{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MPSlib: Getting started with MPSlib/scikit-mps in Python\n", "\n", "This is a small example for getting started with MPSlib through a Jupyter notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import mpslib as mps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup MPSlib\n", "\n", "First, initialize an instance of the `mpslib` object." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using mps_genesim installed in /mnt/d/PROGRAMMING/mpslib (scikit-mps in /mnt/d/PROGRAMMING/mpslib/scikit-mps/mpslib/mpslib.py)\n", "Using mps_snesim_tree installed in /mnt/d/PROGRAMMING/mpslib (scikit-mps in /mnt/d/PROGRAMMING/mpslib/scikit-mps/mpslib/mpslib.py)\n" ] } ], "source": [ "# Initialize MPSlib using the default algorithm and settings\n", "O = mps.mpslib()\n", "\n", "# Initialize MPSlib using the mps_snesim_tree algorithm and a simulation grid of size [80, 70, 1]\n", "O = mps.mpslib(method='mps_snesim_tree', simulation_grid_size=[80, 70, 1])\n", "\n", "# Specific parameters can be passed directly when calling mps.mpslib (as above),\n", "# or set by updating the O.par structure as shown below:\n", "O.par['debug_level'] = -1\n", "O.par['n_cond'] = 25\n", "O.par['n_real'] = 16\n", "O.par['n_threads'] = 5\n", "O.par['do_entropy'] = 1\n", "O.par['simulation_grid_size'] = np.array([80, 50, 1])" ] }, { "cell_type": "markdown", "id": "5519f0d9", "metadata": {}, "source": [ "All adjustable parameters for the chosen MPSlib algorithm:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'n_real': 16,\n", " 'rseed': 1,\n", " 'n_max_cpdf_count': 1,\n", " 'out_folder': '.',\n", " 'ti_fnam': 'ti.dat',\n", " 'simulation_grid_size': array([80, 50, 1]),\n", " 'origin': array([0., 0., 0.]),\n", " 'grid_cell_size': array([1, 1, 1]),\n", " 'mask_fnam': 'mask.dat',\n", " 'hard_data_fnam': 'hard.dat',\n", " 'shuffle_simulation_grid': 2,\n", " 'entropyfactor_simulation_grid': 4,\n", " 'shuffle_ti_grid': 1,\n", " 'hard_data_search_radius': 1,\n", " 'soft_data_categories': array([0, 1]),\n", " 'soft_data_fnam': 'soft.dat',\n", " 'n_threads': 5,\n", " 'debug_level': -1,\n", " 'do_estimation': 0,\n", " 'do_entropy': 1,\n", " 'template_size': array([8, 7, 1]),\n", " 'n_multiple_grids': 3,\n", " 'n_min_node_count': 0,\n", " 'n_cond': 25}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "O.par" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choose training image" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TI, TI_filename = mps.trainingimages.strebelle(di=2, coarse3d=1)\n", "#TI, TI_filename = mps.trainingimages.rot90()\n", "O.par['ti_fnam'] = TI_filename\n", "plt.imshow(TI[:, :, 0].T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run MPSlib\n", "\n", "The chosen MPSlib algorithm is run using a single thread by executing\n", "\n", " O.run()\n", "\n", "and using multiple threads by executing\n", "\n", " O.run_parallel()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parallel: Using 4 of max 103 threads\n" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#O.run()\n", "O.run_parallel()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot some realizations using matplotlib" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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