Mercurial > repos > chemteam > mdanalysis_endtoend
annotate extract_rmsd.py @ 0:78aa3659fcd1 draft
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
author | chemteam |
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date | Mon, 24 Aug 2020 16:47:23 -0400 |
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children | ce9dc91ff87f |
rev | line source |
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0
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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1 import argparse |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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2 import json |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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3 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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4 import MDAnalysis as m |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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5 from MDAnalysis.analysis import align, rms |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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6 from MDAnalysis.analysis.base import AnalysisFromFunction |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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7 from MDAnalysis.coordinates.memory import MemoryReader |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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8 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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9 import numpy as np |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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10 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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11 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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12 def calc_rmsd(str_files, traj_files, ref_str, str_format, traj_format, |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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13 ref_str_format, filepath_out, group, start, end, step, |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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14 fitting_atoms): |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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15 """ |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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16 the function will cycle through range 0 to no_t and load all files found. |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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17 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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18 str_files: text file with filepaths for structures, one on each line |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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19 traj_files: text file with filepaths for trajectories, one on each line |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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20 ref_str: reference structure for fitting |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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21 filepath_in: directory where the files are located |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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22 filepath_out: pickle file where results (3D matrix) should be saved to |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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23 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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24 group: atoms for which RMSD should be calculated; |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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25 use the MDAnalysis selection language |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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26 fitting_atoms: atoms used for str alignment prior to RMSD calculation; |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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27 use the MDAnalysis selection language |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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28 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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29 start: first trajectory frame to calculate RMSD |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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30 end: last trajectory frame to calculate RMSD |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
chemteam
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31 step: how frequently frames are sampled between start and end; obviously, |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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32 the larger the step, the quicker the script finishes |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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33 """ |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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34 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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35 # open list of files |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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36 with open(str_files) as f1, open(traj_files) as f2: |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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37 str_file_list = f1.read().strip().split('\n') |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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38 traj_file_list = f2.read().strip().split('\n') |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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39 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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40 if sum(1 for line in f1) != sum(1 for line in f2): |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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41 raise IOError('Number of structure and trajectory files unequal.') |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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42 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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43 no_t = len(traj_file_list) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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44 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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45 data = np.zeros((no_t, no_t, |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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46 int((end - start)/step + ((end - start) % step > 0)))) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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47 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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48 # load files |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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49 universes = {} |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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50 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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51 for traj in range(no_t): |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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52 mobile = m.Universe(str_file_list[traj], traj_file_list[traj], |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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53 format=traj_format, topology_format=str_format) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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54 ref = m.Universe(ref_str, topology_format=ref_str_format) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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55 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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56 mobile.trajectory[-1] # set mobile trajectory to last frame |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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57 ref.trajectory[0] # set reference trajectory to first frame |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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58 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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59 # perform alignment |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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60 align.AlignTraj(mobile, ref, select=fitting_atoms, |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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61 in_memory=True).run() |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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62 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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63 grp = mobile.select_atoms(group) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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64 universes[traj] = m.core.universe.Merge(grp) # create Universe w grp |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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65 coordinates = AnalysisFromFunction(lambda ag: ag.positions.copy(), |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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66 grp).run().results # write to uv |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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67 universes[traj].load_new(coordinates, format=MemoryReader) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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68 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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69 print("All trajs loaded by MDAnalysis") |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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70 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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71 # calculate differences |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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72 for traj1 in range(no_t): |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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73 print("Calculating differences for traj {}".format(traj1)) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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74 for traj2 in range(traj1): |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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75 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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76 u1 = universes[traj1] |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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77 u2 = universes[traj2] |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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78 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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79 l1 = u1.select_atoms(group) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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80 l2 = u2.select_atoms(group) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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81 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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82 rmsd = rms.RMSD(l1, l2) |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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83 |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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84 rmsd.run() |
78aa3659fcd1
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
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85 |
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86 data[traj1, traj2] = rmsd.rmsd[:, 2] |
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87 data[traj2, traj1] = rmsd.rmsd[:, 2] |
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88 |
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89 with open(filepath_out, 'w') as f: |
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90 json.dump(data.tolist(), f, indent=4, sort_keys=True) |
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91 |
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92 print("Done!") |
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93 return |
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94 |
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95 |
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96 def main(): |
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97 parser = argparse.ArgumentParser() |
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98 parser.add_argument('--trajs', required=True, |
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99 help='File containing trajectory filepaths.') |
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100 parser.add_argument("--strs", |
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101 help='File containing structure filepaths.') |
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102 parser.add_argument("--ref-str", |
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103 help='File containing reference structure.') |
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104 parser.add_argument('--traj-format', required=True, |
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105 help='Trajectory format.') |
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106 parser.add_argument("--str-format", help='Structure format.') |
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107 parser.add_argument("--ref-str-format", |
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108 help='Reference structure format.') |
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109 parser.add_argument('-o', '--outfile', |
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110 help="Path to the output JSON file") |
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111 parser.add_argument('--group', help="Atoms for which RMSD should be" |
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112 "calculated in MDAnalysis selection language") |
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113 parser.add_argument('--fitting', help="Fitting atoms for alignment" |
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114 "prior to RMSD calculation") |
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115 parser.add_argument('--start', type=int, |
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116 help="First trajectory frame to calculate RMSD") |
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117 parser.add_argument('--end', type=int, |
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118 help="Last trajectory frame to calculate RMSD") |
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119 parser.add_argument('--step', type=int, |
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120 help="Frame sampling frequency for RMSD calculation") |
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121 args = parser.parse_args() |
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122 |
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123 calc_rmsd(args.strs, args.trajs, args.ref_str, args.str_format, |
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124 args.traj_format, args.ref_str_format, args.outfile, |
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125 args.group, args.start, args.end, args.step, args.fitting) |
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126 |
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127 |
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128 if __name__ == "__main__": |
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129 main() |