code", "execution_count": 12, "id": "338ded12-0879-4533-b960-076004388f46", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ponder/science/phd/dev/landau/landau/interpolate.py:110: OptimizeWarning: Covariance of the parameters could not be estimated\n", " parameters, *_ = so.curve_fit(G_calphad, x, y, p0=[0] * self.nparam)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s3.check_interpolation()\n", "l3.check_interpolation()\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 13, "id": "ceba3f09-a0d7-4e89-8ea6-f98559f84a99", "metadata": {}, "outputs": [], "source": [ "c = np.linspace(0, 1, 75)[1:-1]\n", "mu = 1 + ld.phases.kB * 4000 * np.log(c / (1 - c))" ] }, { "cell_type": "code", "execution_count": 14, "id": "4d54aaff-7432-4cdc-9e33-65b5530b53d9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(mu, liq.concentration(1000, mu))\n", "plt.plot(mu, rliq.concentration(1000, mu))" ] }, { "cell_type": "code", "execution_count": 15, "id": "cbf6eb88-16ae-4767-a775-33c32b0850be", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rliq.check_interpolation(750)" ] }, { "cell_type": "code", "execution_count": 16, "id": "323e828d-b0c7-47f5-b11a-f1159251a45e", "metadata": {}, "outputs": [], "source": [ "# df = ppdt.calc_phase_diagram([liq, s1, s2], np.linspace(50, 1000), mu, refine=True)" ] }, { "cell_type": "code", "execution_count": 17, "id": "068ef675-5920-4bb3-bb37-da6247c9e0cc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from importlib import reload as re\n", "\n", "re(ld.phases)\n", "re(ld)" ] }, { "cell_type": "code", "execution_count": 18, "id": "36036b1d-571d-4bf2-b0d3-f7cc0da65379", "metadata": {}, "outputs": [], "source": [ "df = ldc.calc_phase_diagram([rliq, sol, s3], np.linspace(500, 1000, 50), mu, refine=True)" ] }, { "cell_type": "code", "execution_count": 19, "id": "8dd57ce9-b86d-42f8-afb6-3e9ffd8d9cfc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df.query(\"stable\"), x=\"c\", y=\"T\", hue=\"phase\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd0abc25-cea9-4cd6-85cd-2e883fab91a7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df.query(\"border\"),\n", " x=\"mu\",\n", " y=\"T\",\n", " hue=\"phase\",\n", " col=\"phase\",\n", " style=\"refined\",\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "id": "3d4ecd50-ee4e-4ae8-9860-c73aedc8707f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df.query(\"border and 850" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df.query(\"border and 850" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df.query(\"border and 820" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ld.plot_phase_diagram(df)\n", "plt.axhline(714.285714, zorder=10)\n", "# plt.ylim(750, 1000)" ] }, { "cell_type": "code", "execution_count": 37, "id": "291ad943-5e4f-4c7e-9066-c6acdc8c2e08", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ld.plot_phase_diagram(df, poly_method='tsp', tielines=True)\n", "plt.axhline(714.285714, zorder=10)\n", "# plt.ylim(750, 1000)" ] }, { "cell_type": "code", "execution_count": 25, "id": "d7b17664-0799-46ea-8b07-e675128a11e6", "metadata": {}, "outputs": [], "source": [ "p = ld.InterpolatingPhase(\n", " \"test\",\n", " [\n", " ld.LinePhase(\"s0\", 0.65, 2.50, 0.00005),\n", " ld.LinePhase(\"s0\", 0.75, 2.40, 0.00010),\n", " ld.LinePhase(\"s0\", 0.85, 2.50, 0.00005),\n", " ],\n", " num_coeffs=3,\n", " num_samples=250,\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "id": "ca32bceb-db9f-4920-88f6-70166aa71915", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.8, 3.0)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p.check_interpolation(750)\n", "plt.ylim(1.8, 3)" ] }, { "cell_type": "code", "execution_count": 27, "id": "d63cf331-c80f-4d0c-abd5-643ad194143a", "metadata": {}, "outputs": [], "source": [ "c = np.linspace(0, 1, 50)[1:-1]\n", "mu = 1 + ld.phases.kB * 4000 * np.log(c / (1 - c))" ] }, { "cell_type": "code", "execution_count": 28, "id": "6943e7ed-600a-4e6d-8458-0fab0e14e141", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 24.3 s, sys: 72.6 ms, total: 24.3 s\n", "Wall time: 24.6 s\n" ] } ], "source": [ "%%time\n", "df = ldc.calc_phase_diagram([rliq, sol, p, s3], np.linspace(250, 1000, 50), mu, refine=True)" ] }, { "cell_type": "code", "execution_count": 29, "id": "ed9ed563-32b9-4ab9-94de-0e6c9194c85b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df.query(\"stable\"), x=\"c\", y=\"T\", hue=\"phase\")" ] }, { "cell_type": "code", "execution_count": 40, "id": "26b2d7b5-c584-4855-8136-277a0e722c81", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.43 s, sys: 191 ms, total: 4.62 s\n", "Wall time: 4.63 s\n" ] }, { "data": { "image/png": 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", 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