{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Phase Diagram calculations\n", "\n", "- Given a set composition we can use `ptt` to assess the phase stability at different P-T conditions to construct a phase diagram.\n", "- These calculations can be performed with either the MELTS or Holland & Powell family of thermodynamic models (through MAGEMin).\n", "- Also use outputs to assess the variability in key geochemical parameters across P-T space (e.g., phase proportions or chemistry).\n", "\n", "**Before any calculations can be run** users need to download the alphaMELTS for MATLAB files and/or install the MAGEMinCalc and juliacall packages. Please see the installation guide on ReadTheDocs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alphaMELTS for Python files successfully located.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "# If the alphaMELTS for Python files have not been added to your Python path (see installation guide) then use the two lines below to add\n", "# the location of the alphaMELTS files here.\n", "# import sys\n", "# sys.path.append(r'C:\\Users\\penny\\Box\\Berkeley_new\\MELTS_Installation\\alphamelts_py\\alphamelts-py-2.3.1-win64')\n", "\n", "\n", "import petthermotools as ptt \n", "\n", "ptt.__version__\n", "\n", "%matplotlib widget" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Julia environment detected.\n", "Detected IPython. Loading juliacall extension. See https://juliapy.github.io/PythonCall.jl/stable/compat/#IPython\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " Activating project at `~/.petthermotools_julia_env`\n", "Precompiling MAGEMinCalc...\n", " 595.2 ms ? PythonCall\n", "Info Given MAGEMinCalc was explicitly requested, output will be shown live \u001b[0K\n", "\u001b[0KUsing libMAGEMin.dylib from MAGEMin_jll\n", "\u001b[0K┌ Warning: Module PythonCall with build ID fafbfcfd-3501-17ed-0393-e686105ae5fb is missing from the cache.\n", "\u001b[0K│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "\u001b[0K└ @ Base loading.jl:2541\n", " 1279.5 ms ? MAGEMinCalc\n", "[ Info: Precompiling MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2] (cache misses: wrong dep version loaded (2), mismatched flags (2))\n", "┌ Warning: Module PythonCall with build ID fafbfcfd-3501-17ed-0393-e686105ae5fb is missing from the cache.\n", "│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "└ @ Base loading.jl:2541\n", "┌ Info: Skipping precompilation due to precompilable error. Importing MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2].\n", "└ exception = Error when precompiling module, potentially caused by a __precompile__(false) declaration in the module.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using libMAGEMin.dylib from MAGEMin_jll\n", "Using libMAGEMin.dylib from MAGEMin_jll\n", " From worker 4:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 2:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 3:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 5:\tUsing libMAGEMin.dylib from MAGEMin_jll\n" ] } ], "source": [ "ptt.activate_petthermotools_env()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in all examples we will import the key packages including `ptt`. The only difference here is that we will also use `%matplotlib widget` to make the phase diagram plots interactive (more explanation later).\n", "\n", "The cell below can be used for users running MacOS to suppress the outputs (you need to run it twice). I'm still trying to find a better way to deadl with this - if you have suggestions please let me know." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Should be used to suppress outputs on MacOS - run twice - if on windows, wont do anything. \n", "import platform\n", "if platform.system() == \"Darwin\":\n", " import sys\n", " import os\n", " sys.stdout = open(os.devnull, 'w')\n", " sys.stderr = open(os.devnull, 'w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculations using MELTS\n", "\n", "For simplicity we're going to use one of the 'in-built' compostiions from `ptt`, specifically the composition of the KLB-1 peridotite. For the purposes of the MELTS calculations below we will set the K2O content to 0.0 wt% (otherwise the system will always stabilize melt as it doesn't have an alternative option for where to place the K2O). The calculations here will be performed using the \"pMELTS\" thermodynamic model as it is the most appropriate for mantle conditions and compositions." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "KLB1 = ptt.Compositions['KLB-1']\n", "KLB1['K2O_Liq'] = 0.0\n" ] }, { "attachments": { "Refinement.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "We can now run `ptt.phaseDiagram_calc` which takes an array of pressure and temperature conditions and evaluates the equilibrium assemblage at each combination of values. The import parameters to tweak are:\n", "1) The `i_max` parameters determines the maximum number of iterations that the code will loop through (a new loop is started if one calculation fails) unless every point either has a solution or hits a failure point. Smaller i_max, more likely to have holes in the phase diagram (as if one calculation kills a subprocess with 7 more calculations to run, you will get 7 holes until you have i_max>1). 15 is generally a good value to use. \n", "2) The `refine = 2` parameter helps refine the phase boundaries. Consider that your 25 pressure and temperature points creates the grid shown below. Initially, the phase boundary between olivine and liquid is put at the midpoint between the solved values. \n", "![Refinement.png](attachment:Refinement.png)\n", "What the first refine step does is insert a new calculation anywhere two neighbouring points have a different phase assemble (the red dots). These are then solved, and the position of the phase boundary is obtained at a higher precision. To ensure that the matrix has a constant point spacing, new points are inserted between existing points with the same phase (e.g. the point between Ol - Ol is filled with olivine - in this diagram, these are the smaller circles in panel c). refine=2 would do this again after the first refinement stage. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Res = ptt.phaseDiagram_calc(Model = \"pMELTS\", bulk = KLB1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine = 2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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94061800.039208.33100.0-1.038077e+06321.20002232.5269443074.384992-3.625411-0.000072NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
94071800.039604.17100.0-1.036952e+06321.12128032.4965583077.257084-3.607124-0.000072NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
94081800.040000.00100.0-1.035828e+06321.04253832.4661713080.129176-3.588838-0.000071NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "

9409 rows × 219 columns

\n", "
" ], "text/plain": [ " T_C P_bar mass_g H_J S_J/K V_cm^3 \\\n", "0 1200.0 2000.00 100.0 -1.290949e+06 248.341481 32.721230 \n", "1 1200.0 2395.83 100.0 -1.292754e+06 246.250894 32.287001 \n", "2 1200.0 2791.67 100.0 -1.294558e+06 244.160307 31.852772 \n", "3 1200.0 3187.50 100.0 -1.294398e+06 243.415743 31.703106 \n", "4 1200.0 3583.33 100.0 -1.293231e+06 243.356628 31.676345 \n", "... ... ... ... ... ... ... \n", "9404 1800.0 38416.67 100.0 -1.040325e+06 321.357506 32.587718 \n", "9405 1800.0 38812.50 100.0 -1.039201e+06 321.278764 32.557331 \n", "9406 1800.0 39208.33 100.0 -1.038077e+06 321.200022 32.526944 \n", "9407 1800.0 39604.17 100.0 -1.036952e+06 321.121280 32.496558 \n", "9408 1800.0 40000.00 100.0 -1.035828e+06 321.042538 32.466171 \n", "\n", " rho_kg/m^3 log10(fO2) dVdP_cm^3/bar SiO2_Cpx ... H_J_Plag \\\n", "0 3056.119810 -7.002093 0.001123 53.484615 ... -1669.685117 \n", "1 3097.782011 -6.545452 0.001238 53.047685 ... -50221.326654 \n", "2 3139.444212 -6.088810 0.001352 52.610754 ... -98772.968191 \n", "3 3154.265053 -7.582875 0.001390 52.194909 ... -112618.754550 \n", "4 3156.929843 -7.606633 0.001390 52.116206 ... -109311.858698 \n", "... ... ... ... ... ... ... \n", "9404 3068.640808 -3.661983 -0.000073 NaN ... NaN \n", "9405 3071.512900 -3.643697 -0.000073 NaN ... NaN \n", "9406 3074.384992 -3.625411 -0.000072 NaN ... NaN \n", "9407 3077.257084 -3.607124 -0.000072 NaN ... NaN \n", "9408 3080.129176 -3.588838 -0.000071 NaN ... NaN \n", "\n", " S_J/K_Plag Cp_J/(kg.K^2)_Plag dCpdT_J/(kg.K^2)_Plag dVdT_cm^3/K_Plag \\\n", "0 0.291509 1231.080407 0.000014 0.000001 \n", "1 8.891283 1231.969856 0.000414 0.000032 \n", "2 17.491058 1232.859305 0.000814 0.000064 \n", "3 20.023085 1233.255039 0.000923 0.000074 \n", "4 19.462473 1233.180084 0.000895 0.000072 \n", "... ... ... ... ... \n", "9404 NaN NaN NaN NaN \n", "9405 NaN NaN NaN NaN \n", "9406 NaN NaN NaN NaN \n", "9407 NaN NaN NaN NaN \n", "9408 NaN NaN NaN NaN \n", "\n", " dPdT_bar/K_Plag d2VdT2_cm^3/K^2_Plag d2VdTdP_cm^3/(bar.K)_Plag \\\n", "0 NaN 3.584903e-10 0.0 \n", "1 NaN 1.061530e-08 0.0 \n", "2 NaN 2.087211e-08 0.0 \n", "3 NaN 2.370736e-08 0.0 \n", "4 NaN 2.301675e-08 0.0 \n", "... ... ... ... \n", "9404 NaN NaN NaN \n", "9405 NaN NaN NaN \n", "9406 NaN NaN NaN \n", "9407 NaN NaN NaN \n", "9408 NaN NaN NaN \n", "\n", " d2VdP2_cm^3/bar^2_Plag molwt_Plag \n", "0 3.027811e-13 275.838825 \n", "1 9.707448e-12 274.939756 \n", "2 1.911211e-11 274.040686 \n", "3 2.216741e-11 273.567139 \n", "4 2.159574e-11 273.489102 \n", "... ... ... \n", "9404 NaN NaN \n", "9405 NaN NaN \n", "9406 NaN NaN \n", "9407 NaN NaN \n", "9408 NaN NaN \n", "\n", "[9409 rows x 219 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Res" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a DataFrame with 97 equally spaced temperature and pressure values (so total size of 97*97).\n", "Why 97 you ask? Well initially its 25 in x and 25 in y. The refine then adds 24 points (one inbetween each point), so 49X49. The refine again adds another 48 points so (49+48) = 97 X 97. For cases where the phase assemblage of 2 neighboring points was identical the phase proportions and phase chemistry is estimated through simply linear interpolation between the two neighbors. To view the phase diagram results we can use the `plot_phaseDiagram` function in `ptt`. This will create a phase diagram labelled by number, with each number corresponding to a phase assemblage listed on the right. By using `%matplotlib widget` above you should be able to hover over the plot and see which number (and therefore phase assemblage) is present at each P-T condition." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "937ab1dd5dd2483292f88ee9491e1432", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ptt.plot_phaseDiagram(Combined = Res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculations using MAGEMin\n", "\n", "For calculations with MAGEMin it is important to note that this is one of the major purposes for which the original MAGEMin code was developed, so it will likely always be straightforward to create phase diagrams using the MAGEMinApp (https://github.com/ComputationalThermodynamics/MAGEMinApp.jl). The point of this code is not to try and replace MAGEMin, but to provide Python users with the ability to perform calcualtions with a range of different thermodynamic models. In the cells below we repeat the calculations above with a few minor differences: (i) MAGEMin (and the Green et al. 2025 thermodynamic model) does not have the same issue as pMELTS when small amounts of K2O are included in the bulk composition; (ii) the `Model` kwarg is changed to `Green2025` which will initiate the calculation in julia via MAGEMin" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'SiO2_Liq': 44.48,\n", " 'TiO2_Liq': 0.16,\n", " 'Al2O3_Liq': 3.59,\n", " 'FeOt_Liq': 8.1,\n", " 'MgO_Liq': 39.22,\n", " 'CaO_Liq': 3.44,\n", " 'Na2O_Liq': 0.3,\n", " 'K2O_Liq': 0.0,\n", " 'Cr2O3_Liq': 0.42,\n", " 'H2O_Liq': 0.0,\n", " 'Fe3Fet_Liq': 0.04}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "KLB1 = ptt.Compositions['KLB-1']\n", "KLB1" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "Res_green = ptt.phaseDiagram_calc(Model = \"Green2025\", bulk = KLB1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine=2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " [,\n", " ,\n", " ])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7c4417b540814c1d8f1f8ed08a655d7f", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, a = ptt.plot_phaseDiagram(Combined = Res_green)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting more information from the phase diagram calculations\n", "\n", "In addition to the phase diagrams shown above it is relatively simple to extract additional information from the calculations. For example, it is trivial to extract the mass of liquid (mass fraction) at each point and reshape this array into a P-T grid so that we can visualize this data as contours.\n", "\n", "The function make_grid_variables_from_phase_diagram takes your dataframe output, and puts it into a PT grid. This allows for easier plotting. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "X, Y, Z = ptt.make_grid_variables_from_phase_diagram(\n", " Results = Res_green,\n", " x_col = \"T_C\",\n", " y_col = \"P_bar\",\n", ")\n", "\n", "liq = Z[\"mass_g_Liq\"]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From here we can use the `plt.contourf` function to visualize the mass fraction of melt at each P-T value:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0aa54680bba04cd494c9bab10d471e19", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(\n", " 1, 2, figsize=(10, 4), sharex=True, sharey=True\n", ")\n", "\n", "# ------------------------------------------------\n", "# Panel 1: mass_g_Liq (red colormap)\n", "# ------------------------------------------------\n", "pcm1 = ax1.pcolormesh(\n", " X, Y, Z[\"mass_g_Liq\"],\n", " shading=\"auto\",\n", " cmap=\"Reds\"\n", ")\n", "ax1.set_title(\"mass_g_Liq\")\n", "ax1.set_xlabel(\"T (°C)\")\n", "ax1.set_ylabel(\"P (bar)\")\n", "fig.colorbar(pcm1, ax=ax1, label=\"mass_g_Liq\")\n", "\n", "# ------------------------------------------------\n", "# Panel 2: SiO2_Liq (same red colormap)\n", "# ------------------------------------------------\n", "pcm2 = ax2.pcolormesh(\n", " X, Y, Z[\"SiO2_Liq\"],\n", " shading=\"auto\",\n", " cmap=\"Reds\"\n", ")\n", "ax2.set_title(\"SiO$_2$ (liq)\")\n", "ax2.set_xlabel(\"T (°C)\")\n", "fig.colorbar(pcm2, ax=ax2, label=\"SiO$_2$ (wt %)\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['T_C', 'P_bar', 'mass_g', 'H_J', 'S_J/K', 'V_cm^3', 'rho_kg/m^3',\n", " 'log10(fO2)', 'mass_per_mole_g/mol', 'eta_Pa.s',\n", " ...\n", " 'mass_g_Plag', 'rho_kg/m^3_Plag', 'V_cm^3_Plag', 'H_J_Plag',\n", " 'S_J/K_Plag', 'Cp_J/(kg.K^2)_Plag', 'mass%_Plag', 'mol%_Plag',\n", " 'vol%_Plag', 'alpha_1/K_Plag'],\n", " dtype='object', length=160)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Res_green.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively we could assess the proportion of garnet and spinel in the system, examining the position of the garnet-spinel transition." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8e591f3ce57646c2bbd8aef3e6edac7a", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(\n", " 1, 2, figsize=(10, 4), sharex=True, sharey=True\n", ")\n", "\n", "# ------------------------------------------------\n", "# Panel 1: mass_g_Grt (red colormap)\n", "# ------------------------------------------------\n", "pcm1 = ax1.pcolormesh(\n", " X, Y, Z['mass_g_Grt'],\n", " shading=\"auto\",\n", " cmap=\"Reds\"\n", ")\n", "ax1.set_title(\"mass_g_Grt\")\n", "ax1.set_xlabel(\"T (°C)\")\n", "ax1.set_ylabel(\"P (bar)\")\n", "fig.colorbar(pcm1, ax=ax1, label=\"mass_g_Grt\")\n", "\n", "# ------------------------------------------------\n", "# Panel 2: mass_g_Sp (blue colormap)\n", "# ------------------------------------------------\n", "pcm2 = ax2.pcolormesh(\n", " X, Y, Z['mass_g_Sp'],\n", " shading=\"auto\",\n", " cmap=\"Blues\"\n", ")\n", "ax2.set_title(\"mass_g_Sp\")\n", "ax2.set_xlabel(\"T (°C)\")\n", "fig.colorbar(pcm2, ax=ax2, label=\"mass_g_Sp\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Phase Diagram of pyroxenite lithologies\n", "\n", "Alternatively we could create phase diagram for other, potential mantle lithologies. Shown as an example here is a phase diagram calculation for the KG1 pyroxenite." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "KG1 = ptt.Compositions['KG1']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "KG1_green = ptt.phaseDiagram_calc(Model = \"Green2025\", bulk = KG1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine = 2)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "03393aa40f3f43e09ea3d64c014298fd", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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