{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Energy_landscape_analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Transition graphs of energy landscapes\n",
"\n",
"We have seen in the package Transition_graph_of_energy_landscape_builders that there are three options to build a transitio graph:\n",
"* from a database of stationary points\n",
"* from a collection of pairs (sample, associated local minimum)\n",
"* from a collection of samples.\n",
"\n",
"In the following, we exploit such transition, as explained in the User manual."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Useful functions"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on class SBL_pytools in module SBL_pytools:\n",
"\n",
"class SBL_pytools(builtins.object)\n",
" | Static methods defined here:\n",
" | \n",
" | convert_eps_to_png(ifname, osize)\n",
" | \n",
" | convert_pdf_to_png(ifname, osize)\n",
" | \n",
" | find_and_convert(suffix, odir, osize)\n",
" | # find file with suffix, convert, and return image file\n",
" | \n",
" | find_and_show_images(suffix, odir, osize)\n",
" | \n",
" | find_file_in_output_directory(suffix, odir)\n",
" | \n",
" | show_eps_file(eps_file, osize)\n",
" | \n",
" | show_image(img)\n",
" | \n",
" | show_log_file(odir)\n",
" | \n",
" | show_pdf_file(pdf_file)\n",
" | \n",
" | show_row_n_images(images, size)\n",
" | \n",
" | show_text_file(file_suffix, odir)\n",
" | \n",
" | show_txt_file(file_suffix, odir)\n",
" | \n",
" | ----------------------------------------------------------------------\n",
" | Data descriptors defined here:\n",
" | \n",
" | __dict__\n",
" | dictionary for instance variables (if defined)\n",
" | \n",
" | __weakref__\n",
" | list of weak references to the object (if defined)\n",
"\n"
]
}
],
"source": [
"from SBL.SBL_pytools import SBL_pytools as sblpyt\n",
"help(sblpyt)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Running the executables: main options\n",
"\n",
"The options of the **analyze** method in the next cell are:\n",
" - *metric*: euclid or lrmsd\n",
" - *transGraph*: xml file representing the compressed transition graph of a sampled energy landscape\n",
" - *landmarks*: run shortest paths analysis through landmark vertices on the compressed transition graph listed on an input text file\n",
" - *topology*: run topology analysis over the uncompressed transition graph\n",
" - *Morse*: run Morse theory based analysis over the uncompressed transition graph with the potential energy as Morse function"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import re #regular expressions\n",
"import sys #misc system\n",
"import os\n",
"import pdb\n",
"import shutil # python 3 only\n",
"from IPython.display import Image\n",
"from IPython.display import IFrame\n",
"\n",
"\n",
"def analyze_transition_graph(metric, transGraph, landmarks = None, topology = True, Morse = True):\n",
"\n",
" odir = \"tmp-results-%s\" % metric\n",
" if os.path.exists(odir):\n",
" os.system(\"rm -rf %s\" % odir)\n",
" os.system( (\"mkdir %s\" % odir) )\n",
" \n",
" # check executable exists and is visible\n",
" exe = shutil.which(\"sbl-energy-landscape-analysis-%s.exe\" % metric)\n",
" if not exe: \n",
" print(\"Executable not found\")\n",
" return \n",
" \n",
" \n",
" print((\"Using executable %s\\n\" % exe))\n",
" cmd = \"sbl-energy-landscape-analysis-%s.exe --transition-graph %s \\\n",
" --directory %s --verbose --log \" % (metric, transGraph, odir)\n",
" if landmarks:\n",
" cmd += \"--landmarks --landmarks-filename %s \" % landmarks\n",
" if topology:\n",
" cmd += \"--topology \"\n",
" if Morse:\n",
" cmd += \"--Morse \"\n",
" \n",
" print((\"Executing %s\\n\" % cmd)) \n",
" os.system(cmd)\n",
" \n",
" cmd = \"ls %s\" % odir\n",
" ofnames = os.popen(cmd).readlines()\n",
" print((\"All output files in %s:\" % odir),ofnames,\"\\n\")\n",
" \n",
" sblpyt.show_log_file(odir)\n",
" \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example 1: the Himmelblau terrain z=f(x,y)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Himmelblau function is defined by the bivariate polynomial $f(x,y) = (x^2+y-11)^2 + (x+y^2-7)^2$."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(filename='fig/himmelblau-matlab-cropped.png')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Marker : Calculation Started\n",
"Using executable /user/fcazals/home/projects/proj-soft/sbl-install/bin/sbl-energy-landscape-analysis-euclid.exe\n",
"\n",
"Executing sbl-energy-landscape-analysis-euclid.exe --transition-graph data/himmelbleau_tg.xml --directory tmp-results-euclid --verbose --log --landmarks --landmarks-filename data/himmelbleau_landmarks.txt --topology --Morse \n",
"\n",
"All output files in tmp-results-euclid: ['sbl-energy-landscape-analysis-euclid__disconnectivity_forest.eps\\n', 'sbl-energy-landscape-analysis-euclid__landmarks_paths.xml\\n', 'sbl-energy-landscape-analysis-euclid__log.txt\\n', 'sbl-energy-landscape-analysis-euclid__MSW_chain_complex.xml\\n', 'sbl-energy-landscape-analysis-euclid__persistence_diagram.pdf\\n', 'sbl-energy-landscape-analysis-euclid__persistence_diagram.plot\\n', 'sbl-energy-landscape-analysis-euclid__persistence_diagram.txt\\n', 'sbl-energy-landscape-analysis-euclid__persistence_histogram.pdf\\n', 'sbl-energy-landscape-analysis-euclid__persistence_histogram.r\\n', 'sbl-energy-landscape-analysis-euclid__persistence_histogram.txt\\n', 'sbl-energy-landscape-analysis-euclid__stable_manifold_clusters.txt\\n', 'sbl-energy-landscape-analysis-euclid__stable_manifold_partition.xml\\n', 'sbl-energy-landscape-analysis-euclid__topology.xml\\n'] \n",
"\n",
"Showing file tmp-results-euclid/sbl-energy-landscape-analysis-euclid__log.txt\n",
"\n",
"++Showing file tmp-results-euclid/sbl-energy-landscape-analysis-euclid__log.txt\n",
"Running: sbl-energy-landscape-analysis-euclid.exe --transition-graph data/himmelbleau_tg.xml --directory tmp-results-euclid --verbose --log --landmarks --landmarks-filename data/himmelbleau_landmarks.txt --topology --Morse\n",
"\n",
"Transition Graph Loader\n",
"Statistics:\n",
"\n",
"Persistence Based Topographical Analysis\n",
"Statistics:\n",
"Number of critical vertices of index 0: 4\n",
"Number of regular critical vertices of index 1: 6\n",
"Number of degenerated critical vertices (num, #faces):\n",
"Number of connected components, i.e Betti_0: 1\n",
"Size of connected components (num, size): (1, 10)\n",
"Number of cycles (after simplification), i.e Betti_1: 3\n",
"Number of clusters for stable manifold partition: 4\n",
"Size of stable manifolds, i.e Watershed (num, size): (1, 1) (1, 2) (1, 3) (1, 4)\n",
"\n",
"Report...\n",
"\n",
"Landmark Paths Analysis\n",
"Computing the edge weights...\n",
"\n",
"0% 10 20 30 40 50 60 70 80 90 100%\n",
"|----|----|----|----|----|----|----|----|----|----|\n",
"***************************************************\n",
"Loading the landmark's indices...\n",
"Computing the shortest paths with landmarks...\n",
"Computing for the 1th landmark...\n",
"Storing the shortest paths to the 1th landmark...\n",
"Computing for the 2th landmark...\n",
"Storing the shortest paths to the 2th landmark...\n",
"Computing for the 3th landmark...\n",
"Storing the shortest paths to the 3th landmark...\n",
"Statistics:\n",
"Transition Graph Landmark Paths statistics...\n",
"Path from 0 to 1: distance: 3.985753, length: 1\n",
"Path from 0 to 3: distance: 8.345440, length: 1\n",
"Path from 1 to 3: distance: 7.273507, length: 1\n",
"Distances min / median / max: 3.985753 7.273507 8.345440\n",
"\n",
"Report...\n",
"\n",
"Topological Analysis\n",
"Computing the distances...\n",
"\n",
"0% 10 20 30 40 50 60 70 80 90 100%\n",
"|----|----|----|----|----|----|----|----|----|----|\n",
"***************************************************\n",
"Sorting the distances...\n",
"Computing number of connected components and cycles...\n",
"Statistics:\n",
"Transition Graph topology and paths statistics...\n",
"Number of vertices: 4\n",
"Number of edges: 6\n",
"Number of edges per vertex (min, median, mean, max): 3 3 3.000000 3\n",
"Weights over vertices (min, median, mean, max): 0.231200 0.258200 0.248000 0.262900\n",
"Number of connected components: 1\n",
"Number of cycles: 3\n",
"Number of loops over one minimum: 0\n",
"Number of minima with loops: 0\n",
"Number of loops over one minimum in largest connected component: 0\n",
"Distances between samples (min / median / max): 3.985753 7.273507 8.345440\n",
"\n",
"Report...\n",
"\n",
"End Run\n",
"\n",
"General Statistics:\n",
"\n",
"Times elapsed for computations (in seconds):\n",
"-- Topological Analysis: 0.000000\n",
"-- Landmark Paths Analysis: 0.000000\n",
"-- Persistence Based Topographical Analysis: 0.001141\n",
"Total: 0.001141\n",
"\n",
"--Done\n",
"\n",
"\n",
"Marker : Calculation Ended\n"
]
}
],
"source": [
"\n",
"print(\"Marker : Calculation Started\")\n",
"analyze_transition_graph(\"euclid\", \"data/himmelbleau_tg.xml\", landmarks = \"data/himmelbleau_landmarks.txt\") \n",
"print(\"Marker : Calculation Ended\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"## We can now easily visualize the main plots i.e. the disconnectivity forest and the persistence diagram"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Figs displayed\n"
]
},
{
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